From 123a44dbe08fee96148cf82494039adb7b3b869c Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 16 Aug 2024 13:19:43 -0700 Subject: [PATCH 01/74] Feature/merge graphrag group mgmt (#876) * add group ids to document abstraction, first steps * extend group permissions * up * add tests for new group features * up * fixup auth * onboard extensive regression tests * adding regression tests * finish tests * rm selenium * test observability * uncomment tests * checkin first set of group tests * modify search, passing vector tests * checkin work * full delete logic * update search to use new filters * check in * Clean up * Check in * add search * tests/test_end_to_end.py::test_ingest_txt_document passing * cleanup logging * make schemas explicit * move to run logger abstraction * cleanup some test workflows * revive tests * tweak to pass tests * tweak rrf * finish hybrid search cleanup * fixup on regr tests, regen payloads * refresh payloads * refactor api model * Feature/refactor api model (#868) * cleanup imports * flake and cleanup * coherent global import / export structure * add ingestion response models * add management response models * cleanups * checkin work on routes * remove request models * last fixes * merge * add user / group gating * working test groups * updating client --------- Co-authored-by: NolanTrem <34580718+NolanTrem@users.noreply.github.com> --- poetry.lock | 1537 ++++++++++++++--- pyproject.toml | 3 + r2r/__init__.py | 286 ++- r2r/{agents => agent}/__init__.py | 2 + r2r/{agents => agent}/base.py | 13 +- r2r/{agents => agent}/rag.py | 12 +- r2r/base/__init__.py | 298 ++-- r2r/base/abstractions/__init__.py | 94 + r2r/base/abstractions/document.py | 172 +- r2r/base/abstractions/graph.py | 452 +++++ r2r/base/abstractions/llama_abstractions.py | 439 ----- r2r/base/abstractions/search.py | 95 +- r2r/base/abstractions/user.py | 41 +- r2r/base/abstractions/vector.py | 45 +- r2r/base/agent/__init__.py | 11 + r2r/base/{abstractions => agent}/agent.py | 47 +- r2r/base/agent/base.py | 31 + r2r/base/api/models/__init__.py | 93 + r2r/base/api/models/auth/__init__.py | 0 r2r/base/api/models/auth/responses.py | 41 + r2r/base/api/models/base.py | 9 + r2r/base/api/models/ingestion/__init__.py | 0 r2r/base/api/models/ingestion/responses.py | 77 + r2r/base/api/models/management/__init__.py | 0 r2r/base/api/models/management/responses.py | 126 ++ r2r/base/api/models/retrieval/__init__.py | 0 r2r/base/api/models/retrieval/responses.py | 149 ++ r2r/base/logging/__init__.py | 39 + r2r/base/logging/base.py | 11 + r2r/base/logging/log_processor.py | 2 +- .../logging/{kv_logger.py => run_logger.py} | 563 +++--- r2r/base/logging/run_manager.py | 45 +- r2r/base/pipeline/__init__.py | 5 + r2r/base/pipeline/base_pipeline.py | 74 +- r2r/base/pipes/__init__.py | 3 + r2r/base/pipes/base_pipe.py | 7 +- r2r/base/providers/__init__.py | 54 + r2r/base/providers/auth.py | 20 +- r2r/base/providers/chunking.py | 9 +- r2r/base/providers/database.py | 97 +- r2r/base/providers/embedding.py | 5 +- r2r/base/providers/eval.py | 46 - r2r/base/providers/kg.py | 110 +- r2r/base/utils/__init__.py | 19 +- r2r/base/utils/base_utils.py | 14 +- r2r/base/utils/splitter/text.py | 65 +- r2r/cli/__init__.py | 23 + r2r/cli/cli.py | 3 + r2r/cli/commands/document_operations.py | 31 +- r2r/cli/commands/kg_operations.py | 16 + .../commands/oberservability_operations.py | 13 +- r2r/cli/commands/rag_operations.py | 40 +- r2r/examples/configs/graphrag.toml | 61 + r2r/examples/configs/neo4j_kg.toml | 40 +- r2r/examples/scripts/advanced_kg_cookbook.py | 34 +- r2r/examples/scripts/sample_data_ingestor.py | 4 +- r2r/examples/scripts/test_e2e.py | 321 ---- r2r/main/__init__.py | 88 +- r2r/main/abstractions.py | 17 +- r2r/main/api/__init__.py | 17 + r2r/main/api/client.py | 620 ------- r2r/main/api/client/__init__.py | 1 + r2r/main/api/client/auth.py | 93 + r2r/main/api/client/client.py | 198 +++ r2r/main/api/client/ingestion.py | 230 +++ r2r/main/api/client/management.py | 267 +++ r2r/main/api/client/restructure.py | 51 + r2r/main/api/client/retrieval.py | 146 ++ r2r/main/api/routes/auth/base.py | 209 ++- r2r/main/api/routes/auth/requests.py | 14 - r2r/main/api/routes/base_router.py | 33 +- r2r/main/api/routes/ingestion/base.py | 464 ++++- r2r/main/api/routes/ingestion/requests.py | 17 - r2r/main/api/routes/kg/__init__.py | 0 r2r/main/api/routes/kg/base.py | 23 + r2r/main/api/routes/kg/requests.py | 10 + r2r/main/api/routes/management/base.py | 396 +++-- r2r/main/api/routes/management/requests.py | 49 - r2r/main/api/routes/retrieval/base.py | 688 ++++++-- r2r/main/api/routes/retrieval/requests.py | 35 - r2r/main/app.py | 11 +- r2r/main/app_entry.py | 4 +- r2r/main/assembly/__init__.py | 23 + r2r/main/assembly/builder.py | 66 +- r2r/main/assembly/config.py | 18 +- r2r/main/assembly/factory.py | 122 +- r2r/main/assembly/factory_extensions.py | 3 +- r2r/main/engine.py | 77 +- r2r/main/execution.py | 61 +- r2r/main/services/__init__.py | 2 + r2r/main/services/auth_service.py | 61 +- r2r/main/services/base.py | 4 +- r2r/main/services/ingestion_service.py | 302 +--- r2r/main/services/management_service.py | 204 ++- r2r/main/services/restructure_service.py | 94 + r2r/main/services/retrieval_service.py | 93 +- r2r/parsers/__init__.py | 24 +- r2r/parsers/media/__init__.py | 17 + r2r/parsers/media/openai_helpers.py | 2 +- r2r/parsers/media/pdf_parser.py | 11 +- r2r/parsers/structured/__init__.py | 11 + r2r/parsers/structured/xlsx_parser.py | 4 +- r2r/parsers/text/__init__.py | 9 + r2r/pipelines/__init__.py | 4 +- r2r/pipelines/eval_pipeline.py | 37 - r2r/pipelines/graph_enrichment.py | 33 + r2r/pipelines/ingestion_pipeline.py | 22 +- r2r/pipelines/rag_pipeline.py | 23 +- r2r/pipelines/search_pipeline.py | 23 +- r2r/pipes/__init__.py | 11 +- r2r/pipes/abstractions/generator_pipe.py | 4 +- r2r/pipes/abstractions/search_pipe.py | 6 +- r2r/pipes/ingestion/chunking_pipe.py | 39 +- r2r/pipes/ingestion/embedding_pipe.py | 23 +- r2r/pipes/ingestion/kg_extraction_pipe.py | 15 +- r2r/pipes/ingestion/parsing_pipe.py | 20 +- r2r/pipes/ingestion/vector_storage_pipe.py | 24 +- r2r/pipes/kg/clustering.py | 282 +++ r2r/pipes/kg/extraction.py | 227 +++ r2r/pipes/kg/node_extraction.py | 234 +++ .../kg_storage_pipe.py => kg/storage.py} | 39 +- r2r/pipes/other/eval_pipe.py | 54 - r2r/pipes/other/web_search_pipe.py | 11 +- r2r/pipes/retrieval/kg_search_search_pipe.py | 190 +- r2r/pipes/retrieval/search_rag_pipe.py | 2 +- r2r/pipes/retrieval/streaming_rag_pipe.py | 4 +- r2r/pipes/retrieval/vector_search_pipe.py | 12 +- r2r/providers/__init__.py | 17 +- r2r/providers/auth/r2r_auth.py | 22 +- r2r/providers/chunking/r2r_chunking.py | 46 +- .../chunking/unstructured_chunking.py | 2 +- r2r/providers/database/base.py | 87 + r2r/providers/database/document.py | 111 ++ r2r/providers/database/group.py | 392 +++++ r2r/providers/database/postgres.py | 1052 +---------- r2r/providers/database/relational.py | 47 + r2r/providers/database/tokens.py | 59 + r2r/providers/database/user.py | 432 +++++ .../database/vecs/adapter/__init__.py | 3 +- r2r/providers/database/vecs/adapter/base.py | 18 +- r2r/providers/database/vecs/adapter/noop.py | 39 +- r2r/providers/database/vecs/collection.py | 568 +++--- r2r/providers/database/vector.py | 430 +++++ r2r/providers/eval/__init__.py | 3 - r2r/providers/eval/r2r_llm_eval.py | 84 - r2r/providers/kg/neo4j.py | 989 ----------- r2r/providers/kg/neo4j/__init__.py | 1 + r2r/providers/kg/neo4j/graph_queries.py | 168 ++ r2r/providers/kg/neo4j/provider.py | 405 +++++ r2r/providers/parsing/r2r_parsing.py | 20 +- r2r/providers/parsing/unstructured_parsing.py | 21 +- r2r/providers/prompts/defaults.yaml | 0 .../defaults/graphrag_community_reports.yaml | 150 ++ .../defaults/graphrag_map_system_prompt.yaml | 55 + .../graphrag_reduce_system_prompt.yaml | 43 + .../graphrag_triplet_extraction_few_shot.yaml | 36 + ...graphrag_triplet_extraction_zero_shot.yaml | 28 + .../prompts/defaults/rag_answer.yaml | 52 - .../prompts/defaults/rag_context.yaml | 2 +- r2r/providers/prompts/r2r_prompts.py | 6 +- tests/__init__.py | 0 .../test_document_management.json | 1183 +++++++++++++ .../test_group_management.json | 168 ++ .../expected_outputs/test_observability.json | 381 ++++ .../expected_outputs/test_retrieval.json | 554 ++++++ .../test_user_management.json | 116 ++ tests/regression/runner.py | 138 ++ tests/regression/test_cases/base.py | 273 +++ .../test_cases/test_document_management.py | 115 ++ .../test_cases/test_group_management.py | 169 ++ .../test_cases/test_observability.py | 26 + tests/regression/test_cases/test_retrieval.py | 87 + .../test_cases/test_user_management.py | 156 ++ .../test_data/admin_document_group1.txt | 1 + .../test_data/admin_document_user1.txt | 1 + tests/regression/test_data/test_document.txt | 1 + tests/regression/test_data/user1_document.txt | 1 + .../test_data/user1_document_group.txt | 1 + tests/regression/test_data/user2_document.txt | 1 + tests/test_abstractions.py | 76 +- tests/test_auth.py | 280 ++- tests/test_cli.py | 29 +- tests/test_client.py | 120 +- tests/test_database.py | 48 +- tests/test_end_to_end.py | 478 ++--- tests/test_groups.py | 415 +++++ tests/test_groups_client.py | 376 ++++ tests/test_ingestion_service.py | 159 +- tests/test_kg.py | 139 ++ tests/test_logging.py | 352 ++-- tests/test_vector_db.py | 282 +++ 191 files changed, 15996 insertions(+), 7593 deletions(-) rename r2r/{agents => agent}/__init__.py (87%) rename r2r/{agents => agent}/base.py (96%) rename r2r/{agents => agent}/rag.py (93%) create mode 100644 r2r/base/abstractions/graph.py delete mode 100644 r2r/base/abstractions/llama_abstractions.py create mode 100644 r2r/base/agent/__init__.py rename r2r/base/{abstractions => agent}/agent.py (88%) create mode 100644 r2r/base/agent/base.py create mode 100644 r2r/base/api/models/__init__.py create mode 100644 r2r/base/api/models/auth/__init__.py create mode 100644 r2r/base/api/models/auth/responses.py create mode 100644 r2r/base/api/models/base.py create mode 100644 r2r/base/api/models/ingestion/__init__.py create mode 100644 r2r/base/api/models/ingestion/responses.py create mode 100644 r2r/base/api/models/management/__init__.py create mode 100644 r2r/base/api/models/management/responses.py create mode 100644 r2r/base/api/models/retrieval/__init__.py create mode 100644 r2r/base/api/models/retrieval/responses.py create mode 100644 r2r/base/logging/base.py rename r2r/base/logging/{kv_logger.py => run_logger.py} (55%) delete mode 100644 r2r/base/providers/eval.py create mode 100644 r2r/cli/commands/kg_operations.py create mode 100644 r2r/examples/configs/graphrag.toml delete mode 100644 r2r/examples/scripts/test_e2e.py delete mode 100644 r2r/main/api/client.py create mode 100644 r2r/main/api/client/__init__.py create mode 100644 r2r/main/api/client/auth.py create mode 100644 r2r/main/api/client/client.py create mode 100644 r2r/main/api/client/ingestion.py create mode 100644 r2r/main/api/client/management.py create mode 100644 r2r/main/api/client/restructure.py create mode 100644 r2r/main/api/client/retrieval.py delete mode 100644 r2r/main/api/routes/auth/requests.py delete mode 100644 r2r/main/api/routes/ingestion/requests.py create mode 100644 r2r/main/api/routes/kg/__init__.py create mode 100644 r2r/main/api/routes/kg/base.py create mode 100644 r2r/main/api/routes/kg/requests.py delete mode 100644 r2r/main/api/routes/management/requests.py delete mode 100644 r2r/main/api/routes/retrieval/requests.py create mode 100644 r2r/main/services/restructure_service.py delete mode 100644 r2r/pipelines/eval_pipeline.py create mode 100644 r2r/pipelines/graph_enrichment.py create mode 100644 r2r/pipes/kg/clustering.py create mode 100644 r2r/pipes/kg/extraction.py create mode 100644 r2r/pipes/kg/node_extraction.py rename r2r/pipes/{ingestion/kg_storage_pipe.py => kg/storage.py} (65%) delete mode 100644 r2r/pipes/other/eval_pipe.py create mode 100644 r2r/providers/database/base.py create mode 100644 r2r/providers/database/document.py create mode 100644 r2r/providers/database/group.py create mode 100644 r2r/providers/database/relational.py create mode 100644 r2r/providers/database/tokens.py create mode 100644 r2r/providers/database/user.py create mode 100644 r2r/providers/database/vector.py delete mode 100644 r2r/providers/eval/__init__.py delete mode 100644 r2r/providers/eval/r2r_llm_eval.py delete mode 100644 r2r/providers/kg/neo4j.py create mode 100644 r2r/providers/kg/neo4j/__init__.py create mode 100644 r2r/providers/kg/neo4j/graph_queries.py create mode 100644 r2r/providers/kg/neo4j/provider.py create mode 100644 r2r/providers/prompts/defaults.yaml create mode 100644 r2r/providers/prompts/defaults/graphrag_community_reports.yaml create mode 100644 r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml create mode 100644 r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml create mode 100644 r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml create mode 100644 r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml delete mode 100644 r2r/providers/prompts/defaults/rag_answer.yaml create mode 100644 tests/__init__.py create mode 100644 tests/regression/expected_outputs/test_document_management.json create mode 100644 tests/regression/expected_outputs/test_group_management.json create mode 100644 tests/regression/expected_outputs/test_observability.json create mode 100644 tests/regression/expected_outputs/test_retrieval.json create mode 100644 tests/regression/expected_outputs/test_user_management.json create mode 100644 tests/regression/runner.py create mode 100644 tests/regression/test_cases/base.py create mode 100644 tests/regression/test_cases/test_document_management.py create mode 100644 tests/regression/test_cases/test_group_management.py create mode 100644 tests/regression/test_cases/test_observability.py create mode 100644 tests/regression/test_cases/test_retrieval.py create mode 100644 tests/regression/test_cases/test_user_management.py create mode 100644 tests/regression/test_data/admin_document_group1.txt create mode 100644 tests/regression/test_data/admin_document_user1.txt create mode 100644 tests/regression/test_data/test_document.txt create mode 100644 tests/regression/test_data/user1_document.txt create mode 100644 tests/regression/test_data/user1_document_group.txt create mode 100644 tests/regression/test_data/user2_document.txt create mode 100644 tests/test_groups.py create mode 100644 tests/test_groups_client.py create mode 100644 tests/test_kg.py create mode 100644 tests/test_vector_db.py diff --git a/poetry.lock b/poetry.lock index 67a55a596..82c4a01ba 100644 --- a/poetry.lock 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pytest-dependency = "^0.6.0" pytest-mock = "^3.14.0" pytest-cov = "^5.0.0" +colorama = "^0.4.6" [tool.poetry.scripts] r2r = "r2r.cli.cli:main" diff --git a/r2r/__init__.py b/r2r/__init__.py index e682de8ac..b31a2385b 100644 --- a/r2r/__init__.py +++ b/r2r/__init__.py @@ -2,7 +2,7 @@ # Keep '*' imports for enhanced development velocity # corresponding flake8 error codes are F403, F405 -from .agents import * +from .agent import * from .base import * from .integrations import * from .main import * @@ -30,85 +30,257 @@ # Optional: Prevent propagation to the root logger logger.propagate = False + +# TODO - Cleanup export strategy && slimmify release __all__ = [ + ## AGENT + # Base + "R2RAgent", + "R2RStreamingAgent", + # RAG Agents + "R2RRAGAgent", + "R2RStreamingRAGAgent", + ## BASE + # Base abstractions + "AsyncSyncMeta", + "syncable", + # Completion abstractions + "CompletionRecord", + "MessageType", + # Document abstractions + "DataType", + "Document", + "DocumentExtraction", + "DocumentFragment", + "DocumentInfo", + "DocumentStatus", + "DocumentType", + # Embedding abstractions + "EmbeddingPurpose", + "default_embedding_prefixes", + # Exception abstractions + "R2RDocumentProcessingError", "R2RException", + # KG abstractions + "Entity", + "KGExtraction", + "Triple", + "extract_triples", + # LLM abstractions + "GenerationConfig", + "LLMChatCompletion", + "LLMChatCompletionChunk", + "RAGCompletion", + # Prompt abstractions + "Prompt", + # Search abstractions + "AggregateSearchResult", + "KGSearchResult", + "KGSearchSettings", + "VectorSearchResult", + "VectorSearchSettings", + # User abstractions + "Token", + "TokenData", + "UserStats", + # Vector abstractions + "Vector", + "VectorEntry", + "VectorType", + ## AGENT + # Agent abstractions + "Agent", + "AgentConfig", + "Conversation", + "Message", + "Tool", + "ToolResult", + ## API + # Auth Responses + "GenericMessageResponse", + "TokenResponse", + "UserResponse", + ## LOGGING + # Basic types + "RunType", + "AnalysisTypes", + "LogAnalytics", + "LogAnalyticsConfig", + "LogFilterCriteria", + "LogProcessor", + # Logging Providers + "LocalRunLoggingProvider", "LoggingConfig", - "LocalKVLoggingProvider", "PostgresLoggingConfig", - "PostgresKVLoggingProvider", + "PostgresRunLoggingProvider", "RedisLoggingConfig", - "RedisKVLoggingProvider", - "KVLoggingSingleton", - "VectorEntry", - "VectorType", - "Vector", - "VectorSearchRequest", - "VectorSearchResult", - "AsyncPipe", - "PipeType", - "AsyncState", - "Prompt", - "DataType", - "DocumentType", - "Document", - "Extraction", - "ExtractionType", - "Fragment", - "FragmentType", - "SearchPipe", - # Parsers + "RedisRunLoggingProvider", + "RunLoggingSingleton", + # Run Manager + "RunManager", + "manage_run", + ## PARSERS + # Base parser "AsyncParser", - "CSVParser", - "CSVParserAdvanced", - "DOCXParser", - "HTMLParser", - "JSONParser", - "MDParser", - "PDFParser", - "PDFParserUnstructured", - "PPTParser", - "TextParser", - "XLSXParser", - "XSLXParserAdvanced", + ## PIPELINE + # Base pipeline "AsyncPipeline", - # Providers + ## PIPES + "AsyncPipe", + "AsyncState", + "PipeType", + ## PROVIDERS + # Base provider classes + "Provider", + "ProviderConfig", + # Auth provider + "AuthConfig", + "AuthProvider", + # Chunking provider + "ChunkingConfig", + "ChunkingProvider", + "Method", + # Crypto provider + "CryptoConfig", + "CryptoProvider", + # Database providers + "DatabaseConfig", + "DatabaseProvider", + "RelationalDBProvider", + "VectorDBProvider", + "VectorDBFilterValue", + # Embedding provider "EmbeddingConfig", "EmbeddingProvider", - "EvalConfig", - "EvalProvider", - "LLMEvalProvider", - "PromptConfig", - "PromptProvider", - "GenerationConfig", - "LLMChatCompletion", - "LLMChatCompletionChunk", + # Knowledge Graph provider + "KGConfig", + "KGProvider", + "extract_entities", + # LLM provider "CompletionConfig", "CompletionProvider", - "DatabaseConfig", - "DatabaseProvider", - "R2RConfig", - "TextSplitter", + # Parsing provider + "ParsingConfig", + "ParsingProvider", + "OverrideParser", + # Prompt provider + "PromptConfig", + "PromptProvider", + ## UTILS "RecursiveCharacterTextSplitter", + "TextSplitter", + "run_pipeline", + "to_async_generator", "generate_run_id", "generate_id_from_label", + "increment_version", + "EntityType", + "format_entity_types", + "format_relations", + ## MAIN + ## R2R ABSTRACTIONS + "R2RProviders", + "R2RPipes", + "R2RPipelines", + "R2RAgents", + ## R2R API + # Client + "R2RClient", + # Routes + "AuthRouter", + "IngestionRouter", + "ManagementRouter", + "RetrievalRouter", + "BaseRouter", + ## R2R APP + "R2RApp", + ## R2R APP ENTRY + # "r2r_app", + ## R2R ENGINE "R2REngine", - # Pipes + ## R2R EXECUTION + "R2RExecutionWrapper", + ## R2R ASSEMBLY + # Builder + "R2RBuilder", + # Config + "R2RConfig", + # Factory + "R2RProviderFactory", + "R2RPipeFactory", + "R2RPipelineFactory", + "R2RAgentFactory", + # Factory Extensions + "R2RPipeFactoryWithMultiSearch", + ## R2R + "R2R", + ## R2R SERVICES + "AuthService", + "IngestionService", + "ManagementService", + "RetrievalService", + ## PARSERS + # Media parsers + "AudioParser", + "DOCXParser", + "ImageParser", + "MovieParser", + "PDFParser", + "PDFParserUnstructured", + "PDFParserMarker", + "PPTParser", + # Structured parsers + "CSVParser", + "CSVParserAdvanced", + "JSONParser", + "XLSXParser", + "XLSXParserAdvanced", + # Text parsers + "MDParser", + "HTMLParser", + "TextParser", + ## PIPELINES + "IngestionPipeline", + "SearchPipeline", + "RAGPipeline", + ## PIPES + "SearchPipe", "EmbeddingPipe", - "EvalPipe", + "KGTriplesExtractionPipe", "ParsingPipe", + "ChunkingPipe", "QueryTransformPipe", "SearchRAGPipe", "StreamingSearchRAGPipe", "VectorSearchPipe", "VectorStoragePipe", - "R2RPromptProvider", "WebSearchPipe", - "R2RBuilder", - "R2R", "KGSearchSearchPipe", - # Prebuilts + "KGStoragePipe", "MultiSearchPipe", - "R2RPipeFactoryWithMultiSearch", - # Integrations - "SerperClient", + ## PROVIDERS + # Auth + "R2RAuthProvider", + # Chunking + "R2RChunkingProvider", + "UnstructuredChunkingProvider", + # Crypto + "BCryptProvider", + "BCryptConfig", + # Database + "PostgresDBProvider", + # Embeddings + "LiteLLMEmbeddingProvider", + "OllamaEmbeddingProvider", + "OpenAIEmbeddingProvider", + # KG + "Neo4jKGProvider", + # LLM + "OpenAICompletionProvider", + "LiteCompletionProvider", + # Parsing + "R2RParsingProvider", + "UnstructuredParsingProvider", + # Prompts + "R2RPromptProvider", ] diff --git a/r2r/agents/__init__.py b/r2r/agent/__init__.py similarity index 87% rename from r2r/agents/__init__.py rename to r2r/agent/__init__.py index 23058cebd..43f260c35 100644 --- a/r2r/agents/__init__.py +++ b/r2r/agent/__init__.py @@ -2,8 +2,10 @@ from .rag import R2RRAGAgent, R2RStreamingRAGAgent __all__ = [ + # Base "R2RAgent", "R2RStreamingAgent", + # RAG Agents "R2RRAGAgent", "R2RStreamingRAGAgent", ] diff --git a/r2r/agents/base.py b/r2r/agent/base.py similarity index 96% rename from r2r/agents/base.py rename to r2r/agent/base.py index 83b81e734..5fea403a7 100644 --- a/r2r/agents/base.py +++ b/r2r/agent/base.py @@ -2,15 +2,13 @@ from abc import ABCMeta from typing import AsyncGenerator, Generator, Optional -from r2r.base import ( - Agent, +from r2r.base.abstractions import ( AsyncSyncMeta, LLMChatCompletion, LLMChatCompletionChunk, - Message, - User, syncable, ) +from r2r.base.agent import Agent, Message class CombinedMeta(AsyncSyncMeta, ABCMeta): @@ -106,7 +104,6 @@ async def arun( self, system_instruction: Optional[str] = None, messages: Optional[list[Message]] = None, - user: Optional[User] = None, *args, **kwargs, ) -> AsyncGenerator[str, None]: @@ -129,7 +126,7 @@ async def arun( generation_config, ) async for chunk in self.process_llm_response( - stream, user=user, *args, **kwargs + stream, *args, **kwargs ): yield chunk finally: @@ -144,7 +141,7 @@ def run( ) async def process_llm_response( - self, stream: LLMChatCompletionChunk, user, *args, **kwargs + self, stream: LLMChatCompletionChunk, *args, **kwargs ) -> AsyncGenerator[str, None]: function_name = None function_arguments = "" @@ -196,7 +193,7 @@ async def process_llm_response( function_name = None function_arguments = "" - self.arun(user=user, *args, **kwargs) + self.arun(*args, **kwargs) elif chunk.choices[0].finish_reason == "stop": if content_buffer: diff --git a/r2r/agents/rag.py b/r2r/agent/rag.py similarity index 93% rename from r2r/agents/rag.py rename to r2r/agent/rag.py index 52f84457a..910ba76b7 100644 --- a/r2r/agents/rag.py +++ b/r2r/agent/rag.py @@ -1,16 +1,14 @@ import json -from r2r.agents import R2RAgent, R2RStreamingAgent -from r2r.base import ( - AgentConfig, - CompletionProvider, +from r2r.agent import R2RAgent, R2RStreamingAgent +from r2r.base.abstractions import ( KGSearchSettings, - PromptProvider, - Tool, VectorSearchResult, VectorSearchSettings, - to_async_generator, ) +from r2r.base.agent import AgentConfig, Tool +from r2r.base.providers import CompletionProvider, PromptProvider +from r2r.base.utils import to_async_generator from r2r.pipelines import SearchPipeline diff --git a/r2r/base/__init__.py b/r2r/base/__init__.py index 4dd10601e..edcefcf00 100644 --- a/r2r/base/__init__.py +++ b/r2r/base/__init__.py @@ -1,203 +1,149 @@ -from .abstractions.agent import ( - Agent, - AgentConfig, - Conversation, - Message, - Tool, - ToolResult, -) -from .abstractions.base import AsyncSyncMeta, syncable -from .abstractions.completion import CompletionRecord, MessageType -from .abstractions.document import ( - DataType, - Document, - DocumentInfo, - DocumentType, - Entity, - Extraction, - ExtractionType, - Fragment, - FragmentType, - KGExtraction, - Triple, - extract_entities, - extract_triples, -) -from .abstractions.embedding import EmbeddingPurpose -from .abstractions.exception import R2RDocumentProcessingError, R2RException -from .abstractions.llama_abstractions import VectorStoreQuery -from .abstractions.llm import ( - GenerationConfig, - LLMChatCompletion, - LLMChatCompletionChunk, - RAGCompletion, -) -from .abstractions.prompt import Prompt -from .abstractions.search import ( - AggregateSearchResult, - KGSearchRequest, - KGSearchResult, - KGSearchSettings, - VectorSearchRequest, - VectorSearchResult, - VectorSearchSettings, -) -from .abstractions.user import Token, TokenData, User, UserCreate, UserStats -from .abstractions.vector import Vector, VectorEntry, VectorType -from .logging.kv_logger import ( - KVLoggingSingleton, - LocalKVLoggingProvider, - LoggingConfig, - PostgresKVLoggingProvider, - PostgresLoggingConfig, - RedisKVLoggingProvider, - RedisLoggingConfig, -) -from .logging.log_processor import ( - AnalysisTypes, - FilterCriteria, - LogAnalytics, - LogAnalyticsConfig, - LogProcessor, -) -from .logging.run_manager import RunManager, manage_run -from .parsers import AsyncParser -from .pipeline.base_pipeline import AsyncPipeline -from .pipes.base_pipe import AsyncPipe, AsyncState, PipeType -from .providers.auth import AuthConfig, AuthProvider -from .providers.chunking import ChunkingConfig, ChunkingProvider -from .providers.crypto import CryptoConfig, CryptoProvider -from .providers.database import ( - DatabaseConfig, - DatabaseProvider, - RelationalDatabaseProvider, - VectorDatabaseProvider, -) -from .providers.embedding import EmbeddingConfig, EmbeddingProvider -from .providers.eval import EvalConfig, EvalProvider -from .providers.kg import KGConfig, KGProvider, update_kg_prompt -from .providers.llm import CompletionConfig, CompletionProvider -from .providers.parsing import ParsingConfig, ParsingProvider -from .providers.prompt import PromptConfig, PromptProvider -from .utils import ( - EntityType, - RecursiveCharacterTextSplitter, - Relation, - TextSplitter, - format_entity_types, - format_relations, - generate_id_from_label, - generate_run_id, - increment_version, - run_pipeline, - to_async_generator, -) +from .abstractions import * +from .agent import * +from .api.models import * +from .logging import * +from .parsers import * +from .pipeline import * +from .pipes import * +from .providers import * +from .utils import * __all__ = [ - # Logging - "AsyncParser", - "AnalysisTypes", - "CompletionRecord", - "LogAnalytics", - "LogAnalyticsConfig", - "LogProcessor", - "LoggingConfig", - "LocalKVLoggingProvider", - "PostgresLoggingConfig", - "PostgresKVLoggingProvider", - "RedisLoggingConfig", + ## ABSTRACTIONS + # Base abstractions "AsyncSyncMeta", "syncable", - "Agent", - "AgentConfig", - "Tool", - "ToolResult", - "Message", + # Completion abstractions + "CompletionRecord", "MessageType", - "Conversation", - "RedisKVLoggingProvider", - "KVLoggingSingleton", - "RunManager", - "manage_run", - # Abstractions - "VectorEntry", - "VectorType", - "Vector", - "VectorSearchRequest", - "VectorSearchResult", - "VectorSearchSettings", - "Token", - "TokenData", - "User", - "UserCreate", - "KGSearchRequest", - "KGSearchResult", - "KGSearchSettings", - "AggregateSearchResult", - "AsyncPipe", - "PipeType", - "AsyncState", - "AsyncPipe", - "Prompt", + # Document abstractions "DataType", - "DocumentType", "Document", + "DocumentExtraction", + "DocumentFragment", "DocumentInfo", - "Extraction", - "ExtractionType", - "Fragment", - "FragmentType", - "extract_entities", - "Entity", - "extract_triples", + "DocumentStatus", + "DocumentType", + # Embedding abstractions "EmbeddingPurpose", - "R2RException", + "default_embedding_prefixes", + # Exception abstractions "R2RDocumentProcessingError", - "Triple", + "R2RException", + # KG abstractions + "Entity", "KGExtraction", - "UserStats", - # Pipelines - "AsyncPipeline", - # Providers - "ParsingConfig", - "ParsingProvider", - "ChunkingConfig", - "ChunkingProvider", - "EmbeddingConfig", - "EmbeddingProvider", - "EvalConfig", - "EvalProvider", - "PromptConfig", - "PromptProvider", + "Triple", + "extract_triples", + # LLM abstractions "GenerationConfig", - "RAGCompletion", - "VectorStoreQuery", "LLMChatCompletion", "LLMChatCompletionChunk", - "CompletionConfig", - "CompletionProvider", + "RAGCompletion", + # Prompt abstractions + "Prompt", + # Search abstractions + "AggregateSearchResult", + "KGSearchResult", + "KGSearchSettings", + "VectorSearchResult", + "VectorSearchSettings", + # User abstractions + "Token", + "TokenData", + "UserStats", + # Vector abstractions + "Vector", + "VectorEntry", + "VectorType", + ## AGENT + # Agent abstractions + "Agent", + "AgentConfig", + "Conversation", + "Message", + "Tool", + "ToolResult", + ## API + # Auth Responses + "GenericMessageResponse", + "TokenResponse", + "UserResponse", + ## LOGGING + # Basic types + "RunType", + "AnalysisTypes", + "LogAnalytics", + "LogAnalyticsConfig", + "LogFilterCriteria", + "LogProcessor", + # Logging Providers + "LocalRunLoggingProvider", + "LoggingConfig", + "PostgresLoggingConfig", + "PostgresRunLoggingProvider", + "RedisLoggingConfig", + "RedisRunLoggingProvider", + "RunLoggingSingleton", + # Run Manager + "RunManager", + "manage_run", + ## PARSERS + # Base parser + "AsyncParser", + ## PIPELINE + # Base pipeline + "AsyncPipeline", + ## PIPES + "AsyncPipe", + "AsyncState", + "PipeType", + ## PROVIDERS + # Base provider classes + "Provider", + "ProviderConfig", + # Auth provider "AuthConfig", "AuthProvider", + # Chunking provider + "ChunkingConfig", + "ChunkingProvider", + "Method", + # Crypto provider "CryptoConfig", "CryptoProvider", + # Database providers "DatabaseConfig", "DatabaseProvider", - "VectorDatabaseProvider", - "RelationalDatabaseProvider", - "KGProvider", + "RelationalDBProvider", + "VectorDBProvider", + "VectorDBFilterValue", + # Embedding provider + "EmbeddingConfig", + "EmbeddingProvider", + # Knowledge Graph provider "KGConfig", - "update_kg_prompt", - # Other - "FilterCriteria", - "TextSplitter", + "KGProvider", + "extract_entities", + # LLM provider + "CompletionConfig", + "CompletionProvider", + # Parsing provider + "ParsingConfig", + "ParsingProvider", + "OverrideParser", + # Prompt provider + "PromptConfig", + "PromptProvider", + ## UTILS "RecursiveCharacterTextSplitter", + "TextSplitter", + "run_pipeline", "to_async_generator", + "generate_run_id", + "generate_id_from_label", + "increment_version", "EntityType", - "Relation", "format_entity_types", "format_relations", - "increment_version", - "run_pipeline", - "generate_run_id", - "generate_id_from_label", ] diff --git a/r2r/base/abstractions/__init__.py b/r2r/base/abstractions/__init__.py index e69de29bb..ae33be385 100644 --- a/r2r/base/abstractions/__init__.py +++ b/r2r/base/abstractions/__init__.py @@ -0,0 +1,94 @@ +from .base import AsyncSyncMeta, syncable +from .completion import CompletionRecord, MessageType +from .document import ( + DataType, + Document, + DocumentExtraction, + DocumentFragment, + DocumentInfo, + DocumentStatus, + DocumentType, +) +from .embedding import EmbeddingPurpose, default_embedding_prefixes +from .exception import R2RDocumentProcessingError, R2RException +from .graph import ( + Community, + CommunityReport, + Entity, + EntityType, + KGExtraction, + RelationshipType, + Triple, + extract_entities, + extract_triples, +) +from .llm import ( + GenerationConfig, + LLMChatCompletion, + LLMChatCompletionChunk, + RAGCompletion, +) +from .prompt import Prompt +from .search import ( + AggregateSearchResult, + KGSearchResult, + KGSearchSettings, + VectorSearchResult, + VectorSearchSettings, +) +from .user import Token, TokenData, UserStats +from .vector import Vector, VectorEntry, VectorType + +__all__ = [ + # Base abstractions + "AsyncSyncMeta", + "syncable", + # Completion abstractions + "CompletionRecord", + "MessageType", + # Document abstractions + "DataType", + "Document", + "DocumentExtraction", + "DocumentFragment", + "DocumentInfo", + "DocumentStatus", + "DocumentType", + # Embedding abstractions + "EmbeddingPurpose", + "default_embedding_prefixes", + # Exception abstractions + "R2RDocumentProcessingError", + "R2RException", + # Graph abstractions + "Entity", + "EntityType", + "RelationshipType", + "Community", + "CommunityReport", + "KGExtraction", + "Triple", + "extract_entities", + "extract_triples", + # LLM abstractions + "GenerationConfig", + "LLMChatCompletion", + "LLMChatCompletionChunk", + "RAGCompletion", + # Prompt abstractions + "Prompt", + # Search abstractions + "AggregateSearchResult", + "KGSearchResult", + "KGSearchSettings", + "VectorSearchResult", + "VectorSearchSettings", + # User abstractions + "Token", + "TokenData", + "UserStats", + # Vector abstractions + "Vector", + "VectorEntry", + "VectorType", +] diff --git a/r2r/base/abstractions/document.py b/r2r/base/abstractions/document.py index 9b617ab66..3b9b936c1 100644 --- a/r2r/base/abstractions/document.py +++ b/r2r/base/abstractions/document.py @@ -2,10 +2,10 @@ import json import logging -import uuid from datetime import datetime from enum import Enum from typing import Optional, Union +from uuid import NAMESPACE_DNS, UUID, uuid4 from pydantic import BaseModel, Field @@ -14,6 +14,16 @@ DataType = Union[str, bytes] +class DocumentStatus(str, Enum): + """Status of document processing.""" + + PROCESSING = "processing" + # TODO - Extend support for `partial-failure` + # PARTIAL_FAILURE = "partial-failure" + FAILURE = "failure" + SUCCESS = "success" + + class DocumentType(str, Enum): """Types of documents that can be stored.""" @@ -36,7 +46,10 @@ class DocumentType(str, Enum): class Document(BaseModel): - id: uuid.UUID = Field(default_factory=uuid.uuid4) + id: UUID = Field(default_factory=uuid4) + group_ids: list[UUID] + user_id: UUID + type: DocumentType data: Union[str, bytes] metadata: dict @@ -53,7 +66,7 @@ def __init__(self, *args, **kwargs): data_str = data.decode("utf-8", errors="ignore") else: data_str = data - data_hash = uuid.uuid5(uuid.NAMESPACE_DNS, data_str) + data_hash = uuid4(NAMESPACE_DNS, data_str) kwargs["id"] = data_hash # Set the id based on the data hash super().__init__(*args, **kwargs) @@ -61,32 +74,23 @@ def __init__(self, *args, **kwargs): class Config: arbitrary_types_allowed = True json_encoders = { - uuid.UUID: str, + UUID: str, bytes: lambda v: v.decode("utf-8", errors="ignore"), } -class DocumentStatus(str, Enum): - """Status of document processing.""" - - PROCESSING = "processing" - # TODO - Extend support for `partial-failure` - # PARTIAL_FAILURE = "partial-failure" - FAILURE = "failure" - SUCCESS = "success" - - class DocumentInfo(BaseModel): """Base class for document information handling.""" - document_id: uuid.UUID + id: UUID + group_ids: list[UUID] + user_id: UUID + type: DocumentType + metadata: dict + title: Optional[str] = None version: str size_in_bytes: int - metadata: dict status: DocumentStatus = DocumentStatus.PROCESSING - - user_id: Optional[uuid.UUID] = None - title: Optional[str] = None created_at: Optional[datetime] = None updated_at: Optional[datetime] = None @@ -95,134 +99,38 @@ def convert_to_db_entry(self): now = datetime.now() return { - "document_id": str(self.document_id), - "title": self.title or "N/A", + "document_id": self.id, + "group_ids": self.group_ids, "user_id": self.user_id, + "type": self.type, + "metadata": json.dumps(self.metadata), + "title": self.title or "N/A", "version": self.version, "size_in_bytes": self.size_in_bytes, - "metadata": json.dumps(self.metadata), + "status": self.status, "created_at": self.created_at or now, "updated_at": self.updated_at or now, - "status": self.status, } -class ExtractionType(Enum): - """Types of extractions that can be performed.""" - - TXT = "txt" - IMG = "img" - MOV = "mov" - - -class Extraction(BaseModel): +class DocumentExtraction(BaseModel): """An extraction from a document.""" - id: uuid.UUID - type: ExtractionType = ExtractionType.TXT + id: UUID + document_id: UUID + group_ids: list[UUID] + user_id: UUID data: DataType metadata: dict - document_id: uuid.UUID - - -class FragmentType(Enum): - """A type of fragment that can be extracted from a document.""" - - TEXT = "text" - IMAGE = "image" - TABLE = "table" -class Fragment(BaseModel): +class DocumentFragment(BaseModel): """A fragment extracted from a document.""" - id: uuid.UUID - type: FragmentType + id: UUID + extraction_id: UUID + document_id: UUID + user_id: UUID + group_ids: list[UUID] data: DataType metadata: dict - document_id: uuid.UUID - extraction_id: uuid.UUID - - -class Entity(BaseModel): - """An entity extracted from a document.""" - - category: str - subcategory: Optional[str] = None - value: str - - def __str__(self): - return ( - f"{self.category}:{self.subcategory}:{self.value}" - if self.subcategory - else f"{self.category}:{self.value}" - ) - - -class Triple(BaseModel): - """A triple extracted from a document.""" - - subject: str - predicate: str - object: str - - -def extract_entities(llm_payload: list[str]) -> dict[str, Entity]: - entities = {} - for entry in llm_payload: - try: - if "], " in entry: # Check if the entry is an entity - entry_val = entry.split("], ")[0] + "]" - entry = entry.split("], ")[1] - colon_count = entry.count(":") - - if colon_count == 1: - category, value = entry.split(":") - subcategory = None - elif colon_count >= 2: - parts = entry.split(":", 2) - category, subcategory, value = ( - parts[0], - parts[1], - parts[2], - ) - else: - raise ValueError("Unexpected entry format") - - entities[entry_val] = Entity( - category=category, subcategory=subcategory, value=value - ) - except Exception as e: - logger.error(f"Error processing entity {entry}: {e}") - continue - return entities - - -def extract_triples( - llm_payload: list[str], entities: dict[str, Entity] -) -> list[Triple]: - triples = [] - for entry in llm_payload: - try: - if "], " not in entry: # Check if the entry is an entity - elements = entry.split(" ") - subject = elements[0] - predicate = elements[1] - object = " ".join(elements[2:]) - subject = entities[subject].value # Use entity.value - if "[" in object and "]" in object: - object = entities[object].value # Use entity.value - triples.append( - Triple(subject=subject, predicate=predicate, object=object) - ) - except Exception as e: - logger.error(f"Error processing triplet {entry}: {e}") - continue - return triples - - -class KGExtraction(BaseModel): - """An extraction from a document that is part of a knowledge graph.""" - - entities: dict[str, Entity] - triples: list[Triple] diff --git a/r2r/base/abstractions/graph.py b/r2r/base/abstractions/graph.py new file mode 100644 index 000000000..27300f131 --- /dev/null +++ b/r2r/base/abstractions/graph.py @@ -0,0 +1,452 @@ +import json +import logging +from collections.abc import Callable +from dataclasses import dataclass +from typing import Any, Optional, Union + +from pydantic import BaseModel + +logger = logging.getLogger(__name__) + + +@dataclass +class Identified: + """A protocol for an item with an ID.""" + + id: str + """The ID of the item.""" + + short_id: str | None + """Human readable ID used to refer to this community in prompts or texts displayed to users, such as in a report text (optional).""" + + +@dataclass +class Named(Identified): + """A protocol for an item with a name/title.""" + + title: str + """The name/title of the item.""" + + +class EntityType(BaseModel): + id: str + name: str + description: str | None = None + + +class RelationshipType(BaseModel): + id: str + name: str + description: str | None = None + + +class Entity(BaseModel): + """An entity extracted from a document.""" + + category: str + name: str + description: Optional[str] = None + description_embedding: list[float] = None + name_embedding: list[float] = None + graph_embedding: list[float] = None + community_ids: list[str] = None + text_unit_ids: list[str] = None + document_ids: list[str] = None + rank: int | None = 1 + attributes: dict[str, Any] | str = None + + def __str__(self): + return ( + f"{self.category}:{self.subcategory}:{self.value}" + if self.subcategory + else f"{self.category}:{self.value}" + ) + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + try: + self.attributes = json.loads(self.attributes) + except Exception as e: + logger.error(f"Error loading attributes: {e}") + pass + + +class Triple(BaseModel): + """A relationship between two entities. This is a generic relationship, and can be used to represent any type of relationship between any two entities.""" + + subject: str | None = None + """The source entity name.""" + + predicate: str | None = None + """A description of the relationship (optional).""" + + object: str | None = None + """The target entity name.""" + + weight: float | None = 1.0 + """The edge weight.""" + + description: str | None = None + """A description of the relationship (optional).""" + + predicate_embedding: list[float] = [] + """The semantic embedding for the relationship description (optional).""" + + text_unit_ids: list[str] = [] + """List of text unit IDs in which the relationship appears (optional).""" + + document_ids: list[str] = [] + """List of document IDs in which the relationship appears (optional).""" + + attributes: dict[str, Any] | str = None + """Additional attributes associated with the relationship (optional). To be included in the search prompt""" + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + self.attributes = json.loads(self.attributes) + + @classmethod + def from_dict( + cls, + d: dict[str, Any], + id_key: str = "id", + short_id_key: str = "short_id", + source_key: str = "subject", + target_key: str = "object", + predicate_key: str = "predicate", + description_key: str = "description", + weight_key: str = "weight", + text_unit_ids_key: str = "text_unit_ids", + document_ids_key: str = "document_ids", + attributes_key: str = "attributes", + ) -> "Triple": + """Create a new relationship from the dict data.""" + + return Triple( + id=d[id_key], + short_id=d.get(short_id_key), + subject=d[source_key], + object=d[target_key], + predicate=d.get(predicate_key), + description=d.get(description_key), + weight=d.get(weight_key, 1.0), + text_unit_ids=d.get(text_unit_ids_key), + document_ids=d.get(document_ids_key), + attributes=d.get(attributes_key, {}), + ) + + +@dataclass +class Community(BaseModel): + """A protocol for a community in the system.""" + + id: str + """The ID of the community.""" + + level: str = "" + """Community level.""" + + entity_ids: list[str] | None = None + """List of entity IDs related to the community (optional).""" + + relationship_ids: list[str] | None = None + """List of relationship IDs related to the community (optional).""" + + covariate_ids: dict[str, list[str]] | None = None + """Dictionary of different types of covariates related to the community (optional), e.g. claims""" + + attributes: dict[str, Any] | None = None + """A dictionary of additional attributes associated with the community (optional). To be included in the search prompt.""" + + summary: str = "" + """Summary of the report.""" + + full_content: str = "" + """Full content of the report.""" + + rank: float | None = 1.0 + """Rank of the report, used for sorting (optional). Higher means more important""" + + summary_embedding: list[float] | None = None + """The semantic (i.e. text) embedding of the report summary (optional).""" + + full_content_embedding: list[float] | None = None + """The semantic (i.e. text) embedding of the full report content (optional).""" + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + self.attributes = json.loads(self.attributes) + + @classmethod + def from_dict( + cls, + d: dict[str, Any], + id_key: str = "id", + title_key: str = "title", + short_id_key: str = "short_id", + level_key: str = "level", + entities_key: str = "entity_ids", + relationships_key: str = "relationship_ids", + covariates_key: str = "covariate_ids", + attributes_key: str = "attributes", + ) -> "Community": + """Create a new community from the dict data.""" + return Community( + id=d[id_key], + title=d[title_key], + short_id=d.get(short_id_key), + level=d[level_key], + entity_ids=d.get(entities_key), + relationship_ids=d.get(relationships_key), + covariate_ids=d.get(covariates_key), + attributes=d.get(attributes_key), + ) + + +@dataclass +class CommunityReport(Named): + """Defines an LLM-generated summary report of a community.""" + + community_id: str + """The ID of the community this report is associated with.""" + + summary: str = "" + """Summary of the report.""" + + full_content: str = "" + """Full content of the report.""" + + rank: float | None = 1.0 + """Rank of the report, used for sorting (optional). Higher means more important""" + + summary_embedding: list[float] | None = None + """The semantic (i.e. text) embedding of the report summary (optional).""" + + full_content_embedding: list[float] | None = None + """The semantic (i.e. text) embedding of the full report content (optional).""" + + attributes: dict[str, Any] | None = None + """A dictionary of additional attributes associated with the report (optional).""" + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + self.attributes = json.loads(self.attributes) + + @classmethod + def from_dict( + cls, + d: dict[str, Any], + id_key: str = "id", + title_key: str = "title", + community_id_key: str = "community_id", + short_id_key: str = "short_id", + summary_key: str = "summary", + full_content_key: str = "full_content", + rank_key: str = "rank", + summary_embedding_key: str = "summary_embedding", + full_content_embedding_key: str = "full_content_embedding", + attributes_key: str = "attributes", + ) -> "CommunityReport": + """Create a new community report from the dict data.""" + return CommunityReport( + id=d[id_key], + title=d[title_key], + community_id=d[community_id_key], + short_id=d.get(short_id_key), + summary=d[summary_key], + full_content=d[full_content_key], + rank=d[rank_key], + summary_embedding=d.get(summary_embedding_key), + full_content_embedding=d.get(full_content_embedding_key), + attributes=d.get(attributes_key), + ) + + +@dataclass +class Covariate(Identified): + """ + A protocol for a covariate in the system. + + Covariates are metadata associated with a subject, e.g. entity claims. + Each subject (e.g. entity) may be associated with multiple types of covariates. + """ + + subject_id: str + """The subject id.""" + + subject_type: str = "entity" + """The subject type.""" + + covariate_type: str = "claim" + """The covariate type.""" + + text_unit_ids: list[str] | None = None + """List of text unit IDs in which the covariate info appears (optional).""" + + document_ids: list[str] | None = None + """List of document IDs in which the covariate info appears (optional).""" + + attributes: dict[str, Any] | None = None + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + self.attributes = json.loads(self.attributes) + + @classmethod + def from_dict( + cls, + d: dict[str, Any], + id_key: str = "id", + subject_id_key: str = "subject_id", + subject_type_key: str = "subject_type", + covariate_type_key: str = "covariate_type", + short_id_key: str = "short_id", + text_unit_ids_key: str = "text_unit_ids", + document_ids_key: str = "document_ids", + attributes_key: str = "attributes", + ) -> "Covariate": + """Create a new covariate from the dict data.""" + return Covariate( + id=d[id_key], + short_id=d.get(short_id_key), + subject_id=d[subject_id_key], + subject_type=d.get(subject_type_key, "entity"), + covariate_type=d.get(covariate_type_key, "claim"), + text_unit_ids=d.get(text_unit_ids_key), + document_ids=d.get(document_ids_key), + attributes=d.get(attributes_key), + ) + + +@dataclass +class TextUnit(Identified): + """A protocol for a TextUnit item in a Document database.""" + + text: str + """The text of the unit.""" + + text_embedding: list[float] | None = None + """The text embedding for the text unit (optional).""" + + entity_ids: list[str] | None = None + """List of entity IDs related to the text unit (optional).""" + + relationship_ids: list[str] | None = None + """List of relationship IDs related to the text unit (optional).""" + + covariate_ids: dict[str, list[str]] | None = None + "Dictionary of different types of covariates related to the text unit (optional)." + + n_tokens: int | None = None + """The number of tokens in the text (optional).""" + + document_ids: list[str] | None = None + """List of document IDs in which the text unit appears (optional).""" + + attributes: dict[str, Any] | None = None + """A dictionary of additional attributes associated with the text unit (optional).""" + + def __init__(self, **kwargs): + super().__init__(**kwargs) + if isinstance(self.attributes, str): + self.attributes = json.loads(self.attributes) + if isinstance(self.covariate_ids, str): + self.covariate_ids = json.loads(self.covariate_ids) + + @classmethod + def from_dict( + cls, + d: dict[str, Any], + id_key: str = "id", + short_id_key: str = "short_id", + text_key: str = "text", + text_embedding_key: str = "text_embedding", + entities_key: str = "entity_ids", + relationships_key: str = "relationship_ids", + covariates_key: str = "covariate_ids", + n_tokens_key: str = "n_tokens", + document_ids_key: str = "document_ids", + attributes_key: str = "attributes", + ) -> "TextUnit": + """Create a new text unit from the dict data.""" + return TextUnit( + id=d[id_key], + short_id=d.get(short_id_key), + text=d[text_key], + text_embedding=d.get(text_embedding_key), + entity_ids=d.get(entities_key), + relationship_ids=d.get(relationships_key), + covariate_ids=d.get(covariates_key), + n_tokens=d.get(n_tokens_key), + document_ids=d.get(document_ids_key), + attributes=d.get(attributes_key), + ) + + +TextEmbedder = Callable[[str], list[float]] + + +def extract_entities(llm_payload: list[str]) -> dict[str, Entity]: + entities = {} + for entry in llm_payload: + try: + if "], " in entry: # Check if the entry is an entity + entry_val = entry.split("], ")[0] + "]" + entry = entry.split("], ")[1] + colon_count = entry.count(":") + + if colon_count == 1: + category, value = entry.split(":") + subcategory = None + elif colon_count >= 2: + parts = entry.split(":", 2) + category, subcategory, value = ( + parts[0], + parts[1], + parts[2], + ) + else: + raise ValueError("Unexpected entry format") + + entities[entry_val] = Entity( + category=category, subcategory=subcategory, value=value + ) + except Exception as e: + logger.error(f"Error processing entity {entry}: {e}") + continue + return entities + + +def extract_triples( + llm_payload: list[str], entities: dict[str, Entity] +) -> list[Triple]: + triples = [] + for entry in llm_payload: + try: + if "], " not in entry: # Check if the entry is an entity + elements = entry.split(" ") + subject = elements[0] + predicate = elements[1] + object = " ".join(elements[2:]) + subject = entities[subject].value # Use entity.value + if "[" in object and "]" in object: + object = entities[object].value # Use entity.value + triples.append( + Triple(subject=subject, predicate=predicate, object=object) + ) + except Exception as e: + logger.error(f"Error processing triplet {entry}: {e}") + continue + return triples + + +class KGExtraction(BaseModel): + """An extraction from a document that is part of a knowledge graph.""" + + entities: Union[list[Entity], dict[str, Entity]] + triples: list[Triple] diff --git a/r2r/base/abstractions/llama_abstractions.py b/r2r/base/abstractions/llama_abstractions.py deleted file mode 100644 index f6bc36e62..000000000 --- a/r2r/base/abstractions/llama_abstractions.py +++ /dev/null @@ -1,439 +0,0 @@ -# abstractions are taken from LlamaIndex -# https://github.com/run-llama/llama_index -from abc import ABC, abstractmethod -from dataclasses import dataclass -from enum import Enum -from typing import Any, Dict, List, Optional, Tuple, Union - -from pydantic import BaseModel, Field, StrictFloat, StrictInt, StrictStr - - -class LabelledNode(BaseModel): - """An entity in a graph.""" - - label: str = Field(default="node", description="The label of the node.") - embedding: Optional[List[float]] = Field( - default=None, description="The embeddings of the node." - ) - properties: Dict[str, Any] = Field(default_factory=dict) - - @abstractmethod - def __str__(self) -> str: - """Return the string representation of the node.""" - ... - - @property - @abstractmethod - def id(self) -> str: - """Get the node id.""" - ... - - -class EntityNode(LabelledNode): - """An entity in a graph.""" - - name: str = Field(description="The name of the entity.") - label: str = Field(default="entity", description="The label of the node.") - properties: Dict[str, Any] = Field(default_factory=dict) - - def __str__(self) -> str: - """Return the string representation of the node.""" - return self.name - - @property - def id(self) -> str: - """Get the node id.""" - return self.name.replace('"', " ") - - -class ChunkNode(LabelledNode): - """A text chunk in a graph.""" - - text: str = Field(description="The text content of the chunk.") - id_: Optional[str] = Field( - default=None, - description="The id of the node. Defaults to a hash of the text.", - ) - label: str = Field( - default="text_chunk", description="The label of the node." - ) - properties: Dict[str, Any] = Field(default_factory=dict) - - def __str__(self) -> str: - """Return the string representation of the node.""" - return self.text - - @property - def id(self) -> str: - """Get the node id.""" - return str(hash(self.text)) if self.id_ is None else self.id_ - - -class Relation(BaseModel): - """A relation connecting two entities in a graph.""" - - label: str - source_id: str - target_id: str - properties: Dict[str, Any] = Field(default_factory=dict) - - def __str__(self) -> str: - """Return the string representation of the relation.""" - return self.label - - @property - def id(self) -> str: - """Get the relation id.""" - return self.label - - -Triplet = Tuple[LabelledNode, Relation, LabelledNode] - - -class VectorStoreQueryMode(str, Enum): - """Vector store query mode.""" - - DEFAULT = "default" - SPARSE = "sparse" - HYBRID = "hybrid" - TEXT_SEARCH = "text_search" - SEMANTIC_HYBRID = "semantic_hybrid" - - # fit learners - SVM = "svm" - LOGISTIC_REGRESSION = "logistic_regression" - LINEAR_REGRESSION = "linear_regression" - - # maximum marginal relevance - MMR = "mmr" - - -class FilterOperator(str, Enum): - """Vector store filter operator.""" - - # TODO add more operators - EQ = "==" # default operator (string, int, float) - GT = ">" # greater than (int, float) - LT = "<" # less than (int, float) - NE = "!=" # not equal to (string, int, float) - GTE = ">=" # greater than or equal to (int, float) - LTE = "<=" # less than or equal to (int, float) - IN = "in" # In array (string or number) - NIN = "nin" # Not in array (string or number) - ANY = "any" # Contains any (array of strings) - ALL = "all" # Contains all (array of strings) - TEXT_MATCH = "text_match" # full text match (allows you to search for a specific substring, token or phrase within the text field) - CONTAINS = "contains" # metadata array contains value (string or number) - - -class MetadataFilter(BaseModel): - """Comprehensive metadata filter for vector stores to support more operators. - - Value uses Strict* types, as int, float and str are compatible types and were all - converted to string before. - - See: https://docs.pydantic.dev/latest/usage/types/#strict-types - """ - - key: str - value: Union[ - StrictInt, - StrictFloat, - StrictStr, - List[StrictStr], - List[StrictFloat], - List[StrictInt], - ] - operator: FilterOperator = FilterOperator.EQ - - @classmethod - def from_dict( - cls, - filter_dict: Dict, - ) -> "MetadataFilter": - """Create MetadataFilter from dictionary. - - Args: - filter_dict: Dict with key, value and operator. - - """ - return MetadataFilter.parse_obj(filter_dict) - - -# # TODO: Deprecate ExactMatchFilter and use MetadataFilter instead -# # Keep class for now so that AutoRetriever can still work with old vector stores -# class ExactMatchFilter(BaseModel): -# key: str -# value: Union[StrictInt, StrictFloat, StrictStr] - -# set ExactMatchFilter to MetadataFilter -ExactMatchFilter = MetadataFilter - - -class FilterCondition(str, Enum): - """Vector store filter conditions to combine different filters.""" - - # TODO add more conditions - AND = "and" - OR = "or" - - -class MetadataFilters(BaseModel): - """Metadata filters for vector stores.""" - - # Exact match filters and Advanced filters with operators like >, <, >=, <=, !=, etc. - filters: List[Union[MetadataFilter, ExactMatchFilter, "MetadataFilters"]] - # and/or such conditions for combining different filters - condition: Optional[FilterCondition] = FilterCondition.AND - - -@dataclass -class VectorStoreQuery: - """Vector store query.""" - - query_embedding: Optional[List[float]] = None - similarity_top_k: int = 1 - doc_ids: Optional[List[str]] = None - node_ids: Optional[List[str]] = None - query_str: Optional[str] = None - output_fields: Optional[List[str]] = None - embedding_field: Optional[str] = None - - mode: VectorStoreQueryMode = VectorStoreQueryMode.DEFAULT - - # NOTE: only for hybrid search (0 for bm25, 1 for vector search) - alpha: Optional[float] = None - - # metadata filters - filters: Optional[MetadataFilters] = None - - # only for mmr - mmr_threshold: Optional[float] = None - - # NOTE: currently only used by postgres hybrid search - sparse_top_k: Optional[int] = None - # NOTE: return top k results from hybrid search. similarity_top_k is used for dense search top k - hybrid_top_k: Optional[int] = None - - -class PropertyGraphStore(ABC): - """Abstract labelled graph store protocol. - - This protocol defines the interface for a graph store, which is responsible - for storing and retrieving knowledge graph data. - - Attributes: - client: Any: The client used to connect to the graph store. - get: Callable[[str], List[List[str]]]: Get triplets for a given subject. - get_rel_map: Callable[[Optional[List[str]], int], Dict[str, List[List[str]]]]: - Get subjects' rel map in max depth. - upsert_triplet: Callable[[str, str, str], None]: Upsert a triplet. - delete: Callable[[str, str, str], None]: Delete a triplet. - persist: Callable[[str, Optional[fsspec.AbstractFileSystem]], None]: - Persist the graph store to a file. - """ - - supports_structured_queries: bool = False - supports_vector_queries: bool = False - - @property - def client(self) -> Any: - """Get client.""" - ... - - @abstractmethod - def get( - self, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[LabelledNode]: - """Get nodes with matching values.""" - ... - - @abstractmethod - def get_triplets( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[Triplet]: - """Get triplets with matching values.""" - ... - - @abstractmethod - def get_rel_map( - self, - graph_nodes: List[LabelledNode], - depth: int = 2, - limit: int = 30, - ignore_rels: Optional[List[str]] = None, - ) -> List[Triplet]: - """Get depth-aware rel map.""" - ... - - @abstractmethod - def upsert_nodes(self, nodes: List[LabelledNode]) -> None: - """Upsert nodes.""" - ... - - @abstractmethod - def upsert_relations(self, relations: List[Relation]) -> None: - """Upsert relations.""" - ... - - @abstractmethod - def delete( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> None: - """Delete matching data.""" - ... - - @abstractmethod - def structured_query( - self, query: str, param_map: Optional[Dict[str, Any]] = None - ) -> Any: - """Query the graph store with statement and parameters.""" - ... - - @abstractmethod - def vector_query( - self, query: VectorStoreQuery, **kwargs: Any - ) -> Tuple[List[LabelledNode], List[float]]: - """Query the graph store with a vector store query.""" - ... - - # def persist( - # self, persist_path: str, fs: Optional[fsspec.AbstractFileSystem] = None - # ) -> None: - # """Persist the graph store to a file.""" - # return - - def get_schema(self, refresh: bool = False) -> Any: - """Get the schema of the graph store.""" - return None - - def get_schema_str(self, refresh: bool = False) -> str: - """Get the schema of the graph store as a string.""" - return str(self.get_schema(refresh=refresh)) - - ### ----- Async Methods ----- ### - - async def aget( - self, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[LabelledNode]: - """Asynchronously get nodes with matching values.""" - return self.get(properties, ids) - - async def aget_triplets( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[Triplet]: - """Asynchronously get triplets with matching values.""" - return self.get_triplets(entity_names, relation_names, properties, ids) - - async def aget_rel_map( - self, - graph_nodes: List[LabelledNode], - depth: int = 2, - limit: int = 30, - ignore_rels: Optional[List[str]] = None, - ) -> List[Triplet]: - """Asynchronously get depth-aware rel map.""" - return self.get_rel_map(graph_nodes, depth, limit, ignore_rels) - - async def aupsert_nodes(self, nodes: List[LabelledNode]) -> None: - """Asynchronously add nodes.""" - return self.upsert_nodes(nodes) - - async def aupsert_relations(self, relations: List[Relation]) -> None: - """Asynchronously add relations.""" - return self.upsert_relations(relations) - - async def adelete( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> None: - """Asynchronously delete matching data.""" - return self.delete(entity_names, relation_names, properties, ids) - - async def astructured_query( - self, query: str, param_map: Optional[Dict[str, Any]] = {} - ) -> Any: - """Asynchronously query the graph store with statement and parameters.""" - return self.structured_query(query, param_map) - - async def avector_query( - self, query: VectorStoreQuery, **kwargs: Any - ) -> Tuple[List[LabelledNode], List[float]]: - """Asynchronously query the graph store with a vector store query.""" - return self.vector_query(query, **kwargs) - - async def aget_schema(self, refresh: bool = False) -> str: - """Asynchronously get the schema of the graph store.""" - return self.get_schema(refresh=refresh) - - async def aget_schema_str(self, refresh: bool = False) -> str: - """Asynchronously get the schema of the graph store as a string.""" - return str(await self.aget_schema(refresh=refresh)) - - -LIST_LIMIT = 128 - - -def clean_string_values(text: str) -> str: - return text.replace("\n", " ").replace("\r", " ") - - -def value_sanitize(d: Any) -> Any: - """Sanitize the input dictionary or list. - - Sanitizes the input by removing embedding-like values, - lists with more than 128 elements, that are mostly irrelevant for - generating answers in a LLM context. These properties, if left in - results, can occupy significant context space and detract from - the LLM's performance by introducing unnecessary noise and cost. - """ - if isinstance(d, dict): - new_dict = {} - for key, value in d.items(): - if isinstance(value, dict): - sanitized_value = value_sanitize(value) - if ( - sanitized_value is not None - ): # Check if the sanitized value is not None - new_dict[key] = sanitized_value - elif isinstance(value, list): - if len(value) < LIST_LIMIT: - sanitized_value = value_sanitize(value) - if ( - sanitized_value is not None - ): # Check if the sanitized value is not None - new_dict[key] = sanitized_value - # Do not include the key if the list is oversized - else: - new_dict[key] = value - return new_dict - elif isinstance(d, list): - if len(d) < LIST_LIMIT: - return [ - value_sanitize(item) - for item in d - if value_sanitize(item) is not None - ] - else: - return None - else: - return d diff --git a/r2r/base/abstractions/search.py b/r2r/base/abstractions/search.py index 401768168..6218ec33b 100644 --- a/r2r/base/abstractions/search.py +++ b/r2r/base/abstractions/search.py @@ -1,49 +1,62 @@ """Abstractions for search functionality.""" -import uuid +import json from typing import Any, Dict, List, Optional, Tuple +from uuid import UUID from pydantic import BaseModel, Field from .llm import GenerationConfig -class VectorSearchRequest(BaseModel): - """Request for a search operation.""" - - query: str - limit: int - filters: Optional[dict[str, Any]] = None - - class VectorSearchResult(BaseModel): """Result of a search operation.""" - id: uuid.UUID + fragment_id: UUID + extraction_id: UUID + document_id: UUID + user_id: UUID + group_ids: List[UUID] score: float + text: str metadata: dict[str, Any] def __str__(self) -> str: - return f"VectorSearchResult(id={self.id}, score={self.score}, metadata={self.metadata})" + return f"VectorSearchResult(fragment_id={self.fragment_id}, extraction_id={self.extraction_id}, document_id={self.document_id}, score={self.score})" def __repr__(self) -> str: - return f"VectorSearchResult(id={self.id}, score={self.score}, metadata={self.metadata})" + return self.__str__() def dict(self) -> dict: return { - "id": self.id, + "fragment_id": self.fragment_id, + "extraction_id": self.extraction_id, + "document_id": self.document_id, + "user_id": self.user_id, + "group_ids": self.group_ids, "score": self.score, + "text": self.text, "metadata": self.metadata, } + class Config: + schema_extra = [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Example text from the document", + "metadata": { + "title": "example_document.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ] -class KGSearchRequest(BaseModel): - """Request for a knowledge graph search operation.""" - query: str - - -# [query, ...] KGSearchResult = List[Tuple[str, List[Dict[str, Any]]]] @@ -71,16 +84,52 @@ def dict(self) -> dict: class VectorSearchSettings(BaseModel): - use_vector_search: bool = True - search_filters: dict[str, Any] = Field(default_factory=dict) - search_limit: int = 10 - do_hybrid_search: bool = False + use_vector_search: bool = Field( + default=True, description="Whether to use vector search" + ) + filters: dict[str, Any] = Field( + default_factory=dict, + description="Filters to apply to the vector search", + ) + search_limit: int = Field( + default=10, + description="Maximum number of results to return", + ge=1, + le=100, + ) + do_hybrid_search: bool = Field( + default=False, + description="Whether to perform a hybrid search (combining vector and keyword search)", + ) + selected_group_ids: List[UUID] = Field( + default_factory=list, + description="Group IDs to search for", + ) + + class Config: + json_encoders = {UUID: str} + + def model_dump(self, *args, **kwargs): + dump = super().model_dump(*args, **kwargs) + dump["selected_group_ids"] = [ + str(uuid) for uuid in dump["selected_group_ids"] + ] + return dump class KGSearchSettings(BaseModel): use_kg_search: bool = False + kg_search_type: str = "global" # 'global' or 'local' + kg_search_level: Optional[int] = None kg_search_generation_config: Optional[GenerationConfig] = Field( default_factory=GenerationConfig ) entity_types: list = [] relationships: list = [] + max_community_description_length: int = 4096 * 4 + max_llm_queries_for_global_search: int = 10 + local_search_limits: dict[str, int] = { + "__Entity__": 10, + "__Relationship__": 10, + "__Community__": 10, + } diff --git a/r2r/base/abstractions/user.py b/r2r/base/abstractions/user.py index b4045a6a6..5bc7229c8 100644 --- a/r2r/base/abstractions/user.py +++ b/r2r/base/abstractions/user.py @@ -1,31 +1,16 @@ from datetime import datetime -from typing import List, Optional +from typing import Optional from uuid import UUID -from pydantic import BaseModel, EmailStr, Field +from pydantic import BaseModel, Field from ..utils import generate_id_from_label -class UserBase(BaseModel): - email: EmailStr - - -class UserCreate(UserBase): - password: str - - -class User(BaseModel): - email: EmailStr +class Group(BaseModel): id: UUID = Field(default=None) - hashed_password: str - is_superuser: bool = False - is_active: bool = True - is_verified: bool = False - verification_code_expiry: Optional[datetime] = None - name: Optional[str] = None - bio: Optional[str] = None - profile_picture: Optional[str] = None + name: str + description: Optional[str] = None created_at: datetime = Field(default_factory=datetime.utcnow) updated_at: datetime = Field(default_factory=datetime.utcnow) @@ -35,19 +20,7 @@ class Config: def __init__(self, **data): super().__init__(**data) if self.id is None: - self.id = generate_id_from_label(self.email) - - -class UserResponse(UserBase): - id: UUID - is_superuser: bool - is_active: bool - is_verified: bool - created_at: datetime - updated_at: datetime - - class Config: - from_attributes = True + self.id = generate_id_from_label(self.name) class Token(BaseModel): @@ -65,4 +38,4 @@ class UserStats(BaseModel): user_id: UUID num_files: int total_size_in_bytes: int - document_ids: List[UUID] + document_ids: list[UUID] diff --git a/r2r/base/abstractions/vector.py b/r2r/base/abstractions/vector.py index 445f33025..b9ccfe61b 100644 --- a/r2r/base/abstractions/vector.py +++ b/r2r/base/abstractions/vector.py @@ -38,29 +38,40 @@ def __repr__(self) -> str: class VectorEntry: """A vector entry that can be stored directly in supported vector databases.""" - def __init__(self, id: UUID, vector: Vector, metadata: dict[str, Any]): + def __init__( + self, + fragment_id: UUID, + extraction_id: UUID, + document_id: UUID, + user_id: UUID, + group_ids: list[UUID], + vector: Vector, + text: str, + metadata: dict[str, Any], + ): """Create a new VectorEntry object.""" + self.fragment_id = fragment_id + self.extraction_id = extraction_id + self.document_id = document_id + self.user_id = user_id + self.group_ids = group_ids self.vector = vector - self.id = id + self.text = text self.metadata = metadata - def to_serializable(self) -> str: - """Return a serializable representation of the VectorEntry.""" - metadata = self.metadata - - for key in metadata: - if isinstance(metadata[key], UUID): - metadata[key] = str(metadata[key]) - return { - "id": str(self.id), - "vector": self.vector.data, - "metadata": metadata, - } - def __str__(self) -> str: """Return a string representation of the VectorEntry.""" - return f"VectorEntry(id={self.id}, vector={self.vector}, metadata={self.metadata})" + return ( + f"VectorEntry(fragment_id={self.fragment_id}, " + f"extraction_id={self.extraction_id}, " + f"document_id={self.document_id}, " + f"user_id={self.user_id}, " + f"group_ids={self.group_ids}, " + f"vector={self.vector}, " + f"text={self.text}, " + f"metadata={self.metadata})" + ) def __repr__(self) -> str: """Return an unambiguous string representation of the VectorEntry.""" - return f"VectorEntry(id={self.id}, vector={self.vector}, metadata={self.metadata})" + return self.__str__() diff --git a/r2r/base/agent/__init__.py b/r2r/base/agent/__init__.py new file mode 100644 index 000000000..0f31d707c --- /dev/null +++ b/r2r/base/agent/__init__.py @@ -0,0 +1,11 @@ +from .agent import Agent, AgentConfig, Conversation, Message, Tool, ToolResult + +__all__ = [ + # Agent abstractions + "Agent", + "AgentConfig", + "Conversation", + "Message", + "Tool", + "ToolResult", +] diff --git a/r2r/base/abstractions/agent.py b/r2r/base/agent/agent.py similarity index 88% rename from r2r/base/abstractions/agent.py rename to r2r/base/agent/agent.py index dc3af4c95..6bde2aa83 100644 --- a/r2r/base/abstractions/agent.py +++ b/r2r/base/agent/agent.py @@ -1,48 +1,17 @@ import json from abc import ABC, abstractmethod -from typing import ( - Any, - AsyncGenerator, - Callable, - Dict, - List, - Optional, - Type, - Union, -) +from typing import Any, AsyncGenerator, Dict, List, Optional, Type, Union from pydantic import BaseModel -from ..providers.llm import CompletionProvider, GenerationConfig -from ..providers.prompt import PromptProvider -from .completion import MessageType -from .llm import LLMChatCompletion - - -class Tool(BaseModel): - name: str - description: str - results_function: Callable - llm_format_function: Callable - stream_function: Optional[Callable] = None - parameters: Optional[Dict[str, Any]] = None - - class Config: - arbitrary_types_allowed = True - - -class ToolResult(BaseModel): - raw_result: Any - llm_formatted_result: str - stream_result: Optional[str] = None - +from r2r.base.abstractions import ( + GenerationConfig, + LLMChatCompletion, + MessageType, +) +from r2r.base.providers import CompletionProvider, PromptProvider -class Message(BaseModel): - role: Union[MessageType, str] - content: Optional[str] = None - name: Optional[str] = None - function_call: Optional[Dict[str, Any]] = None - tool_calls: Optional[List[Dict[str, Any]]] = None +from .base import Message, Tool, ToolResult class Conversation: diff --git a/r2r/base/agent/base.py b/r2r/base/agent/base.py new file mode 100644 index 000000000..e5d57c46c --- /dev/null +++ b/r2r/base/agent/base.py @@ -0,0 +1,31 @@ +from typing import Any, Callable, Dict, List, Optional, Union + +from pydantic import BaseModel + +from r2r.base.abstractions import MessageType + + +class Tool(BaseModel): + name: str + description: str + results_function: Callable + llm_format_function: Callable + stream_function: Optional[Callable] = None + parameters: Optional[Dict[str, Any]] = None + + class Config: + arbitrary_types_allowed = True + + +class ToolResult(BaseModel): + raw_result: Any + llm_formatted_result: str + stream_result: Optional[str] = None + + +class Message(BaseModel): + role: Union[MessageType, str] + content: Optional[str] = None + name: Optional[str] = None + function_call: Optional[Dict[str, Any]] = None + tool_calls: Optional[List[Dict[str, Any]]] = None diff --git a/r2r/base/api/models/__init__.py b/r2r/base/api/models/__init__.py new file mode 100644 index 000000000..d0afb1ec5 --- /dev/null +++ b/r2r/base/api/models/__init__.py @@ -0,0 +1,93 @@ +from .auth.responses import GenericMessageResponse, TokenResponse, UserResponse +from .ingestion.responses import ( + FailedDocument, + IngestionResponse, + ProcessedDocument, + WrappedIngestionResponse, +) +from .management.responses import ( + AnalyticsResponse, + AppSettingsResponse, + DeleteResponse, + DocumentChunkResponse, + DocumentOverviewResponse, + GroupOverviewResponse, + GroupResponse, + KnowledgeGraphResponse, + LogResponse, + PromptResponse, + ScoreCompletionResponse, + ServerStats, + UserOverviewResponse, + WrappedAddUserResponse, + WrappedAnalyticsResponse, + WrappedAppSettingsResponse, + WrappedDeleteResponse, + WrappedDocumentChunkResponse, + WrappedDocumentOverviewResponse, + WrappedGroupListResponse, + WrappedGroupOverviewResponse, + WrappedGroupResponse, + WrappedKnowledgeGraphResponse, + WrappedLogResponse, + WrappedPromptResponse, + WrappedScoreCompletionResponse, + WrappedServerStatsResponse, + WrappedUserOverviewResponse, +) +from .retrieval.responses import ( + RAGAgentResponse, + RAGResponse, + SearchResponse, + WrappedRAGAgentResponse, + WrappedRAGResponse, + WrappedSearchResponse, +) + +__all__ = [ + # Auth Responses + "GenericMessageResponse", + "TokenResponse", + "UserResponse", + # Ingestion Responses + "ProcessedDocument", + "FailedDocument", + "IngestionResponse", + "WrappedIngestionResponse", + # Management Responses + "PromptResponse", + "ServerStats", + "LogResponse", + "AnalyticsResponse", + "AppSettingsResponse", + "ScoreCompletionResponse", + "UserOverviewResponse", + "DeleteResponse", + "DocumentOverviewResponse", + "DocumentChunkResponse", + "KnowledgeGraphResponse", + "GroupResponse", + "GroupOverviewResponse", + "WrappedPromptResponse", + "WrappedServerStatsResponse", + "WrappedLogResponse", + "WrappedAnalyticsResponse", + "WrappedAppSettingsResponse", + "WrappedScoreCompletionResponse", + "WrappedUserOverviewResponse", + "WrappedDeleteResponse", + "WrappedDocumentOverviewResponse", + "WrappedDocumentChunkResponse", + "WrappedKnowledgeGraphResponse", + "WrappedGroupResponse", + "WrappedGroupListResponse", + "WrappedAddUserResponse", + "WrappedGroupOverviewResponse", + # Retrieval Responses + "SearchResponse", + "RAGResponse", + "RAGAgentResponse", + "WrappedSearchResponse", + "WrappedRAGResponse", + "WrappedRAGAgentResponse", +] diff --git a/r2r/base/api/models/auth/__init__.py b/r2r/base/api/models/auth/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/base/api/models/auth/responses.py b/r2r/base/api/models/auth/responses.py new file mode 100644 index 000000000..cc366a1b1 --- /dev/null +++ b/r2r/base/api/models/auth/responses.py @@ -0,0 +1,41 @@ +from datetime import datetime +from typing import Optional +from uuid import UUID + +from pydantic import BaseModel + +from r2r.base.abstractions import Token +from r2r.base.api.models.base import ResultsWrapper + + +class TokenResponse(BaseModel): + access_token: Token + refresh_token: Token + + +class UserResponse(BaseModel): + id: UUID + email: str + is_active: bool = True + is_superuser: bool = False + created_at: datetime = datetime.now() + updated_at: datetime = datetime.now() + is_verified: bool = False + group_ids: list[UUID] = [] + + # Optional fields (to update or set at creation) + hashed_password: Optional[str] = None + verification_code_expiry: Optional[datetime] = None + name: Optional[str] = None + bio: Optional[str] = None + profile_picture: Optional[str] = None + + +class GenericMessageResponse(BaseModel): + message: str + + +# Create wrapped versions of each response +WrappedTokenResponse = ResultsWrapper[TokenResponse] +WrappedUserResponse = ResultsWrapper[UserResponse] +WrappedGenericMessageResponse = ResultsWrapper[GenericMessageResponse] diff --git a/r2r/base/api/models/base.py b/r2r/base/api/models/base.py new file mode 100644 index 000000000..5c5af2d63 --- /dev/null +++ b/r2r/base/api/models/base.py @@ -0,0 +1,9 @@ +from typing import Generic, TypeVar + +from pydantic import BaseModel + +T = TypeVar("T") + + +class ResultsWrapper(BaseModel, Generic[T]): + results: T diff --git a/r2r/base/api/models/ingestion/__init__.py b/r2r/base/api/models/ingestion/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/base/api/models/ingestion/responses.py b/r2r/base/api/models/ingestion/responses.py new file mode 100644 index 000000000..76da3af35 --- /dev/null +++ b/r2r/base/api/models/ingestion/responses.py @@ -0,0 +1,77 @@ +from typing import Any, List, TypeVar +from uuid import UUID + +from pydantic import BaseModel, Field + +from r2r.base.api.models.base import ResultsWrapper + +T = TypeVar("T") + + +class ProcessedDocument(BaseModel): + id: UUID + title: str + + +class FailedDocument(BaseModel): + document_id: UUID + result: Any + + +class IngestionResponse(BaseModel): + processed_documents: List[ProcessedDocument] = Field( + ..., + description="List of successfully processed documents", + example=[ + { + "id": "123e4567-e89b-12d3-a456-426614174000", + "title": "Document 1", + }, + { + "id": "223e4567-e89b-12d3-a456-426614174000", + "title": "Document 2", + }, + ], + ) + failed_documents: List[FailedDocument] = Field( + ..., + description="List of documents that failed to process", + example=[ + { + "document_id": "323e4567-e89b-12d3-a456-426614174000", + "result": "Error: Invalid format", + } + ], + ) + skipped_documents: List[UUID] = Field( + ..., + description="List of document IDs that were skipped during processing", + example=["423e4567-e89b-12d3-a456-426614174000"], + ) + + class Config: + schema_extra = { + "example": { + "processed_documents": [ + { + "id": "123e4567-e89b-12d3-a456-426614174000", + "title": "Document 1", + }, + { + "id": "223e4567-e89b-12d3-a456-426614174000", + "title": "Document 2", + }, + ], + "failed_documents": [ + { + "document_id": "323e4567-e89b-12d3-a456-426614174000", + "result": "Error: Invalid format", + } + ], + "skipped_documents": ["423e4567-e89b-12d3-a456-426614174000"], + } + } + + +# Create wrapped version of the response +WrappedIngestionResponse = ResultsWrapper[IngestionResponse] diff --git a/r2r/base/api/models/management/__init__.py b/r2r/base/api/models/management/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/base/api/models/management/responses.py b/r2r/base/api/models/management/responses.py new file mode 100644 index 000000000..de5da333e --- /dev/null +++ b/r2r/base/api/models/management/responses.py @@ -0,0 +1,126 @@ +from datetime import datetime +from typing import Any, Dict, List, Optional +from uuid import UUID + +from pydantic import BaseModel + +from r2r.base.api.models.base import ResultsWrapper + + +class PromptResponse(BaseModel): + message: str + + +class LogEntry(BaseModel): + key: str + value: Any + timestamp: datetime + + +class LogResponse(BaseModel): + run_id: UUID + run_type: str + entries: List[LogEntry] + timestamp: Optional[datetime] + user_id: Optional[UUID] + + +class ServerStats(BaseModel): + start_time: datetime + uptime_seconds: float + cpu_usage: float + memory_usage: float + + +class AnalyticsResponse(BaseModel): + analytics_data: Any + filtered_logs: Dict[str, Any] + + +class AppSettingsResponse(BaseModel): + config: Dict[str, Any] + prompts: Dict[str, Any] + + +class ScoreCompletionResponse(BaseModel): + message: str + + +class UserOverviewResponse(BaseModel): + user_id: UUID + num_files: int + total_size_in_bytes: int + document_ids: List[UUID] + + +class DeleteResponse(BaseModel): + fragment_id: UUID + document_id: UUID + extraction_id: UUID + text: str + + +class DocumentOverviewResponse(BaseModel): + id: UUID + title: str + user_id: UUID + type: str + created_at: datetime + updated_at: datetime + status: str + version: str + + +class DocumentChunkResponse(BaseModel): + fragment_id: UUID + extraction_id: UUID + document_id: UUID + user_id: UUID + group_ids: list[UUID] + text: str + metadata: Dict[str, Any] + + +KnowledgeGraphResponse = str + + +class GroupResponse(BaseModel): + group_id: UUID + name: str + description: Optional[str] + created_at: datetime + updated_at: datetime + + +class GroupOverviewResponse(BaseModel): + group_id: UUID + name: str + description: Optional[str] + created_at: datetime + updated_at: datetime + user_count: int + document_count: int + + +class AddUserResponse(BaseModel): + result: bool + + +# Create wrapped versions of each response +WrappedPromptResponse = ResultsWrapper[PromptResponse] +WrappedServerStatsResponse = ResultsWrapper[ServerStats] +WrappedLogResponse = ResultsWrapper[List[LogResponse]] +WrappedAnalyticsResponse = ResultsWrapper[AnalyticsResponse] +WrappedAppSettingsResponse = ResultsWrapper[AppSettingsResponse] +WrappedScoreCompletionResponse = ResultsWrapper[ScoreCompletionResponse] +WrappedUserOverviewResponse = ResultsWrapper[List[UserOverviewResponse]] +WrappedDeleteResponse = ResultsWrapper[dict[str, DeleteResponse]] +WrappedDocumentOverviewResponse = ResultsWrapper[ + List[DocumentOverviewResponse] +] +WrappedDocumentChunkResponse = ResultsWrapper[List[DocumentChunkResponse]] +WrappedKnowledgeGraphResponse = ResultsWrapper[KnowledgeGraphResponse] +WrappedGroupResponse = ResultsWrapper[GroupResponse] +WrappedGroupListResponse = ResultsWrapper[List[GroupResponse]] +WrappedGroupOverviewResponse = ResultsWrapper[List[GroupOverviewResponse]] +WrappedAddUserResponse = ResultsWrapper[AddUserResponse] diff --git a/r2r/base/api/models/retrieval/__init__.py b/r2r/base/api/models/retrieval/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/base/api/models/retrieval/responses.py b/r2r/base/api/models/retrieval/responses.py new file mode 100644 index 000000000..b609b9a2b --- /dev/null +++ b/r2r/base/api/models/retrieval/responses.py @@ -0,0 +1,149 @@ +from typing import Any, List, Optional + +from pydantic import BaseModel, Field + +from r2r.base.abstractions.search import KGSearchResult, VectorSearchResult +from r2r.base.api.models.base import ResultsWrapper + + +class SearchResponse(BaseModel): + vector_search_results: List[VectorSearchResult] = Field( + ..., + description="List of vector search results", + ) + kg_search_results: Optional[KGSearchResult] = Field( + None, + description="Knowledge graph search results, if applicable", + ) + + class Config: + schema_extra = { + "example": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Example text from the document", + "metadata": { + "title": "example_document.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + } + } + + +class RAGResponse(BaseModel): + completion: Any = Field( + ..., + description="The generated completion from the RAG process", + ) + search_results: SearchResponse = Field( + ..., + description="The search results used for the RAG process", + ) + + class Config: + schema_extra = { + "example": { + "completion": { + "id": "chatcmpl-example123", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": None, + "message": { + "content": "Paris is the capital of France.", + "role": "assistant", + }, + } + ], + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Paris is the capital and most populous city of France.", + "metadata": { + "text": "Paris is the capital and most populous city of France.", + "title": "france_info.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + }, + } + } + + +class RAGAgentResponse(BaseModel): + completion: Any = Field( + ..., + description="The generated completion from the RAG agent process", + ) + search_results: SearchResponse = Field( + ..., + description="The search results used for the RAG agent process", + ) + thought_process: Optional[str] = Field( + None, + description="The agent's thought process or reasoning", + ) + + class Config: + schema_extra = { + "example": { + "completion": { + "id": "chatcmpl-example456", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": None, + "message": { + "content": "The capital of France is Paris. Paris is not only the capital but also the largest city in France, known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", + "role": "assistant", + }, + } + ], + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "d79ef23a-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "4f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "5e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "3acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.89943702876567796, + "text": "Paris is the capital and most populous city of France. It is known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", + "metadata": { + "title": "france_geography.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + }, + "thought_process": "To answer this question, I'll need to search for information about France's capital. The search results provide clear information about Paris being the capital of France, along with some additional details about its landmarks.", + } + } + + +# Create wrapped versions of the responses +WrappedSearchResponse = ResultsWrapper[SearchResponse] +WrappedRAGResponse = ResultsWrapper[RAGResponse] +WrappedRAGAgentResponse = ResultsWrapper[RAGAgentResponse] diff --git a/r2r/base/logging/__init__.py b/r2r/base/logging/__init__.py index e69de29bb..e72199005 100644 --- a/r2r/base/logging/__init__.py +++ b/r2r/base/logging/__init__.py @@ -0,0 +1,39 @@ +from .base import RunType +from .log_processor import ( + AnalysisTypes, + LogAnalytics, + LogAnalyticsConfig, + LogFilterCriteria, + LogProcessor, +) +from .run_logger import ( + LocalRunLoggingProvider, + LoggingConfig, + PostgresLoggingConfig, + PostgresRunLoggingProvider, + RedisLoggingConfig, + RedisRunLoggingProvider, + RunLoggingSingleton, +) +from .run_manager import RunManager, manage_run + +__all__ = [ + # Basic types + "RunType", + "AnalysisTypes", + "LogAnalytics", + "LogAnalyticsConfig", + "LogFilterCriteria", + "LogProcessor", + # Logging Providers + "LocalRunLoggingProvider", + "LoggingConfig", + "PostgresLoggingConfig", + "PostgresRunLoggingProvider", + "RedisLoggingConfig", + "RedisRunLoggingProvider", + "RunLoggingSingleton", + # Run Manager + "RunManager", + "manage_run", +] diff --git a/r2r/base/logging/base.py b/r2r/base/logging/base.py new file mode 100644 index 000000000..fed478cb2 --- /dev/null +++ b/r2r/base/logging/base.py @@ -0,0 +1,11 @@ +from enum import Enum + + +class RunType(str, Enum): + """Enumeration of the different types of runs.""" + + RETRIEVAL = "RETRIEVAL" + MANAGEMENT = "MANAGEMENT" + INGESTION = "INGESTION" + AUTH = "AUTH" + UNSPECIFIED = "UNSPECIFIED" diff --git a/r2r/base/logging/log_processor.py b/r2r/base/logging/log_processor.py index e85d8de2e..4953016f7 100644 --- a/r2r/base/logging/log_processor.py +++ b/r2r/base/logging/log_processor.py @@ -10,7 +10,7 @@ logger = logging.getLogger(__name__) -class FilterCriteria(BaseModel): +class LogFilterCriteria(BaseModel): filters: Optional[dict[str, str]] = None diff --git a/r2r/base/logging/kv_logger.py b/r2r/base/logging/run_logger.py similarity index 55% rename from r2r/base/logging/kv_logger.py rename to r2r/base/logging/run_logger.py index 39db60eea..84d8ad23e 100644 --- a/r2r/base/logging/kv_logger.py +++ b/r2r/base/logging/run_logger.py @@ -1,25 +1,25 @@ import json import logging import os -import uuid from abc import abstractmethod from datetime import datetime from typing import Optional +from uuid import UUID import asyncpg from pydantic import BaseModel from ..providers.base import Provider, ProviderConfig +from .base import RunType logger = logging.getLogger(__name__) -# Todo: make user_id required in version 0.3.0 -class RunInfo(BaseModel): - run_id: uuid.UUID - log_type: str +class RunInfoLog(BaseModel): + run_id: UUID + run_type: str timestamp: datetime - user_id: Optional[str] = None + user_id: UUID class LoggingConfig(ProviderConfig): @@ -36,7 +36,7 @@ def supported_providers(self) -> list[str]: return ["local", "postgres", "redis"] -class KVLoggingProvider(Provider): +class RunLoggingProvider(Provider): @abstractmethod async def close(self): pass @@ -44,37 +44,46 @@ async def close(self): @abstractmethod async def log( self, - log_id: uuid.UUID, + run_id: UUID, key: str, value: str, - user_id: Optional[str] = None, ): pass @abstractmethod - async def get_run_info( + async def get_logs( self, - limit: int = 10, - log_type_filter: Optional[str] = None, - ) -> list[RunInfo]: + run_ids: list[UUID], + limit_per_run: int, + ) -> list: pass @abstractmethod - async def get_logs( + async def info_log( self, - run_ids: list[uuid.UUID], - limit_per_run: int, - ) -> list: + run_id: UUID, + run_type: RunType, + user_id: UUID, + ): + pass + + @abstractmethod + async def get_info_logs( + self, + limit: int = 10, + run_type_filter: Optional[RunType] = None, + user_ids: Optional[list[UUID]] = None, + ) -> list[RunInfoLog]: pass @abstractmethod async def score_completion( - self, log_id: uuid.UUID, message_id: uuid.UUID, score: float - ): + self, run_id: UUID, message_id: UUID, score: float + ) -> str: pass -class LocalKVLoggingProvider(KVLoggingProvider): +class LocalRunLoggingProvider(RunLoggingProvider): def __init__(self, config: LoggingConfig): self.log_table = config.log_table self.log_info_table = config.log_info_table @@ -92,19 +101,18 @@ def __init__(self, config: LoggingConfig): self.aiosqlite = aiosqlite except ImportError: raise ImportError( - "Please install aiosqlite to use the LocalKVLoggingProvider." + "Please install aiosqlite to use the LocalRunLoggingProvider." ) - async def init(self): + async def _init(self): self.conn = await self.aiosqlite.connect(self.logging_path) await self.conn.execute( f""" CREATE TABLE IF NOT EXISTS {self.log_table} ( timestamp DATETIME, - log_id TEXT, + run_id TEXT, key TEXT, - value TEXT, - user_id TEXT + value TEXT ) """ ) @@ -112,26 +120,17 @@ async def init(self): f""" CREATE TABLE IF NOT EXISTS {self.log_info_table} ( timestamp DATETIME, - log_id TEXT UNIQUE, - log_type TEXT, + run_id TEXT UNIQUE, + run_type TEXT, user_id TEXT ) """ ) await self.conn.commit() - # TODO: deprecated, remove in version 0.3.0 - cursor = await self.conn.execute( - f"PRAGMA table_info({self.log_table})" - ) - columns = await cursor.fetchall() - self.has_user_id = any( - column[1].lower() == "user_id" for column in columns - ) - async def __aenter__(self): if self.conn is None: - await self.init() + await self._init() return self async def __aexit__(self, exc_type, exc_val, exc_tb): @@ -144,82 +143,55 @@ async def close(self): async def log( self, - log_id: uuid.UUID, + run_id: UUID, key: str, value: str, - user_id: Optional[str] = None, - is_info_log=False, ): - collection = self.log_info_table if is_info_log else self.log_table - - # TODO: deprecated, remove in version 0.3.0 - if not self.has_user_id: - # TODO: add in link to migration guide - logger.warning( - "Logs excluding user ids are deprecated and will be removed in version 0.3.0. Please run `r2r migrate` to run database migrations." - ) - - # TODO: deprecated, remove conditional check in v0.3.0 - if is_info_log: - if "type" not in key: - raise ValueError("Info log keys must contain the text 'type'") - if self.has_user_id: - await self.conn.execute( - f""" - INSERT INTO {collection} (timestamp, log_id, log_type, user_id) - VALUES (datetime('now'), ?, ?, ?) - ON CONFLICT(log_id) DO UPDATE SET - timestamp = datetime('now'), - log_type = excluded.log_type, - user_id = excluded.user_id - """, - (str(log_id), value, str(user_id)), - ) - else: - await self.conn.execute( - f""" - INSERT INTO {collection} (timestamp, log_id, log_type, user_id) - VALUES (datetime('now'), ?, ?) - ON CONFLICT(log_id) DO UPDATE SET - timestamp = datetime('now'), - log_type = excluded.log_type, - """, - (str(log_id), value, str(user_id)), - ) - elif self.has_user_id: - await self.conn.execute( - f""" - INSERT INTO {collection} (timestamp, log_id, key, value, user_id) - VALUES (datetime('now'), ?, ?, ?, ?) - """, - (str(log_id), key, value, str(user_id)), - ) - else: - await self.conn.execute( - f""" - INSERT INTO {collection} (timestamp, log_id, key, value) - VALUES (datetime('now'), ?, ?, ?) - """, - (str(log_id), key, value), - ) + await self.conn.execute( + f""" + INSERT INTO {self.log_table} (timestamp, run_id, key, value) + VALUES (datetime('now'), ?, ?, ?) + """, + (str(run_id), key, value), + ) + await self.conn.commit() + async def info_log( + self, + run_id: UUID, + run_type: RunType, + user_id: UUID, + ): + await self.conn.execute( + f""" + INSERT INTO {self.log_info_table} (timestamp, run_id, run_type, user_id) + VALUES (datetime('now'), ?, ?, ?) + ON CONFLICT(run_id) DO UPDATE SET + timestamp = datetime('now'), + run_type = excluded.run_type, + user_id = excluded.user_id + """, + (str(run_id), run_type, str(user_id)), + ) await self.conn.commit() - async def get_run_info( + async def get_info_logs( self, limit: int = 10, - log_type_filter: Optional[str] = None, - ) -> list[RunInfo]: + run_type_filter: Optional[RunType] = None, + user_ids: Optional[list[UUID]] = None, + ) -> list[RunInfoLog]: cursor = await self.conn.cursor() - query = "SELECT log_id, log_type, timestamp" - if self.has_user_id: - query += ", user_id" + query = "SELECT run_id, run_type, timestamp, user_id" query += f" FROM {self.log_info_table}" conditions = [] params = [] - if log_type_filter: - conditions.append("log_type = ?") - params.append(log_type_filter) + if run_type_filter: + conditions.append("run_type = ?") + params.append(run_type_filter) + if user_ids: + conditions.append(f"user_id IN ({','.join(['?']*len(user_ids))})") + params.extend([str(user_id) for user_id in user_ids]) if conditions: query += " WHERE " + " AND ".join(conditions) query += " ORDER BY timestamp DESC LIMIT ?" @@ -227,53 +199,59 @@ async def get_run_info( await cursor.execute(query, params) rows = await cursor.fetchall() return [ - RunInfo( - run_id=uuid.UUID(row[0]), - log_type=row[1], + RunInfoLog( + run_id=UUID(row[0]), + run_type=row[1], timestamp=datetime.fromisoformat(row[2]), - user_id=row[3] if self.has_user_id and len(row) > 3 else None, + user_id=UUID(row[3]), ) for row in rows ] async def get_logs( self, - run_ids: list[uuid.UUID], + run_ids: list[UUID], limit_per_run: int = 10, ) -> list: if not run_ids: raise ValueError("No run ids provided.") cursor = await self.conn.cursor() placeholders = ",".join(["?" for _ in run_ids]) - query = "SELECT log_id, key, value, timestamp" - # TODO: unnecessary to check - if self.has_user_id: - query += ", user_id" - query += f""" - FROM ( - SELECT *, ROW_NUMBER() OVER (PARTITION BY log_id ORDER BY timestamp DESC) as rn - FROM {self.log_table} - WHERE log_id IN ({placeholders}) - ) - WHERE rn <= ? + query = f""" + SELECT run_id, key, value, timestamp + FROM {self.log_table} + WHERE run_id IN ({placeholders}) ORDER BY timestamp DESC """ - params = [str(ele) for ele in run_ids] + [limit_per_run] + params = [str(run_id) for run_id in run_ids] + await cursor.execute(query, params) rows = await cursor.fetchall() - return [ - dict(zip([d[0] for d in cursor.description], row)) for row in rows - ] + + # Post-process the results to limit per run_id and ensure only requested run_ids are included + result = [] + run_id_count = {str(run_id): 0 for run_id in run_ids} + for row in rows: + row_dict = dict(zip([d[0] for d in cursor.description], row)) + row_run_id = row_dict["run_id"] + if ( + row_run_id in run_id_count + and run_id_count[row_run_id] < limit_per_run + ): + row_dict["run_id"] = UUID(row_dict["run_id"]) + result.append(row_dict) + run_id_count[row_run_id] += 1 + return result async def score_completion( - self, log_id: uuid.UUID, message_id: uuid.UUID, score: float + self, run_id: UUID, message_id: UUID, score: float ): cursor = await self.conn.cursor() await cursor.execute( - f"SELECT value FROM {self.log_table} WHERE log_id = ? AND key = 'completion_record'", - (str(log_id),), + f"SELECT value FROM {self.log_table} WHERE run_id = ? AND key = 'completion_record'", + (str(run_id),), ) row = await cursor.fetchone() @@ -298,13 +276,13 @@ async def score_completion( ] await cursor.execute( - f"UPDATE {self.log_table} SET value = ? WHERE log_id = ? AND key = 'completion_record'", - (json.dumps(completion_record), str(log_id)), + f"UPDATE {self.log_table} SET value = ? WHERE run_id = ? AND key = 'completion_record'", + (json.dumps(completion_record), str(run_id)), ) await self.conn.commit() - return True + return {"message": "Score updated successfully."} - return False + return {"message": "Score not updated."} class PostgresLoggingConfig(LoggingConfig): @@ -329,13 +307,12 @@ def supported_providers(self) -> list[str]: return ["postgres"] -class PostgresKVLoggingProvider(KVLoggingProvider): +class PostgresRunLoggingProvider(RunLoggingProvider): def __init__(self, config: PostgresLoggingConfig): self.log_table = config.log_table self.log_info_table = config.log_info_table self.config = config self.pool = None - self.has_user_id = False if not os.getenv("POSTGRES_DBNAME"): raise ValueError( "Please set the environment variable POSTGRES_DBNAME." @@ -357,7 +334,7 @@ def __init__(self, config: PostgresLoggingConfig): "Please set the environment variable POSTGRES_PORT." ) - async def init(self): + async def _init(self): self.pool = await asyncpg.create_pool( database=os.getenv("POSTGRES_DBNAME"), user=os.getenv("POSTGRES_USER"), @@ -371,10 +348,9 @@ async def init(self): f""" CREATE TABLE IF NOT EXISTS {self.log_table} ( timestamp TIMESTAMPTZ, - log_id UUID, + run_id UUID, key TEXT, - value TEXT, - user_id TEXT + value TEXT ) """ ) @@ -382,24 +358,16 @@ async def init(self): f""" CREATE TABLE IF NOT EXISTS {self.log_info_table} ( timestamp TIMESTAMPTZ, - log_id UUID UNIQUE, - log_type TEXT, - user_id TEXT + run_id UUID UNIQUE, + run_type TEXT, + user_id UUID ) """ ) - # TODO: deprecated, remove in version 0.3.0 - columns = await conn.fetch( - f"SELECT column_name FROM information_schema.columns WHERE table_name = '{self.log_table}'" - ) - self.has_user_id = any( - column["column_name"] == "user_id" for column in columns - ) - async def __aenter__(self): if self.pool is None: - await self.init() + await self._init() return self async def __aexit__(self, exc_type, exc_val, exc_tb): @@ -412,88 +380,73 @@ async def close(self): async def log( self, - log_id: uuid.UUID, + run_id: UUID, key: str, value: str, - user_id: Optional[str] = None, - is_info_log=False, ): - collection = self.log_info_table if is_info_log else self.log_table - - # TODO: deprecated, remove in version 0.3.0 - if not self.has_user_id: - logger.warning( - "Logs excluding user ids are deprecated and will be removed in version 0.3.0. Please run `r2r migrate` to run database migrations." + async with self.pool.acquire() as conn: + await conn.execute( + f"INSERT INTO {self.log_table} (timestamp, run_id, key, value) VALUES (NOW(), $1, $2, $3)", + run_id, + key, + value, ) - # TODO: deprecated, remove conditional check in v0.3.0 - if is_info_log: - if "type" not in key: - raise ValueError( - "Info log key must contain the string `type`." - ) - async with self.pool.acquire() as conn: - if self.has_user_id: - await conn.execute( - f"INSERT INTO {collection} (timestamp, log_id, log_type, user_id) VALUES (NOW(), $1, $2, $3)", - log_id, - value, - user_id, - ) - else: - await conn.execute( - f"INSERT INTO {collection} (timestamp, log_id, log_type) VALUES (NOW(), $1, $2)", - log_id, - value, - ) - else: - async with self.pool.acquire() as conn: - if self.has_user_id: - await conn.execute( - f"INSERT INTO {collection} (timestamp, log_id, key, value, user_id) VALUES (NOW(), $1, $2, $3, $4)", - log_id, - key, - value, - user_id, - ) - else: - await conn.execute( - f"INSERT INTO {collection} (timestamp, log_id, key, value) VALUES (NOW(), $1, $2, $3)", - log_id, - key, - value, - ) + async def info_log( + self, + run_id: UUID, + run_type: RunType, + user_id: UUID, + ): + async with self.pool.acquire() as conn: + await conn.execute( + f"INSERT INTO {self.log_info_table} (timestamp, run_id, run_type, user_id) VALUES (NOW(), $1, $2, $3)", + run_id, + run_type, + user_id, + ) - async def get_run_info( - self, limit: int = 10, log_type_filter: Optional[str] = None - ) -> list[RunInfo]: - query = "SELECT log_id, log_type, timestamp" - if self.has_user_id: - query += ", user_id" - query += f" FROM {self.log_info_table}" + async def get_info_logs( + self, + limit: int = 10, + run_type_filter: Optional[RunType] = None, + user_ids: Optional[list[UUID]] = None, + ) -> list[RunInfoLog]: + query = f"SELECT run_id, run_type, timestamp, user_id FROM {self.log_info_table}" conditions = [] params = [] - if log_type_filter: - conditions.append("log_type = $1") - params.append(log_type_filter) + param_count = 1 + + if run_type_filter: + conditions.append(f"run_type = ${param_count}") + params.append(run_type_filter) + param_count += 1 + + if user_ids: + conditions.append(f"user_id = ANY(${param_count}::uuid[])") + params.append(user_ids) + param_count += 1 + if conditions: query += " WHERE " + " AND ".join(conditions) - query += " ORDER BY timestamp DESC LIMIT $2" + + query += f" ORDER BY timestamp DESC LIMIT ${param_count}" params.append(limit) + async with self.pool.acquire() as conn: rows = await conn.fetch(query, *params) return [ - RunInfo( - run_id=row["log_id"], - log_type=row["log_type"], + RunInfoLog( + run_id=row["run_id"], + run_type=row["run_type"], timestamp=row["timestamp"], - user_id=row["user_id"] if self.has_user_id else None, + user_id=row["user_id"], ) for row in rows ] async def get_logs( - self, run_ids: list[uuid.UUID], limit_per_run: int = 10 + self, run_ids: list[UUID], limit_per_run: int = 10 ) -> list: if not run_ids: raise ValueError("No run ids provided.") @@ -501,9 +454,9 @@ async def get_logs( placeholders = ",".join([f"${i + 1}" for i in range(len(run_ids))]) query = f""" SELECT * FROM ( - SELECT *, ROW_NUMBER() OVER (PARTITION BY log_id ORDER BY timestamp DESC) as rn + SELECT *, ROW_NUMBER() OVER (PARTITION BY run_id ORDER BY timestamp DESC) as rn FROM {self.log_table} - WHERE log_id::text IN ({placeholders}) + WHERE run_id::text IN ({placeholders}) ) sub WHERE sub.rn <= ${len(run_ids) + 1} ORDER BY sub.timestamp DESC @@ -514,12 +467,12 @@ async def get_logs( return [{key: row[key] for key in row.keys()} for row in rows] async def score_completion( - self, log_id: uuid.UUID, message_id: uuid.UUID, score: float + self, run_id: UUID, message_id: UUID, score: float ): async with self.pool.acquire() as conn: row = await conn.fetchrow( - f"SELECT value FROM {self.log_table} WHERE log_id = $1 AND key = 'completion_record'", - log_id, + f"SELECT value FROM {self.log_table} WHERE run_id = $1 AND key = 'completion_record'", + run_id, ) if row: @@ -545,13 +498,13 @@ async def score_completion( ] await conn.execute( - f"UPDATE {self.log_table} SET value = $1 WHERE log_id = $2 AND key = 'completion_record'", + f"UPDATE {self.log_table} SET value = $1 WHERE run_id = $2 AND key = 'completion_record'", json.dumps(completion_record), - log_id, + run_id, ) - return True + return {"message": "Score updated successfully."} - return False + return {"message": "Score not updated."} class RedisLoggingConfig(LoggingConfig): @@ -570,10 +523,10 @@ def supported_providers(self) -> list[str]: return ["redis"] -class RedisKVLoggingProvider(KVLoggingProvider): +class RedisRunLoggingProvider(RunLoggingProvider): def __init__(self, config: RedisLoggingConfig): logger.info( - f"Initializing RedisKVLoggingProvider with config: {config}" + f"Initializing RedisRunLoggingProvider with config: {config}" ) if not all( @@ -597,11 +550,8 @@ def __init__(self, config: RedisLoggingConfig): self.redis = Redis(host=cluster_ip, port=port, decode_responses=True) self.log_key = config.log_table self.log_info_key = config.log_info_table - self.has_user_id = False async def __aenter__(self): - # TODO: deprecated, remove in version 0.3.0 - await self.check_user_id_exists() return self async def __aexit__(self, exc_type, exc, tb): @@ -610,90 +560,84 @@ async def __aexit__(self, exc_type, exc, tb): async def close(self): await self.redis.close() - async def check_user_id_exists(self): - async for key in self.redis.scan_iter(f"{self.log_key}:*"): - logs = await self.redis.lrange(key, 0, -1) - for log in logs: - if "user_id" in json.loads(log): - self.has_user_id = True - return - - async for key in self.redis.scan_iter(f"{self.log_info_key}:*"): - log_info = await self.redis.hgetall(key) - for log_entry in log_info.values(): - if "user_id" in json.loads(log_entry): - self.has_user_id = True - return - async def log( self, - log_id: uuid.UUID, + run_id: UUID, key: str, value: str, - user_id: Optional[str] = None, - is_info_log=False, ): timestamp = datetime.now().timestamp() log_entry = { "timestamp": timestamp, - "log_id": str(log_id), + "run_id": str(run_id), "key": key, "value": value, } + await self.redis.lpush( + f"{self.log_key}:{str(run_id)}", json.dumps(log_entry) + ) - if user_id is not None: - log_entry["user_id"] = user_id - self.has_user_id = True - elif not self.has_user_id: - logger.warning( - "Logs excluding user ids are deprecated and will be removed in version 0.3.0. Please update your logging calls." - ) - - if is_info_log: - if "type" not in key: - raise ValueError("Metadata keys must contain the text 'type'") - log_entry["log_type"] = value - await self.redis.hset( - self.log_info_key, str(log_id), json.dumps(log_entry) - ) - await self.redis.zadd( - f"{self.log_info_key}_sorted", {str(log_id): timestamp} - ) - else: - await self.redis.lpush( - f"{self.log_key}:{str(log_id)}", json.dumps(log_entry) - ) + async def info_log( + self, + run_id: UUID, + run_type: RunType, + user_id: UUID, + ): + timestamp = datetime.now().timestamp() + log_entry = { + "timestamp": timestamp, + "run_id": str(run_id), + "run_type": run_type, + "user_id": str(user_id), + } + await self.redis.hset( + self.log_info_key, str(run_id), json.dumps(log_entry) + ) + await self.redis.zadd( + f"{self.log_info_key}_sorted", {str(run_id): timestamp} + ) - async def get_run_info( - self, limit: int = 10, log_type_filter: Optional[str] = None - ) -> list[RunInfo]: + async def get_info_logs( + self, + limit: int = 10, + run_type_filter: Optional[RunType] = None, + user_ids: Optional[list[UUID]] = None, + ) -> list[RunInfoLog]: run_info_list = [] start = 0 count_per_batch = 100 # Adjust batch size as needed while len(run_info_list) < limit: - log_ids = await self.redis.zrevrange( + run_ids = await self.redis.zrevrange( f"{self.log_info_key}_sorted", start, start + count_per_batch - 1, ) - if not log_ids: + if not run_ids: break # No more log IDs to process start += count_per_batch - for log_id in log_ids: + for run_id in run_ids: log_entry = json.loads( - await self.redis.hget(self.log_info_key, log_id) + await self.redis.hget(self.log_info_key, run_id) ) + + # Check if the log entry matches the filters if ( - log_type_filter - and log_entry["log_type"] == log_type_filter - ) or not log_type_filter: + run_type_filter is None + or log_entry["run_type"] == run_type_filter + ) and ( + user_ids is None or UUID(log_entry["user_id"]) in user_ids + ): run_info_list.append( - RunInfo( - run_id=uuid.UUID(log_entry["log_id"]), - log_type=log_entry["log_type"], + RunInfoLog( + run_id=UUID(log_entry["run_id"]), + run_type=log_entry["run_type"], + timestamp=datetime.fromtimestamp( + log_entry["timestamp"] + ), + user_id=UUID(log_entry["user_id"]), ) ) @@ -703,7 +647,7 @@ async def get_run_info( return run_info_list[:limit] async def get_logs( - self, run_ids: list[uuid.UUID], limit_per_run: int = 10 + self, run_ids: list[UUID], limit_per_run: int = 10 ) -> list: logs = [] for run_id in run_ids: @@ -712,14 +656,14 @@ async def get_logs( ) for raw_log in raw_logs: json_log = json.loads(raw_log) - json_log["log_id"] = uuid.UUID(json_log["log_id"]) + json_log["run_id"] = UUID(json_log["run_id"]) logs.append(json_log) return logs async def score_completion( - self, log_id: uuid.UUID, message_id: uuid.UUID, score: float + self, run_id: UUID, message_id: UUID, score: float ): - log_key = f"{self.log_key}:{str(log_id)}" + log_key = f"{self.log_key}:{str(run_id)}" logs = await self.redis.lrange(log_key, 0, -1) for i, log_entry in enumerate(logs): @@ -748,19 +692,19 @@ async def score_completion( log_data["value"] = json.dumps(completion_record) await self.redis.lset(log_key, i, json.dumps(log_data)) - return True + return {"message": "Score updated successfully."} - return False + return {"message": "Score not updated."} -class KVLoggingSingleton: +class RunLoggingSingleton: _instance = None _is_configured = False SUPPORTED_PROVIDERS = { - "local": LocalKVLoggingProvider, - "postgres": PostgresKVLoggingProvider, - "redis": RedisKVLoggingProvider, + "local": LocalRunLoggingProvider, + "postgres": PostgresRunLoggingProvider, + "redis": RedisRunLoggingProvider, } @classmethod @@ -775,47 +719,54 @@ def configure( cls._config = logging_config cls._is_configured = True else: - raise Exception("KVLoggingSingleton is already configured.") + raise Exception("RunLoggingSingleton is already configured.") @classmethod async def log( cls, - log_id: uuid.UUID, + run_id: UUID, key: str, value: str, - user_id: Optional[str] = None, - is_info_log: bool = False, ): try: async with cls.get_instance() as provider: - await provider.log( - log_id, - key, - value, - user_id=user_id, - is_info_log=is_info_log, - ) + await provider.log(run_id, key, value) + except Exception as e: + logger.error(f"Error logging data {(run_id, key, value)}: {e}") + + @classmethod + async def info_log( + cls, + run_id: UUID, + run_type: RunType, + user_id: UUID, + ): + try: + async with cls.get_instance() as provider: + await provider.info_log(run_id, run_type, user_id) except Exception as e: logger.error( - f"Error logging data {(log_id, key, value, user_id)}: {e}" + f"Error logging info data {(run_id, run_type, user_id)}: {e}" ) @classmethod - async def get_run_info( + async def get_info_logs( cls, limit: int = 10, - log_type_filter: Optional[str] = None, - ) -> list[RunInfo]: + run_type_filter: Optional[RunType] = None, + user_ids: Optional[list[UUID]] = None, + ) -> list[RunInfoLog]: async with cls.get_instance() as provider: - return await provider.get_run_info( + return await provider.get_info_logs( limit, - log_type_filter=log_type_filter, + run_type_filter=run_type_filter, + user_ids=user_ids, ) @classmethod async def get_logs( cls, - run_ids: list[uuid.UUID], + run_ids: list[UUID], limit_per_run: int = 10, ) -> list: async with cls.get_instance() as provider: @@ -823,7 +774,7 @@ async def get_logs( @classmethod async def score_completion( - cls, log_id: uuid.UUID, message_id: uuid.UUID, score: float + cls, run_id: UUID, message_id: UUID, score: float ): async with cls.get_instance() as provider: - return await provider.score_completion(log_id, message_id, score) + return await provider.score_completion(run_id, message_id, score) diff --git a/r2r/base/logging/run_manager.py b/r2r/base/logging/run_manager.py index c2f449b8f..389c1c5e3 100644 --- a/r2r/base/logging/run_manager.py +++ b/r2r/base/logging/run_manager.py @@ -1,17 +1,18 @@ import contextvars import uuid from contextlib import asynccontextmanager -from typing import Any, Optional +from typing import Optional -from r2r.base import User +from r2r.base.api.models.auth.responses import UserResponse +from r2r.base.logging.base import RunType -from .kv_logger import KVLoggingSingleton +from .run_logger import RunLoggingSingleton run_id_var = contextvars.ContextVar("run_id", default=None) class RunManager: - def __init__(self, logger: KVLoggingSingleton): + def __init__(self, logger: RunLoggingSingleton): self.logger = logger self.run_info = {} @@ -19,36 +20,34 @@ def generate_run_id(self) -> uuid.UUID: return uuid.uuid4() async def set_run_info( - self, pipeline_type: str, run_id: Optional[uuid.UUID] = None + self, run_type: str, run_id: Optional[uuid.UUID] = None ): run_id = run_id or run_id_var.get() if run_id is None: run_id = self.generate_run_id() token = run_id_var.set(run_id) - self.run_info[run_id] = {"pipeline_type": pipeline_type} + self.run_info[run_id] = {"run_type": run_type} else: token = run_id_var.set(run_id) return run_id, token - async def get_run_info(self): + async def get_info_logs(self): run_id = run_id_var.get() return self.run_info.get(run_id, None) async def log_run_info( self, - key: str, - value: Any, - is_info_log: bool = False, - user: Optional[User] = None, + run_type: RunType, + user: UserResponse, ): if run_id := run_id_var.get(): - await self.logger.log( - log_id=run_id, - key=key, - value=value, - user_id=user.id if user else None, - is_info_log=is_info_log, + await self.logger.info_log( + run_id=run_id, + run_type=run_type, + user_id=user.id, ) + else: + raise ValueError("No run ID set") async def clear_run_info(self, token: contextvars.Token): run_id = run_id_var.get() @@ -60,12 +59,16 @@ async def clear_run_info(self, token: contextvars.Token): @asynccontextmanager async def manage_run( run_manager: RunManager, - pipeline_type: str, + run_type: RunType = RunType.UNSPECIFIED, run_id: Optional[uuid.UUID] = None, ): - run_id, token = await run_manager.set_run_info(pipeline_type, run_id) + run_id, token = await run_manager.set_run_info(run_type, run_id) try: yield run_id finally: - # Note: Do not clear the run info to ensure the run ID remains the same - run_id_var.reset(token) + # Check if we're in a test environment + if isinstance(token, contextvars.Token): + run_id_var.reset(token) + else: + # We're in a test environment, just reset the run_id_var + run_id_var.set(None) diff --git a/r2r/base/pipeline/__init__.py b/r2r/base/pipeline/__init__.py index e69de29bb..a7f78aa43 100644 --- a/r2r/base/pipeline/__init__.py +++ b/r2r/base/pipeline/__init__.py @@ -0,0 +1,5 @@ +from .base_pipeline import AsyncPipeline + +__all__ = [ + "AsyncPipeline", +] diff --git a/r2r/base/pipeline/base_pipeline.py b/r2r/base/pipeline/base_pipeline.py index f6feee687..917af2c1a 100644 --- a/r2r/base/pipeline/base_pipeline.py +++ b/r2r/base/pipeline/base_pipeline.py @@ -2,40 +2,27 @@ import asyncio import logging -from enum import Enum +import traceback from typing import Any, AsyncGenerator, Optional -from r2r.base import User - -from ..logging.kv_logger import KVLoggingSingleton +from ..logging.run_logger import RunLoggingSingleton from ..logging.run_manager import RunManager, manage_run from ..pipes.base_pipe import AsyncPipe, AsyncState logger = logging.getLogger(__name__) -class PipelineTypes(Enum): - AGENT = "agent" - EVAL = "eval" - INGESTION = "ingestion" - OTHER = "other" - RAG = "rag" - SEARCH = "search" - - class AsyncPipeline: """Pipeline class for running a sequence of pipes.""" - pipeline_type: str = "other" - def __init__( self, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, run_manager: Optional[RunManager] = None, ): self.pipes: list[AsyncPipe] = [] self.upstream_outputs: list[list[dict[str, str]]] = [] - self.pipe_logger = pipe_logger or KVLoggingSingleton() + self.pipe_logger = pipe_logger or RunLoggingSingleton() self.run_manager = run_manager or RunManager(self.pipe_logger) self.futures = {} self.level = 0 @@ -59,31 +46,15 @@ async def run( state: Optional[AsyncState] = None, stream: bool = False, run_manager: Optional[RunManager] = None, - log_run_info: bool = True, - user: Optional[User] = None, *args: Any, **kwargs: Any, ): """Run the pipeline.""" run_manager = run_manager or self.run_manager - try: - PipelineTypes(self.pipeline_type) - except ValueError as e: - raise ValueError( - f"Invalid pipeline type: {self.pipeline_type}, must be one of {PipelineTypes.__members__.keys()}" - ) from e - self.state = state or AsyncState() current_input = input - async with manage_run(run_manager, self.pipeline_type): - if log_run_info: - await run_manager.log_run_info( - key="pipeline_type", - value=self.pipeline_type, - is_info_log=True, - user=user, - ) + async with manage_run(run_manager): try: for pipe_num in range(len(self.pipes)): config_name = self.pipes[pipe_num].config.name @@ -103,7 +74,10 @@ async def run( else await self._consume_all(current_input) ) except Exception as error: - logger.error(f"Pipeline failed with error: {error}") + error_trace = traceback.format_exc() + logger.error( + f"Pipeline failed with error: {error}\n\nStack trace:\n{error_trace}" + ) raise error async def _consume_all(self, gen: AsyncGenerator) -> list[Any]: @@ -175,6 +149,7 @@ async def replay_items_as_async_gen(items): ] # Handle the pipe generator + async for ele in await pipe.run( pipe.Input(**input_dict), self.state, @@ -200,35 +175,6 @@ def get_pipe_index(upstream_output): return sorted_outputs -class EvalPipeline(AsyncPipeline): - """A pipeline for evaluation.""" - - pipeline_type: str = "eval" - - async def run( - self, - input: Any, - state: Optional[AsyncState] = None, - stream: bool = False, - run_manager: Optional[RunManager] = None, - *args: Any, - **kwargs: Any, - ): - return await super().run( - input, state, stream, run_manager, *args, **kwargs - ) - - def add_pipe( - self, - pipe: AsyncPipe, - add_upstream_outputs: Optional[list[dict[str, str]]] = None, - *args, - **kwargs, - ) -> None: - logger.debug(f"Adding pipe {pipe.config.name} to the EvalPipeline") - return super().add_pipe(pipe, add_upstream_outputs, *args, **kwargs) - - async def dequeue_requests(queue: asyncio.Queue) -> AsyncGenerator: """Create an async generator to dequeue requests.""" while True: diff --git a/r2r/base/pipes/__init__.py b/r2r/base/pipes/__init__.py index e69de29bb..ff9035fab 100644 --- a/r2r/base/pipes/__init__.py +++ b/r2r/base/pipes/__init__.py @@ -0,0 +1,3 @@ +from .base_pipe import AsyncPipe, AsyncState, PipeType + +__all__ = ["AsyncPipe", "AsyncState", "PipeType"] diff --git a/r2r/base/pipes/base_pipe.py b/r2r/base/pipes/base_pipe.py index 63e3d04e8..5cddea982 100644 --- a/r2r/base/pipes/base_pipe.py +++ b/r2r/base/pipes/base_pipe.py @@ -7,7 +7,7 @@ from pydantic import BaseModel -from r2r.base.logging.kv_logger import KVLoggingSingleton +from r2r.base.logging.run_logger import RunLoggingSingleton from r2r.base.logging.run_manager import RunManager, manage_run logger = logging.getLogger(__name__) @@ -15,7 +15,6 @@ class PipeType(Enum): INGESTOR = "ingestor" - EVAL = "eval" GENERATOR = "generator" SEARCH = "search" TRANSFORM = "transform" @@ -89,12 +88,12 @@ def __init__( self, type: PipeType = PipeType.OTHER, config: Optional[PipeConfig] = None, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, run_manager: Optional[RunManager] = None, ): self._config = config or self.PipeConfig() self._type = type - self.pipe_logger = pipe_logger or KVLoggingSingleton() + self.pipe_logger = pipe_logger or RunLoggingSingleton() self.log_queue = asyncio.Queue() self.log_worker_task = None self._run_manager = run_manager or RunManager(self.pipe_logger) diff --git a/r2r/base/providers/__init__.py b/r2r/base/providers/__init__.py index e69de29bb..487756f6b 100644 --- a/r2r/base/providers/__init__.py +++ b/r2r/base/providers/__init__.py @@ -0,0 +1,54 @@ +from .auth import AuthConfig, AuthProvider +from .base import Provider, ProviderConfig +from .chunking import ChunkingConfig, ChunkingProvider, Method +from .crypto import CryptoConfig, CryptoProvider +from .database import ( + DatabaseConfig, + DatabaseProvider, + RelationalDBProvider, + VectorDBFilterValue, + VectorDBProvider, +) +from .embedding import EmbeddingConfig, EmbeddingProvider +from .kg import KGConfig, KGProvider +from .llm import CompletionConfig, CompletionProvider +from .parsing import OverrideParser, ParsingConfig, ParsingProvider +from .prompt import PromptConfig, PromptProvider + +__all__ = [ + # Base provider classes + "Provider", + "ProviderConfig", + # Auth provider + "AuthConfig", + "AuthProvider", + # Chunking provider + "ChunkingConfig", + "ChunkingProvider", + "Method", + # Crypto provider + "CryptoConfig", + "CryptoProvider", + # Database providers + "DatabaseConfig", + "DatabaseProvider", + "RelationalDBProvider", + "VectorDBProvider", + "VectorDBFilterValue", + # Embedding provider + "EmbeddingConfig", + "EmbeddingProvider", + # Knowledge Graph provider + "KGConfig", + "KGProvider", + # LLM provider + "CompletionConfig", + "CompletionProvider", + # Parsing provider + "ParsingConfig", + "ParsingProvider", + "OverrideParser", + # Prompt provider + "PromptConfig", + "PromptProvider", +] diff --git a/r2r/base/providers/auth.py b/r2r/base/providers/auth.py index cdcbbf211..88a86f103 100644 --- a/r2r/base/providers/auth.py +++ b/r2r/base/providers/auth.py @@ -5,8 +5,9 @@ from fastapi import Security from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer -from ..abstractions.exception import R2RException -from ..abstractions.user import Token, TokenData, User, UserCreate +from ..abstractions import R2RException, Token, TokenData +from ..api.models import UserResponse +from ..utils import generate_id_from_label from .base import Provider, ProviderConfig logger = logging.getLogger(__name__) @@ -42,8 +43,9 @@ def __init__(self, config: AuthConfig): self.admin_password = config.default_admin_password super().__init__(config) - def _get_default_admin_user(self) -> User: - return User( + def _get_default_admin_user(self) -> UserResponse: + return UserResponse( + id=generate_id_from_label(self.admin_email), email=self.admin_email, hashed_password=self.crypto_provider.get_password_hash( self.admin_password @@ -66,15 +68,17 @@ def decode_token(self, token: str) -> TokenData: pass @abstractmethod - def user(self, token: str) -> User: + def user(self, token: str) -> UserResponse: pass @abstractmethod - def get_current_active_user(self, current_user: User) -> User: + def get_current_active_user( + self, current_user: UserResponse + ) -> UserResponse: pass @abstractmethod - def register(self, user: UserCreate) -> Dict[str, str]: + def register(self, email: str, password: str) -> Dict[str, str]: pass @abstractmethod @@ -93,7 +97,7 @@ def refresh_access_token( async def auth_wrapper( self, auth: Optional[HTTPAuthorizationCredentials] = Security(security) - ) -> User: + ) -> UserResponse: if not self.config.require_authentication and auth is None: return self._get_default_admin_user() diff --git a/r2r/base/providers/chunking.py b/r2r/base/providers/chunking.py index 439d980a9..57fc5a510 100644 --- a/r2r/base/providers/chunking.py +++ b/r2r/base/providers/chunking.py @@ -1,10 +1,7 @@ from abc import ABC, abstractmethod from enum import Enum -from typing import Any, AsyncGenerator, List, Optional +from typing import AsyncGenerator, Optional -from pydantic import BaseModel, Field - -from ..abstractions.document import Document, DocumentType from .base import Provider, ProviderConfig @@ -24,6 +21,10 @@ class ChunkingConfig(ProviderConfig): def validate(self) -> None: if self.provider not in self.supported_providers: raise ValueError(f"Provider {self.provider} is not supported.") + if self.chunk_size <= 0: + raise ValueError("chunk_size must be greater than 0") + if self.chunk_overlap < 0: + raise ValueError("chunk_overlap must be non-negative") @property def supported_providers(self) -> list[str]: diff --git a/r2r/base/providers/database.py b/r2r/base/providers/database.py index b8fcad304..ddc1a120e 100644 --- a/r2r/base/providers/database.py +++ b/r2r/base/providers/database.py @@ -1,17 +1,17 @@ import logging -import uuid from abc import ABC, abstractmethod from datetime import datetime from typing import Optional, Union +from uuid import UUID -from ..abstractions.document import DocumentInfo -from ..abstractions.search import VectorSearchResult -from ..abstractions.user import User, UserCreate, UserResponse -from ..abstractions.vector import VectorEntry +from ..abstractions import DocumentInfo, VectorEntry, VectorSearchResult +from ..api.models import UserResponse from .base import Provider, ProviderConfig logger = logging.getLogger(__name__) +VectorDBFilterValue = Union[str, UUID] + class DatabaseConfig(ProviderConfig): def __post_init__(self): @@ -29,13 +29,13 @@ def supported_providers(self) -> list[str]: return ["postgres", None] -class VectorDatabaseProvider(Provider, ABC): +class VectorDBProvider(Provider, ABC): @abstractmethod def _initialize_vector_db(self, dimension: int) -> None: pass @abstractmethod - def copy(self, entry: VectorEntry, commit: bool = True) -> None: + def create_index(self, index_type, column_name, index_options): pass @abstractmethod @@ -46,7 +46,7 @@ def upsert(self, entry: VectorEntry, commit: bool = True) -> None: def search( self, query_vector: list[float], - filters: dict[str, Union[bool, int, str]] = {}, + filters: dict[str, VectorDBFilterValue] = {}, limit: int = 10, *args, **kwargs, @@ -59,7 +59,7 @@ def hybrid_search( query_text: str, query_vector: list[float], limit: int = 10, - filters: Optional[dict[str, Union[bool, int, str]]] = None, + filters: Optional[dict[str, VectorDBFilterValue]] = None, full_text_weight: float = 1.0, semantic_weight: float = 1.0, rrf_k: int = 20, @@ -69,44 +69,11 @@ def hybrid_search( pass @abstractmethod - def create_index(self, index_type, column_name, index_options): + def delete(self, filters: dict[str, VectorDBFilterValue]) -> list[str]: pass - @abstractmethod - def delete_by_metadata( - self, - metadata_fields: list[str], - metadata_values: list[Union[bool, int, str]], - ) -> list[str]: - pass - @abstractmethod - def get_metadatas( - self, - metadata_fields: list[str], - filter_field: Optional[str] = None, - filter_value: Optional[str] = None, - ) -> list[str]: - pass - - def upsert_entries( - self, entries: list[VectorEntry], commit: bool = True - ) -> None: - for entry in entries: - self.upsert(entry, commit=commit) - - def copy_entries( - self, entries: list[VectorEntry], commit: bool = True - ) -> None: - for entry in entries: - self.copy(entry, commit=commit) - - @abstractmethod - def get_document_chunks(self, document_id: str) -> list[dict]: - pass - - -class RelationalDatabaseProvider(Provider, ABC): +class RelationalDBProvider(Provider, ABC): @abstractmethod def _initialize_relational_db(self) -> None: pass @@ -120,8 +87,9 @@ def upsert_documents_overview( @abstractmethod def get_documents_overview( self, + filter_user_ids: Optional[str] = None, + filter_group_ids: Optional[list[str]] = None, filter_document_ids: Optional[list[str]] = None, - filter_user_ids: Optional[list[str]] = None, ) -> list[DocumentInfo]: pass @@ -136,31 +104,31 @@ def get_users_overview(self, user_ids: Optional[list[str]] = None) -> dict: pass @abstractmethod - def create_user(self, user: UserCreate) -> User: + def create_user(self, email: str, password: str) -> UserResponse: pass @abstractmethod - def get_user_by_email(self, email: str) -> Optional[User]: + def get_user_by_email(self, email: str) -> Optional[UserResponse]: pass @abstractmethod def store_verification_code( - self, user_id: uuid.UUID, verification_code: str, expiry: datetime + self, user_id: UUID, verification_code: str, expiry: datetime ): pass @abstractmethod def get_user_id_by_verification_code( self, verification_code: str - ) -> Optional[uuid.UUID]: + ) -> Optional[UUID]: pass @abstractmethod - def mark_user_as_verified(self, user_id: uuid.UUID): + def mark_user_as_verified(self, user_id: UUID): pass @abstractmethod - def mark_user_as_superuser(self, user_id: uuid.UUID): + def mark_user_as_superuser(self, user_id: UUID): pass @abstractmethod @@ -168,15 +136,22 @@ def remove_verification_code(self, verification_code: str): pass @abstractmethod - def get_user_by_id(self, user_id: uuid.UUID) -> Optional[User]: + def get_user_by_id(self, user_id: UUID) -> Optional[UserResponse]: pass @abstractmethod - def update_user(self, user: User) -> User: + def update_user( + self, + user_id: UUID, + email: Optional[str], + name: Optional[str], + bio: Optional[str], + profile_picture: Optional[str], + ) -> UserResponse: pass @abstractmethod - def delete_user(self, user_id: uuid.UUID): + def delete_user(self, user_id: UUID): pass @abstractmethod @@ -193,21 +168,15 @@ def __init__(self, config: DatabaseConfig): ) logger.info(f"Initializing DatabaseProvider with config {config}.") super().__init__(config) - self.vector: VectorDatabaseProvider = self._initialize_vector_db() - self.relational: RelationalDatabaseProvider = ( + self.vector: VectorDBProvider = self._initialize_vector_db() + self.relational: RelationalDBProvider = ( self._initialize_relational_db() ) @abstractmethod - def _initialize_vector_db(self) -> VectorDatabaseProvider: + def _initialize_vector_db(self) -> VectorDBProvider: pass @abstractmethod - def _initialize_relational_db(self) -> RelationalDatabaseProvider: + def _initialize_relational_db(self) -> RelationalDBProvider: pass - - -# Example usage: -# db_provider = DatabaseProvider(config) -# db_provider.vector.search(...) -# db_provider.relational.get_documents_overview(...) diff --git a/r2r/base/providers/embedding.py b/r2r/base/providers/embedding.py index 5bfcf0ef9..e213b44da 100644 --- a/r2r/base/providers/embedding.py +++ b/r2r/base/providers/embedding.py @@ -6,10 +6,7 @@ from enum import Enum from typing import Any, Optional -from ..abstractions.embedding import ( - EmbeddingPurpose, - default_embedding_prefixes, -) +from ..abstractions import EmbeddingPurpose, default_embedding_prefixes from ..abstractions.search import VectorSearchResult from .base import Provider, ProviderConfig diff --git a/r2r/base/providers/eval.py b/r2r/base/providers/eval.py deleted file mode 100644 index a84298483..000000000 --- a/r2r/base/providers/eval.py +++ /dev/null @@ -1,46 +0,0 @@ -from typing import Optional, Union - -from ..abstractions.llm import GenerationConfig -from .base import Provider, ProviderConfig -from .llm import CompletionConfig - - -class EvalConfig(ProviderConfig): - """A base eval config class""" - - llm: Optional[CompletionConfig] = None - - def validate(self) -> None: - if self.provider not in self.supported_providers: - raise ValueError(f"Provider {self.provider} not supported.") - if self.provider and not self.llm: - raise ValueError( - "EvalConfig must have a `llm` attribute when specifying a provider." - ) - - @property - def supported_providers(self) -> list[str]: - return [None, "local"] - - -class EvalProvider(Provider): - """An abstract class to provide a common interface for evaluation providers.""" - - def __init__(self, config: EvalConfig): - if not isinstance(config, EvalConfig): - raise ValueError( - "EvalProvider must be initialized with a `EvalConfig`." - ) - - super().__init__(config) - - def evaluate( - self, - query: str, - context: str, - completion: str, - eval_generation_config: Optional[GenerationConfig] = None, - ) -> dict[str, dict[str, Union[str, float]]]: - return self._evaluate( - query, context, completion, eval_generation_config - ) diff --git a/r2r/base/providers/kg.py b/r2r/base/providers/kg.py index 9a6dd394d..fc4c60305 100644 --- a/r2r/base/providers/kg.py +++ b/r2r/base/providers/kg.py @@ -1,21 +1,13 @@ """Base classes for knowledge graph providers.""" -import json import logging from abc import ABC, abstractmethod -from typing import TYPE_CHECKING, Any, Optional, Tuple +from typing import Any, Optional, Tuple -from ..abstractions.llama_abstractions import EntityNode, LabelledNode -from ..abstractions.llama_abstractions import Relation as LlamaRelation -from ..abstractions.llama_abstractions import VectorStoreQuery -from .base import ProviderConfig -from .prompt import PromptProvider - -if TYPE_CHECKING: - from r2r.main import R2RClient - -from ...base.utils.base_utils import EntityType, Relation +from ...base.utils.base_utils import RelationshipType +from ..abstractions.graph import Entity, KGExtraction, Triple from ..abstractions.llm import GenerationConfig +from .base import ProviderConfig logger = logging.getLogger(__name__) @@ -24,10 +16,11 @@ class KGConfig(ProviderConfig): """A base KG config class""" provider: Optional[str] = None - batch_size: int = 1 + batch_size: Optional[int] = 1 kg_extraction_prompt: Optional[str] = "few_shot_ner_kg_extraction" kg_search_prompt: Optional[str] = "kg_search" kg_extraction_config: Optional[GenerationConfig] = None + kg_store_path: Optional[str] = None def validate(self) -> None: if self.provider not in self.supported_providers: @@ -35,7 +28,7 @@ def validate(self) -> None: @property def supported_providers(self) -> list[str]: - return [None, "neo4j"] + return [None, "neo4j", "local"] class KGProvider(ABC): @@ -75,12 +68,33 @@ def get_rel_map( pass @abstractmethod - def upsert_nodes(self, nodes: list[EntityNode]) -> None: + def upsert_entities(self, entities: list[Entity], *args, **kwargs) -> None: """Abstract method to add triplet.""" pass @abstractmethod - def upsert_relations(self, relations: list[LlamaRelation]) -> None: + def upsert_triples(self, triples: list[Triple]) -> None: + """Abstract method to add triplet.""" + pass + + @abstractmethod + def get_entities( + self, + entity_ids: list[str] | None = None, + with_description: bool = False, + ) -> list[Entity]: + """Abstract method to get entities.""" + pass + + @abstractmethod + def get_triples(self, triple_ids: list[str] | None = None) -> list[Triple]: + """Abstract method to get triples.""" + pass + + @abstractmethod + def upsert_nodes_and_relationships( + self, kg_extractions: list[KGExtraction] + ) -> None: """Abstract method to add triplet.""" pass @@ -103,8 +117,8 @@ def structured_query( @abstractmethod def vector_query( - self, query: VectorStoreQuery, **kwargs: Any - ) -> Tuple[list[LabelledNode], list[float]]: + self, query, **kwargs: Any + ) -> Tuple[list[Entity], list[float]]: """Abstract method to query the graph store with a vector store query.""" # TODO - Type this method. @@ -113,7 +127,7 @@ def update_extraction_prompt( self, prompt_provider: Any, entity_types: list[Any], - relations: list[Relation], + relationship_types: list[RelationshipType], ): """Abstract method to update the KG extraction prompt.""" pass @@ -124,7 +138,7 @@ def update_kg_search_prompt( self, prompt_provider: Any, entity_types: list[Any], - relations: list[Relation], + relationship_types: list[RelationshipType], ): """Abstract method to update the KG agent prompt.""" pass @@ -137,59 +151,3 @@ def escape_braces(s: str) -> str: """ # Implement your escape_braces logic here return s.replace("{", "{{").replace("}", "}}") - - -# TODO - Make this more configurable / intelligent -def update_kg_prompt( - client: "R2RClient", - r2r_prompts: PromptProvider, - prompt_base: str, - entity_types: list[EntityType], - relations: list[Relation], -) -> None: - # TODO - DO NOT HARD CODE THIS! - if len(entity_types) > 10: - raise ValueError( - "Too many entity types to update prompt, limited to 10" - ) - if len(relations) > 20: - raise ValueError("Too many relations to update prompt, limited to 20") - # Get the default extraction template - template_name: str = f"{prompt_base}_with_spec" - - new_template: str = r2r_prompts.get_prompt( - template_name, - { - "entity_types": json.dumps( - { - "entity_types": [ - str(entity.name.replace(" ", "_").upper()) - for entity in entity_types - ] - }, - indent=4, - ), - "relations": json.dumps( - { - "predicates": [ - str(relation.name.replace(" ", "_").upper()) - for relation in relations - ] - }, - indent=4, - ), - "input": """\n{input}""", - }, - ) - - # Escape all braces in the template, except for the {input} placeholder, for formatting - escaped_template: str = escape_braces(new_template).replace( - """{{input}}""", """{input}""" - ) - - # Update the client's prompt - client.update_prompt( - prompt_base, - template=escaped_template, - input_types={"input": "str"}, - ) diff --git a/r2r/base/utils/__init__.py b/r2r/base/utils/__init__.py index 104d50eb0..591054546 100644 --- a/r2r/base/utils/__init__.py +++ b/r2r/base/utils/__init__.py @@ -1,6 +1,4 @@ from .base_utils import ( - EntityType, - Relation, format_entity_types, format_relations, generate_id_from_label, @@ -12,15 +10,14 @@ from .splitter.text import RecursiveCharacterTextSplitter, TextSplitter __all__ = [ - "RecursiveCharacterTextSplitter", - "TextSplitter", - "run_pipeline", - "to_async_generator", - "generate_run_id", - "generate_id_from_label", - "increment_version", - "EntityType", - "Relation", "format_entity_types", "format_relations", + "generate_id_from_label", + "generate_run_id", + "increment_version", + "run_pipeline", + "to_async_generator", + # Text splitter + "RecursiveCharacterTextSplitter", + "TextSplitter", ] diff --git a/r2r/base/utils/base_utils.py b/r2r/base/utils/base_utils.py index df7db0b2e..a1aa48590 100644 --- a/r2r/base/utils/base_utils.py +++ b/r2r/base/utils/base_utils.py @@ -2,6 +2,8 @@ import uuid from typing import TYPE_CHECKING, Any, AsyncGenerator, Iterable +from ..abstractions.graph import EntityType, RelationshipType + if TYPE_CHECKING: from ..pipeline.base_pipeline import AsyncPipeline @@ -40,21 +42,11 @@ def increment_version(version: str) -> str: return f"{prefix}{suffix + 1}" -class EntityType: - def __init__(self, name: str): - self.name = name - - -class Relation: - def __init__(self, name: str): - self.name = name - - def format_entity_types(entity_types: list[EntityType]) -> str: lines = [entity.name for entity in entity_types] return "\n".join(lines) -def format_relations(predicates: list[Relation]) -> str: +def format_relations(predicates: list[RelationshipType]) -> str: lines = [predicate.name for predicate in predicates] return "\n".join(lines) diff --git a/r2r/base/utils/splitter/text.py b/r2r/base/utils/splitter/text.py index 5458310c6..b06389f77 100644 --- a/r2r/base/utils/splitter/text.py +++ b/r2r/base/utils/splitter/text.py @@ -292,7 +292,7 @@ def to_json_not_implemented(obj: object) -> SerializedNotImplemented: return result -class Document(Serializable): +class SplitterDocument(Serializable): """Class for storing a piece of text and associated metadata.""" page_content: str @@ -356,8 +356,8 @@ async def atransform_documents( @abstractmethod def transform_documents( - self, documents: Sequence[Document], **kwargs: Any - ) -> Sequence[Document]: + self, documents: Sequence[SplitterDocument], **kwargs: Any + ) -> Sequence[SplitterDocument]: """Transform a list of documents. Args: @@ -368,8 +368,8 @@ def transform_documents( """ async def atransform_documents( - self, documents: Sequence[Document], **kwargs: Any - ) -> Sequence[Document]: + self, documents: Sequence[SplitterDocument], **kwargs: Any + ) -> Sequence[SplitterDocument]: """Asynchronously transform a list of documents. Args: @@ -466,7 +466,7 @@ def split_text(self, text: str) -> List[str]: def create_documents( self, texts: List[str], metadatas: Optional[List[dict]] = None - ) -> List[Document]: + ) -> List[SplitterDocument]: """Create documents from a list of texts.""" _metadatas = metadatas or [{}] * len(texts) documents = [] @@ -480,11 +480,15 @@ def create_documents( index = text.find(chunk, max(0, offset)) metadata["start_index"] = index previous_chunk_len = len(chunk) - new_doc = Document(page_content=chunk, metadata=metadata) + new_doc = SplitterDocument( + page_content=chunk, metadata=metadata + ) documents.append(new_doc) return documents - def split_documents(self, documents: Iterable[Document]) -> List[Document]: + def split_documents( + self, documents: Iterable[SplitterDocument] + ) -> List[SplitterDocument]: """Split documents.""" texts, metadatas = [], [] for doc in documents: @@ -615,8 +619,8 @@ def _tiktoken_encoder(text: str) -> int: return cls(length_function=_tiktoken_encoder, **kwargs) def transform_documents( - self, documents: Sequence[Document], **kwargs: Any - ) -> Sequence[Document]: + self, documents: Sequence[SplitterDocument], **kwargs: Any + ) -> Sequence[SplitterDocument]: """Transform sequence of documents by splitting them.""" return self.split_documents(list(documents)) @@ -691,7 +695,7 @@ def __init__( def aggregate_lines_to_chunks( self, lines: List[LineType] - ) -> List[Document]: + ) -> List[SplitterDocument]: """Combine lines with common metadata into chunks Args: lines: Line of text / associated header metadata @@ -730,11 +734,13 @@ def aggregate_lines_to_chunks( aggregated_chunks.append(line) return [ - Document(page_content=chunk["content"], metadata=chunk["metadata"]) + SplitterDocument( + page_content=chunk["content"], metadata=chunk["metadata"] + ) for chunk in aggregated_chunks ] - def split_text(self, text: str) -> List[Document]: + def split_text(self, text: str) -> List[SplitterDocument]: """Split markdown file Args: text: Markdown file""" @@ -858,7 +864,7 @@ def split_text(self, text: str) -> List[Document]: return self.aggregate_lines_to_chunks(lines_with_metadata) else: return [ - Document( + SplitterDocument( page_content=chunk["content"], metadata=chunk["metadata"] ) for chunk in lines_with_metadata @@ -899,7 +905,7 @@ def __init__( def aggregate_elements_to_chunks( self, elements: List[ElementType] - ) -> List[Document]: + ) -> List[SplitterDocument]: """Combine elements with common metadata into chunks Args: @@ -921,11 +927,13 @@ def aggregate_elements_to_chunks( aggregated_chunks.append(element) return [ - Document(page_content=chunk["content"], metadata=chunk["metadata"]) + SplitterDocument( + page_content=chunk["content"], metadata=chunk["metadata"] + ) for chunk in aggregated_chunks ] - def split_text_from_url(self, url: str) -> List[Document]: + def split_text_from_url(self, url: str) -> List[SplitterDocument]: """Split HTML from web URL Args: @@ -934,7 +942,7 @@ def split_text_from_url(self, url: str) -> List[Document]: r = requests.get(url) return self.split_text_from_file(BytesIO(r.content)) - def split_text(self, text: str) -> List[Document]: + def split_text(self, text: str) -> List[SplitterDocument]: """Split HTML text string Args: @@ -942,7 +950,7 @@ def split_text(self, text: str) -> List[Document]: """ return self.split_text_from_file(StringIO(text)) - def split_text_from_file(self, file: Any) -> List[Document]: + def split_text_from_file(self, file: Any) -> List[SplitterDocument]: """Split HTML file Args: @@ -1021,7 +1029,7 @@ def split_text_from_file(self, file: Any) -> List[Document]: return self.aggregate_elements_to_chunks(elements) else: return [ - Document( + SplitterDocument( page_content=chunk["content"], metadata=chunk["metadata"] ) for chunk in elements @@ -1221,12 +1229,21 @@ def __init__( separators: Optional[List[str]] = None, keep_separator: bool = True, is_separator_regex: bool = False, + chunk_size: int = 4000, + chunk_overlap: int = 200, **kwargs: Any, ) -> None: """Create a new TextSplitter.""" - super().__init__(keep_separator=keep_separator, **kwargs) + super().__init__( + chunk_size=chunk_size, + chunk_overlap=chunk_overlap, + keep_separator=keep_separator, + **kwargs, + ) self._separators = separators or ["\n\n", "\n", " ", ""] self._is_separator_regex = is_separator_regex + self.chunk_size = chunk_size + self.chunk_overlap = chunk_overlap def _split_text(self, text: str, separators: List[str]) -> List[str]: """Split incoming text and return chunks.""" @@ -1965,7 +1982,7 @@ def create_documents( texts: List[Dict], convert_lists: bool = False, metadatas: Optional[List[dict]] = None, - ) -> List[Document]: + ) -> List[SplitterDocument]: """Create documents from a list of json objects (Dict).""" _metadatas = metadatas or [{}] * len(texts) documents = [] @@ -1974,6 +1991,8 @@ def create_documents( json_data=text, convert_lists=convert_lists ): metadata = copy.deepcopy(_metadatas[i]) - new_doc = Document(page_content=chunk, metadata=metadata) + new_doc = SplitterDocument( + page_content=chunk, metadata=metadata + ) documents.append(new_doc) return documents diff --git a/r2r/cli/__init__.py b/r2r/cli/__init__.py index e69de29bb..275abbc6c 100644 --- a/r2r/cli/__init__.py +++ b/r2r/cli/__init__.py @@ -0,0 +1,23 @@ +from .cli import cli, main +from .command_group import cli as command_group_cli +from .commands import ( + auth_operations, + document_operations, + oberservability_operations, + rag_operations, + server_operations, +) + +__all__ = [ + # From cli.py + "cli", + "main", + # From Command Group + "command_group_cli", + # From Commands + "auth_operations", + "document_operations", + "oberservability_operations", + "rag_operations", + "server_operations", +] diff --git a/r2r/cli/cli.py b/r2r/cli/cli.py index d45d0c436..0e7fbdadf 100644 --- a/r2r/cli/cli.py +++ b/r2r/cli/cli.py @@ -2,6 +2,7 @@ from r2r.cli.commands import ( auth_operations, document_operations, + kg_operations, oberservability_operations, rag_operations, server_operations, @@ -39,6 +40,8 @@ cli.add_command(oberservability_operations.logs) cli.add_command(oberservability_operations.users_overview) +cli.add_command(kg_operations.enrich_graph) + def main(): cli() diff --git a/r2r/cli/commands/document_operations.py b/r2r/cli/commands/document_operations.py index 9c6e73af5..237918d85 100644 --- a/r2r/cli/commands/document_operations.py +++ b/r2r/cli/commands/document_operations.py @@ -5,41 +5,48 @@ @cli.command() -@click.option("--keys", multiple=True, help="Keys for deletion") -@click.option("--values", multiple=True, help="Values for deletion") +@click.option( + "--filter", + "-f", + multiple=True, + help="Filters for deletion in the format key:operator:value", +) @click.pass_obj -def delete(obj, keys, values): - """Delete documents based on keys and values.""" - if len(keys) != len(values): - raise click.UsageError("Number of keys must match number of values") +def delete(obj, filter): + """Delete documents based on filters.""" + filters = {} + for f in filter: + key, operator, value = f.split(":", 2) + if key not in filters: + filters[key] = {} + filters[key][f"${operator}"] = value with timer(): - response = obj.delete(list(keys), list(values)) + response = obj.delete(filters=filters) click.echo(response) @cli.command() @click.option("--document-ids", multiple=True, help="Document IDs to overview") -@click.option("--user-ids", multiple=True, help="User IDs to overview") @click.pass_obj -def documents_overview(obj, document_ids, user_ids): +def documents_overview(obj, document_ids): """Get an overview of documents.""" document_ids = list(document_ids) if document_ids else None - user_ids = list(user_ids) if user_ids else None with timer(): - response = obj.documents_overview(document_ids, user_ids) + response = obj.documents_overview(document_ids) for document in response: click.echo(document) @cli.command() -@click.argument("document_id") +@click.argument("document-id") @click.pass_obj def document_chunks(obj, document_id): """Get chunks of a specific document.""" + print(document_id) with timer(): response = obj.document_chunks(document_id) diff --git a/r2r/cli/commands/kg_operations.py b/r2r/cli/commands/kg_operations.py new file mode 100644 index 000000000..a596e153d --- /dev/null +++ b/r2r/cli/commands/kg_operations.py @@ -0,0 +1,16 @@ +import click + +from r2r.cli.command_group import cli +from r2r.cli.utils.timer import timer + + +@cli.command() +@click.pass_obj +def enrich_graph(obj): + """Enrich the knowledge graph with specified documents.""" + # document_ids = list(document_ids) if document_ids else None + + with timer(): + response = obj.enrich_graph() + + click.echo(response) diff --git a/r2r/cli/commands/oberservability_operations.py b/r2r/cli/commands/oberservability_operations.py index 247bf6875..76d80b4a6 100644 --- a/r2r/cli/commands/oberservability_operations.py +++ b/r2r/cli/commands/oberservability_operations.py @@ -1,6 +1,5 @@ -import json -import uuid from typing import Any, Dict +from uuid import UUID import click @@ -32,15 +31,15 @@ def app_settings(obj): @cli.command() -@click.option("--log-type-filter", help="Filter for log types") +@click.option("--run-type-filter", help="Filter for log types") @click.option( "--max-runs", default=100, help="Maximum number of runs to fetch" ) @click.pass_obj -def logs(obj, log_type_filter, max_runs): +def logs(obj, run_type_filter, max_runs): """Retrieve logs with optional type filter.""" with timer(): - response = obj.logs(log_type_filter, max_runs) + response = obj.logs(run_type_filter, max_runs) for log in response: click.echo(f"Run ID: {log['run_id']}") @@ -66,9 +65,7 @@ def logs(obj, log_type_filter, max_runs): @click.pass_obj def users_overview(obj, user_ids): """Get an overview of users.""" - user_ids = ( - [uuid.UUID(user_id) for user_id in user_ids] if user_ids else None - ) + user_ids = [UUID(user_id) for user_id in user_ids] if user_ids else None with timer(): response = obj.users_overview(user_ids) diff --git a/r2r/cli/commands/rag_operations.py b/r2r/cli/commands/rag_operations.py index 7081ed8b5..fb101b5de 100644 --- a/r2r/cli/commands/rag_operations.py +++ b/r2r/cli/commands/rag_operations.py @@ -23,7 +23,7 @@ def inspect_knowledge_graph(obj, limit): @click.option( "--use-vector-search", is_flag=True, default=True, help="Use vector search" ) -@click.option("--search-filters", type=JSON, help="Search filters as JSON") +@click.option("--filters", type=JSON, help="Search filters as JSON") @click.option( "--search-limit", default=10, help="Number of search results to return" ) @@ -39,7 +39,7 @@ def rag( obj, query, use_vector_search, - search_filters, + filters, search_limit, do_hybrid_search, use_kg_search, @@ -59,7 +59,7 @@ def rag( response = obj.rag( query, use_vector_search, - search_filters, + filters, search_limit, do_hybrid_search, use_kg_search, @@ -86,7 +86,7 @@ def rag( @click.option( "--use-vector-search", is_flag=True, default=True, help="Use vector search" ) -@click.option("--search-filters", type=JSON, help="Search filters as JSON") +@click.option("--filters", type=JSON, help="Search filters as JSON") @click.option( "--search-limit", default=10, help="Number of search results to return" ) @@ -95,16 +95,22 @@ def rag( "--use-kg-search", is_flag=True, help="Use knowledge graph search" ) @click.option("--kg-search-model", default=None, help="Model for KG agent") +@click.option("--kg-search-type", default="global", help="Local or Global") +@click.option("--kg-search-level", default=None, help="Level of KG search") @click.pass_obj def search( obj, query, use_vector_search, - search_filters, + filters, search_limit, do_hybrid_search, use_kg_search, kg_search_model, + kg_search_type, + kg_search_level, + entity_types=[], + relationships=[], ): """Perform a search query.""" kg_search_generation_config = {} @@ -114,14 +120,21 @@ def search( with timer(): results = obj.search( query, - use_vector_search, - search_filters, - search_limit, - do_hybrid_search, - use_kg_search, - kg_search_generation_config, + use_vector_search=use_vector_search, + filters=filters, + search_limit=search_limit, + do_hybrid_search=do_hybrid_search, + use_kg_search=use_kg_search, + entity_types=entity_types, + relationships=relationships, + kg_search_type=kg_search_type, + kg_search_generation_config=kg_search_generation_config, + kg_search_level=kg_search_level, ) + print("KG_Search Enabled", use_kg_search) + print("KG_Search Type", kg_search_type) + if isinstance(results, dict) and "results" in results: results = results["results"] @@ -129,5 +142,8 @@ def search( click.echo("Vector search results:") for result in results["vector_search_results"]: click.echo(result) + if "kg_search_results" in results and results["kg_search_results"]: - click.echo("KG search results:", results["kg_search_results"]) + click.echo("KG search results:") + for result in results["kg_search_results"]: + click.echo(result) diff --git a/r2r/examples/configs/graphrag.toml b/r2r/examples/configs/graphrag.toml new file mode 100644 index 000000000..5af5d4549 --- /dev/null +++ b/r2r/examples/configs/graphrag.toml @@ -0,0 +1,61 @@ +[completion] +provider = "litellm" +concurrent_request_limit = 256 + + [completion.generation_config] + model = "gpt-4o-mini" + temperature = 0.1 + top_p = 1 + max_tokens_to_sample = 1_024 + stream = false + add_generation_kwargs = { } + +[embedding] +provider = "openai" +base_model = "text-embedding-3-small" +base_dimension = 1_536 +batch_size = 256 +add_title_as_prefix = true + +[ingestion] +excluded_parsers = [ "gif", "jpeg", "jpg", "png", "svg", "mp3", "mp4" ] + +[kg] +provider = "local" +batch_size = 1024 +max_entities = 10 +max_relations = 20 +kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" +kg_store_path = "/Users/shreyas/r2rr2r/graph_data" + + [kg.kg_extraction_config] + model = "gpt-4o-mini" + temperature = 1 + top_p = 1 + max_tokens_to_sample = 1_024 + stream = false + add_generation_kwargs = { } + +# [kg] +# provider = "local" +# batch_size = 256 +# kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" + + +# [kg.kg_extraction_config] +# model = "gpt-4o-mini" +# temperature = 1 +# top_p = 1 +# max_tokens_to_sample = 1_024 +# stream = false +# add_generation_kwargs = { } + +[database] +provider = "postgres" + +[agent] +system_instruction_name = "rag_agent" +tool_names = ["search"] + + [agent.generation_config] + model = "gpt-4o-mini" diff --git a/r2r/examples/configs/neo4j_kg.toml b/r2r/examples/configs/neo4j_kg.toml index e8ec13a8d..ae78dfe12 100644 --- a/r2r/examples/configs/neo4j_kg.toml +++ b/r2r/examples/configs/neo4j_kg.toml @@ -1,11 +1,45 @@ +[completion] +provider = "litellm" +concurrent_request_limit = 256 + + [completion.generation_config] + model = "gpt-4o-mini" + temperature = 0.1 + top_p = 1 + max_tokens_to_sample = 1_024 + stream = false + add_generation_kwargs = { } + +[embedding] +provider = "openai" +base_model = "text-embedding-3-small" +base_dimension = 1_536 +batch_size = 256 +add_title_as_prefix = true + +[ingestion] +excluded_parsers = [ "gif", "jpeg", "jpg", "png", "svg", "mp3", "mp4" ] + [kg] provider = "neo4j" -batch_size = 1 +batch_size = 256 +kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" + [kg.kg_extraction_config] - model = "gpt-4o" - temperature = 0.1 + model = "gpt-4o-mini" + temperature = 1 top_p = 1 max_tokens_to_sample = 1_024 stream = false add_generation_kwargs = { } + +[database] +provider = "postgres" + +[agent] +system_instruction_name = "rag_agent" +tool_names = ["search"] + + [agent.generation_config] + model = "gpt-4o-mini" diff --git a/r2r/examples/scripts/advanced_kg_cookbook.py b/r2r/examples/scripts/advanced_kg_cookbook.py index 7e5779849..e6270a46e 100644 --- a/r2r/examples/scripts/advanced_kg_cookbook.py +++ b/r2r/examples/scripts/advanced_kg_cookbook.py @@ -4,13 +4,7 @@ import requests from bs4 import BeautifulSoup, Comment -from r2r import ( - EntityType, - R2RClient, - R2RPromptProvider, - Relation, - update_kg_prompt, -) +from r2r import EntityType, R2RClient, R2RPromptProvider, update_kg_prompt def escape_braces(text): @@ -134,13 +128,9 @@ def main( client = R2RClient(base_url=base_url) r2r_prompts = R2RPromptProvider() - prompt_base = ( - "zero_shot_ner_kg_extraction" - if local_mode - else "few_shot_ner_kg_extraction" - ) + prompt = "graphrag_triplet_extraction_few_shot" - update_kg_prompt(client, r2r_prompts, prompt_base, entity_types, relations) + update_kg_prompt(client, r2r_prompts, prompt, entity_types, relations) url_map = get_all_yc_co_directory_urls() @@ -166,7 +156,8 @@ def main( except: continue - print(client.inspect_knowledge_graph(1_000)["results"]) + print("Inspecting Knowledge Graph") + print(client.inspect_knowledge_graph(1000)["results"]) if not local_mode: @@ -174,18 +165,19 @@ def main( client, r2r_prompts, "kg_search", entity_types, relations ) + # support local and global result = client.search( query="Find up to 10 founders that worked at Google", - kg_search_settings={"use_kg_search": True}, + kg_search_settings={"ause_kg_search": True}, )["results"] - print("Search Result:\n", result["kg_search_results"]) + # print("Search Result:\n", result["kg_search_results"]) - result = client.rag( - query="Find up to 10 founders that worked at Google", - kg_search_settings={"use_kg_search": True}, - ) - print("RAG Result:\n", result) + # result = client.rag( + # query="Find up to 10 founders that worked at Google", + # kg_search_settings={"use_kg_search": True}, + # ) + # print("RAG Result:\n", result) if __name__ == "__main__": diff --git a/r2r/examples/scripts/sample_data_ingestor.py b/r2r/examples/scripts/sample_data_ingestor.py index 4fe9590cf..b245a1c11 100644 --- a/r2r/examples/scripts/sample_data_ingestor.py +++ b/r2r/examples/scripts/sample_data_ingestor.py @@ -31,8 +31,8 @@ def get_sample_files(no_media: bool = True) -> list[str]: os.path.join(examples_dir, "data", "pg_essay_5.html"), os.path.join(examples_dir, "data", "lyft_2021.pdf"), os.path.join(examples_dir, "data", "uber_2021.pdf"), - os.path.join(examples_dir, "data", "sample.mp3"), - os.path.join(examples_dir, "data", "sample2.mp3"), + # os.path.join(examples_dir, "data", "sample.mp3"), + # os.path.join(examples_dir, "data", "sample2.mp3"), ] if no_media: excluded_types = ["jpeg", "jpg", "png", "svg", "mp3", "mp4"] diff --git a/r2r/examples/scripts/test_e2e.py b/r2r/examples/scripts/test_e2e.py deleted file mode 100644 index 11829f94f..000000000 --- a/r2r/examples/scripts/test_e2e.py +++ /dev/null @@ -1,321 +0,0 @@ -import json -import math -from datetime import datetime, timezone -from uuid import UUID - -from r2r.main.execution import R2RExecutionWrapper - -expected_logs = [ - { - "run_id": ..., - "run_type": "ingestion", - "entries": [ - { - "key": "document_parse_result", - "value": "Document 'aristotle.txt' processed successfully.", - } - ], - }, - { - "run_id": ..., - "run_type": "search", - "entries": [ - {"key": "search_latency", "value": "0.45"}, - { - "key": "search_results", - "value": '["{\\"id\\":\\"7ed3a01c-88dc-5a58-a68b-6e5d9f292df2\\",\\"score\\":0.773841586847122,\\"metadata\\":{\\"text\\":\\"Aristotle[A] (Greek: \\u1f08\\u03c1\\u03b9\\u03c3\\u03c4\\u03bf\\u03c4\\u03ad\\u03bb\\u03b7\\u03c2 Aristot\\u00e9l\\u0113s, pronounced [aristot\\u00e9l\\u025b\\u02d0s]; 384\\u2013322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":0,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6f58828-2e6d-5eb1-94f3-efbc0b7c1699\\",\\"score\\":0.669298529624939,\\"metadata\\":{\\"text\\":\\"Aristotle was revered among medieval Muslim scholars as \\\\\\"The First Teacher\\\\\\", and among medieval Christians like Thomas Aquinas as simply \\\\\\"The Philosopher\\\\\\", while the poet Dante called him \\\\\\"the master of those who know\\\\\\". His works contain the earliest known formal study of logic, and were studied by medieval scholars such as Peter Abelard and Jean Buridan. Aristotle\'s influence on logic continued well into the 19th century. In addition, his ethics, although always influential, gained renewed interest with\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":5,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c818bc72-2ac8-581b-b51a-0ca826f5f2b8\\",\\"score\\":0.652687707703574,\\"metadata\\":{\\"text\\":\\"Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle\'s parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle\'s childhood has survived, he probably spent\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":8,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d8ea40eb-cd48-5bd7-b2df-05f6268aed10\\",\\"score\\":0.636079056730387,\\"metadata\\":{\\"text\\":\\"Aristotle has been called the father of logic, biology, political science, zoology, embryology, natural law, scientific method, rhetoric, psychology, realism, criticism, individualism, teleology, and meteorology.[151]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":177,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b32f0e19-029f-5b3f-856c-e7e4141f52f5\\",\\"score\\":0.624098479747772,\\"metadata\\":{\\"text\\":\\"Among countless other achievements, Aristotle was the founder of formal logic,[146] pioneered the study of zoology, and left every future scientist and philosopher in his debt through his contributions to the scientific method.[2][147][148] Taneli Kukkonen, observes that his achievement in founding two sciences is unmatched, and his reach in influencing \\\\\\"every branch of intellectual enterprise\\\\\\" including Western ethical and political theory, theology, rhetoric, and literary analysis is equally long. As a\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":175,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6c5d5f6-7fc4-5bb8-847d-44cfa16f5178\\",\\"score\\":0.619364976882935,\\"metadata\\":{\\"text\\":\\"Little is known about Aristotle\'s life. He was born in the city of Stagira in northern Greece during the Classical period. His father, Nicomachus, died when Aristotle was a child, and he was brought up by a guardian. At 17 or 18, he joined Plato\'s Academy in Athens and remained there until the age of 37 (c.\\u2009347 BC). Shortly after Plato died, Aristotle left Athens and, at the request of Philip II of Macedon, tutored his son Alexander the Great beginning in 343 BC. He established a library in the Lyceum,\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":1,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"90b891ee-0a67-54ba-838a-e02e1647adab\\",\\"score\\":0.6177915291003779,\\"metadata\\":{\\"text\\":\\"Like his teacher Plato, Aristotle\'s philosophy aims at the universal. Aristotle\'s ontology places the universal (katholou) in particulars (kath\' hekaston), things in the world, whereas for Plato the universal is a separately existing form which actual things imitate. For Aristotle, \\\\\\"form\\\\\\" is still what phenomena are based on, but is \\\\\\"instantiated\\\\\\" in a particular substance.[34]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":37,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5f6213d1-a46b-5ed4-a15c-e95bab271621\\",\\"score\\":0.606411576271057,\\"metadata\\":{\\"text\\":\\"Aristotle was one of the most revered Western thinkers in early Islamic theology. Most of the still extant works of Aristotle,[167] as well as a number of the original Greek commentaries, were translated into Arabic and studied by Muslim philosophers, scientists and scholars. Averroes, Avicenna and Alpharabius, who wrote on Aristotle in great depth, also influenced Thomas Aquinas and other Western Christian scholastic philosophers. Alkindus greatly admired Aristotle\'s philosophy,[168] and Averroes spoke of\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":194,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ce43de17-635c-5a01-aae2-e160a6d56f4b\\",\\"score\\":0.601802307421038,\\"metadata\\":{\\"text\\":\\"passed to Plato\'s nephew Speusippus, although it is possible that he feared the anti-Macedonian sentiments in Athens at that time and left before Plato died.[10] Aristotle then accompanied Xenocrates to the court of his friend Hermias of Atarneus in Asia Minor. After the death of Hermias, Aristotle travelled with his pupil Theophrastus to the island of Lesbos, where together they researched the botany and zoology of the island and its sheltered lagoon. While in Lesbos, Aristotle married Pythias, either\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":12,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8550e2b7-43f8-5a59-9c13-c9678670a2da\\",\\"score\\":0.595871686935425,\\"metadata\\":{\\"text\\":\\"The immediate influence of Aristotle\'s work was felt as the Lyceum grew into the Peripatetic school. Aristotle\'s students included Aristoxenus, Dicaearchus, Demetrius of Phalerum, Eudemos of Rhodes, Harpalus, Hephaestion, Mnason of Phocis, Nicomachus, and Theophrastus. Aristotle\'s influence over Alexander the Great is seen in the latter\'s bringing with him on his expedition a host of zoologists, botanists, and researchers. He had also learned a great deal about Persian customs and traditions from his\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":181,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}"]', - }, - {"key": "search_query", "value": "who is aristotle?"}, - ], - }, - # {'run_id': ..., 'run_type': 'search', 'entries': [{'key': 'search_query', 'value': 'who is aristotle?'}, {'key': 'search_latency', 'value': '0.51'}, {'key': 'search_results', 'value': '["{\\"id\\":\\"7ed3a01c-88dc-5a58-a68b-6e5d9f292df2\\",\\"score\\":0.773841586847122,\\"metadata\\":{\\"text\\":\\"Aristotle[A] (Greek: \\u1f08\\u03c1\\u03b9\\u03c3\\u03c4\\u03bf\\u03c4\\u03ad\\u03bb\\u03b7\\u03c2 Aristot\\u00e9l\\u0113s, pronounced [aristot\\u00e9l\\u025b\\u02d0s]; 384\\u2013322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":0,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6f58828-2e6d-5eb1-94f3-efbc0b7c1699\\",\\"score\\":0.669298529624939,\\"metadata\\":{\\"text\\":\\"Aristotle was revered among medieval Muslim scholars as \\\\\\"The First Teacher\\\\\\", and among medieval Christians like Thomas Aquinas as simply \\\\\\"The Philosopher\\\\\\", while the poet Dante called him \\\\\\"the master of those who know\\\\\\". His works contain the earliest known formal study of logic, and were studied by medieval scholars such as Peter Abelard and Jean Buridan. Aristotle\'s influence on logic continued well into the 19th century. In addition, his ethics, although always influential, gained renewed interest with\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":5,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c818bc72-2ac8-581b-b51a-0ca826f5f2b8\\",\\"score\\":0.652687707703574,\\"metadata\\":{\\"text\\":\\"Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle\'s parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle\'s childhood has survived, he probably spent\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":8,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d8ea40eb-cd48-5bd7-b2df-05f6268aed10\\",\\"score\\":0.636050164699554,\\"metadata\\":{\\"text\\":\\"Aristotle has been called the father of logic, biology, political science, zoology, embryology, natural law, scientific method, rhetoric, psychology, realism, criticism, individualism, teleology, and meteorology.[151]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":177,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b32f0e19-029f-5b3f-856c-e7e4141f52f5\\",\\"score\\":0.624127291194959,\\"metadata\\":{\\"text\\":\\"Among countless other achievements, Aristotle was the founder of formal logic,[146] pioneered the study of zoology, and left every future scientist and philosopher in his debt through his contributions to the scientific method.[2][147][148] Taneli Kukkonen, observes that his achievement in founding two sciences is unmatched, and his reach in influencing \\\\\\"every branch of intellectual enterprise\\\\\\" including Western ethical and political theory, theology, rhetoric, and literary analysis is equally long. As a\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":175,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6c5d5f6-7fc4-5bb8-847d-44cfa16f5178\\",\\"score\\":0.619364976882935,\\"metadata\\":{\\"text\\":\\"Little is known about Aristotle\'s life. He was born in the city of Stagira in northern Greece during the Classical period. His father, Nicomachus, died when Aristotle was a child, and he was brought up by a guardian. At 17 or 18, he joined Plato\'s Academy in Athens and remained there until the age of 37 (c.\\u2009347 BC). Shortly after Plato died, Aristotle left Athens and, at the request of Philip II of Macedon, tutored his son Alexander the Great beginning in 343 BC. He established a library in the Lyceum,\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":1,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"90b891ee-0a67-54ba-838a-e02e1647adab\\",\\"score\\":0.6177915291003779,\\"metadata\\":{\\"text\\":\\"Like his teacher Plato, Aristotle\'s philosophy aims at the universal. Aristotle\'s ontology places the universal (katholou) in particulars (kath\' hekaston), things in the world, whereas for Plato the universal is a separately existing form which actual things imitate. For Aristotle, \\\\\\"form\\\\\\" is still what phenomena are based on, but is \\\\\\"instantiated\\\\\\" in a particular substance.[34]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":37,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5f6213d1-a46b-5ed4-a15c-e95bab271621\\",\\"score\\":0.606407422018273,\\"metadata\\":{\\"text\\":\\"Aristotle was one of the most revered Western thinkers in early Islamic theology. Most of the still extant works of Aristotle,[167] as well as a number of the original Greek commentaries, were translated into Arabic and studied by Muslim philosophers, scientists and scholars. Averroes, Avicenna and Alpharabius, who wrote on Aristotle in great depth, also influenced Thomas Aquinas and other Western Christian scholastic philosophers. Alkindus greatly admired Aristotle\'s philosophy,[168] and Averroes spoke of\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":194,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ce43de17-635c-5a01-aae2-e160a6d56f4b\\",\\"score\\":0.601802307421038,\\"metadata\\":{\\"text\\":\\"passed to Plato\'s nephew Speusippus, although it is possible that he feared the anti-Macedonian sentiments in Athens at that time and left before Plato died.[10] Aristotle then accompanied Xenocrates to the court of his friend Hermias of Atarneus in Asia Minor. After the death of Hermias, Aristotle travelled with his pupil Theophrastus to the island of Lesbos, where together they researched the botany and zoology of the island and its sheltered lagoon. While in Lesbos, Aristotle married Pythias, either\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":12,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8550e2b7-43f8-5a59-9c13-c9678670a2da\\",\\"score\\":0.5959202888059449,\\"metadata\\":{\\"text\\":\\"The immediate influence of Aristotle\'s work was felt as the Lyceum grew into the Peripatetic school. Aristotle\'s students included Aristoxenus, Dicaearchus, Demetrius of Phalerum, Eudemos of Rhodes, Harpalus, Hephaestion, Mnason of Phocis, Nicomachus, and Theophrastus. Aristotle\'s influence over Alexander the Great is seen in the latter\'s bringing with him on his expedition a host of zoologists, botanists, and researchers. He had also learned a great deal about Persian customs and traditions from his\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":181,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"1175585b-fc58-5e44-bfcb-cb1996289936\\",\\"score\\":0.594988668263635,\\"metadata\\":{\\"text\\":\\"after friends and relatives, and to deal with the latter as with beasts or plants\\\\\\".[13] By 335 BC, Aristotle had returned to Athens, establishing his own school there known as the Lyceum. Aristotle conducted courses at the school for the next twelve years. While in Athens, his wife Pythias died and Aristotle became involved with Herpyllis of Stagira. They had a son whom Aristotle named after his father, Nicomachus. If the Suda \\u2013 an uncritical compilation from the Middle Ages \\u2013 is accurate, he may also have\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":16,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8f8f5140-2d4b-5877-9cfb-d2df590831c2\\",\\"score\\":0.5928938565520601,\\"metadata\\":{\\"text\\":\\"In Protrepticus, the character \'Aristotle\' states:[123]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":147,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ee40bbc8-16f7-5808-8f14-c8fd16391cfc\\",\\"score\\":0.591026663780212,\\"metadata\\":{\\"text\\":\\"Transmission\\\\nFurther information: List of writers influenced by Aristotle\\\\nMore than 2300 years after his death, Aristotle remains one of the most influential people who ever lived.[142][143][144] He contributed to almost every field of human knowledge then in existence, and he was the founder of many new fields. According to the philosopher Bryan Magee, \\\\\\"it is doubtful whether any human being has ever known as much as he did\\\\\\".[145]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":174,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"703219b2-3284-533f-8df7-fee42f52c3d2\\",\\"score\\":0.5850032146276001,\\"metadata\\":{\\"text\\":\\"At the age of seventeen or eighteen, Aristotle moved to Athens to continue his education at Plato\'s Academy.[8] He probably experienced the Eleusinian Mysteries as he wrote when describing the sights one viewed at the Eleusinian Mysteries, \\\\\\"to experience is to learn\\\\\\" [\\u03c0\\u03b1\\u03b8\\u03b5\\u03af\\u03bd \\u03bc\\u03b1\\u03b8\\u03b5\\u0129\\u03bd].[9] Aristotle remained in Athens for nearly twenty years before leaving in 348/47 BC. The traditional story about his departure records that he was disappointed with the Academy\'s direction after control passed to Plato\'s\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":11,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"044a1a8a-7661-52b9-af63-83c243216d34\\",\\"score\\":0.5834955821337959,\\"metadata\\":{\\"text\\":\\"\\u2014\\u200aAristotle. Politics, Book 4, 1294b.10\\u201318\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":152,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"4173b9bc-4b39-5dc1-b9af-a2fc0e282389\\",\\"score\\":0.5787635539488301,\\"metadata\\":{\\"text\\":\\"This period in Athens, between 335 and 323 BC, is when Aristotle is believed to have composed many of his works.[12] He wrote many dialogues, of which only fragments have survived. Those works that have survived are in treatise form and were not, for the most part, intended for widespread publication; they are generally thought to be lecture aids for his students. His most important treatises include Physics, Metaphysics, Nicomachean Ethics, Politics, On the Soul and Poetics. Aristotle studied and made\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":19,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"038127f5-6603-5258-8658-7c60eaf3dae3\\",\\"score\\":0.575957238674164,\\"metadata\\":{\\"text\\":\\"Averroes spoke of Aristotle as the \\\\\\"exemplar\\\\\\" for all future philosophers.[169] Medieval Muslim scholars regularly described Aristotle as the \\\\\\"First Teacher\\\\\\".[167] The title was later used by Western philosophers (as in the famous poem of Dante) who were influenced by the tradition of Islamic philosophy.[170]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":195,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5fb90839-d04c-50b0-8f7f-ffc1a938c019\\",\\"score\\":0.574642419815063,\\"metadata\\":{\\"text\\":\\"Aristotle was appointed as the head of the royal Academy of Macedon. During Aristotle\'s time in the Macedonian court, he gave lessons not only to Alexander but also to two other future kings: Ptolemy and Cassander.[13] Aristotle encouraged Alexander toward eastern conquest, and Aristotle\'s own attitude towards Persia was unabashedly ethnocentric. In one famous example, he counsels Alexander to be \\\\\\"a leader to the Greeks and a despot to the barbarians, to look after the former as after friends and\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":15,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"76a117a7-706b-5d7f-a856-e5fc4bb0d8a2\\",\\"score\\":0.5701740640298101,\\"metadata\\":{\\"text\\":\\"Life\\\\nIn general, the details of Aristotle\'s life are not well-established. The biographies written in ancient times are often speculative and historians only agree on a few salient points.[B]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":7,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d64af737-640e-5ea0-9259-4c83638a714d\\",\\"score\\":0.565754532814026,\\"metadata\\":{\\"text\\":\\"Aristotle was the first person to study biology systematically,[61] and biology forms a large part of his writings. He spent two years observing and describing the zoology of Lesbos and the surrounding seas, including in particular the Pyrrha lagoon in the centre of Lesbos.[62][63] His data in History of Animals, Generation of Animals, Movement of Animals, and Parts of Animals are assembled from his own observations,[64] statements given by people with specialized knowledge, such as beekeepers and\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":85,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d00de43e-11c4-59b9-ba09-c16ad525a3d3\\",\\"score\\":0.56225860118866,\\"metadata\\":{\\"text\\":\\"Aristotle wrote his works on papyrus scrolls, the common writing medium of that era.[O] His writings are divisible into two groups: the \\\\\\"exoteric\\\\\\", intended for the public, and the \\\\\\"esoteric\\\\\\", for use within the Lyceum school.[208][P][209] Aristotle\'s \\\\\\"lost\\\\\\" works stray considerably in characterization from the surviving Aristotelian corpus. Whereas the lost works appear to have been originally written with a view to subsequent publication, the surviving works mostly resemble lecture notes not intended for\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":222,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"dec8fec3-2b27-554b-b953-27db6a221078\\",\\"score\\":0.561229228973389,\\"metadata\\":{\\"text\\":\\"Aristotle\'s views profoundly shaped medieval scholarship. The influence of his physical science extended from late antiquity and the Early Middle Ages into the Renaissance, and was not replaced systematically until the Enlightenment and theories such as classical mechanics were developed. He influenced Judeo-Islamic philosophies during the Middle Ages, as well as Christian theology, especially the Neoplatonism of the Early Church and the scholastic tradition of the Catholic Church.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":4,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"eb18cdd3-981e-54bb-835d-5988776c5bb9\\",\\"score\\":0.557450473308563,\\"metadata\\":{\\"text\\":\\"With the loss of the study of ancient Greek in the early medieval Latin West, Aristotle was practically unknown there from c.\\u2009CE 600 to c.\\u20091100 except through the Latin translation of the Organon made by Boethius. In the twelfth and thirteenth centuries, interest in Aristotle revived and Latin Christians had translations made, both from Arabic translations, such as those by Gerard of Cremona,[171] and from the original Greek, such as those by James of Venice and William of Moerbeke.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":197,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"40014d76-eba6-5a2a-9c2b-672ac6ddd212\\",\\"score\\":0.557388577305591,\\"metadata\\":{\\"text\\":\\"The Dutch historian of science Eduard Jan Dijksterhuis writes that Aristotle and his predecessors showed the difficulty of science by \\\\\\"proceed[ing] so readily to frame a theory of such a general character\\\\\\" on limited evidence from their senses.[192] In 1985, the biologist Peter Medawar could still state in \\\\\\"pure seventeenth century\\\\\\"[193] tones that Aristotle had assembled \\\\\\"a strange and generally speaking rather tiresome farrago of hearsay, imperfect observation, wishful thinking and credulity amounting to\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":212,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"65c3d9cd-0ab5-5ef7-8296-a1baeff3592d\\",\\"score\\":0.5566293664728881,\\"metadata\\":{\\"text\\":\\"Aristotle made substantial contributions to economic thought, especially to thought in the Middle Ages.[128] In Politics, Aristotle addresses the city, property, and trade. His response to criticisms of private property, in Lionel Robbins\'s view, anticipated later proponents of private property among philosophers and economists, as it related to the overall utility of social arrangements.[128] Aristotle believed that although communal arrangements may seem beneficial to society, and that although private\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":156,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a2cc5fc4-99a4-53c5-8c74-2c68399f2a7e\\",\\"score\\":0.549582594682865,\\"metadata\\":{\\"text\\":\\"Practical philosophy\\\\nAristotle\'s practical philosophy covers areas such as ethics, politics, economics, and rhetoric.[40]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":134,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"27a6a904-7b94-59ca-81ea-8b99b2816f81\\",\\"score\\":0.547278100576631,\\"metadata\\":{\\"text\\":\\"After the Scholastic Thomas Aquinas wrote his Summa Theologica, working from Moerbeke\'s translations and calling Aristotle \\\\\\"The Philosopher\\\\\\",[172] the demand for Aristotle\'s writings grew, and the Greek manuscripts returned to the West, stimulating a revival of Aristotelianism in Europe that continued into the Renaissance.[173] These thinkers blended Aristotelian philosophy with Christianity, bringing the thought of Ancient Greece into the Middle Ages. Scholars such as Boethius, Peter Abelard, and John\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":198,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d4fcaaff-1d1e-5ed4-8d60-6a71a5721ea4\\",\\"score\\":0.544766214801896,\\"metadata\\":{\\"text\\":\\"Aristotle\'s view, incapable of participating in political life.[124] On this ground, proponents of feminist metaphysics have accused Aristotle of misogyny[125] and sexism.[126] However, Aristotle gave equal weight to women\'s happiness as he did to men\'s, and commented in his Rhetoric that the things that lead to happiness need to be in women as well as men.[N]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":154,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"fe38e23d-4798-5cd3-8d42-e858f7e97537\\",\\"score\\":0.54476398229599,\\"metadata\\":{\\"text\\":\\"Theoretical philosophy\\\\nLogic\\\\nMain article: Term logic\\\\nFurther information: Non-Aristotelian logic\\\\nWith the Prior Analytics, Aristotle is credited with the earliest study of formal logic,[23] and his conception of it was the dominant form of Western logic until 19th-century advances in mathematical logic.[24] Kant stated in the Critique of Pure Reason that with Aristotle, logic reached its completion.[25]\\\\n\\\\nOrganon\\\\nMain article: Organon\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":23,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b29f4f0e-c033-5613-a8fa-62ea11f951ed\\",\\"score\\":0.5409726500511169,\\"metadata\\":{\\"text\\":\\"Zoologists have frequently mocked Aristotle for errors and unverified secondhand reports. However, modern observation has confirmed several of his more surprising claims.[195][196][197] Aristotle\'s work remains largely unknown to modern scientists, though zoologists sometimes mention him as the father of biology[150] or in particular of marine biology.[198] Practising zoologists are unlikely to adhere to Aristotle\'s chain of being, but its influence is still perceptible in the use of the terms \\\\\\"lower\\\\\\" and\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":214,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"cb6775dd-85a1-5e62-bd23-b00842a34231\\",\\"score\\":0.53917521238327,\\"metadata\\":{\\"text\\":\\"Ethics\\\\nMain article: Aristotelian ethics\\\\nAristotle considered ethics to be a practical rather than theoretical study, i.e., one aimed at becoming good and doing good rather than knowing for its own sake. He wrote several treatises on ethics, most notably including the Nicomachean Ethics.[117]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":136,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"31ddcd60-5b19-5b9c-9f47-6b144001308f\\",\\"score\\":0.5359366855583609,\\"metadata\\":{\\"text\\":\\"Aristotle has been depicted by major artists including Lucas Cranach the Elder,[218] Justus van Gent, Raphael, Paolo Veronese, Jusepe de Ribera,[219] Rembrandt,[220] and Francesco Hayez over the centuries. Among the best-known depictions is Raphael\'s fresco The School of Athens, in the Vatican\'s Apostolic Palace, where the figures of Plato and Aristotle are central to the image, at the architectural vanishing point, reflecting their importance.[221] Rembrandt\'s Aristotle with a Bust of Homer, too, is a\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":231,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c3c15401-51cf-5c53-8182-feac4f7fc6cf\\",\\"score\\":0.535427896056898,\\"metadata\\":{\\"text\\":\\"Though Aristotle wrote many elegant treatises and dialogues for publication, only around a third of his original output has survived, none of it intended for publication. Aristotle provided a complex synthesis of the various philosophies existing prior to him. His teachings and methods of inquiry have had a significant impact across the world, and remain a subject of contemporary philosophical discussion.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":3,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b5da0460-6b55-550a-ad14-3eae61df567f\\",\\"score\\":0.53429651260376,\\"metadata\\":{\\"text\\":\\"Aristotle\'s views on women influenced later Western philosophers, who quoted him as an authority until the end of the Middle Ages, but these views have been controversial in modern times. Aristotle\'s analysis of procreation describes an active, ensouling masculine element bringing life to an inert, passive female element. The biological differences are a result of the fact that the female body is well-suited for reproduction, which changes her body temperature, which in turn makes her, in Aristotle\'s view,\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":153,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"bbb9c9e5-c084-5068-ac8a-019c8441eebb\\",\\"score\\":0.532585024833679,\\"metadata\\":{\\"text\\":\\"The scholar Taneli Kukkonen notes that \\\\\\"in the best 20th-century scholarship Aristotle comes alive as a thinker wrestling with the full weight of the Greek philosophical tradition.\\\\\\"[148] What follows is an overview of the transmission and influence of his texts and ideas into the modern era.\\\\n\\\\nHis successor, Theophrastus\\\\nMain articles: Theophrastus and Historia Plantarum (Theophrastus)\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":178,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8b9081fd-5603-5704-9ba6-8957525f0c05\\",\\"score\\":0.532379746437073,\\"metadata\\":{\\"text\\":\\"Politics\\\\nMain article: Politics (Aristotle)\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":141,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"f56f324f-e2fe-5552-b4fd-a2324d080e97\\",\\"score\\":0.5316953063011169,\\"metadata\\":{\\"text\\":\\"equally long. As a result, Kukkonen argues, any analysis of reality today \\\\\\"will almost certainly carry Aristotelian overtones ... evidence of an exceptionally forceful mind.\\\\\\"[148] Jonathan Barnes wrote that \\\\\\"an account of Aristotle\'s intellectual afterlife would be little less than a history of European thought\\\\\\".[149]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":176,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"1e64fff6-6f61-5490-8743-4947487cced2\\",\\"score\\":0.5270282030105591,\\"metadata\\":{\\"text\\":\\"Present science\\\\nThe philosopher Bertrand Russell claims that \\\\\\"almost every serious intellectual advance has had to begin with an attack on some Aristotelian doctrine\\\\\\". Russell calls Aristotle\'s ethics \\\\\\"repulsive\\\\\\", and labelled his logic \\\\\\"as definitely antiquated as Ptolemaic astronomy\\\\\\". Russell states that these errors make it difficult to do historical justice to Aristotle, until one remembers what an advance he made upon all of his predecessors.[191]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":211,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"68446969-0dbf-5cbb-852a-07612d886c46\\",\\"score\\":0.525567233562469,\\"metadata\\":{\\"text\\":\\"Plato (left) and Aristotle in Raphael\'s 1509 fresco, The School of Athens. Aristotle holds his Nicomachean Ethics and gestures to the earth, representing his view in immanent realism, whilst Plato gestures to the heavens, indicating his Theory of Forms, and holds his Timaeus.[26][27]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":24,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"794a7a47-8157-5a75-b3d4-7bd51dd9f04e\\",\\"score\\":0.523991107940674,\\"metadata\\":{\\"text\\":\\"The works of Aristotle that have survived from antiquity through medieval manuscript transmission are collected in the Corpus Aristotelicum. These texts, as opposed to Aristotle\'s lost works, are technical philosophical treatises from within Aristotle\'s school.[205] Reference to them is made according to the organization of Immanuel Bekker\'s Royal Prussian Academy edition (Aristotelis Opera edidit Academia Regia Borussica, Berlin, 1831\\u20131870), which in turn is based on ancient classifications of these\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":219,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"30561c1d-cdf7-5281-beb5-25d98903fb8f\\",\\"score\\":0.523762373700001,\\"metadata\\":{\\"text\\":\\"Charles Darwin regarded Aristotle as the most important contributor to the subject of biology. In an 1882 letter he wrote that \\\\\\"Linnaeus and Cuvier have been my two gods, though in very different ways, but they were mere schoolboys to old Aristotle\\\\\\".[187][188] Also, in later editions of the book \\\\\\"On the Origin of Species\', Darwin traced evolutionary ideas as far back as Aristotle;[189] the text he cites is a summary by Aristotle of the ideas of the earlier Greek philosopher Empedocles.[190]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":210,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a0dafc12-79f1-506c-8916-41733f864a76\\",\\"score\\":0.522506475448608,\\"metadata\\":{\\"text\\":\\"traditions from his teacher. Although his respect for Aristotle was diminished as his travels made it clear that much of Aristotle\'s geography was clearly wrong, when the old philosopher released his works to the public, Alexander complained \\\\\\"Thou hast not done well to publish thy acroamatic doctrines; for in what shall I surpass other men if those doctrines wherein I have been trained are to be all men\'s common property?\\\\\\"[155]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":182,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d2e3d3b2-a20d-510a-a96f-9705b02411be\\",\\"score\\":0.5219854116439819,\\"metadata\\":{\\"text\\":\\"Moses Maimonides (considered to be the foremost intellectual figure of medieval Judaism)[179] adopted Aristotelianism from the Islamic scholars and based his Guide for the Perplexed on it and that became the basis of Jewish scholastic philosophy. Maimonides also considered Aristotle to be the greatest philosopher that ever lived, and styled him as the \\\\\\"chief of the philosophers\\\\\\".[180][181][182] Also, in his letter to Samuel ibn Tibbon, Maimonides observes that there is no need for Samuel to study the\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":203,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c2c7aa9c-8a52-5ccf-b5e6-ab9e918cac18\\",\\"score\\":0.5219346284866331,\\"metadata\\":{\\"text\\":\\"Metaphysics\\\\nMain article: Metaphysics (Aristotle)\\\\nThe word \\\\\\"metaphysics\\\\\\" appears to have been coined by the first century AD editor who assembled various small selections of Aristotle\'s works to the treatise we know by the name Metaphysics.[34] Aristotle called it \\\\\\"first philosophy\\\\\\", and distinguished it from mathematics and natural science (physics) as the contemplative (theoretik\\u0113) philosophy which is \\\\\\"theological\\\\\\" and studies the divine. He wrote in his Metaphysics (1026a16):\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":30,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"fad6a42d-845f-5f75-9416-560f6bdfc622\\",\\"score\\":0.5203073620796199,\\"metadata\\":{\\"text\\":\\"Near the end of his life, Alexander and Aristotle became estranged over Alexander\'s relationship with Persia and Persians. A widespread tradition in antiquity suspected Aristotle of playing a role in Alexander\'s death, but the only evidence of this is an unlikely claim made some six years after the death.[16] Following Alexander\'s death, anti-Macedonian sentiment in Athens was rekindled. In 322 BC, Demophilus and Eurymedon the Hierophant reportedly denounced Aristotle for impiety,[17] prompting him to flee\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":21,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ccfa969d-8634-5dd8-8b8f-e664667f95a0\\",\\"score\\":0.520039439201355,\\"metadata\\":{\\"text\\":\\"In addition to his works on ethics, which address the individual, Aristotle addressed the city in his work titled Politics. Aristotle considered the city to be a natural community. Moreover, he considered the city to be prior in importance to the family, which in turn is prior to the individual, \\\\\\"for the whole must of necessity be prior to the part\\\\\\".[120] He famously stated that \\\\\\"man is by nature a political animal\\\\\\" and argued that humanity\'s defining factor among others in the animal kingdom is its\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":142,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"f5db5c10-ace8-5a28-9b15-d1ef88ac2754\\",\\"score\\":0.519339799880981,\\"metadata\\":{\\"text\\":\\"sense, Aristotle\'s biology is scientific.[78]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":96,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5c80f870-f275-5109-a752-5f9e0caf859c\\",\\"score\\":0.517741410866893,\\"metadata\\":{\\"text\\":\\"Aristotle\'s \\\\\\"natural philosophy\\\\\\" spans a wide range of natural phenomena including those now covered by physics, biology and other natural sciences.[40] In Aristotle\'s terminology, \\\\\\"natural philosophy\\\\\\" is a branch of philosophy examining the phenomena of the natural world, and includes fields that would be regarded today as physics, biology and other natural sciences. Aristotle\'s work encompassed virtually all facets of intellectual inquiry. Aristotle makes philosophy in the broad sense coextensive with\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":51,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"87154733-18e0-56c0-9d00-a6e3d3601277\\",\\"score\\":0.513434050865886,\\"metadata\\":{\\"text\\":\\"Aristotle\'s writings on motion remained influential until the Early Modern period. John Philoponus (in Late antiquity) and Galileo (in Early modern period) are said to have shown by experiment that Aristotle\'s claim that a heavier object falls faster than a lighter object is incorrect.[40] A contrary opinion is given by Carlo Rovelli, who argues that Aristotle\'s physics of motion is correct within its domain of validity, that of objects in the Earth\'s gravitational field immersed in a fluid such as air. In\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":64,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d7fed20f-2710-529e-8518-33e31335ee4e\\",\\"score\\":0.513187944889069,\\"metadata\\":{\\"text\\":\\"Aristotle taught that virtue has to do with the proper function (ergon) of a thing. An eye is only a good eye in so much as it can see, because the proper function of an eye is sight. Aristotle reasoned that humans must have a function specific to humans, and that this function must be an activity of the psuch\\u0113 (soul) in accordance with reason (logos). Aristotle identified such an optimum activity (the virtuous mean, between the accompanying vices of excess or deficiency[15]) of the soul as the aim of all\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":137,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"604d5540-35cf-5575-90ac-e77cddf30b79\\",\\"score\\":0.50912079269414,\\"metadata\\":{\\"text\\":\\"Aristotle also made many observations about the hydrologic cycle. For example, he made some of the earliest observations about desalination: he observed early \\u2013 and correctly \\u2013 that when seawater is heated, freshwater evaporates and that the oceans are then replenished by the cycle of rainfall and river runoff (\\\\\\"I have proved by experiment that salt water evaporated forms fresh and the vapor does not when it condenses condense into sea water again.\\\\\\")[60]\\\\n\\\\nBiology\\\\nMain article: Aristotle\'s biology\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":83,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a1d385d3-062f-5b72-9ee6-8b6ba0d68140\\",\\"score\\":0.506430864334106,\\"metadata\\":{\\"text\\":\\"According to Strabo and Plutarch, after Aristotle\'s death, his library and writings went to Theophrastus (Aristotle\'s successor as head of the Lycaeum and the Peripatetic school).[215] After the death of Theophrastus, the peripatetic library went to Neleus of Scepsis.[216]:\\u200a5\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":225,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"3f156748-3db2-5d2a-bce2-4267f9b46784\\",\\"score\\":0.502232283220752,\\"metadata\\":{\\"text\\":\\"Most of Aristotle\'s work is probably not in its original form, because it was most likely edited by students and later lecturers. The logical works of Aristotle were compiled into a set of six books called the Organon around 40 BC by Andronicus of Rhodes or others among his followers.[28] The books are:\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":25,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"75295549-fd8c-562c-8a19-26ba3276c9e8\\",\\"score\\":0.500771760848554,\\"metadata\\":{\\"text\\":\\"Islamic portrayal of Aristotle (right) in the Kit\\u0101b na\\u02bft al-\\u1e25ayaw\\u0101n, c.\\u20091220.[166]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":193,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"bf8a1c08-f7fb-5636-83bf-87b9af9561e1\\",\\"score\\":0.500191748119388,\\"metadata\\":{\\"text\\":\\"Aristotle did not do experiments in the modern sense.[74] He used the ancient Greek term pepeiramenoi to mean observations, or at most investigative procedures like dissection.[75] In Generation of Animals, he finds a fertilized hen\'s egg of a suitable stage and opens it to see the embryo\'s heart beating inside.[76][77]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":94,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ace70c54-12d0-5dc2-9b27-b566e985e0f7\\",\\"score\\":0.49837121377162896,\\"metadata\\":{\\"text\\":\\"Portrait bust of Aristotle; an Imperial Roman (1st or 2nd century AD) copy of a lost bronze sculpture made by Lysippos.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":18,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"900f6eb4-d13b-5129-9ed6-3f78b31b83b1\\",\\"score\\":0.49812573194503795,\\"metadata\\":{\\"text\\":\\"The first medical teacher at Alexandria, Herophilus of Chalcedon, corrected Aristotle, placing intelligence in the brain, and connected the nervous system to motion and sensation. Herophilus also distinguished between veins and arteries, noting that the latter pulse while the former do not.[157] Though a few ancient atomists such as Lucretius challenged the teleological viewpoint of Aristotelian ideas about life, teleology (and after the rise of Christianity, natural theology) would remain central to\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":184,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"4c6bf2b3-9140-5fe5-adba-27579b339647\\",\\"score\\":0.49481466443451305,\\"metadata\\":{\\"text\\":\\"One of Aristotle\'s types of syllogism[D]\\\\nIn words\\\\tIn\\\\nterms[E]\\\\tIn equations[F]\\\\n All men are mortal.\\\\n\\\\n All Greeks are men.\\\\n\\\\n\\u2234 All Greeks are mortal.\\\\tM a P\\\\n\\\\nS a M\\\\n\\\\nS a P\\\\nWhat is today called Aristotelian logic with its types of syllogism (methods of logical argument),[32] Aristotle himself would have labelled \\\\\\"analytics\\\\\\". The term \\\\\\"logic\\\\\\" he reserved to mean dialectics.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":29,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"d1966c66-9f90-5d28-81c2-80e662e3b977\\",\\"score\\":0.49248007029532903,\\"metadata\\":{\\"text\\":\\"terms \\\\\\"lower\\\\\\" and \\\\\\"upper\\\\\\" to designate taxa such as groups of plants.[199] The evolutionary biologist Armand Marie Leroi has reconstructed Aristotle\'s biology,[200] while Niko Tinbergen\'s four questions, based on Aristotle\'s four causes, are used to analyse animal behaviour; they examine function, phylogeny, mechanism, and ontogeny.[201][202] The concept of homology began with Aristotle;[203] the evolutionary developmental biologist Lewis I. Held commented that he would be interested in the concept of deep\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":215,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"2eeb68da-6525-56d6-be4d-d42ab93c4172\\",\\"score\\":0.49181364403489203,\\"metadata\\":{\\"text\\":\\"Aristotle taught that to achieve a virtuous and potentially happy character requires a first stage of having the fortune to be habituated not deliberately, but by teachers, and experience, leading to a later stage in which one consciously chooses to do the best things. When the best people come to live life this way their practical wisdom (phronesis) and their intellect (nous) can develop with each other towards the highest possible human virtue, the wisdom of an accomplished theoretical or speculative\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":139,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"93bcfe9d-e093-5543-b47b-3e0b9b075801\\",\\"score\\":0.491194203233546,\\"metadata\\":{\\"text\\":\\"Aristotle was one of the first people to record any geological observations. He stated that geological change was too slow to be observed in one person\'s lifetime.[56][57] The geologist Charles Lyell noted that Aristotle described such change, including \\\\\\"lakes that had dried up\\\\\\" and \\\\\\"deserts that had become watered by rivers\\\\\\", giving as examples the growth of the Nile delta since the time of Homer, and \\\\\\"the upheaving of one of the Aeolian islands, previous to a volcanic eruption.\\\\\\"\'[58]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":81,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"399db731-efe2-5198-84b7-5b9cdf6d3a08\\",\\"score\\":0.48828518320829895,\\"metadata\\":{\\"text\\":\\"Poetics\\\\nMain article: Poetics (Aristotle)\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":166,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8f369acc-7504-5cec-ad88-89cb1d3889c0\\",\\"score\\":0.487353653469465,\\"metadata\\":{\\"text\\":\\"Epistemology\\\\nAristotle\'s immanent realism means his epistemology is based on the study of things that exist or happen in the world, and rises to knowledge of the universal, whereas for Plato epistemology begins with knowledge of universal Forms (or ideas) and descends to knowledge of particular imitations of these.[31] Aristotle uses induction from examples alongside deduction, whereas Plato relies on deduction from a priori principles.[31]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":49,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"084c501e-c5e7-53c8-9316-4734ba5f5045\\",\\"score\\":0.48603272438049305,\\"metadata\\":{\\"text\\":\\"Through meticulous commentaries and critical engagements, figures like Al-Farabi and Ibn Sina (Avicenna) breathed new life into Aristotle\'s ideas. They harmonized his logic with Islamic theology, employed his scientific methodologies to explore the natural world, and even reinterpreted his ethics within the framework of Islamic morality. This revival was not mere imitation. Islamic thinkers embraced Aristotle\'s rigorous methods while simultaneously challenging his conclusions where they diverged from their\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":187,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a4c8191b-7a5c-576b-883d-4ffdc9840553\\",\\"score\\":0.484963147936056,\\"metadata\\":{\\"text\\":\\"Greek Christian scribes played a crucial role in the preservation of Aristotle by copying all the extant Greek language manuscripts of the corpus. The first Greek Christians to comment extensively on Aristotle were Philoponus, Elias, and David in the sixth century, and Stephen of Alexandria in the early seventh century.[162] John Philoponus stands out for having attempted a fundamental critique of Aristotle\'s views on the eternity of the world, movement, and other elements of Aristotelian thought.[163]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":190,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"65c94370-53be-543f-bf07-c9c8ac8a5b3c\\",\\"score\\":0.48229515552520796,\\"metadata\\":{\\"text\\":\\"is Aristotle\'s division of sensation and thought, which generally differed from the concepts of previous philosophers, with the exception of Alcmaeon.[95]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":111,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b95901dc-798d-5206-994d-9948ebf10aba\\",\\"score\\":0.48190322518348705,\\"metadata\\":{\\"text\\":\\"coextensive with reasoning, which he also would describe as \\\\\\"science\\\\\\". However, his use of the term science carries a different meaning than that covered by the term \\\\\\"scientific method\\\\\\". For Aristotle, \\\\\\"all science (dianoia) is either practical, poetical or theoretical\\\\\\" (Metaphysics 1025b25). His practical science includes ethics and politics; his poetical science means the study of fine arts including poetry; his theoretical science covers physics, mathematics and metaphysics.[40]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":52,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"7d161587-aad7-5a0a-9e16-01b8542cb93c\\",\\"score\\":0.47876675237120203,\\"metadata\\":{\\"text\\":\\"\\\\\\"Aristotle tutoring Alexander\\\\\\" by Jean Leon Gerome Ferris.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":14,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c890996c-f87d-51f2-8d47-316d460893f3\\",\\"score\\":0.477234495630966,\\"metadata\\":{\\"text\\":\\"Samuel to study the writings of philosophers who preceded Aristotle because the works of the latter are \\\\\\"sufficient by themselves and [superior] to all that were written before them. His intellect, Aristotle\'s is the extreme limit of human intellect, apart from him upon whom the divine emanation has flowed forth to such an extent that they reach the level of prophecy, there being no level higher\\\\\\".[183]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":204,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"c2892882-5619-5283-a785-c1701168b0c9\\",\\"score\\":0.476796509218425,\\"metadata\\":{\\"text\\":\\"As Plato\'s disciple Aristotle was rather critical concerning democracy and, following the outline of certain ideas from Plato\'s Statesman, he developed a coherent theory of integrating various forms of power into a so-called mixed state:\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":150,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"91f7b4b9-700c-581c-bac0-028515f34bae\\",\\"score\\":0.47289261221885703,\\"metadata\\":{\\"text\\":\\"Aristotle suggested that the reason for anything coming about can be attributed to four different types of simultaneously active factors. His term aitia is traditionally translated as \\\\\\"cause\\\\\\", but it does not always refer to temporal sequence; it might be better translated as \\\\\\"explanation\\\\\\", but the traditional rendering will be employed here.[48][49]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":68,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"195a8d75-0627-5531-bef5-5354cbfd8bdf\\",\\"score\\":0.472823365712862,\\"metadata\\":{\\"text\\":\\"Byzantine scholars\\\\nSee also: Commentaries on Aristotle and Byzantine Aristotelianism\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":189,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e639d635-0587-59dc-b038-21633a6e025d\\",\\"score\\":0.47108021378517195,\\"metadata\\":{\\"text\\":\\"The order of the books (or the teachings from which they are composed) is not certain, but this list was derived from analysis of Aristotle\'s writings. It goes from the basics, the analysis of simple terms in the Categories, the analysis of propositions and their elementary relations in On Interpretation, to the study of more complex forms, namely, syllogisms (in the Analytics)[29][30] and dialectics (in the Topics and Sophistical Refutations). The first three treatises form the core of the logical theory\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":27,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"7f0b2712-d35d-5ceb-bacb-04b3916a9cc2\\",\\"score\\":0.46897770371966696,\\"metadata\\":{\\"text\\":\\"Aristotle believed the chain of thought, which ends in recollection of certain impressions, was connected systematically in relationships such as similarity, contrast, and contiguity, described in his laws of association. Aristotle believed that past experiences are hidden within the mind. A force operates to awaken the hidden material to bring up the actual experience. According to Aristotle, association is the power innate in a mental state, which operates upon the unexpressed remains of former\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":123,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ed4d0d2c-73dc-5baa-8351-065482dbdf9b\\",\\"score\\":0.46736327008227996,\\"metadata\\":{\\"text\\":\\"According to scholar Roger Theodore Lafferty, Dante built up the philosophy of the Comedy with the works of Aristotle as a foundation, just as the scholastics used Aristotle as the basis for their thinking. Dante knew Aristotle directly from Latin translations of his works and indirectly through quotations in the works of Albert Magnus.[175] Dante even acknowledges Aristotle\'s influence explicitly in the poem, specifically when Virgil justifies the Inferno\'s structure by citing the Nicomachean Ethics.[176]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":200,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e7513658-792c-5fb4-9458-162178a5b72b\\",\\"score\\":0.465195149183273,\\"metadata\\":{\\"text\\":\\"but while Aristotle was aware that new mutations or hybridizations could occur, he saw these as rare accidents. For Aristotle, accidents, like heat waves in winter, must be considered distinct from natural causes. He was thus critical of Empedocles\'s materialist theory of a \\\\\\"survival of the fittest\\\\\\" origin of living things and their organs, and ridiculed the idea that accidents could lead to orderly results.[72] To put his views into modern terms, he nowhere says that different species can have a common\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":90,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"f475f7c3-1f6a-5867-8e0c-af0054425446\\",\\"score\\":0.46305066347122203,\\"metadata\\":{\\"text\\":\\"When Sulla seized Athens in 86 BC, he seized the library and transferred it to Rome. There, Andronicus of Rhodes organized the texts into the first complete edition of Aristotle\'s works (and works attributed to him).[217] The Aristotelian texts we have today are based on these.[216]:\\u200a6\\u20138\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":229,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a586637b-49bb-59c8-b33a-5db313349a89\\",\\"score\\":0.462634655080161,\\"metadata\\":{\\"text\\":\\"Aristotle distinguished about 500 species of animals,[82][83] arranging these in the History of Animals in a graded scale of perfection, a nonreligious version of the scala naturae, with man at the top. His system had eleven grades of animal, from highest potential to lowest, expressed in their form at birth: the highest gave live birth to hot and wet creatures, the lowest laid cold, dry mineral-like eggs. Animals came above plants, and these in turn were above minerals.[84][85] He grouped what the modern\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":101,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e3fecc19-7a17-59c2-ba78-f5f2b7c98fb9\\",\\"score\\":0.46187688069435096,\\"metadata\\":{\\"text\\":\\"School of Aristotle in Mieza, Macedonia, Greece.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":10,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"baddd21e-a650-5789-b8ef-cfe8468da3dc\\",\\"score\\":0.45838105430490195,\\"metadata\\":{\\"text\\":\\"Plato\'s forms exist as universals, like the ideal form of an apple. For Aristotle, both matter and form belong to the individual thing (hylomorphism).\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":36,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e15c86e4-94c7-5b98-aafa-64f117bd3e75\\",\\"score\\":0.45783278597398,\\"metadata\\":{\\"text\\":\\"about it.[98] Aristotle\'s other criticism is that Plato\'s view of reincarnation entails that it is possible for a soul and its body to be mis-matched; in principle, Aristotle alleges, any soul can go with any body, according to Plato\'s theory.[99] Aristotle\'s claim that the soul is the form of a living being eliminates that possibility and thus rules out reincarnation.[100]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":113,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"feb50519-0826-5af7-9ef2-13f642f968ca\\",\\"score\\":0.45751739054711305,\\"metadata\\":{\\"text\\":\\"In On the Soul, Aristotle famously criticizes Plato\'s theory of the soul and develops his own in response. The first criticism is against Plato\'s view of the soul in the Timaeus that the soul takes up space and is able to come into physical contact with bodies.[96] 20th-century scholarship overwhelmingly opposed Aristotle\'s interpretation of Plato and maintained that he had misunderstood him.[97] Today\'s scholars have tended to re-assess Aristotle\'s interpretation and been more positive about it.[98]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":112,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"fa12e1f8-09bb-5b05-8606-f2c141b484be\\",\\"score\\":0.45727583765983604,\\"metadata\\":{\\"text\\":\\"kingdom is its rationality.[121] Aristotle conceived of politics as being like an organism rather than like a machine, and as a collection of parts none of which can exist without the others. Aristotle\'s conception of the city is organic, and he is considered one of the first to conceive of the city in this manner.[122]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":143,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"70eb9c23-af31-5dda-a721-5b6c8577d64e\\",\\"score\\":0.45682342221806704,\\"metadata\\":{\\"text\\":\\"Abelard, and John Buridan worked on Aristotelian logic.[174]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":199,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"bf6b1961-f96b-50c5-b8a9-c60a7b80bc0b\\",\\"score\\":0.452890230801411,\\"metadata\\":{\\"text\\":\\"studied and made significant contributions to \\\\\\"logic, metaphysics, mathematics, physics, biology, botany, ethics, politics, agriculture, medicine, dance, and theatre.\\\\\\"[15]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":20,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"694a4266-0e4c-5691-948e-05dacf99a30a\\",\\"score\\":0.45269417762756303,\\"metadata\\":{\\"text\\":\\"Revival\\\\nIn the slumbering centuries following the decline of the Roman Empire, Aristotle\'s vast philosophical and scientific corpus lay largely dormant in the West. But in the burgeoning intellectual heartland of the Abbasid Caliphate, his works underwent a remarkable revival.[159] Translated into Arabic alongside other Greek classics, Aristotle\'s logic, ethics, and natural philosophy ignited the minds of early Islamic scholars.[160]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":186,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a614876f-67b2-58e7-aaf1-12917410baff\\",\\"score\\":0.44979420603548304,\\"metadata\\":{\\"text\\":\\"Pythias, either Hermias\'s adoptive daughter or niece. They had a daughter, whom they also named Pythias. In 343 BC, Aristotle was invited by Philip II of Macedon to become the tutor to his son Alexander.[11][12]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":13,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"cd03f71f-20c8-501b-9468-cfce807ab7a7\\",\\"score\\":0.44468317095242205,\\"metadata\\":{\\"text\\":\\"Economics\\\\nMain article: Politics (Aristotle)\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":155,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8897fd3b-6eae-576b-9322-6dc057fbeb69\\",\\"score\\":0.444220006465912,\\"metadata\\":{\\"text\\":\\"not intended for publication.[210][208] Cicero\'s description of Aristotle\'s literary style as \\\\\\"a river of gold\\\\\\" must have applied to the published works, not the surviving notes.[Q] A major question in the history of Aristotle\'s works is how the exoteric writings were all lost, and how the ones now possessed came to be found.[212] The consensus is that Andronicus of Rhodes collected the esoteric works of Aristotle\'s school which existed in the form of smaller, separate works, distinguished them from those\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":223,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"f8e157ac-289f-57f7-9912-678686e2e358\\",\\"score\\":0.44353434443473805,\\"metadata\\":{\\"text\\":\\"In his On Generation and Corruption, Aristotle related each of the four elements proposed earlier by Empedocles, earth, water, air, and fire, to two of the four sensible qualities, hot, cold, wet, and dry. In the Empedoclean scheme, all matter was made of the four elements, in differing proportions. Aristotle\'s scheme added the heavenly aether, the divine substance of the heavenly spheres, stars and planets.[41]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":55,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"3728064f-4f14-5a96-a9ac-318385e7a9c2\\",\\"score\\":0.441104352474213,\\"metadata\\":{\\"text\\":\\"One component of Aristotle\'s theory of dreams disagrees with previously held beliefs. He claimed that dreams are not foretelling and not sent by a divine being. Aristotle reasoned naturalistically that instances in which dreams do resemble future events are simply coincidences.[116] Aristotle claimed that a dream is first established by the fact that the person is asleep when they experience it. If a person had an image appear for a moment after waking up or if they see something in the dark it is not\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":132,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"be401ab8-f58a-59da-a40a-deceae5b2fc2\\",\\"score\\":0.43738391622209105,\\"metadata\\":{\\"text\\":\\"Aristotle\'s Rhetoric proposes that a speaker can use three basic kinds of appeals to persuade his audience: ethos (an appeal to the speaker\'s character), pathos (an appeal to the audience\'s emotion), and logos (an appeal to logical reasoning).[130] He also categorizes rhetoric into three genres: epideictic (ceremonial speeches dealing with praise or blame), forensic (judicial speeches over guilt or innocence), and deliberative (speeches calling on an audience to make a decision on an issue).[131] Aristotle\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":164,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e663ee7c-62bc-52cf-b4a1-197ae5e91d4b\\",\\"score\\":0.43465039134025596,\\"metadata\\":{\\"text\\":\\"Instead, he practiced a different style of science: systematically gathering data, discovering patterns common to whole groups of animals, and inferring possible causal explanations from these.[78][79] This style is common in modern biology when large amounts of data become available in a new field, such as genomics. It does not result in the same certainty as experimental science, but it sets out testable hypotheses and constructs a narrative explanation of what is observed. In this sense, Aristotle\'s\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":95,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"dd14665e-c7e3-56af-9d31-dac1e78b5b9f\\",\\"score\\":0.43291583257412003,\\"metadata\\":{\\"text\\":\\"Aristotle examines the concepts of substance (ousia) and essence (to ti \\u00ean einai, \\\\\\"the what it was to be\\\\\\") in his Metaphysics (Book VII), and he concludes that a particular substance is a combination of both matter and form, a philosophical theory called hylomorphism. In Book VIII, he distinguishes the matter of the substance as the substratum, or the stuff of which it is composed. For example, the matter of a house is the bricks, stones, timbers, etc., or whatever constitutes the potential house, while\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":33,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"58ba0cc5-4324-5dd5-a4d4-5338cdf69b0e\\",\\"score\\":0.432026573177988,\\"metadata\\":{\\"text\\":\\"Hellenistic science\\\\nFurther information: Ancient Greek medicine\\\\nAfter Theophrastus, the Lyceum failed to produce any original work. Though interest in Aristotle\'s ideas survived, they were generally taken unquestioningly.[156] It is not until the age of Alexandria under the Ptolemies that advances in biology can be again found.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":183,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"a5ddeb77-7da5-561f-af07-ce2a71d1a8dd\\",\\"score\\":0.430962983908476,\\"metadata\\":{\\"text\\":\\"Medieval Europe\\\\nFurther information: Aristotelianism and Syllogism \\u00a7 Medieval\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":196,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"3932c7f5-e252-5209-a9a3-48c309e2bbf4\\",\\"score\\":0.43086590950882,\\"metadata\\":{\\"text\\":\\"\\ud835\\udc63\\\\n=\\\\n\\ud835\\udc50\\\\n\\ud835\\udc4a\\\\n\\ud835\\udf0c{\\\\\\\\displaystyle v=c{\\\\\\\\frac {W}{\\\\\\\\rho }}}\\\\nAristotle implies that in a vacuum the speed of fall would become infinite, and concludes from this apparent absurdity that a vacuum is not possible.[45][43] Opinions have varied on whether Aristotle intended to state quantitative laws. Henri Carteron held the \\\\\\"extreme view\\\\\\"[43] that Aristotle\'s concept of force was basically qualitative,[46] but other authors reject this.[43]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":62,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"b4134b8e-7569-5df5-93f3-9803da687c7a\\",\\"score\\":0.427144382766225,\\"metadata\\":{\\"text\\":\\"thought.[163] Philoponus questioned Aristotle\'s teaching of physics, noting its flaws and introducing the theory of impetus to explain his observations.[164]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":191,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ef9af951-f06e-5c1a-8c57-8964ee147dfa\\",\\"score\\":0.426049922344094,\\"metadata\\":{\\"text\\":\\"For Aristotle, the soul is the form of a living being. Because all beings are composites of form and matter, the form of living beings is that which endows them with what is specific to living beings, e.g. the ability to initiate movement (or in the case of plants, growth and transformations, which Aristotle considers types of movement).[11] In contrast to earlier philosophers, but in accordance with the Egyptians, he placed the rational soul in the heart, rather than the brain.[94] Notable is Aristotle\'s\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":110,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"71044b07-177e-5e0a-8267-941c535226f0\\",\\"score\\":0.423012614250183,\\"metadata\\":{\\"text\\":\\"exceptions, such as that sharks had a placenta like the tetrapods. To a modern biologist, the explanation, not available to Aristotle, is convergent evolution.[86] Philosophers of science have generally concluded that Aristotle was not interested in taxonomy,[87][88] but zoologists who studied this question in the early 21st century think otherwise.[89][90][91] He believed that purposive final causes guided all natural processes; this teleological view justified his observed data as an expression of formal\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":103,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}"]'}]}, - {}, - { - "run_id": ..., - "run_type": "search", - "entries": [ - {"key": "search_latency", "value": "0.47"}, - { - "key": "search_results", - "value": '["{\\"id\\":\\"c818bc72-2ac8-581b-b51a-0ca826f5f2b8\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle\'s parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle\'s childhood has survived, he probably spent\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":8,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5f6213d1-a46b-5ed4-a15c-e95bab271621\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle was one of the most revered Western thinkers in early Islamic theology. Most of the still extant works of Aristotle,[167] as well as a number of the original Greek commentaries, were translated into Arabic and studied by Muslim philosophers, scientists and scholars. Averroes, Avicenna and Alpharabius, who wrote on Aristotle in great depth, also influenced Thomas Aquinas and other Western Christian scholastic philosophers. Alkindus greatly admired Aristotle\'s philosophy,[168] and Averroes spoke of\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":194,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6c5d5f6-7fc4-5bb8-847d-44cfa16f5178\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Little is known about Aristotle\'s life. He was born in the city of Stagira in northern Greece during the Classical period. His father, Nicomachus, died when Aristotle was a child, and he was brought up by a guardian. At 17 or 18, he joined Plato\'s Academy in Athens and remained there until the age of 37 (c.\\u2009347 BC). Shortly after Plato died, Aristotle left Athens and, at the request of Philip II of Macedon, tutored his son Alexander the Great beginning in 343 BC. He established a library in the Lyceum,\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":1,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"1175585b-fc58-5e44-bfcb-cb1996289936\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"after friends and relatives, and to deal with the latter as with beasts or plants\\\\\\".[13] By 335 BC, Aristotle had returned to Athens, establishing his own school there known as the Lyceum. Aristotle conducted courses at the school for the next twelve years. While in Athens, his wife Pythias died and Aristotle became involved with Herpyllis of Stagira. They had a son whom Aristotle named after his father, Nicomachus. If the Suda \\u2013 an uncritical compilation from the Middle Ages \\u2013 is accurate, he may also have\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":16,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5fb90839-d04c-50b0-8f7f-ffc1a938c019\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle was appointed as the head of the royal Academy of Macedon. During Aristotle\'s time in the Macedonian court, he gave lessons not only to Alexander but also to two other future kings: Ptolemy and Cassander.[13] Aristotle encouraged Alexander toward eastern conquest, and Aristotle\'s own attitude towards Persia was unabashedly ethnocentric. In one famous example, he counsels Alexander to be \\\\\\"a leader to the Greeks and a despot to the barbarians, to look after the former as after friends and\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":15,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"8550e2b7-43f8-5a59-9c13-c9678670a2da\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"The immediate influence of Aristotle\'s work was felt as the Lyceum grew into the Peripatetic school. Aristotle\'s students included Aristoxenus, Dicaearchus, Demetrius of Phalerum, Eudemos of Rhodes, Harpalus, Hephaestion, Mnason of Phocis, Nicomachus, and Theophrastus. Aristotle\'s influence over Alexander the Great is seen in the latter\'s bringing with him on his expedition a host of zoologists, botanists, and researchers. He had also learned a great deal about Persian customs and traditions from his\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":181,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"7ed3a01c-88dc-5a58-a68b-6e5d9f292df2\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle[A] (Greek: \\u1f08\\u03c1\\u03b9\\u03c3\\u03c4\\u03bf\\u03c4\\u03ad\\u03bb\\u03b7\\u03c2 Aristot\\u00e9l\\u0113s, pronounced [aristot\\u00e9l\\u025b\\u02d0s]; 384\\u2013322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":0,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"ed4d0d2c-73dc-5baa-8351-065482dbdf9b\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"According to scholar Roger Theodore Lafferty, Dante built up the philosophy of the Comedy with the works of Aristotle as a foundation, just as the scholastics used Aristotle as the basis for their thinking. Dante knew Aristotle directly from Latin translations of his works and indirectly through quotations in the works of Albert Magnus.[175] Dante even acknowledges Aristotle\'s influence explicitly in the poem, specifically when Virgil justifies the Inferno\'s structure by citing the Nicomachean Ethics.[176]\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":200,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"e6f58828-2e6d-5eb1-94f3-efbc0b7c1699\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle was revered among medieval Muslim scholars as \\\\\\"The First Teacher\\\\\\", and among medieval Christians like Thomas Aquinas as simply \\\\\\"The Philosopher\\\\\\", while the poet Dante called him \\\\\\"the master of those who know\\\\\\". His works contain the earliest known formal study of logic, and were studied by medieval scholars such as Peter Abelard and Jean Buridan. Aristotle\'s influence on logic continued well into the 19th century. In addition, his ethics, although always influential, gained renewed interest with\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":5,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}", "{\\"id\\":\\"5c80f870-f275-5109-a752-5f9e0caf859c\\",\\"score\\":1.0,\\"metadata\\":{\\"text\\":\\"Aristotle\'s \\\\\\"natural philosophy\\\\\\" spans a wide range of natural phenomena including those now covered by physics, biology and other natural sciences.[40] In Aristotle\'s terminology, \\\\\\"natural philosophy\\\\\\" is a branch of philosophy examining the phenomena of the natural world, and includes fields that would be regarded today as physics, biology and other natural sciences. Aristotle\'s work encompassed virtually all facets of intellectual inquiry. Aristotle makes philosophy in the broad sense coextensive with\\",\\"title\\":\\"aristotle.txt\\",\\"user_id\\":\\"063edaf8-3e63-4cb9-a4d6-a855f36376c3\\",\\"version\\":\\"v0\\",\\"chunk_order\\":51,\\"document_id\\":\\"c9bdbac7-0ea3-5c9e-b590-018bd09b127b\\",\\"extraction_id\\":\\"472d6921-b4cd-5514-bf62-90b05c9102cb\\",\\"associatedQuery\\":\\"who is aristotle?\\"}}"]', - }, - {"key": "search_query", "value": "who is aristotle?"}, - ], - }, -] - - -def approx_equal(a, b, tolerance=1e-3): - """Compare two float values for approximate equality.""" - return math.isclose(a, b, rel_tol=tolerance) - - -def compare_search_results(actual, expected): - """Compare search results while allowing for slight differences in scores.""" - actual_results = json.loads(actual) - expected_results = json.loads(expected) - - if len(actual_results) != len(expected_results): - return False - - for actual_item, expected_item in zip(actual_results, expected_results): - actual_dict = json.loads(actual_item) - expected_dict = json.loads(expected_item) - - if actual_dict["id"] != expected_dict["id"]: - raise AssertionError( - f"IDs do not match: {actual_dict['id']} != {expected_dict['id']}" - ) - - if not approx_equal( - actual_dict["score"], expected_dict["score"], tolerance=1e-2 - ): - raise AssertionError( - f"Scores do not match: {actual_dict['score']} != {expected_dict['score']}" - ) - - if actual_dict["metadata"] != expected_dict["metadata"]: - raise AssertionError( - f"Metadata does not match: {actual_dict['metadata']} != {expected_dict['metadata']}" - ) - - return True - - -def test_ingestion_success(wrapper): - """Test the initial successful ingestion process.""" - result = wrapper.ingest_sample_file() - expected_payload = { - "processed_documents": [ - "Document 'aristotle.txt' processed successfully." - ], - "failed_documents": [], - "skipped_documents": [], - } - for key in expected_payload: - assert key in result - assert len(result[key]) == len(expected_payload[key]) - for i, value in enumerate(result[key]): - assert value == expected_payload[key][i] - print("Initial ingestion test passed successfully.") - - -def test_full_ingestion_success(wrapper): - """Test the initial successful ingestion process.""" - result = wrapper.ingest_sample_files() - - expected_processed = { - "Document 'lyft_2021.pdf' processed successfully.", - "Document 'uber_2021.pdf' processed successfully.", - "Document 'pg_essay_3.html' processed successfully.", - "Document 'pg_essay_2.html' processed successfully.", - "Document 'pg_essay_4.html' processed successfully.", - "Document 'got.txt' processed successfully.", - "Document 'pg_essay_5.html' processed successfully.", - "Document 'pg_essay_1.html' processed successfully.", - } - expected_failed = set() - expected_skipped = { - "Document 'aristotle.txt' skipped since it already exists." - } - - assert set(result["processed_documents"]) == expected_processed - assert set(result["failed_documents"]) == expected_failed - assert set(result["skipped_documents"]) == expected_skipped - - assert len(result["processed_documents"]) == len(expected_processed) - assert len(result["failed_documents"]) == len(expected_failed) - assert len(result["skipped_documents"]) == len(expected_skipped) - - print("Initial ingestion test passed successfully.") - - -def test_ingestion_failure(wrapper): - """Test the subsequent ingestion process that should fail.""" - try: - wrapper.ingest_sample_file() - raise AssertionError("Expected an exception, but none was raised.") - except Exception as e: - assert ( - str(e) - == "Document with ID c9bdbac7-0ea3-5c9e-b590-018bd09b127b was already successfully processed." - ) - print("Subsequent ingestion test passed: Expected error was raised.") - - -def test_logs(wrapper, expected_length): - """Test the logging functionality.""" - logs = wrapper.logs() - assert len(logs) == expected_length - log = logs[0] - expected_log = expected_logs[expected_length - 1] - - assert log["run_id"] is not None - assert log["run_type"] == expected_log["run_type"] - assert len(log["entries"]) == len(expected_log["entries"]) - - for i in range(len(log["entries"])): - entry = log["entries"][i] - print("entry: ", entry) - expected_entry = None - for expected_entry in expected_log["entries"]: - if expected_entry["key"] == entry["key"]: - break - if expected_entry is None: - raise AssertionError(f"Unexpected entry: {entry}") - print("expected_entry: ", expected_entry) - - if "latency" in entry["key"]: - continue - elif "search_results" == entry["key"]: - assert compare_search_results( - entry["value"], expected_entry["value"] - ) - else: - assert entry["key"] == entry["key"] - assert entry["value"] == expected_entry["value"] - print("Logs test passed.") - - -def test_vector_search( - wrapper, query, expected_scores, do_hybrid_search=False, search_limit=10 -): - """Test search functionality with given parameters.""" - search_results = wrapper.search( - query, do_hybrid_search=do_hybrid_search, search_limit=search_limit - ) - assert "vector_search_results" in search_results - scores = [ - result["score"] for result in search_results["vector_search_results"] - ] - if expected_scores: - assert len(scores) == len(expected_scores) - assert all(approx_equal(a, b) for a, b in zip(scores, expected_scores)) - print( - f"Search test passed for query: '{query}', hybrid: {do_hybrid_search}, limit: {search_limit}" - ) - return search_results["vector_search_results"] - - -def test_documents_overview(wrapper): - """Test the documents_overview functionality.""" - documents_overview = wrapper.documents_overview() - assert len(documents_overview) == 1 - doc_info = documents_overview[0] - - assert isinstance(doc_info.document_id, UUID) - assert doc_info.document_id == UUID("c9bdbac7-0ea3-5c9e-b590-018bd09b127b") - assert doc_info.version == "v0" - assert doc_info.size_in_bytes == 73353 - assert doc_info.metadata == { - "title": "aristotle.txt", - "user_id": "063edaf8-3e63-4cb9-a4d6-a855f36376c3", - } - assert doc_info.status.value == "success" - assert doc_info.user_id == UUID("063edaf8-3e63-4cb9-a4d6-a855f36376c3") - assert doc_info.title == "aristotle.txt" - assert isinstance(doc_info.created_at, datetime) - assert isinstance(doc_info.updated_at, datetime) - assert doc_info.created_at.tzinfo == timezone.utc - assert doc_info.updated_at.tzinfo == timezone.utc - - -def test_users_overview(wrapper): - """Test the users_overview functionality.""" - users_overview = wrapper.users_overview() - assert len(users_overview) == 1 - user_stats = users_overview[0] - - assert isinstance(user_stats.user_id, UUID) - assert user_stats.user_id == UUID("063edaf8-3e63-4cb9-a4d6-a855f36376c3") - assert user_stats.num_files == 1 - assert user_stats.total_size_in_bytes == 73353 - assert len(user_stats.document_ids) == 1 - assert user_stats.document_ids[0] == UUID( - "c9bdbac7-0ea3-5c9e-b590-018bd09b127b" - ) - - print("Users overview test passed successfully.") - - -def test_document_chunks(wrapper): - """Test the document_chunks functionality.""" - document_chunks = wrapper.document_chunks( - "c9bdbac7-0ea3-5c9e-b590-018bd09b127b" - ) - assert len(document_chunks) == 233 - first_chunk = document_chunks[0] - assert ( - first_chunk["text"] - == "Aristotle[A] (Greek: Ἀριστοτέλης Aristotélēs, pronounced [aristotélɛːs]; 384–322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science." - ) - assert first_chunk["chunk_order"] == 0 - print("Document chunks test passed successfully.") - - -def main(): - wrapper = R2RExecutionWrapper(client_mode=False) - - # Test ingestion - test_ingestion_success(wrapper) - - # Test logs - test_logs(wrapper, expected_length=1) - - # Test the document overview table - _ = test_documents_overview(wrapper) - - # Test the users overview table - test_users_overview(wrapper) - - # Test the document chunks method - test_document_chunks(wrapper) - - # Test subsequent ingestion (expecting failure) - test_ingestion_failure(wrapper) - - # Test regular search - regular_expected_scores = [ - 0.7737913131713869, - 0.669298529624939, - 0.652687707703574, - 0.636050164699554, - 0.624127291194959, - 0.619364976882935, - 0.6177915291003779, - 0.606354117393494, - 0.601802307421038, - 0.595915484915322, - ] - _ = test_vector_search( - wrapper, "who is aristotle?", regular_expected_scores - ) - test_logs(wrapper, expected_length=2) - - # Test search with larger limit - large_filter_results = test_vector_search( - wrapper, "who is aristotle?", None, search_limit=100 - ) - assert len(large_filter_results) == 100 - assert approx_equal( - large_filter_results[0]["score"], regular_expected_scores[0] - ) - # test_logs(wrapper, expected_length=3) - - # Test hybrid search - hybrid_expected_zero_result = "Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle's parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle's childhood has survived, he probably spent" - hybrid_expected_scores = [1] * 10 - hybrid_results = test_vector_search( - wrapper, - "who is aristotle?", - hybrid_expected_scores, - do_hybrid_search=True, - ) - assert hybrid_results[0]["metadata"]["text"] == hybrid_expected_zero_result - # test_logs(wrapper, expected_length=4) - - test_full_ingestion_success(wrapper) - - -if __name__ == "__main__": - main() diff --git a/r2r/main/__init__.py b/r2r/main/__init__.py index e8166432a..0501c9d48 100644 --- a/r2r/main/__init__.py +++ b/r2r/main/__init__.py @@ -1,59 +1,59 @@ -from .abstractions import R2RAgents, R2RPipelines, R2RProviders -from .api.client import R2RClient -from .api.routes.ingestion.requests import ( - R2RIngestFilesRequest, - R2RUpdateFilesRequest, -) -from .api.routes.management.requests import ( - R2RAnalyticsRequest, - R2RDeleteRequest, - R2RDocumentChunksRequest, - R2RDocumentsOverviewRequest, - R2RUpdatePromptRequest, - R2RUsersOverviewRequest, -) -from .api.routes.retrieval.requests import ( - R2REvalRequest, - R2RRAGRequest, - R2RSearchRequest, -) +from .abstractions import R2RAgents, R2RPipelines, R2RPipes, R2RProviders +from .api import * from .app import R2RApp -from .assembly.builder import R2RBuilder -from .assembly.config import R2RConfig -from .assembly.factory import ( - R2RPipeFactory, - R2RPipelineFactory, - R2RProviderFactory, -) -from .assembly.factory_extensions import R2RPipeFactoryWithMultiSearch + +# from .app_entry import r2r_app +from .assembly import * from .engine import R2REngine from .execution import R2RExecutionWrapper from .r2r import R2R +from .services import ( + AuthService, + IngestionService, + ManagementService, + RetrievalService, +) __all__ = [ - "R2R", - "R2RPipelines", + ## R2R ABSTRACTIONS "R2RProviders", + "R2RPipes", + "R2RPipelines", "R2RAgents", - "R2RUpdatePromptRequest", - "R2RIngestFilesRequest", - "R2RUpdateFilesRequest", - "R2RSearchRequest", - "R2RRAGRequest", - "R2REvalRequest", - "R2RDeleteRequest", - "R2RAnalyticsRequest", - "R2RUsersOverviewRequest", - "R2RDocumentsOverviewRequest", - "R2RDocumentChunksRequest", + ## R2R API + # Client + "R2RClient", + # Routes + "AuthRouter", + "IngestionRouter", + "ManagementRouter", + "RetrievalRouter", + "BaseRouter", + ## R2R APP + "R2RApp", + ## R2R APP ENTRY + # "r2r_app", + ## R2R ENGINE "R2REngine", + ## R2R EXECUTION "R2RExecutionWrapper", + ## R2R ASSEMBLY + # Builder + "R2RBuilder", + # Config "R2RConfig", - "R2RClient", + # Factory + "R2RProviderFactory", "R2RPipeFactory", "R2RPipelineFactory", - "R2RProviderFactory", + "R2RAgentFactory", + # Factory Extensions "R2RPipeFactoryWithMultiSearch", - "R2RBuilder", - "R2RApp", + ## R2R + "R2R", + ## R2R SERVICES + "AuthService", + "IngestionService", + "ManagementService", + "RetrievalService", ] diff --git a/r2r/main/abstractions.py b/r2r/main/abstractions.py index 9826b9a01..fa3648a6d 100644 --- a/r2r/main/abstractions.py +++ b/r2r/main/abstractions.py @@ -2,22 +2,21 @@ from pydantic import BaseModel -from r2r.agents import R2RRAGAgent, R2RStreamingRAGAgent -from r2r.base import ( - AsyncPipe, +from r2r.agent import R2RRAGAgent, R2RStreamingRAGAgent +from r2r.base.pipes import AsyncPipe +from r2r.base.providers import ( AuthProvider, ChunkingProvider, CompletionProvider, DatabaseProvider, EmbeddingProvider, - EvalProvider, KGProvider, ParsingProvider, PromptProvider, ) from r2r.pipelines import ( - EvalPipeline, IngestionPipeline, + KGEnrichmentPipeline, RAGPipeline, SearchPipeline, ) @@ -30,7 +29,6 @@ class R2RProviders(BaseModel): database: Optional[DatabaseProvider] embedding: Optional[EmbeddingProvider] prompt: Optional[PromptProvider] - eval: Optional[EvalProvider] kg: Optional[KGProvider] parsing: Optional[ParsingProvider] @@ -46,21 +44,24 @@ class R2RPipes(BaseModel): vector_search_pipe: Optional[AsyncPipe] rag_pipe: Optional[AsyncPipe] streaming_rag_pipe: Optional[AsyncPipe] - eval_pipe: Optional[AsyncPipe] kg_pipe: Optional[AsyncPipe] kg_storage_pipe: Optional[AsyncPipe] kg_search_search_pipe: Optional[AsyncPipe] + kg_node_extraction_pipe: Optional[AsyncPipe] + kg_node_description_pipe: Optional[AsyncPipe] + kg_clustering_pipe: Optional[AsyncPipe] + chunking_pipe: Optional[AsyncPipe] class Config: arbitrary_types_allowed = True class R2RPipelines(BaseModel): - eval_pipeline: EvalPipeline ingestion_pipeline: IngestionPipeline search_pipeline: SearchPipeline rag_pipeline: RAGPipeline streaming_rag_pipeline: RAGPipeline + kg_pipeline: KGEnrichmentPipeline class Config: arbitrary_types_allowed = True diff --git a/r2r/main/api/__init__.py b/r2r/main/api/__init__.py index e69de29bb..a0d60b0c4 100644 --- a/r2r/main/api/__init__.py +++ b/r2r/main/api/__init__.py @@ -0,0 +1,17 @@ +from .client import R2RClient +from .routes.auth.base import AuthRouter +from .routes.base_router import BaseRouter +from .routes.ingestion.base import IngestionRouter +from .routes.management.base import ManagementRouter +from .routes.retrieval.base import RetrievalRouter + +__all__ = [ + # Client + "R2RClient", + # Routes + "AuthRouter", + "IngestionRouter", + "ManagementRouter", + "RetrievalRouter", + "BaseRouter", +] diff --git a/r2r/main/api/client.py b/r2r/main/api/client.py deleted file mode 100644 index 06677b046..000000000 --- a/r2r/main/api/client.py +++ /dev/null @@ -1,620 +0,0 @@ -import asyncio -import json -import os -import uuid -from contextlib import ExitStack -from typing import Any, AsyncGenerator, Dict, Generator, Optional, Union - -import fire -import httpx -import nest_asyncio -import requests -from fastapi.testclient import TestClient - -from r2r.base import ( - AnalysisTypes, - ChunkingConfig, - FilterCriteria, - GenerationConfig, - KGSearchSettings, - R2RException, - UserCreate, - VectorSearchSettings, -) - -from .routes.ingestion.requests import ( - R2RIngestFilesRequest, - R2RUpdateFilesRequest, -) -from .routes.management.requests import ( - R2RAnalyticsRequest, - R2RDeleteRequest, - R2RDocumentChunksRequest, - R2RDocumentsOverviewRequest, - R2RLogsRequest, - R2RPrintRelationshipsRequest, - R2RScoreCompletionRequest, - R2RUpdatePromptRequest, - R2RUsersOverviewRequest, -) -from .routes.retrieval.requests import ( - R2RAgentRequest, - R2RRAGRequest, - R2RSearchRequest, -) - -nest_asyncio.apply() - - -def handle_request_error(response): - if response.status_code < 400: - return - - try: - error_content = response.json() - if isinstance(error_content, dict) and "detail" in error_content: - detail = error_content["detail"] - if isinstance(detail, dict): - message = detail.get("message", str(response.text)) - else: - message = str(detail) - else: - message = str(error_content) - except json.JSONDecodeError: - message = response.text - - raise R2RException( - status_code=response.status_code, - message=message, - ) - - -class R2RClient: - def __init__( - self, - base_url: str = "http://localhost:8000", - prefix: str = "/v1", - custom_client=None, - timeout: float = 60.0, - ): - self.base_url = base_url - self.prefix = prefix - self.access_token = None - self._refresh_token = None - self.client = custom_client or requests - self.timeout = timeout - - def _make_request(self, method, endpoint, **kwargs): - url = f"{self.base_url}{self.prefix}/{endpoint}" - headers = kwargs.pop("headers", {}) - if self.access_token and endpoint not in [ - "register", - "login", - "verify_email", - ]: - headers.update(self._get_auth_header()) - if isinstance(self.client, TestClient): - response = getattr(self.client, method.lower())( - url, headers=headers, **kwargs - ) - else: - response = self.client.request( - method, url, headers=headers, **kwargs - ) - - handle_request_error(response) - return response.json() - - def _get_auth_header(self) -> dict: - if not self.access_token: - {} # Return empty dict if no access token - return {"Authorization": f"Bearer {self.access_token}"} - - def register(self, email: str, password: str) -> dict: - user = UserCreate(email=email, password=password) - return self._make_request("POST", "register", json=user.dict()) - - def verify_email(self, verification_code: str) -> dict: - return self._make_request("POST", f"verify_email/{verification_code}") - - def login(self, email: str, password: str) -> dict: - form_data = {"username": email, "password": password} - response = self._make_request("POST", "login", data=form_data) - self.access_token = response["results"]["access_token"]["token"] - self._refresh_token = response["results"]["refresh_token"]["token"] - return response - - def user(self) -> dict: - return self._make_request("GET", "user") - - def refresh_access_token(self) -> dict: - if not self._refresh_token: - raise ValueError("No refresh token available. Please login again.") - response = self._make_request( - "POST", - "refresh_access_token", - json={"refresh_token": self._refresh_token}, - ) - self.access_token = response["results"]["access_token"]["token"] - self._refresh_token = response["results"]["refresh_token"][ - "token" - ] # Update the refresh token - return response - - def _ensure_authenticated(self): - pass - # if not self.access_token: - # raise ValueError("Not authenticated. Please login first.") - - def health(self) -> dict: - return self._make_request("GET", "health") - - def server_stats(self) -> dict: - self._ensure_authenticated() - return self._make_request("GET", "server_stats") - - def update_prompt( - self, - name: str = "default_system", - template: Optional[str] = None, - input_types: Optional[dict] = None, - ) -> dict: - self._ensure_authenticated() - request = R2RUpdatePromptRequest( - name=name, template=template, input_types=input_types - ) - return self._make_request( - "POST", "update_prompt", json=json.loads(request.model_dump_json()) - ) - - def ingest_files( - self, - file_paths: list[str], - metadatas: Optional[list[dict]] = None, - document_ids: Optional[list[Union[uuid.UUID, str]]] = None, - versions: Optional[list[str]] = None, - chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, - ) -> dict: - self._ensure_authenticated() - - if isinstance(chunking_config_override, ChunkingConfig): - chunking_config_override = json.loads( - chunking_config_override.model_dump_json() - ) - - all_file_paths = [] - - for path in file_paths: - if os.path.isdir(path): - for root, _, files in os.walk(path): - all_file_paths.extend( - os.path.join(root, file) for file in files - ) - else: - all_file_paths.append(path) - - files_to_upload = [ - ( - "files", - ( - os.path.basename(file), - open(file, "rb"), - "application/octet-stream", - ), - ) - for file in all_file_paths - ] - request = R2RIngestFilesRequest( - metadatas=metadatas, - document_ids=( - [str(ele) for ele in document_ids] if document_ids else None - ), - versions=versions, - chunking_config_override=chunking_config_override, - ) - try: - return self._make_request( - "POST", - "ingest_files", - data={ - k: json.dumps(v) - for k, v in json.loads(request.model_dump_json()).items() - }, - files=files_to_upload, - ) - finally: - for _, file_tuple in files_to_upload: - file_tuple[1].close() - - def update_files( - self, - file_paths: list[str], - document_ids: list[str], - metadatas: Optional[list[dict]] = None, - chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, - ) -> dict: - self._ensure_authenticated() - - request = R2RUpdateFilesRequest( - metadatas=metadatas, - document_ids=document_ids, - chunking_config_override=chunking_config_override, - ) - with ExitStack() as stack: - return self._make_request( - "POST", - "update_files", - data={ - k: json.dumps(v) - for k, v in json.loads(request.model_dump_json()).items() - }, - files=[ - ( - "files", - ( - path.split("/")[-1], - stack.enter_context(open(path, "rb")), - "application/octet-stream", - ), - ) - for path in file_paths - ], - ) - - def search( - self, - query: str, - vector_search_settings: Optional[ - Union[dict, VectorSearchSettings] - ] = None, - kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, - ) -> dict: - self._ensure_authenticated() - if vector_search_settings and isinstance( - vector_search_settings, VectorSearchSettings - ): - vector_search_settings = json.loads( - vector_search_settings.model_dump_json() - ) - if kg_search_settings and isinstance( - kg_search_settings, KGSearchSettings - ): - kg_search_settings = json.loads( - kg_search_settings.model_dump_json() - ) - - request = R2RSearchRequest( - query=query, - vector_search_settings=vector_search_settings, - kg_search_settings=kg_search_settings, - ) - return self._make_request( - "POST", "search", json=json.loads(request.model_dump_json()) - ) - - def rag( - self, - query: str, - vector_search_settings: Optional[ - Union[dict, VectorSearchSettings] - ] = None, - kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, - rag_generation_config: Optional[Union[dict, GenerationConfig]] = None, - task_prompt_override: Optional[str] = None, - include_title_if_available: Optional[bool] = None, - ) -> dict: - self._ensure_authenticated() - - if isinstance(vector_search_settings, VectorSearchSettings): - vector_search_settings = json.loads( - vector_search_settings.model_dump_json() - ) - if isinstance(kg_search_settings, KGSearchSettings): - kg_search_settings = json.loads( - kg_search_settings.model_dump_json() - ) - if isinstance(rag_generation_config, GenerationConfig): - rag_generation_config = json.loads( - rag_generation_config.model_dump_json() - ) - - request = R2RRAGRequest( - query=query, - vector_search_settings=vector_search_settings, - kg_search_settings=kg_search_settings, - rag_generation_config=rag_generation_config or {"stream": False}, - task_prompt_override=task_prompt_override, - include_title_if_available=include_title_if_available, - ) - print("request = ", request) - - if rag_generation_config and rag_generation_config.get( - "stream", False - ): - return self._stream_rag_sync(request) - else: - return self._make_request( - "POST", "rag", json=json.loads(request.model_dump_json()) - ) - - async def _stream_rag( - self, rag_request: R2RRAGRequest - ) -> AsyncGenerator[str, None]: - url = f"{self.base_url}{self.prefix}/rag" - async with httpx.AsyncClient() as client: - async with client.stream( - "POST", - url, - json=json.loads( - rag_request.model_dump_json(), - ), - timeout=self.timeout, - ) as response: - handle_request_error(response) - async for chunk in response.aiter_text(): - yield chunk - - def _stream_rag_sync( - self, rag_request: R2RRAGRequest - ) -> Generator[str, None, None]: - async def run_async_generator(): - async for chunk in self._stream_rag(rag_request): - yield chunk - - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - - async_gen = run_async_generator() - - try: - while True: - yield loop.run_until_complete(async_gen.__anext__()) - except StopAsyncIteration: - pass - finally: - loop.close() - - def agent( - self, - messages: list[dict], - vector_search_settings: Optional[ - Union[dict, VectorSearchSettings] - ] = None, - kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, - rag_generation_config: Optional[Union[dict, GenerationConfig]] = None, - task_prompt_override: Optional[str] = None, - ) -> dict: - self._ensure_authenticated() - - if isinstance(vector_search_settings, VectorSearchSettings): - vector_search_settings = json.loads( - vector_search_settings.model_dump_json() - ) - if isinstance(kg_search_settings, KGSearchSettings): - kg_search_settings = json.loads( - kg_search_settings.model_dump_json() - ) - if isinstance(rag_generation_config, GenerationConfig): - rag_generation_config = json.loads( - rag_generation_config.model_dump_json() - ) - request = R2RAgentRequest( - messages=messages, - vector_search_settings=vector_search_settings, - kg_search_settings=kg_search_settings, - rag_generation_config=rag_generation_config, - task_prompt_override=task_prompt_override, - ) - - if rag_generation_config and rag_generation_config.get( - "stream", False - ): - return self._stream_agent_sync(request) - else: - return self._make_request( - "POST", "agent", json=json.loads(request.model_dump_json()) - ) - - async def _stream_agent( - self, rag_agent_request: R2RAgentRequest - ) -> AsyncGenerator[str, None]: - url = f"{self.base_url}{self.prefix}/agent" - async with httpx.AsyncClient() as client: - async with client.stream( - "POST", - url, - json=json.loads( - rag_agent_request.model_dump_json(), - ), - timeout=self.timeout, - ) as response: - handle_request_error(response) - async for chunk in response.aiter_text(): - yield chunk - - def _stream_agent_sync( - self, rag_agent_request: R2RAgentRequest - ) -> Generator[str, None, None]: - async def run_async_generator(): - async for chunk in self._stream_agent(rag_agent_request): - yield chunk - - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - - async_gen = run_async_generator() - - try: - while True: - yield loop.run_until_complete(async_gen.__anext__()) - except StopAsyncIteration: - pass - finally: - loop.close() - - def delete( - self, keys: list[str], values: list[Union[bool, int, str]] - ) -> dict: - self._ensure_authenticated() - - request = R2RDeleteRequest(keys=keys, values=values) - return self._make_request( - "DELETE", "delete", json=json.loads(request.model_dump_json()) - ) - - def logs( - self, - log_type_filter: Optional[str] = None, - max_runs: int = 100, - ) -> dict: - self._ensure_authenticated() - - request = R2RLogsRequest( - log_type_filter=log_type_filter, - max_runs_requested=max_runs, - ) - return self._make_request( - "GET", "logs", json=json.loads(request.model_dump_json()) - ) - - def app_settings(self) -> dict: - self._ensure_authenticated() - - return self._make_request("GET", "app_settings") - - def score_completion( - self, - message_id: str = None, - score: float = None, - ) -> dict: - self._ensure_authenticated() - - request = R2RScoreCompletionRequest( - message_id=message_id, - score=score, - ) - return self._make_request( - "POST", - "score_completion", - json=json.loads(request.model_dump_json()), - ) - - def analytics( - self, - filter_criteria: Optional[Dict[str, Any]], - analysis_types: Optional[Dict[str, Any]], - ) -> dict: - self._ensure_authenticated() - - request = R2RAnalyticsRequest( - filter_criteria=FilterCriteria(filters=filter_criteria), - analysis_types=AnalysisTypes(analysis_types=analysis_types), - ) - return self._make_request( - "GET", "analytics", json=request.model_dump(exclude_none=True) - ) - - def users_overview( - self, user_ids: Optional[list[uuid.UUID]] = None - ) -> dict: - self._ensure_authenticated() - - request = R2RUsersOverviewRequest(user_ids=user_ids) - return self._make_request( - "GET", "users_overview", json=json.loads(request.model_dump_json()) - ) - - def documents_overview( - self, - document_ids: Optional[list[str]] = None, - user_ids: Optional[list[str]] = None, - ) -> dict: - self._ensure_authenticated() - - request = R2RDocumentsOverviewRequest( - document_ids=( - [uuid.UUID(did) for did in document_ids] - if document_ids - else None - ), - user_ids=( - [uuid.UUID(uid) for uid in user_ids] if user_ids else None - ), - ) - return self._make_request( - "GET", - "documents_overview", - json=json.loads(request.model_dump_json()), - ) - - def document_chunks(self, document_id: str) -> dict: - self._ensure_authenticated() - - request = R2RDocumentChunksRequest(document_id=document_id) - return self._make_request( - "GET", - "document_chunks", - json=json.loads(request.model_dump_json()), - ) - - def inspect_knowledge_graph(self, limit: int = 100) -> str: - self._ensure_authenticated() - - request = R2RPrintRelationshipsRequest(limit=limit) - return self._make_request( - "POST", - "inspect_knowledge_graph", - json=json.loads(request.model_dump_json()), - ) - - def change_password( - self, current_password: str, new_password: str - ) -> dict: - self._ensure_authenticated() - return self._make_request( - "POST", - "change_password", - json={ - "current_password": current_password, - "new_password": new_password, - }, - ) - - def request_password_reset(self, email: str) -> dict: - return self._make_request( - "POST", "request_password_reset", json={"email": email} - ) - - def confirm_password_reset( - self, reset_token: str, new_password: str - ) -> dict: - return self._make_request( - "POST", - f"reset_password/{reset_token}", - json={"new_password": new_password}, - ) - - def logout(self) -> dict: - self._ensure_authenticated() - response = self._make_request("POST", "logout") - self.access_token = None - self._refresh_token = None - return response - - def update_user(self, user_data: dict) -> dict: - self._ensure_authenticated() - return self._make_request("PUT", "user", json=user_data) - - def delete_user(self, password: str) -> dict: - self._ensure_authenticated() - response = self._make_request( - "DELETE", "user", json={"password": password} - ) - self.access_token = None - self._refresh_token = None - return response - - -if __name__ == "__main__": - client = R2RClient(base_url="http://localhost:8000") - fire.Fire(client) diff --git a/r2r/main/api/client/__init__.py b/r2r/main/api/client/__init__.py new file mode 100644 index 000000000..64ce2e9f6 --- /dev/null +++ b/r2r/main/api/client/__init__.py @@ -0,0 +1 @@ +from .client import R2RClient diff --git a/r2r/main/api/client/auth.py b/r2r/main/api/client/auth.py new file mode 100644 index 000000000..63b1afb9e --- /dev/null +++ b/r2r/main/api/client/auth.py @@ -0,0 +1,93 @@ +import uuid +from typing import Optional + +from r2r.base import Token +from r2r.base.api.models.auth.responses import UserResponse + + +class AuthMethods: + + @staticmethod + async def register(client, email: str, password: str) -> UserResponse: + data = {"email": email, "password": password} + return await client._make_request("POST", "register", json=data) + + async def verify_email(client, verification_code: str) -> dict: + return await client._make_request( + "POST", + "verify_email", + json={"verification_code": verification_code}, + ) + + async def login(client, email: str, password: str) -> dict[str, Token]: + data = {"username": email, "password": password} + response = await client._make_request("POST", "login", data=data) + client.access_token = response["results"]["access_token"]["token"] + client._refresh_token = response["results"]["refresh_token"]["token"] + return response["results"] + + async def user(client) -> UserResponse: + return await client._make_request("GET", "user") + + async def refresh_access_token(client) -> dict[str, Token]: + data = {"refresh_token": client._refresh_token} + response = await client._make_request( + "POST", "refresh_access_token", json=data + ) + client.access_token = response["results"]["access_token"]["token"] + client._refresh_token = response["results"]["refresh_token"]["token"] + return response["results"] + + async def change_password( + client, current_password: str, new_password: str + ) -> dict: + data = { + "current_password": current_password, + "new_password": new_password, + } + return await client._make_request("POST", "change_password", json=data) + + async def request_password_reset(client, email: str) -> dict: + return await client._make_request( + "POST", "request_password_reset", json={"email": email} + ) + + async def confirm_password_reset( + client, reset_token: str, new_password: str + ) -> dict: + data = {"reset_token": reset_token, "new_password": new_password} + return await client._make_request("POST", "reset_password", json=data) + + async def logout(client) -> dict: + response = await client._make_request("POST", "logout") + client.access_token = None + client._refresh_token = None + return response + + async def get_user_profile(client, user_id: uuid.UUID) -> UserResponse: + return await client._make_request("GET", f"user/{user_id}") + + async def update_user( + client, + email: Optional[str] = None, + name: Optional[str] = None, + bio: Optional[str] = None, + profile_picture: Optional[str] = None, + ) -> UserResponse: + data = { + "email": email, + "name": name, + "bio": bio, + "profile_picture": profile_picture, + } + data = {k: v for k, v in data.items() if v is not None} + return await client._make_request("PUT", "user", json=data) + + async def delete_user( + client, user_id: uuid.UUID, password: Optional[str] = None + ) -> dict: + data = {"user_id": str(user_id), "password": password} + response = await client._make_request("DELETE", "user", json=data) + client.access_token = None + client._refresh_token = None + return response diff --git a/r2r/main/api/client/client.py b/r2r/main/api/client/client.py new file mode 100644 index 000000000..7f0cf3bfd --- /dev/null +++ b/r2r/main/api/client/client.py @@ -0,0 +1,198 @@ +import asyncio +import inspect +import json + +import httpx +import nest_asyncio +from fastapi.testclient import TestClient + +from r2r.base import R2RException + +# Import the new client modules +from .auth import AuthMethods +from .ingestion import IngestionMethods +from .management import ManagementMethods +from .restructure import RestructureMethods +from .retrieval import RetrievalMethods + +nest_asyncio.apply() + +# The empty args become necessary after a recent modification to `base_endpoint` +# TODO - Remove the explicitly empty args +EMPTY_ARGS = {"args": "", "kwargs": "{}"} + + +def handle_request_error(response): + if response.status_code < 400: + return + + try: + error_content = response.json() + if isinstance(error_content, dict) and "detail" in error_content: + detail = error_content["detail"] + if isinstance(detail, dict): + message = detail.get("message", str(response.text)) + else: + message = str(detail) + else: + message = str(error_content) + except json.JSONDecodeError: + message = response.text + + raise R2RException( + status_code=response.status_code, + message=message, + ) + + +async def handle_request_error_async(response): + if response.status_code < 400: + return + + try: + if response.headers.get("content-type") == "application/json": + error_content = await response.json() + else: + error_content = await response.text() + + if isinstance(error_content, dict) and "detail" in error_content: + detail = error_content["detail"] + if isinstance(detail, dict): + message = detail.get("message", str(error_content)) + else: + message = str(detail) + else: + message = str(error_content) + except Exception: + message = response.text() + + raise R2RException( + status_code=response.status_code, + message=message, + ) + + +class R2RAsyncClient: + def __init__( + self, + base_url: str = "http://localhost:8000", + prefix: str = "/v1", + custom_client=None, + timeout: float = 60.0, + ): + self.base_url = base_url + self.prefix = prefix + self.access_token = None + self._refresh_token = None + self.client = custom_client or httpx.AsyncClient(timeout=timeout) + self.timeout = timeout + + # Initialize method groups + self._auth = AuthMethods + self._retrieval = RetrievalMethods + self._ingestion = IngestionMethods + self._restructure = RestructureMethods + self._management = ManagementMethods + + # Collect all methods from the method groups + self._methods = {} + for group in [ + self._auth, + self._retrieval, + self._ingestion, + self._restructure, + self._management, + ]: + for name, method in inspect.getmembers( + group, predicate=inspect.isfunction + ): + if not name.startswith("_"): + self._methods[name] = method + + async def _make_request(self, method, endpoint, **kwargs): + url = f"{self.base_url}{self.prefix}/{endpoint}" + headers = kwargs.pop("headers", {}) + if self.access_token and endpoint not in [ + "register", + "login", + "verify_email", + ]: + headers.update(self._get_auth_header()) + params = kwargs.pop("params", {}) + params = {**params, **EMPTY_ARGS} + + if isinstance(self.client, TestClient): + response = getattr(self.client, method.lower())( + url, headers=headers, **kwargs + ) + else: + try: + response = await self.client.request( + method, url, headers=headers, params=params, **kwargs + ) + await handle_request_error_async(response) + return response.json() + except httpx.RequestError as e: + raise R2RException( + status_code=500, message=f"Request failed: {str(e)}" + ) + + def _get_auth_header(self) -> dict: + if not self.access_token: + return {} + return {"Authorization": f"Bearer {self.access_token}"} + + def _ensure_authenticated(self): + if not self.access_token: + raise R2RException( + status_code=401, + message="Not authenticated. Please login first.", + ) + + async def health(self) -> dict: + return await self._make_request("GET", "health") + + async def close(self): + await self.client.aclose() + + async def __aenter__(self): + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + await self.close() + + def __getattr__(self, name): + if name in self._methods: + return lambda *args, **kwargs: self._methods[name]( + self, *args, **kwargs + ) + raise AttributeError(f"'R2RClient' object has no attribute '{name}'") + + def __dir__(self): + return list(set(super().__dir__() + list(self._methods.keys()))) + + +class R2RClient: + def __init__(self, *args, **kwargs): + self.async_client = R2RAsyncClient(*args, **kwargs) + + def __getattr__(self, name): + async_attr = getattr(self.async_client, name) + if callable(async_attr): + + def sync_wrapper(*args, **kwargs): + return asyncio.get_event_loop().run_until_complete( + async_attr(*args, **kwargs) + ) + + return sync_wrapper + return async_attr + + def __dir__(self): + return dir(self.async_client) + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + asyncio.get_event_loop().run_until_complete(self.async_client.close()) diff --git a/r2r/main/api/client/ingestion.py b/r2r/main/api/client/ingestion.py new file mode 100644 index 000000000..5e85e8304 --- /dev/null +++ b/r2r/main/api/client/ingestion.py @@ -0,0 +1,230 @@ +import json +import os +import uuid +from contextlib import ExitStack +from typing import List, Optional, Union + +from r2r.base import ChunkingConfig, Document, DocumentType + + +class IngestionMethods: + @staticmethod + async def ingest_documents( + client, + documents: List[Document], + versions: Optional[List[str]] = None, + chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, + ) -> dict: + """ + Ingest a list of documents into the system. + + Args: + documents (List[Document]): List of Document objects to ingest. + versions (Optional[List[str]]): List of version strings for each document. + chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. + + Returns: + dict: Ingestion results containing processed, failed, and skipped documents. + """ + data = { + "documents": [doc.dict() for doc in documents], + "versions": versions, + "chunking_config_override": ( + chunking_config_override.dict() + if isinstance(chunking_config_override, ChunkingConfig) + else chunking_config_override + ), + } + return await client._make_request( + "POST", "ingest_documents", json=data + ) + + @staticmethod + async def ingest_files( + client, + file_paths: List[str], + metadatas: Optional[List[dict]] = None, + document_ids: Optional[List[Union[uuid.UUID, str]]] = None, + versions: Optional[List[str]] = None, + chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, + ) -> dict: + """ + Ingest files into the system. + + Args: + file_paths (List[str]): List of file paths to ingest. + metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. + document_ids (Optional[List[Union[uuid.UUID, str]]]): List of document IDs. + versions (Optional[List[str]]): List of version strings for each file. + chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. + + Returns: + dict: Ingestion results containing processed, failed, and skipped documents. + """ + all_file_paths = [] + for path in file_paths: + if os.path.isdir(path): + for root, _, files in os.walk(path): + all_file_paths.extend( + os.path.join(root, file) for file in files + ) + else: + all_file_paths.append(path) + + with ExitStack() as stack: + files = [ + ( + "files", + ( + os.path.basename(file), + stack.enter_context(open(file, "rb")), + "application/octet-stream", + ), + ) + for file in all_file_paths + ] + + data = { + "metadatas": json.dumps(metadatas) if metadatas else None, + "document_ids": ( + json.dumps([str(doc_id) for doc_id in document_ids]) + if document_ids + else None + ), + "versions": json.dumps(versions) if versions else None, + "chunking_config_override": ( + json.dumps( + chunking_config_override.dict() + if isinstance(chunking_config_override, ChunkingConfig) + else chunking_config_override + ) + if chunking_config_override + else None + ), + } + + return await client._make_request( + "POST", "ingest_files", data=data, files=files + ) + + @staticmethod + async def update_files( + client, + file_paths: List[str], + document_ids: List[str], + metadatas: Optional[List[dict]] = None, + chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, + ) -> dict: + """ + Update existing files in the system. + + Args: + file_paths (List[str]): List of file paths to update. + document_ids (List[str]): List of document IDs to update. + metadatas (Optional[List[dict]]): List of updated metadata dictionaries for each file. + chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. + + Returns: + dict: Update results containing processed, failed, and skipped documents. + """ + if len(file_paths) != len(document_ids): + raise ValueError( + "Number of file paths must match number of document IDs." + ) + + with ExitStack() as stack: + files = [ + ( + "files", + ( + os.path.basename(file), + stack.enter_context(open(file, "rb")), + "application/octet-stream", + ), + ) + for file in file_paths + ] + + data = { + "document_ids": json.dumps(document_ids), + "metadatas": json.dumps(metadatas) if metadatas else None, + "chunking_config_override": ( + json.dumps( + chunking_config_override.dict() + if isinstance(chunking_config_override, ChunkingConfig) + else chunking_config_override + ) + if chunking_config_override + else None + ), + } + + return await client._make_request( + "POST", "update_files", data=data, files=files + ) + + @staticmethod + async def get_document_info(client, document_id: str) -> dict: + """ + Retrieve information about a specific document. + + Args: + document_id (str): The ID of the document to retrieve information for. + + Returns: + dict: Document information including metadata, status, and version. + """ + return await client._make_request( + "GET", f"document_info/{document_id}" + ) + + @staticmethod + async def delete_document(client, document_id: str) -> dict: + """ + Delete a specific document from the system. + + Args: + document_id (str): The ID of the document to delete. + + Returns: + dict: Confirmation of document deletion. + """ + return await client._make_request( + "DELETE", f"delete_document/{document_id}" + ) + + @staticmethod + async def list_documents( + client, + user_id: Optional[str] = None, + group_ids: Optional[List[str]] = None, + document_type: Optional[DocumentType] = None, + status: Optional[str] = None, + page: int = 1, + page_size: int = 50, + ) -> dict: + """ + List documents based on various filters. + + Args: + user_id (Optional[str]): Filter by user ID. + group_ids (Optional[List[str]]): Filter by group IDs. + document_type (Optional[DocumentType]): Filter by document type. + status (Optional[str]): Filter by document status. + page (int): Page number for pagination. + page_size (int): Number of items per page. + + Returns: + dict: List of documents matching the specified filters. + """ + params = { + "user_id": user_id, + "group_ids": json.dumps(group_ids) if group_ids else None, + "document_type": document_type.value if document_type else None, + "status": status, + "page": page, + "page_size": page_size, + } + return await client._make_request( + "GET", "list_documents", params=params + ) diff --git a/r2r/main/api/client/management.py b/r2r/main/api/client/management.py new file mode 100644 index 000000000..b056c6034 --- /dev/null +++ b/r2r/main/api/client/management.py @@ -0,0 +1,267 @@ +import uuid +from typing import Optional + +from r2r.base import VectorDBFilterValue + + +class ManagementMethods: + @staticmethod + async def server_stats(client) -> dict: + return await client._make_request("GET", "server_stats") + + @staticmethod + async def update_prompt( + client, + name: str, + template: Optional[str] = None, + input_types: Optional[dict[str, str]] = {}, + ) -> dict: + data = { + "name": name, + "template": template, + "input_types": input_types, + } + return await client._make_request("POST", "update_prompt", json=data) + + @staticmethod + async def logs( + client, + run_type_filter: Optional[str] = None, + max_runs: int = 100, + ) -> dict: + params = { + "run_type_filter": run_type_filter, + "max_runs": max_runs, + } + return await client._make_request("GET", "logs", params=params) + + @staticmethod + async def app_settings(client) -> dict: + return await client._make_request("GET", "app_settings") + + @staticmethod + async def score_completion( + client, + message_id: uuid.UUID, + score: float = 0.0, + ) -> dict: + data = { + "message_id": str(message_id), + "score": score, + } + return await client._make_request( + "POST", "score_completion", json=data + ) + + @staticmethod + async def users_overview( + client, + user_ids: Optional[list[uuid.UUID]] = None, + ) -> dict: + params = { + "user_ids": [str(uid) for uid in user_ids] if user_ids else None + } + return await client._make_request( + "GET", "users_overview", params=params + ) + + @staticmethod + async def delete( + client, + filters: dict[str, VectorDBFilterValue], + ) -> dict: + return await client._make_request( + "DELETE", "delete", json={"filters": filters} + ) + + @staticmethod + async def documents_overview( + client, + user_ids: Optional[list[uuid.UUID]] = None, + group_ids: Optional[list[uuid.UUID]] = None, + document_ids: Optional[list[uuid.UUID]] = None, + ) -> dict: + params = { + "user_ids": [str(uid) for uid in user_ids] if user_ids else None, + "group_ids": ( + [str(gid) for gid in group_ids] if group_ids else None + ), + "document_ids": ( + [str(did) for did in document_ids] if document_ids else None + ), + } + return await client._make_request( + "GET", "documents_overview", params=params + ) + + @staticmethod + async def document_chunks( + client, + document_id: uuid.UUID, + ) -> dict: + return await client._make_request( + "GET", f"document_chunks/{document_id}" + ) + + @staticmethod + async def inspect_knowledge_graph( + client, + limit: int = 10000, + ) -> str: + params = {"limit": limit} + return await client._make_request( + "GET", "inspect_knowledge_graph", params=params + ) + + @staticmethod + async def assign_document_to_group( + client, + document_id: str, + group_id: uuid.UUID, + ) -> dict: + data = { + "document_id": document_id, + "group_id": str(group_id), + } + return await client._make_request( + "POST", "assign_document_to_group", json=data + ) + + @staticmethod + async def remove_document_from_group( + client, + document_id: str, + group_id: uuid.UUID, + ) -> dict: + data = { + "document_id": document_id, + "group_id": str(group_id), + } + return await client._make_request( + "POST", "remove_document_from_group", json=data + ) + + @staticmethod + async def get_document_groups( + client, + document_id: str, + ) -> dict: + return await client._make_request( + "GET", f"get_document_groups/{document_id}" + ) + + @staticmethod + async def create_group( + client, + name: str, + description: str = "", + ) -> dict: + data = { + "name": name, + "description": description, + } + return await client._make_request("POST", "create_group", json=data) + + @staticmethod + async def get_group( + client, + group_id: uuid.UUID, + ) -> dict: + return await client._make_request("GET", f"get_group/{group_id}") + + @staticmethod + async def update_group( + client, + group_id: uuid.UUID, + name: Optional[str] = None, + description: Optional[str] = None, + ) -> dict: + data = { + "group_id": str(group_id), + "name": name, + "description": description, + } + return await client._make_request("PUT", "update_group", json=data) + + @staticmethod + async def delete_group( + client, + group_id: uuid.UUID, + ) -> dict: + return await client._make_request("DELETE", f"delete_group/{group_id}") + + @staticmethod + async def list_groups( + client, + offset: int = 0, + limit: int = 100, + ) -> dict: + params = { + "offset": offset, + "limit": limit, + } + return await client._make_request("GET", "list_groups", params=params) + + @staticmethod + async def add_user_to_group( + client, + user_id: uuid.UUID, + group_id: uuid.UUID, + ) -> dict: + data = { + "user_id": str(user_id), + "group_id": str(group_id), + } + return await client._make_request( + "POST", "add_user_to_group", json=data + ) + + @staticmethod + async def remove_user_from_group( + client, + user_id: uuid.UUID, + group_id: uuid.UUID, + ) -> dict: + data = { + "user_id": str(user_id), + "group_id": str(group_id), + } + return await client._make_request( + "POST", "remove_user_from_group", json=data + ) + + @staticmethod + async def get_users_in_group( + client, + group_id: uuid.UUID, + offset: int = 0, + limit: int = 100, + ) -> dict: + params = { + "offset": offset, + "limit": limit, + } + return await client._make_request( + "GET", f"get_users_in_group/{group_id}", params=params + ) + + @staticmethod + async def get_groups_for_user( + client, + user_id: uuid.UUID, + ) -> dict: + return await client._make_request( + "GET", f"get_groups_for_user/{user_id}" + ) + + @staticmethod + async def groups_overview( + client, + group_ids: Optional[list[uuid.UUID]] = None, + ) -> dict: + params = { + "group_ids": [str(gid) for gid in group_ids] if group_ids else None + } + return await client._make_request( + "GET", "groups_overview", params=params + ) diff --git a/r2r/main/api/client/restructure.py b/r2r/main/api/client/restructure.py new file mode 100644 index 000000000..e117243f8 --- /dev/null +++ b/r2r/main/api/client/restructure.py @@ -0,0 +1,51 @@ +from typing import Any, Dict, List, Optional + +from r2r.base import Document + + +class RestructureMethods: + @staticmethod + async def enrich_graph( + client, documents: Optional[List[Document]] = None + ) -> Dict[str, Any]: + """ + Perform graph enrichment on the given documents. + + Args: + documents (Optional[List[Document]]): List of documents to enrich. If None, enriches the entire graph. + + Returns: + Dict[str, Any]: Results of the graph enrichment process. + """ + data = { + "documents": ( + [doc.model_dump() for doc in documents] if documents else None + ) + } + return await client._make_request("POST", "kg/enrich_graph", json=data) + + @staticmethod + async def query_graph(client, query: str) -> Dict[str, Any]: + """ + Query the knowledge graph. + + Args: + query (str): The query to run against the knowledge graph. + + Returns: + Dict[str, Any]: Results of the graph query. + """ + params = {"query": query} + return await client._make_request( + "GET", "kg/query_graph", params=params + ) + + @staticmethod + async def get_graph_statistics(self) -> Dict[str, Any]: + """ + Get statistics about the knowledge graph. + + Returns: + Dict[str, Any]: Statistics about the knowledge graph. + """ + return await client._make_request("GET", "kg/graph_statistics") diff --git a/r2r/main/api/client/retrieval.py b/r2r/main/api/client/retrieval.py new file mode 100644 index 000000000..93771a85a --- /dev/null +++ b/r2r/main/api/client/retrieval.py @@ -0,0 +1,146 @@ +from typing import AsyncGenerator, Optional, Union + +from r2r.base import ( + GenerationConfig, + KGSearchSettings, + Message, + VectorSearchSettings, +) +from r2r.base.api.models import RAGResponse, SearchResponse + + +class RetrievalMethods: + @staticmethod + async def search( + client, + query: str, + vector_search_settings: Optional[ + Union[dict, VectorSearchSettings] + ] = None, + kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, + *args, + **kwargs + ) -> SearchResponse: + if isinstance(vector_search_settings, dict): + vector_search_settings = VectorSearchSettings( + **vector_search_settings + ) + if isinstance(kg_search_settings, dict): + kg_search_settings = KGSearchSettings(**kg_search_settings) + + data = { + "query": query, + "vector_search_settings": ( + vector_search_settings.dict() + if vector_search_settings + else None + ), + "kg_search_settings": ( + kg_search_settings.dict() if kg_search_settings else None + ), + } + response = await client._make_request("POST", "search", json=data) + return SearchResponse(**response["results"]) + + @staticmethod + async def rag( + client, + query: str, + rag_generation_config: Union[dict, GenerationConfig], + vector_search_settings: Optional[ + Union[dict, VectorSearchSettings] + ] = None, + kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, + *args, + **kwargs + ) -> Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: + if isinstance(rag_generation_config, dict): + rag_generation_config = GenerationConfig(**rag_generation_config) + if isinstance(vector_search_settings, dict): + vector_search_settings = VectorSearchSettings( + **vector_search_settings + ) + if isinstance(kg_search_settings, dict): + kg_search_settings = KGSearchSettings(**kg_search_settings) + + data = { + "query": query, + "rag_generation_config": rag_generation_config.dict(), + "vector_search_settings": ( + vector_search_settings.dict() + if vector_search_settings + else None + ), + "kg_search_settings": ( + kg_search_settings.dict() if kg_search_settings else None + ), + } + + if rag_generation_config.stream: + + async def stream_response(): + async for chunk in await client._make_request( + "POST", "rag", json=data, stream=True + ): + yield RAGResponse(**chunk) + + return stream_response() + else: + response = await client._make_request("POST", "rag", json=data) + return RAGResponse(**response["results"]) + + @staticmethod + async def agent( + client, + messages: list[Union[dict, Message]], + rag_generation_config: Union[dict, GenerationConfig], + vector_search_settings: Optional[ + Union[dict, VectorSearchSettings] + ] = None, + kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, + task_prompt_override: Optional[str] = None, + include_title_if_available: Optional[bool] = False, + *args, + **kwargs + ) -> Union[list[Message], AsyncGenerator[Message, None]]: + if isinstance(rag_generation_config, dict): + rag_generation_config = GenerationConfig(**rag_generation_config) + if isinstance(vector_search_settings, dict): + vector_search_settings = VectorSearchSettings( + **vector_search_settings + ) + if isinstance(kg_search_settings, dict): + kg_search_settings = KGSearchSettings(**kg_search_settings) + + messages = [ + Message(**msg) if isinstance(msg, dict) else msg + for msg in messages + ] + + data = { + "messages": [msg.dict() for msg in messages], + "rag_generation_config": rag_generation_config.dict(), + "vector_search_settings": ( + vector_search_settings.dict() + if vector_search_settings + else None + ), + "kg_search_settings": ( + kg_search_settings.dict() if kg_search_settings else None + ), + "task_prompt_override": task_prompt_override, + "include_title_if_available": include_title_if_available, + } + + if rag_generation_config.stream: + + async def stream_response(): + async for chunk in await client._make_request( + "POST", "agent", json=data, stream=True + ): + yield Message(**chunk) + + return stream_response() + else: + response = await client._make_request("POST", "agent", json=data) + return [Message(**msg) for msg in response["results"]] diff --git a/r2r/main/api/routes/auth/base.py b/r2r/main/api/routes/auth/base.py index b37b23a16..f824bb66a 100644 --- a/r2r/main/api/routes/auth/base.py +++ b/r2r/main/api/routes/auth/base.py @@ -1,134 +1,223 @@ +import uuid +from typing import TYPE_CHECKING + from fastapi import Body, Depends, Path from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm -from pydantic import BaseModel +from pydantic import EmailStr -from r2r.base import Token, User, UserCreate -from r2r.main.api.routes.auth.requests import ( - PasswordChangeRequest, - PasswordResetConfirmRequest, - PasswordResetRequest, +from r2r.base.api.models.auth.responses import ( + GenericMessageResponse, + WrappedGenericMessageResponse, + WrappedTokenResponse, + WrappedUserResponse, ) -from ....engine import R2REngine from ..base_router import BaseRouter -oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") - - -class UserResponse(BaseModel): - results: User - +if TYPE_CHECKING: + from ....engine import R2REngine -class TokenResponse(BaseModel): - results: dict[str, Token] - - -class UserProfileUpdate(BaseModel): - email: str | None = None - name: str | None = None - bio: str | None = None - profile_picture: str | None = None +oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") class AuthRouter(BaseRouter): - def __init__(self, engine: R2REngine): + def __init__(self, engine: "R2REngine"): super().__init__(engine) - if self.engine.providers.auth: - self.setup_routes() + self.setup_routes() def setup_routes(self): - @self.router.post("/register", response_model=UserResponse) + @self.router.post("/register", response_model=WrappedUserResponse) @self.base_endpoint - async def register_app(user: UserCreate): - return await self.engine.aregister(user) + async def register_app( + email: EmailStr = Body(..., description="User's email address"), + password: str = Body(..., description="User's password"), + ): + """ + Register a new user. + """ + result = await self.engine.aregister(email, password) + return result - @self.router.post("/verify_email/{verification_code}") + @self.router.post( + "/verify_email", response_model=WrappedGenericMessageResponse + ) @self.base_endpoint - async def verify_email_app(verification_code: str): - return await self.engine.averify_email(verification_code) + async def verify_email_app( + verification_code: str = Body( + ..., description="Email verification code" + ) + ): + """ + Verify a user's email address. - @self.router.post("/login", response_model=TokenResponse) + This endpoint is used to confirm a user's email address using the verification code + sent to their email after registration. + """ + result = await self.engine.averify_email(verification_code) + return GenericMessageResponse(message=result["message"]) + + @self.router.post("/login", response_model=WrappedTokenResponse) @self.base_endpoint - async def login_app(form_data: OAuth2PasswordRequestForm = Depends()): + async def login_app( + form_data: OAuth2PasswordRequestForm = Depends(), + ): + """ + Authenticate a user and provide access tokens. + + This endpoint authenticates a user using their email (username) and password, + and returns access and refresh tokens upon successful authentication. + """ login_result = await self.engine.alogin( form_data.username, form_data.password ) return login_result - @self.router.get("/user", response_model=UserResponse) + @self.router.get("/user", response_model=WrappedUserResponse) @self.base_endpoint async def get_user_app( auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): + """ + Get the current user's profile information. + + This endpoint returns the profile information of the currently authenticated user. + """ return auth_user - @self.router.put("/user", response_model=UserResponse) + @self.router.put("/user", response_model=WrappedUserResponse) @self.base_endpoint async def put_user_app( - profile_update: UserProfileUpdate, + email: EmailStr | None = Body( + None, description="Updated email address" + ), + name: str | None = Body(None, description="Updated user name"), + bio: str | None = Body(None, description="Updated user bio"), + profile_picture: str | None = Body( + None, description="Updated profile picture URL" + ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): + """ + Update the current user's profile information. + + This endpoint allows the authenticated user to update their profile information. + """ return await self.engine.aupdate_user( - auth_user.id, profile_update.dict(exclude_unset=True) + user_id=auth_user.id, + email=email, + name=name, + bio=bio, + profile_picture=profile_picture, ) @self.router.post( - "/refresh_access_token", response_model=TokenResponse + "/refresh_access_token", response_model=WrappedTokenResponse ) @self.base_endpoint async def refresh_access_token_app( - refresh_token: str = Body(..., embed=True), + refresh_token: str = Body(..., description="Refresh token"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): + """ + Refresh the access token using a refresh token. + + This endpoint allows users to obtain a new access token using their refresh token. + """ refresh_result = await self.engine.arefresh_access_token( user_email=auth_user.email, refresh_token=refresh_token, ) return refresh_result - @self.router.post("/change_password") + @self.router.post( + "/change_password", response_model=WrappedGenericMessageResponse + ) @self.base_endpoint async def change_password_app( - password_change: PasswordChangeRequest, + current_password: str = Body(..., description="Current password"), + new_password: str = Body(..., description="New password"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): - return await self.engine.achange_password( + """ + Change the authenticated user's password. + + This endpoint allows users to change their password by providing their current password + and a new password. + """ + result = await self.engine.achange_password( auth_user, - password_change.current_password, - password_change.new_password, + current_password, + new_password, ) + return GenericMessageResponse(message=result["message"]) - @self.router.post("/request_password_reset") + @self.router.post( + "/request_password_reset", + response_model=WrappedGenericMessageResponse, + ) @self.base_endpoint async def request_password_reset_app( - reset_request: PasswordResetRequest, + email: EmailStr = Body(..., description="User's email address") ): - return await self.engine.arequest_password_reset( - reset_request.email - ) + """ + Request a password reset for a user. + + This endpoint initiates the password reset process by sending a reset link + to the specified email address. + """ + result = await self.engine.arequest_password_reset(email) + return GenericMessageResponse(message=result["message"]) - @self.router.post("/reset_password/{reset_token}") + @self.router.post( + "/reset_password/{reset_token}", + response_model=WrappedGenericMessageResponse, + ) @self.base_endpoint async def reset_password_app( - reset_token: str = Path(...), - reset_confirm: PasswordResetConfirmRequest = Body(...), + reset_token: str = Path(..., description="Password reset token"), + new_password: str = Body(..., description="New password"), ): - return await self.engine.aconfirm_password_reset( - reset_token, reset_confirm.new_password + result = await self.engine.aconfirm_password_reset( + reset_token, new_password ) + return GenericMessageResponse(message=result["message"]) - @self.router.post("/logout") + @self.router.post( + "/logout", response_model=WrappedGenericMessageResponse + ) @self.base_endpoint async def logout_app( - auth_user=Depends(self.engine.providers.auth.auth_wrapper), token: str = Depends(oauth2_scheme), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): - return await self.engine.alogout(token) + """ + Log out the current user. - @self.router.delete("/user") + This endpoint invalidates the user's current access token, effectively logging them out. + """ + result = await self.engine.alogout(token) + return GenericMessageResponse(message=result["message"]) + + @self.router.delete( + "/user", response_model=WrappedGenericMessageResponse + ) @self.base_endpoint async def delete_user_app( - password: str = Body(..., embed=True), + user_id: uuid.UUID = Body( + ..., description="ID of the user to delete" + ), + password: str | None = Body( + None, description="User's current password" + ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): - return await self.engine.adelete_user(auth_user.id, password) + """ + Delete a user account. + + This endpoint allows users to delete their own account or, for superusers, + to delete any user account. + """ + if auth_user.id != user_id and not auth_user.is_superuser: + raise Exception("User ID does not match authenticated user") + result = await self.engine.adelete_user(user_id, password) + return GenericMessageResponse(message=result["message"]) diff --git a/r2r/main/api/routes/auth/requests.py b/r2r/main/api/routes/auth/requests.py deleted file mode 100644 index ef09dd50d..000000000 --- a/r2r/main/api/routes/auth/requests.py +++ /dev/null @@ -1,14 +0,0 @@ -from pydantic import BaseModel - - -class PasswordChangeRequest(BaseModel): - current_password: str - new_password: str - - -class PasswordResetRequest(BaseModel): - email: str - - -class PasswordResetConfirmRequest(BaseModel): - new_password: str diff --git a/r2r/main/api/routes/base_router.py b/r2r/main/api/routes/base_router.py index 45ae47957..6c270fdbf 100644 --- a/r2r/main/api/routes/base_router.py +++ b/r2r/main/api/routes/base_router.py @@ -5,21 +5,30 @@ from fastapi.responses import StreamingResponse from r2r.base import R2RException, manage_run +from r2r.base.logging.base import RunType logger = logging.getLogger(__name__) class BaseRouter: - def __init__(self, engine): + def __init__(self, engine, run_type: RunType = RunType.UNSPECIFIED): self.engine = engine + self.run_type = run_type self.router = APIRouter() - def base_endpoint(self, func): + def base_endpoint(self, func: callable): @functools.wraps(func) async def wrapper(*args, **kwargs): async with manage_run( self.engine.run_manager, func.__name__ ) as run_id: + auth_user = kwargs.get("auth_user") + if auth_user: + await self.engine.run_manager.log_run_info( + run_type=self.run_type, + user=auth_user, + ) + try: results = await func(*args, **kwargs) if isinstance(results, StreamingResponse): @@ -34,28 +43,10 @@ async def wrapper(*args, **kwargs): }, ) except Exception as e: - # Get the pipeline name based on the function name - pipeline_name = f"{func.__name__.split('_')[0]}_pipeline" - - # Safely get the pipeline object and its type - pipeline = getattr( - self.engine.pipelines, pipeline_name, None - ) - pipeline_type = getattr( - pipeline, "pipeline_type", "unknown" - ) - - await self.engine.logging_connection.log( - log_id=run_id, - key="pipeline_type", - value=pipeline_type, - is_info_log=True, - ) await self.engine.logging_connection.log( - log_id=run_id, + run_id=run_id, key="error", value=str(e), - is_info_log=False, ) logger.error(f"{func.__name__}() - \n\n{str(e)})") raise HTTPException( diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index 43fc4a75c..8da142dca 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -1,16 +1,20 @@ -from fastapi import Depends, File, UploadFile +import json +import logging +import uuid +from typing import List, Optional -from r2r.base import ChunkingConfig -from r2r.main.api.routes.ingestion.requests import ( - R2RIngestFilesRequest, - R2RUpdateFilesRequest, -) +from fastapi import Depends, File, Form, UploadFile +from fastapi.openapi.models import Example + +from r2r.base import ChunkingConfig, R2RException +from r2r.base.api.models.ingestion.responses import WrappedIngestionResponse from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine -from ....services.ingestion_service import IngestionService from ..base_router import BaseRouter +logger = logging.getLogger(__name__) + class IngestionRouter(BaseRouter): def __init__(self, engine: R2REngine): @@ -18,58 +22,446 @@ def __init__(self, engine: R2REngine): self.setup_routes() def setup_routes(self): - @self.router.post("/ingest_files") + + # Note, we use the following verbose input parameters because FastAPI struggles to handle `File` input and `Body` inputs + # at the same time. Therefore, we must ues `Form` inputs for the metadata, document_ids, and versions inputs. + @self.router.post( + "/ingest_files", + openapi_extra={ + "x-codeSamples": [ + { + "lang": "Python", + "source": """from r2r import R2RClient + +client = R2RClient("http://localhost:8000") +# when using auth, do client.login(...) + +result = client.ingest_files( + files=["pg_essay_1.html", "got.txt"], + metadatas=[{"metadata_1":"some random metadata"}, {"metadata_2": "some other random metadata"}], + document_ids=None, + versions=None +) +""", + }, + { + "lang": "Shell", + "source": """curl -X POST "https://api.example.com/ingest_files" \\ + -H "Content-Type: multipart/form-data" \\ + -H "Authorization: Bearer YOUR_API_KEY" \\ + -F "file=@pg_essay_1.html;type=text/html" \\ + -F "file=@got.txt;type=text/plain" \\ + -F 'metadatas=[{},{}]' \\ + -F 'document_ids=null' \\ + -F 'versions=null' +""", + }, + ] + }, + responses={ + 200: { + "description": "Successful Response", + "content": { + "application/json": { + "example": { + "results": { + "processed_documents": [ + { + "id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "title": "pg_essay_1.html", + }, + { + "id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "title": "got.txt", + }, + ], + "failed_documents": [], + "skipped_documents": [], + } + } + } + }, + }, + 422: { + "description": "Validation Error", + "content": { + "application/json": { + "example": { + "detail": [ + { + "message": "All documents were already successfully processed", + "error_type": "R2RException", + } + ] + } + } + }, + }, + }, + response_model=WrappedIngestionResponse, + ) @self.base_endpoint async def ingest_files_app( - files: list[UploadFile] = File(...), - request: R2RIngestFilesRequest = Depends( - IngestionService.parse_ingest_files_form_data + files: List[UploadFile] = File( + ..., + description="A list of file paths to be ingested. E.g. `file1.txt`, `file2.txt`", ), - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + metadatas: Optional[str] = Form( + None, + description="JSON string containing metadata for each file, e.g. `{'title': 'Document 1', 'author': 'John Doe'}`", + examples=[ + Example( + summary="Sample metadata", + description="JSON string with metadata for two documents", + value='[{"title": "Document 1", "author": "John Doe"}, {"title": "Document 2", "author": "Jane Smith"}]', + ) + ], ), + document_ids: Optional[str] = Form( + None, + description="Comma-separated list of document IDs, e.g. `3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000`", + examples=[ + Example( + summary="Sample document IDs", + description="Comma-separated list of document IDs", + value="3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000", + ) + ], + ), + versions: Optional[str] = Form( + None, + description="Comma-separated list of versions, e.g. `1.0,1.1`", + examples=[ + Example( + summary="Sample versions", + description="Comma-separated list of versions", + value="1.0,1.1", + ) + ], + ), + chunking_config_override: Optional[str] = Form( + None, + description="JSON string for chunking configuration override", + examples=[ + Example( + summary="Sample chunking config override", + description="JSON string for chunking configuration override", + value='{"chunk_size": 1000, "chunk_overlap": 200}', + ) + ], + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): - chunking_config_override = None - if request.chunking_config_override: - config = ChunkingConfig(**request.chunking_config_override) - chunking_config_override = ( + """ + Ingest files into the system. + + This endpoint supports multipart/form-data requests, enabling you to update files along with their inside of R2R. A valid user authentication token is required to access this endpoint. Regular users can only update documents they have permission to access. + """ + try: + parsed_data = self.parse_ingest_files_form_data( + metadatas, document_ids, versions, chunking_config_override + ) + except R2RException as e: + raise e + + kwargs = {} + if chunking_config_override: + config = ChunkingConfig(**chunking_config_override) + config.validate() + kwargs["chunking_provider"] = ( R2RProviderFactory.create_chunking_provider(config) ) + else: + logger.info( + "No chunking config override provided. Using default." + ) + + # Check if the user is a superuser + is_superuser = auth_user and auth_user.is_superuser + + # Handle user management logic at the request level + if not auth_user: + for metadata in metadatas or []: + if "user_id" in metadata: + if not is_superuser and metadata["user_id"] != str( + auth_user.id + ): + raise R2RException( + status_code=403, + message="Non-superusers cannot set user_id in metadata.", + ) + if "group_ids" in metadata: + if not is_superuser: + raise R2RException( + status_code=403, + message="Non-superusers cannot set group_ids in metadata.", + ) - return await self.engine.aingest_files( + # If user is not a superuser, set user_id in metadata + metadata["user_id"] = str(auth_user.id) + + ingestion_result = await self.engine.aingest_files( files=files, - metadatas=request.metadatas, - document_ids=request.document_ids, - versions=request.versions, + metadatas=parsed_data["metadatas"], + document_ids=parsed_data["document_ids"], + versions=parsed_data["versions"], user=auth_user, - chunking_config_override=chunking_config_override, + **kwargs, ) - @self.router.post("/update_files") + # If superuser, assign documents to groups + if is_superuser: + for idx, metadata in enumerate(metadatas or []): + if "group_ids" in metadata: + document_id = ingestion_result["processed_documents"][ + idx + ] + for group_id in metadata["group_ids"]: + await self.engine.management_service.aassign_document_to_group( + document_id, group_id + ) + + return ingestion_result + + @self.router.post( + "/update_files", + openapi_extra={ + "x-codeSamples": [ + { + "lang": "Python", + "source": """from r2r import R2RClient + +client = R2RClient("http://localhost:8000") +# when using auth, do client.login(...) + +result = client.update_files( + files=["pg_essay_1_v2.txt"], + document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"] +) +""", + }, + { + "lang": "Shell", + "source": """curl -X POST "https://api.example.com/update_files" \\ + -H "Content-Type: multipart/form-data" \\ + -H "Authorization: Bearer YOUR_API_KEY" \\ + -F "file=@pg_essay_1_v2.txt;type=text/plain" \\ + -F 'document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"]' +""", + }, + ] + }, + responses={ + 200: { + "description": "Successful Response", + "content": { + "application/json": { + "example": { + "results": { + "processed_documents": [ + { + "id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "title": "pg_essay_1_v2.html", + }, + ], + "failed_documents": [], + "skipped_documents": [], + } + } + } + }, + }, + 422: { + "description": "Validation Error", + "content": { + "application/json": { + "example": { + "detail": [ + { + "message": "Document 'b4ac4dd6-5f27-596e-a55b-7cf242ca30aa' does not exist.", + "error_type": "R2RException", + } + ] + } + } + }, + }, + }, + response_model=WrappedIngestionResponse, + ) @self.base_endpoint async def update_files_app( - files: list[UploadFile] = File(...), - request: R2RUpdateFilesRequest = Depends( - IngestionService.parse_update_files_form_data + files: List[UploadFile] = File( + ..., + description="List of files to update", ), - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + metadatas: Optional[str] = Form( + None, + description="JSON string containing updated metadata for each file", + examples=[ + Example( + summary="Sample updated metadata", + description="JSON string with updated metadata for two documents", + value='[{"title": "Updated Document 1", "version": "1.1"}, {"title": "Updated Document 2", "version": "1.2"}]', + ) + ], ), + document_ids: Optional[str] = Form( + None, + description="Comma-separated list of document IDs to update", + examples=[ + Example( + summary="Sample document IDs", + description="Comma-separated list of document IDs to update", + value="3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000", + ) + ], + ), + chunking_config_override: Optional[str] = Form( + None, + description="JSON string for chunking configuration override", + examples=[ + Example( + summary="Sample chunking config override", + description="JSON string for chunking configuration override", + value='{"chunk_size": 1200, "chunk_overlap": 250}', + ) + ], + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): + """ + Update existing files in the system. + + This endpoint supports multipart/form-data requests, enabling you to update files along with their inside of R2R. A valid user authentication token is required to access this endpoint. Regular users can only update documents they have permission to access. + """ + + try: + parsed_data = self.parse_update_files_form_data( + metadatas, document_ids, chunking_config_override + ) + except R2RException as e: + raise e + chunking_config_override = None - if request.chunking_config_override: - config = ChunkingConfig(**request.chunking_config_override) + if chunking_config_override: + config = ChunkingConfig(**chunking_config_override) chunking_config_override = ( R2RProviderFactory.create_chunking_provider(config) ) return await self.engine.aupdate_files( files=files, - metadatas=request.metadatas, - document_ids=request.document_ids, + metadatas=parsed_data["metadatas"], + document_ids=parsed_data["document_ids"], + chunking_config_override=chunking_config_override, user=auth_user, ) + + @staticmethod + def parse_ingest_files_form_data( + metadatas: Optional[str], + document_ids: Optional[str], + versions: Optional[str], + chunking_config_override: Optional[str], + ) -> dict: + try: + parsed_metadatas = ( + json.loads(metadatas) + if metadatas and metadatas != "null" + else None + ) + if parsed_metadatas is not None and not isinstance( + parsed_metadatas, list + ): + raise ValueError("metadatas must be a list of dictionaries") + + parsed_document_ids = ( + json.loads(document_ids) + if document_ids and document_ids != "null" + else None + ) + if parsed_document_ids is not None: + parsed_document_ids = [ + uuid.UUID(doc_id) for doc_id in parsed_document_ids + ] + + parsed_versions = ( + json.loads(versions) + if versions and versions != "null" + else None + ) + + parsed_chunking_config = ( + json.loads(chunking_config_override) + if chunking_config_override + and chunking_config_override != "null" + else None + ) + + return { + "metadatas": parsed_metadatas, + "document_ids": parsed_document_ids, + "versions": parsed_versions, + "chunking_config_override": parsed_chunking_config, + } + except json.JSONDecodeError as e: + raise R2RException( + status_code=400, message=f"Invalid JSON in form data: {e}" + ) + except ValueError as e: + raise R2RException(status_code=400, message=str(e)) + except Exception as e: + raise R2RException( + status_code=400, message=f"Error processing form data: {e}" + ) + + @staticmethod + def parse_update_files_form_data( + metadatas: Optional[str], + document_ids: str, + chunking_config_override: Optional[str], + ): + try: + parsed_metadatas = ( + json.loads(metadatas) + if metadatas and metadatas != "null" + else None + ) + if parsed_metadatas is not None and not isinstance( + parsed_metadatas, list + ): + raise ValueError("metadatas must be a list of dictionaries") + + if not document_ids or document_ids == "null": + raise ValueError("document_ids is required and cannot be null") + + parsed_document_ids = json.loads(document_ids) + if not isinstance(parsed_document_ids, list): + raise ValueError("document_ids must be a list") + parsed_document_ids = [ + uuid.UUID(doc_id) for doc_id in parsed_document_ids + ] + + parsed_chunking_config = ( + json.loads(chunking_config_override) + if chunking_config_override + and chunking_config_override != "null" + else None + ) + + return { + "metadatas": parsed_metadatas, + "document_ids": parsed_document_ids, + "chunking_config_override": parsed_chunking_config, + } + except json.JSONDecodeError as e: + raise R2RException( + status_code=400, message=f"Invalid JSON in form data: {e}" + ) + except ValueError as e: + raise R2RException(status_code=400, message=str(e)) + except Exception as e: + raise R2RException( + status_code=400, message=f"Error processing form data: {e}" + ) diff --git a/r2r/main/api/routes/ingestion/requests.py b/r2r/main/api/routes/ingestion/requests.py deleted file mode 100644 index 45cefbcb5..000000000 --- a/r2r/main/api/routes/ingestion/requests.py +++ /dev/null @@ -1,17 +0,0 @@ -import uuid -from typing import Optional - -from pydantic import BaseModel - - -class R2RUpdateFilesRequest(BaseModel): - metadatas: Optional[list[dict]] = None - document_ids: Optional[list[uuid.UUID]] = None - chunking_config_override: Optional[dict] = None - - -class R2RIngestFilesRequest(BaseModel): - document_ids: Optional[list[uuid.UUID]] = None - metadatas: Optional[list[dict]] = None - versions: Optional[list[str]] = None - chunking_config_override: Optional[dict] = None diff --git a/r2r/main/api/routes/kg/__init__.py b/r2r/main/api/routes/kg/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/main/api/routes/kg/base.py b/r2r/main/api/routes/kg/base.py new file mode 100644 index 000000000..1dd1e400f --- /dev/null +++ b/r2r/main/api/routes/kg/base.py @@ -0,0 +1,23 @@ +from fastapi import Depends + +from r2r.main.api.routes.base_router import BaseRouter +from r2r.main.engine import R2REngine + + +class KGRouter(BaseRouter): + def __init__(self, engine: R2REngine): + super().__init__(engine) + self.setup_routes() + + def setup_routes(self): + @self.router.post("/enrich_graph") + @self.base_endpoint + async def enrich_graph( + request: dict, + auth_user=( + Depends(self.engine.providers.auth.auth_wrapper) + if self.engine.providers.auth + else None + ), + ): + return await self.engine.enrich_graph() diff --git a/r2r/main/api/routes/kg/requests.py b/r2r/main/api/routes/kg/requests.py new file mode 100644 index 000000000..213227768 --- /dev/null +++ b/r2r/main/api/routes/kg/requests.py @@ -0,0 +1,10 @@ +from typing import List, Optional + +from pydantic import BaseModel + + +class KGEnrichGraphRequest(BaseModel): + query: str + entity_types: Optional[List[str]] = None + relationships: Optional[List[str]] = None + generation_config: Optional[dict] = None diff --git a/r2r/main/api/routes/management/base.py b/r2r/main/api/routes/management/base.py index dd6f0e649..fc3b3250b 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r/main/api/routes/management/base.py @@ -1,21 +1,30 @@ # TODO - Cleanup the handling for non-auth configurations +import json +import uuid from datetime import datetime, timezone +from typing import Optional import psutil -from fastapi import Depends +from fastapi import Body, Depends, Path, Query from pydantic import BaseModel from r2r.base import R2RException -from r2r.main.api.routes.management.requests import ( - R2RAnalyticsRequest, - R2RDeleteRequest, - R2RDocumentChunksRequest, - R2RDocumentsOverviewRequest, - R2RLogsRequest, - R2RPrintRelationshipsRequest, - R2RScoreCompletionRequest, - R2RUpdatePromptRequest, - R2RUsersOverviewRequest, +from r2r.base.api.models.management.responses import ( + WrappedAddUserResponse, + WrappedAnalyticsResponse, + WrappedAppSettingsResponse, + WrappedDeleteResponse, + WrappedDocumentChunkResponse, + WrappedDocumentOverviewResponse, + WrappedGroupListResponse, + WrappedGroupOverviewResponse, + WrappedGroupResponse, + WrappedKnowledgeGraphResponse, + WrappedLogResponse, + WrappedPromptResponse, + WrappedScoreCompletionResponse, + WrappedServerStatsResponse, + WrappedUserOverviewResponse, ) from ....engine import R2REngine @@ -30,18 +39,15 @@ def __init__(self, engine: R2REngine): def setup_routes(self): @self.router.get("/health") + @self.base_endpoint async def health_check(): return {"response": "ok"} @self.router.get("/server_stats") @self.base_endpoint async def server_stats( - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedServerStatsResponse: if not auth_user.is_superuser: raise R2RException( "Only an authorized user can call the `server_stats` endpoint.", @@ -59,104 +65,93 @@ async def server_stats( @self.router.post("/update_prompt") @self.base_endpoint async def update_prompt_app( - request: R2RUpdatePromptRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + name: str = Body(..., description="Prompt name"), + template: Optional[str] = Body( + None, description="Prompt template" ), - ): + input_types: Optional[dict[str, str]] = Body( + {}, description="Input types" + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedPromptResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `update_prompt` endpoint.", 403, ) - return await self.engine.aupdate_prompt( - request.name, request.template, request.input_types + result = await self.engine.aupdate_prompt( + name, template, input_types ) + return result - @self.router.post("/logs") @self.router.get("/logs") @self.base_endpoint async def logs_app( - request: R2RLogsRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + run_type_filter: Optional[str] = Query(""), + max_runs: int = Query(100, ge=1, le=1000), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedLogResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `logs` endpoint.", 403 ) return await self.engine.alogs( - log_type_filter=request.log_type_filter, - max_runs_requested=request.max_runs_requested, + run_type_filter=run_type_filter, + max_runs=max_runs, ) - @self.router.post("/analytics") @self.router.get("/analytics") @self.base_endpoint async def get_analytics_app( - request: R2RAnalyticsRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + filter_criteria: Optional[str] = Query("{}"), + analysis_types: Optional[str] = Query("{}"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedAnalyticsResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `analytics` endpoint.", 403 ) - return await self.engine.aanalytics( - filter_criteria=request.filter_criteria, - analysis_types=request.analysis_types, - ) + try: + # Parse the query parameters + filter_criteria_dict = ( + json.loads(filter_criteria) if filter_criteria else {} + ) + analysis_types_dict = ( + json.loads(analysis_types) if analysis_types else {} + ) - @self.router.delete("/delete") - @self.base_endpoint - async def delete_app( - request: R2RDeleteRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): - if not auth_user.is_superuser and ( - "user_id" in request.keys - and request.values[request.keys.index("user_id")] - != auth_user.id - ): + return await self.engine.aanalytics( + filter_criteria=filter_criteria_dict, + analysis_types=analysis_types_dict, + ) + except json.JSONDecodeError as e: raise R2RException( - "Only a superuser can delete arbitrary user data.", 403 + f"Invalid JSON in query parameters: {str(e)}", 400 + ) + except ValueError as e: + raise R2RException( + f"Invalid data in query parameters: {str(e)}", 400 ) - if "user_id" not in request.keys: - request.keys.append("user_id") - request.values.append(auth_user.id) - - return await self.engine.adelete( - keys=request.keys, values=request.values - ) + @self.router.delete("/delete") + @self.base_endpoint + async def delete_app( + filters: Optional[str] = Query("{}"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedDeleteResponse: + filters_dict = json.loads(filters) if filters else None + return await self.engine.adelete(filters=filters_dict) - @self.router.post("/document_chunks") @self.router.get("/document_chunks") @self.base_endpoint async def document_chunks_app( - request: R2RDocumentChunksRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): - chunks = await self.engine.adocument_chunks(request.document_id) + document_id: uuid.UUID = Query(...), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedDocumentChunkResponse: + chunks = await self.engine.adocument_chunks(document_id) if not chunks: raise R2RException( @@ -174,77 +169,53 @@ async def document_chunks_app( return chunks - @self.router.post("/users_overview") @self.router.get("/users_overview") @self.base_endpoint async def users_overview_app( - request: R2RUsersOverviewRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + user_ids: list[uuid.UUID] = Query([]), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedUserOverviewResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `users_overview` endpoint.", 403, ) - return await self.engine.ausers_overview(user_ids=request.user_ids) + return await self.engine.ausers_overview(user_ids=user_ids) - @self.router.post("/documents_overview") @self.router.get("/documents_overview") @self.base_endpoint async def documents_overview_app( - request: R2RDocumentsOverviewRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): - request_user_ids = request.user_ids - - if request_user_ids and not auth_user.is_superuser: - raise R2RException( - "Only a superuser can call the `documents_overview` endpoint for arbitrary users.", - 403, - ) - request_user_ids = request_user_ids or [str(auth_user.id)] + document_id: list[uuid.UUID] = Query([]), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedDocumentOverviewResponse: + request_user_ids = ( + [auth_user.id] if not auth_user.is_superuser else None + ) return await self.engine.adocuments_overview( - document_ids=request.document_ids, user_ids=request_user_ids + user_ids=request_user_ids, + group_ids=auth_user.group_ids, + document_ids=document_id, ) - @self.router.post("/inspect_knowledge_graph") @self.router.get("/inspect_knowledge_graph") @self.base_endpoint async def inspect_knowledge_graph( - request: R2RPrintRelationshipsRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + limit: int = 100, + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedKnowledgeGraphResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `inspect_knowledge_graph` endpoint.", 403, ) - return await self.engine.ainspect_knowledge_graph( - limit=request.limit - ) + return await self.engine.ainspect_knowledge_graph(limit=limit) @self.router.get("/app_settings") @self.base_endpoint async def app_settings( - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedAppSettingsResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `app_settings` endpoint.", @@ -252,15 +223,190 @@ async def app_settings( ) return await self.engine.aapp_settings() + @self.router.post("/create_group") + @self.base_endpoint + async def create_group_app( + name: str = Body(..., description="Group name"), + description: Optional[str] = Body( + "", description="Group description" + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException("Only a superuser can create groups.", 403) + return await self.engine.acreate_group(name, description) + + @self.router.get("/get_group/{group_id}") + @self.base_endpoint + async def get_group_app( + group_id: uuid.UUID = Path(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can get group details.", 403 + ) + result = await self.engine.aget_group(group_id) + print(result) + return result + + @self.router.put("/update_group") + @self.base_endpoint + async def update_group_app( + group_id: uuid.UUID = Body(..., description="Group ID"), + name: Optional[str] = Body(None, description="Updated group name"), + description: Optional[str] = Body( + None, description="Updated group description" + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException("Only a superuser can update groups.", 403) + return await self.engine.aupdate_group(group_id, name, description) + + @self.router.delete("/delete_group/{group_id}") + @self.base_endpoint + async def delete_group_app( + group_id: uuid.UUID = Path(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException("Only a superuser can delete groups.", 403) + return await self.engine.adelete_group(group_id) + + @self.router.get("/list_groups") + @self.base_endpoint + async def list_groups_app( + offset: int = Query(0, ge=0), + limit: int = Query(100, ge=1, le=1000), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupListResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can list all groups.", 403 + ) + return await self.engine.alist_groups(offset, limit) + + @self.router.post("/add_user_to_group") + @self.base_endpoint + async def add_user_to_group_app( + user_id: uuid.UUID = Body(..., description="User ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedAddUserResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can add users to groups.", 403 + ) + result = await self.engine.aadd_user_to_group(user_id, group_id) + return {"result": result} + + @self.router.post("/remove_user_from_group") + @self.base_endpoint + async def remove_user_from_group_app( + user_id: uuid.UUID = Body(..., description="User ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can remove users from groups.", 403 + ) + return await self.engine.aremove_user_from_group(user_id, group_id) + + # TODO - Proivde response model + @self.router.get("/get_users_in_group/{group_id}/{offset}/{limit}") + @self.base_endpoint + async def get_users_in_group_app( + group_id: uuid.UUID = Path(..., description="Group ID"), + offset: int = Path(..., description="Offset"), + limit: int = Path(..., description="limit"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ): + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can get users in a group.", 403 + ) + return await self.engine.aget_users_in_group( + group_id, offset, limit + ) + + @self.router.get("/get_groups_for_user/{user_id}") + @self.base_endpoint + async def get_groups_for_user_app( + user_id: uuid.UUID = Path(..., description="User ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupListResponse: + if not auth_user.is_superuser and auth_user.id != user_id: + raise R2RException( + "You can only get groups for yourself unless you're a superuser.", + 403, + ) + return await self.engine.aget_groups_for_user(user_id) + + @self.router.get("/groups_overview") + @self.base_endpoint + async def groups_overview_app( + group_ids: Optional[list[uuid.UUID]] = Query(None), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupOverviewResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can call the `groups_overview` endpoint.", + 403, + ) + + return await self.engine.agroups_overview(group_ids=group_ids) + @self.router.post("/score_completion") @self.base_endpoint async def score_completion( - request: R2RScoreCompletionRequest, - ): + message_id: uuid.UUID = Body(..., description="Message ID"), + score: float = Body(..., description="Completion score"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedScoreCompletionResponse: return await self.engine.ascore_completion( - message_id=request.message_id, score=request.score + message_id=message_id, score=score + ) + + @self.router.post("/assign_document_to_group") + @self.base_endpoint + async def assign_document_to_group_app( + document_id: str = Body(..., description="Document ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can assign documents to groups.", 403 + ) + return await self.engine.aassign_document_to_group( + document_id, group_id ) + @self.router.post("/remove_document_from_group") + @self.base_endpoint + async def remove_document_from_group_app( + document_id: str = Body(..., description="Document ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can remove documents from groups.", 403 + ) + return await self.engine.aremove_document_from_group( + document_id, group_id + ) + + @self.router.get("/get_document_groups/{document_id}") + @self.base_endpoint + async def get_document_groups_app( + document_id: str = Path(..., description="Document ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupListResponse: + return await self.engine.aget_document_groups(document_id) + class R2RExtractionRequest(BaseModel): entity_types: list[str] diff --git a/r2r/main/api/routes/management/requests.py b/r2r/main/api/routes/management/requests.py deleted file mode 100644 index a67a19d6e..000000000 --- a/r2r/main/api/routes/management/requests.py +++ /dev/null @@ -1,49 +0,0 @@ -import uuid -from typing import Optional, Union - -from pydantic import BaseModel - -from r2r.base import AnalysisTypes, FilterCriteria - - -class R2RUpdatePromptRequest(BaseModel): - name: str - template: Optional[str] = None - input_types: Optional[dict[str, str]] = {} - - -class R2RDeleteRequest(BaseModel): - keys: list[str] - values: list[Union[bool, int, str]] - - -class R2RAnalyticsRequest(BaseModel): - filter_criteria: FilterCriteria - analysis_types: AnalysisTypes - - -class R2RUsersOverviewRequest(BaseModel): - user_ids: Optional[list[uuid.UUID]] - - -class R2RDocumentsOverviewRequest(BaseModel): - document_ids: Optional[list[uuid.UUID]] - user_ids: Optional[list[uuid.UUID]] - - -class R2RDocumentChunksRequest(BaseModel): - document_id: uuid.UUID - - -class R2RLogsRequest(BaseModel): - log_type_filter: Optional[str] = (None,) - max_runs_requested: int = 100 - - -class R2RPrintRelationshipsRequest(BaseModel): - limit: int = 100 - - -class R2RScoreCompletionRequest(BaseModel): - message_id: uuid.UUID = None - score: float = None diff --git a/r2r/main/api/routes/retrieval/base.py b/r2r/main/api/routes/retrieval/base.py index 42afba217..f52a69748 100644 --- a/r2r/main/api/routes/retrieval/base.py +++ b/r2r/main/api/routes/retrieval/base.py @@ -1,13 +1,16 @@ -from fastapi import Depends +from typing import Optional + +from fastapi import Body, Depends from fastapi.responses import StreamingResponse -from r2r.base import GenerationConfig, KGSearchSettings, VectorSearchSettings -from r2r.main.api.routes.retrieval.requests import ( - R2RAgentRequest, - R2REvalRequest, - R2RRAGRequest, - R2RSearchRequest, +from r2r.base import ( + GenerationConfig, + KGSearchSettings, + Message, + RunType, + VectorSearchSettings, ) +from r2r.base.api.models import WrappedRAGResponse, WrappedSearchResponse from ....engine import R2REngine from ..base_router import BaseRouter @@ -18,87 +21,375 @@ def __init__(self, engine: R2REngine): super().__init__(engine) self.setup_routes() + def retrieval_endpoint(self, run_type: RunType = RunType.RETRIEVAL): + return self.base_endpoint(run_type) + def setup_routes(self): - @self.router.post("/search") - @self.base_endpoint + @self.router.post( + "/search", + responses={ + 200: { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "type": "object", + "properties": { + "results": { + "type": "object", + "properties": { + "vector_search_results": { + "type": "array", + "items": { + "type": "object", + "properties": { + "fragment_id": { + "type": "string" + }, + "extraction_id": { + "type": "string" + }, + "document_id": { + "type": "string" + }, + "user_id": { + "type": "string" + }, + "group_ids": { + "type": "array", + "items": { + "type": "string" + }, + }, + "score": { + "type": "number" + }, + "text": { + "type": "string" + }, + "metadata": { + "type": "object" + }, + }, + }, + }, + "kg_search_results": { + "type": "object", + "nullable": True, + }, + }, + } + }, + }, + "example": { + "results": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.93943702876567796, + "text": "The capital of France is Paris.", + "metadata": { + "title": "france_information.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + "... Results continued ...", + ], + "kg_search_results": None, + } + }, + } + }, + } + }, + openapi_extra={ + "x-codeSamples": [ + { + "lang": "Python", + "source": """from r2r import R2RClient + +client = R2RClient("http://localhost:8000") +# when using auth, do client.login(...) + +result = client.search( + query="What is the capital of France?", + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + } +) +""", + }, + { + "lang": "Shell", + "source": """curl -X POST "https://api.example.com/search" \\ + -H "Content-Type: application/json" \\ + -H "Authorization: Bearer YOUR_API_KEY" \\ + -d '{ + "query": "What is the capital of France?", + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + } + }' +""", + }, + ] + }, + ) + @self.retrieval_endpoint async def search_app( - request: R2RSearchRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + query: str = Body(..., description="Search query"), + vector_search_settings: VectorSearchSettings = Body( + default_factory=VectorSearchSettings, + description="Vector search settings", + example={ + "use_vector_search": True, + "filters": {"category": "technology"}, + "search_limit": 20, + "do_hybrid_search": True, + }, ), - ): - kg_search_settings = request.kg_search_settings or {} + kg_search_settings: KGSearchSettings = Body( + default_factory=KGSearchSettings, + description="Knowledge graph search settings", + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedSearchResponse: + """ + Perform a search query on the vector database and knowledge graph. - if "entity_types" not in kg_search_settings: - kg_search_settings["entity_types"] = [] - elif not isinstance(kg_search_settings["entity_types"], list): - kg_search_settings["entity_types"] = [ - kg_search_settings["entity_types"] - ] + This endpoint allows for complex filtering of search results using PostgreSQL-based queries. + Filters can be applied to various fields such as document_id, and internal metadata values. + Allowed operators include eq, neq, gt, gte, lt, lte, like, ilike, in, and nin. - if "kg_search_generation_config" in kg_search_settings: - kg_search_settings["kg_search_generation_config"] = ( - GenerationConfig( - **kg_search_settings["kg_search_generation_config"] - or {} - ) + """ + + user_groups = set(auth_user.group_ids) + print("user_groups = ", user_groups) + selected_groups = set(vector_search_settings.selected_group_ids) + print("selected_groups = ", selected_groups) + allowed_groups = user_groups.intersection(selected_groups) + print("allowed_groups = ", allowed_groups) + if selected_groups - allowed_groups != set(): + raise ValueError( + "User does not have access to the specified group(s): " + f"{selected_groups - allowed_groups}" ) + vector_search_settings.filters = { + "$or": [ + {"user_id": str(auth_user.id)}, + {"group_ids": {"$overlap": list(allowed_groups)}}, + ], + "$and": vector_search_settings.filters, + } + print("filters = ", vector_search_settings) + results = await self.engine.asearch( - query=request.query, - vector_search_settings=VectorSearchSettings( - **(request.vector_search_settings or {}) - ), - kg_search_settings=KGSearchSettings(**kg_search_settings), + query=query, + vector_search_settings=vector_search_settings, + kg_search_settings=kg_search_settings, user=auth_user, ) + print("Returning Results:", results) return results - @self.router.post("/rag") - @self.base_endpoint + @self.router.post( + "/rag", + responses={ + 200: { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "type": "object", + "properties": { + "results": { + "type": "object", + "properties": { + "completion": { + "type": "object", + "properties": { + "id": {"type": "string"}, + "choices": { + "type": "array", + "items": { + "type": "object", + "properties": { + "finish_reason": { + "type": "string" + }, + "index": { + "type": "integer" + }, + "message": { + "type": "object", + "properties": { + "content": { + "type": "string" + }, + "role": { + "type": "string" + }, + }, + }, + }, + }, + }, + }, + }, + "search_results": { + "$ref": "#/components/schemas/SearchResponse" + }, + }, + } + }, + }, + "example": { + "results": { + "completion": { + "id": "chatcmpl-123", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "message": { + "content": "The capital of France is Paris. It is known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", + "role": "assistant", + }, + } + ], + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.93943702876567796, + "text": "Paris is the capital of France and is famous for its landmarks.", + "metadata": { + "title": "france_information.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + }, + } + }, + } + }, + } + }, + openapi_extra={ + "x-codeSamples": [ + { + "lang": "Python", + "source": """from r2r import R2RClient + +client = R2RClient("http://localhost:8000") +# when using auth, do client.login(...) + +result = client.rag( + query="What is the capital of France?", + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + }, + rag_generation_config={ + "stream": False, + "temperature": 0.7, + "max_tokens": 150 + } +) +""", + }, + { + "lang": "Shell", + "source": """curl -X POST "https://api.example.com/rag" \\ + -H "Content-Type: application/json" \\ + -H "Authorization: Bearer YOUR_API_KEY" \\ + -d '{ + "query": "What is the capital of France?", + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + }, + "rag_generation_config": { + "stream": false, + "temperature": 0.7, + "max_tokens": 150 + } + }' +""", + }, + ] + }, + ) + @self.retrieval_endpoint async def rag_app( - request: R2RRAGRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + query: str = Body(..., description="RAG query"), + vector_search_settings: VectorSearchSettings = Body( + default_factory=VectorSearchSettings, + description="Vector search settings", ), - ): - if ( - request.kg_search_settings - and request.kg_search_settings - and "kg_search_generation_config" in request.kg_search_settings - ): - request.kg_search_settings["kg_search_generation_config"] = ( - GenerationConfig( - **( - request.kg_search_settings[ - "kg_search_generation_config" - ] - or {} - ) - ) - ) + kg_search_settings: KGSearchSettings = Body( + default_factory=KGSearchSettings, + description="Knowledge graph search settings", + ), + rag_generation_config: GenerationConfig = Body( + default_factory=GenerationConfig, + description="RAG generation configuration", + ), + task_prompt_override: Optional[str] = Body( + None, description="Task prompt override" + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedRAGResponse: + """ + Execute a RAG (Retrieval-Augmented Generation) query. + + This endpoint combines search results with language model generation. + It supports the same filtering capabilities as the search endpoint, + allowing for precise control over the retrieved context. + + The generation process can be customized using the rag_generation_config parameter. + """ + allowed_groups = set(auth_user.group_ids) + vector_search_settings.filters = { + "$or": [ + {"user_id": str(auth_user.id)}, + {"group_ids": {"$overlap": list(allowed_groups)}}, + ], + "$and": vector_search_settings.filters, + } + response = await self.engine.arag( - query=request.query, - vector_search_settings=VectorSearchSettings( - **(request.vector_search_settings or {}) - ), - kg_search_settings=KGSearchSettings( - **(request.kg_search_settings or {}) - ), - rag_generation_config=GenerationConfig( - **(request.rag_generation_config or {}) - ), - task_prompt_override=request.task_prompt_override, + query=query, + vector_search_settings=vector_search_settings, + kg_search_settings=kg_search_settings, + rag_generation_config=rag_generation_config, + task_prompt_override=task_prompt_override, user=auth_user, ) - if ( - request.rag_generation_config - and request.rag_generation_config.get("stream", False) - ): + + if rag_generation_config.stream: async def stream_generator(): async for chunk in response: @@ -110,51 +401,214 @@ async def stream_generator(): else: return response - @self.router.post("/agent") - @self.base_endpoint + @self.router.post( + "/agent", + responses={ + 200: { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "type": "object", + "properties": { + "results": { + "type": "array", + "items": { + "type": "object", + "properties": { + "role": {"type": "string"}, + "content": {"type": "string"}, + "name": { + "type": "string", + "nullable": True, + }, + "function_call": { + "type": "object", + "nullable": True, + }, + "tool_calls": { + "type": "array", + "nullable": True, + }, + }, + }, + } + }, + }, + "example": { + "results": [ + { + "role": "system", + "content": "## You are a helpful assistant that can search for information.\n\nWhen asked a question, perform a search to find relevant information and provide a response.\n\nThe response should contain line-item attributions to relevent search results, and be as informative if possible.\nIf no relevant results are found, then state that no results were found.\nIf no obvious question is present, then do not carry out a search, and instead ask for clarification.", + "name": None, + "function_call": None, + "tool_calls": None, + }, + { + "role": "user", + "content": "Who is the greatest philospher of all time?", + "name": None, + "function_call": None, + "tool_calls": None, + }, + { + "role": "assistant", + "content": "Aristotle is widely considered the greatest philospher of all time.", + "name": None, + "function_call": None, + "tool_calls": None, + }, + { + "role": "user", + "content": "Can you tell me more about him?", + "name": None, + "function_call": None, + "tool_calls": None, + }, + { + "role": "assistant", + "content": None, + "name": None, + "function_call": { + "name": "search", + "arguments": '{"query":"Aristotle biography"}', + }, + "tool_calls": None, + }, + { + "role": "function", + "content": "1. Aristotle[A] (Greek: Ἀριστοτέλης Aristotélēs, pronounced [aristotélɛːs]; 384–322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\n2. Aristotle[A] (Greek: Ἀριστοτέλης Aristotélēs, pronounced [aristotélɛːs]; 384–322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\n3. Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle's parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle's childhood has survived, he probably spent\n4. Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle's parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle's childhood has survived, he probably spent\n5. Life\nIn general, the details of Aristotle's life are not well-established. The biographies written in ancient times are often speculative and historians only agree on a few salient points.[B]\n", + "name": "search", + "function_call": None, + "tool_calls": None, + }, + { + "role": "assistant", + "content": "Aristotle (384–322 BC) was an Ancient Greek philosopher and polymath whose contributions have had a profound impact on various fields of knowledge. Here are some key points about his life and work:\n\n1. **Early Life**: Aristotle was born in 384 BC in Stagira, Chalcidice, which is near modern-day Thessaloniki, Greece. His father, Nicomachus, was the personal physician to King Amyntas of Macedon, which exposed Aristotle to medical and biological knowledge from a young age [C].\n\n2. **Education and Career**: After the death of his parents, Aristotle was sent to Athens to study at Plato's Academy, where he remained for about 20 years. After Plato's death, Aristotle left Athens and eventually became the tutor of Alexander the Great [C].\n\n3. **Philosophical Contributions**: Aristotle founded the Lyceum in Athens, where he established the Peripatetic school of philosophy. His works cover a wide range of subjects, including metaphysics, ethics, politics, logic, biology, and aesthetics. His writings laid the groundwork for many modern scientific and philosophical inquiries [A].\n\n4. **Legacy**: Aristotle's influence extends beyond philosophy to the natural sciences, linguistics, economics, and psychology. His method of systematic observation and analysis has been foundational to the development of modern science [A].\n\nAristotle's comprehensive approach to knowledge and his systematic methodology have earned him a lasting legacy as one of the greatest philosophers of all time.\n\nSources:\n- [A] Aristotle's broad range of writings and influence on modern science.\n- [C] Details about Aristotle's early life and education.", + "name": None, + "function_call": None, + "tool_calls": None, + }, + ] + }, + } + }, + } + }, + openapi_extra={ + "x-codeSamples": [ + { + "lang": "Python", + "source": """from r2r import R2RClient + +client = R2RClient("http://localhost:8000") +# when using auth, do client.login(...) + +result = client.agent( + messages=[ + {"role": "user", "content": "Who is the greatest philospher of all time?"}, + {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, + {"role": "user", "content": "Can you tell me more about him?"} + ], + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + }, + rag_generation_config={ + "stream": False, + "temperature": 0.7, + "max_tokens": 200 + }, + include_title_if_available=True +) +""", + }, + { + "lang": "Shell", + "source": """curl -X POST "https://api.example.com/agent" \\ + -H "Content-Type: application/json" \\ + -H "Authorization: Bearer YOUR_API_KEY" \\ + -d '{ + "messages": [ + {"role": "user", "content": "Who is the greatest philospher of all time?"}, + {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, + {"role": "user", "content": "Can you tell me more about him?"} + ], + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + }, + "rag_generation_config": { + "stream": false, + "temperature": 0.7, + "max_tokens": 200 + }, + "include_title_if_available": true + }' +""", + }, + ] + }, + ) + @self.retrieval_endpoint async def agent_app( - request: R2RAgentRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None + messages: list[Message] = Body( + ..., description="List of message objects" + ), + vector_search_settings: VectorSearchSettings = Body( + default_factory=VectorSearchSettings, + description="Vector search settings", + ), + kg_search_settings: KGSearchSettings = Body( + default_factory=KGSearchSettings, + description="Knowledge graph search settings", + ), + rag_generation_config: GenerationConfig = Body( + default_factory=GenerationConfig, + description="RAG generation configuration", ), + task_prompt_override: Optional[str] = Body( + None, description="Task prompt override" + ), + include_title_if_available: bool = Body( + True, description="Include title if available" + ), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): - if ( - request.kg_search_settings - and "kg_search_generation_config" in request.kg_search_settings - ): - request.kg_search_settings["kg_search_generation_config"] = ( - GenerationConfig( - **( - request.kg_search_settings[ - "kg_search_generation_config" - ] - or {} - ) - ) - ) + """ + Implement an agent-based interaction for complex query processing. + This endpoint supports multi-turn conversations and can handle complex queries + by breaking them down into sub-tasks. It uses the same filtering capabilities + as the search and RAG endpoints for retrieving relevant information. + + The agent's behavior can be customized using the rag_generation_config and + task_prompt_override parameters. + """ + allowed_groups = set(auth_user.group_ids) + vector_search_settings.filters = { + "$or": [ + {"user_id": str(auth_user.id)}, + {"group_ids": {"$overlap": list(allowed_groups)}}, + ], + "$and": vector_search_settings.filters, + } + print("filters = ", vector_search_settings) response = await self.engine.arag_agent( - messages=request.messages, - vector_search_settings=VectorSearchSettings( - **(request.vector_search_settings or {}) - ), - kg_search_settings=KGSearchSettings( - **(request.kg_search_settings or {}) - ), - rag_generation_config=GenerationConfig( - **(request.rag_generation_config or {}) - ), - task_prompt_override=request.task_prompt_override, - include_title_if_available=request.include_title_if_available, + messages=messages, + vector_search_settings=vector_search_settings, + kg_search_settings=kg_search_settings, + rag_generation_config=rag_generation_config, + task_prompt_override=task_prompt_override, + include_title_if_available=include_title_if_available, user=auth_user, ) - if ( - request.rag_generation_config - and request.rag_generation_config.get("stream", False) - ): + if rag_generation_config.stream: async def stream_generator(): async for chunk in response: @@ -165,21 +619,3 @@ async def stream_generator(): ) else: return response - - @self.router.post("/evaluate") - @self.base_endpoint - async def evaluate_app( - request: R2REvalRequest, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): - results = await self.engine.aevaluate( - query=request.query, - context=request.context, - completion=request.completion, - user=auth_user, - ) - return results diff --git a/r2r/main/api/routes/retrieval/requests.py b/r2r/main/api/routes/retrieval/requests.py deleted file mode 100644 index 87d321977..000000000 --- a/r2r/main/api/routes/retrieval/requests.py +++ /dev/null @@ -1,35 +0,0 @@ -from typing import Optional - -from pydantic import BaseModel - -from r2r.base import Message - - -class R2RSearchRequest(BaseModel): - query: str - vector_search_settings: Optional[dict] = None - kg_search_settings: Optional[dict] = None - - -class R2RRAGRequest(BaseModel): - query: str - vector_search_settings: Optional[dict] = None - kg_search_settings: Optional[dict] = None - rag_generation_config: Optional[dict] = None - task_prompt_override: Optional[str] = None - include_title_if_available: Optional[bool] = True - - -class R2REvalRequest(BaseModel): - query: str - context: str - completion: str - - -class R2RAgentRequest(BaseModel): - messages: list[Message] - vector_search_settings: Optional[dict] = None - kg_search_settings: Optional[dict] = None - rag_generation_config: Optional[dict] = None - task_prompt_override: Optional[str] = None - include_title_if_available: Optional[bool] = True diff --git a/r2r/main/app.py b/r2r/main/app.py index 12d5d04b4..ec9d4c479 100644 --- a/r2r/main/app.py +++ b/r2r/main/app.py @@ -1,10 +1,13 @@ +from typing import TYPE_CHECKING + from fastapi import FastAPI -from .engine import R2REngine +if TYPE_CHECKING: + from .engine import R2REngine class R2RApp: - def __init__(self, engine: R2REngine): + def __init__(self, engine: "R2REngine"): self.engine = engine self._setup_routes() self._apply_cors() @@ -17,6 +20,7 @@ def serve(self, host: str = "0.0.0.0", port: int = 8000): def _setup_routes(self): from .api.routes.auth import base as auth_base from .api.routes.ingestion import base as ingestion_base + from .api.routes.kg import base as kg_base from .api.routes.management import base as management_base from .api.routes.retrieval import base as retrieval_base @@ -34,11 +38,14 @@ def _setup_routes(self): ) auth_router = auth_base.AuthRouter.build_router(self.engine) + kg_router = kg_base.KGRouter.build_router(self.engine) + # Include routers in the app self.app.include_router(ingestion_router, prefix="/v1") self.app.include_router(management_router, prefix="/v1") self.app.include_router(retrieval_router, prefix="/v1") self.app.include_router(auth_router, prefix="/v1") + self.app.include_router(kg_router, prefix="/v1") @self.app.router.get("/v1/openapi_spec") async def openapi_spec(): diff --git a/r2r/main/app_entry.py b/r2r/main/app_entry.py index e18eaff1c..9c312108d 100644 --- a/r2r/main/app_entry.py +++ b/r2r/main/app_entry.py @@ -5,8 +5,8 @@ from fastapi import FastAPI -from r2r import R2RBuilder, R2RConfig -from r2r.main.execution import R2RExecutionWrapper +from .assembly import R2RBuilder, R2RConfig +from .execution import R2RExecutionWrapper logger = logging.getLogger(__name__) current_file_path = os.path.dirname(__file__) diff --git a/r2r/main/assembly/__init__.py b/r2r/main/assembly/__init__.py index e69de29bb..9fda7f8d4 100644 --- a/r2r/main/assembly/__init__.py +++ b/r2r/main/assembly/__init__.py @@ -0,0 +1,23 @@ +from .builder import R2RBuilder +from .config import R2RConfig +from .factory import ( + R2RAgentFactory, + R2RPipeFactory, + R2RPipelineFactory, + R2RProviderFactory, +) +from .factory_extensions import R2RPipeFactoryWithMultiSearch + +__all__ = [ + # Builder + "R2RBuilder", + # Config + "R2RConfig", + # Factory + "R2RProviderFactory", + "R2RPipeFactory", + "R2RPipelineFactory", + "R2RAgentFactory", + # Factory Extensions + "R2RPipeFactoryWithMultiSearch", +] diff --git a/r2r/main/assembly/builder.py b/r2r/main/assembly/builder.py index 981e336bb..9b34a0a0c 100644 --- a/r2r/main/assembly/builder.py +++ b/r2r/main/assembly/builder.py @@ -1,7 +1,7 @@ import os from typing import Optional, Type -from r2r.agents import R2RRAGAgent +from r2r.agent import R2RRAGAgent from r2r.base import ( AsyncPipe, AuthProvider, @@ -9,13 +9,12 @@ CryptoProvider, DatabaseProvider, EmbeddingProvider, - EvalProvider, KGProvider, PromptProvider, ) from r2r.pipelines import ( - EvalPipeline, IngestionPipeline, + KGEnrichmentPipeline, RAGPipeline, SearchPipeline, ) @@ -37,20 +36,14 @@ class R2RBuilder: config_root = os.path.join( current_file_path, "..", "..", "examples", "configs" ) - CONFIG_OPTIONS = { - "default": None, - "local_llm": os.path.join(config_root, "local_llm.toml"), - "local_llm_rerank": os.path.join(config_root, "local_llm_rerank.toml"), - "neo4j_kg": os.path.join(config_root, "neo4j_kg.toml"), - "neo4j_kg_no_vector_postgres": os.path.join( - config_root, "neo4j_kg_no_vector_postgres.toml" - ), - "local_llm_neo4j_kg": os.path.join( - config_root, "local_llm_neo4j_kg.toml" - ), - "postgres_logging": os.path.join(config_root, "postgres_logging.toml"), - "auth": os.path.join(config_root, "auth.toml"), - } + + CONFIG_OPTIONS = {} + for file in os.listdir(config_root): + if file.endswith(".toml"): + CONFIG_OPTIONS[file.removesuffix(".toml")] = os.path.join( + config_root, file + ) + CONFIG_OPTIONS["default"] = None @staticmethod def _get_config(config_name): @@ -79,7 +72,6 @@ def __init__( self.auth_provider_override: Optional[AuthProvider] = None self.database_provider_override: Optional[DatabaseProvider] = None self.embedding_provider_override: Optional[EmbeddingProvider] = None - self.eval_provider_override: Optional[EvalProvider] = None self.llm_provider_override: Optional[CompletionProvider] = None self.prompt_provider_override: Optional[PromptProvider] = None self.kg_provider_override: Optional[KGProvider] = None @@ -92,17 +84,19 @@ def __init__( self.vector_search_pipe_override: Optional[AsyncPipe] = None self.rag_pipe_override: Optional[AsyncPipe] = None self.streaming_rag_pipe_override: Optional[AsyncPipe] = None - self.eval_pipe_override: Optional[AsyncPipe] = None self.kg_pipe_override: Optional[AsyncPipe] = None self.kg_storage_pipe_override: Optional[AsyncPipe] = None self.kg_search_pipe_override: Optional[AsyncPipe] = None + self.kg_node_extraction_pipe_override: Optional[AsyncPipe] = None + self.kg_node_description_pipe_override: Optional[AsyncPipe] = None + self.kg_clustering_pipe_override: Optional[AsyncPipe] = None # Pipeline overrides self.ingestion_pipeline: Optional[IngestionPipeline] = None self.search_pipeline: Optional[SearchPipeline] = None self.rag_pipeline: Optional[RAGPipeline] = None self.streaming_rag_pipeline: Optional[RAGPipeline] = None - self.eval_pipeline: Optional[EvalPipeline] = None + self.kg_pipeline: Optional[KGEnrichmentPipeline] = None # Agent overrides self.assistant_factory_override: Optional[R2RAgentFactory] = None @@ -137,10 +131,6 @@ def with_embedding_provider(self, provider: EmbeddingProvider): self.embedding_provider_override = provider return self - def with_eval_provider(self, provider: EvalProvider): - self.eval_provider_override = provider - return self - def with_llm_provider(self, provider: CompletionProvider): self.llm_provider_override = provider return self @@ -182,10 +172,6 @@ def with_streaming_rag_pipe(self, pipe: AsyncPipe): self.streaming_rag_pipe_override = pipe return self - def with_eval_pipe(self, pipe: AsyncPipe): - self.eval_pipe_override = pipe - return self - def with_kg_pipe(self, pipe: AsyncPipe): self.kg_pipe_override = pipe return self @@ -198,6 +184,18 @@ def with_kg_search_pipe(self, pipe: AsyncPipe): self.kg_search_pipe_override = pipe return self + def with_kg_node_extraction_pipe(self, pipe: AsyncPipe): + self.kg_node_extraction_pipe_override = pipe + return self + + def with_kg_clustering_pipe(self, pipe: AsyncPipe): + self.kg_clustering_pipe_override = pipe + return self + + def with_kg_node_description_pipe(self, pipe: AsyncPipe): + self.kg_node_description_pipe_override = pipe + return self + # Pipeline override methods def with_ingestion_pipeline(self, pipeline: IngestionPipeline): self.ingestion_pipeline = pipeline @@ -215,8 +213,8 @@ def with_streaming_rag_pipeline(self, pipeline: RAGPipeline): self.streaming_rag_pipeline = pipeline return self - def with_eval_pipeline(self, pipeline: EvalPipeline): - self.eval_pipeline = pipeline + def with_kg_pipeline(self, pipeline: KGEnrichmentPipeline): + self.kg_pipeline = pipeline return self def with_assistant_factory(self, factory: R2RAgentFactory): @@ -236,7 +234,6 @@ def build(self, *args, **kwargs) -> R2R: auth_provider_override=self.auth_provider_override, database_provider_override=self.database_provider_override, embedding_provider_override=self.embedding_provider_override, - eval_provider_override=self.eval_provider_override, llm_provider_override=self.llm_provider_override, prompt_provider_override=self.prompt_provider_override, kg_provider_override=self.kg_provider_override, @@ -244,7 +241,6 @@ def build(self, *args, **kwargs) -> R2R: *args, **kwargs, ) - pipes = pipe_factory(self.config, providers).create_pipes( parsing_pipe_override=self.parsing_pipe_override, embedding_pipe_override=self.embedding_pipe_override, @@ -252,10 +248,12 @@ def build(self, *args, **kwargs) -> R2R: vector_search_pipe_override=self.vector_search_pipe_override, rag_pipe_override=self.rag_pipe_override, streaming_rag_pipe_override=self.streaming_rag_pipe_override, - eval_pipe_override=self.eval_pipe_override, kg_pipe_override=self.kg_pipe_override, kg_storage_pipe_override=self.kg_storage_pipe_override, kg_search_pipe_override=self.kg_search_pipe_override, + kg_node_extraction_pipe=self.kg_node_extraction_pipe_override, + kg_node_description_pipe=self.kg_node_description_pipe_override, + kg_clustering_pipe=self.kg_clustering_pipe_override, *args, **kwargs, ) @@ -265,7 +263,7 @@ def build(self, *args, **kwargs) -> R2R: search_pipeline=self.search_pipeline, rag_pipeline=self.rag_pipeline, streaming_rag_pipeline=self.streaming_rag_pipeline, - eval_pipeline=self.eval_pipeline, + kg_pipeline=self.kg_pipeline, *args, **kwargs, ) diff --git a/r2r/main/assembly/config.py b/r2r/main/assembly/config.py index f8e413fb8..1f1408198 100644 --- a/r2r/main/assembly/config.py +++ b/r2r/main/assembly/config.py @@ -6,16 +6,14 @@ import toml from pydantic import BaseModel -from ...base.abstractions.agent import AgentConfig -from ...base.abstractions.document import DocumentType from ...base.abstractions.llm import GenerationConfig -from ...base.logging.kv_logger import LoggingConfig +from ...base.agent.agent import AgentConfig +from ...base.logging.run_logger import LoggingConfig from ...base.providers.auth import AuthConfig from ...base.providers.chunking import ChunkingConfig from ...base.providers.crypto import CryptoConfig -from ...base.providers.database import DatabaseConfig, ProviderConfig +from ...base.providers.database import DatabaseConfig from ...base.providers.embedding import EmbeddingConfig -from ...base.providers.eval import EvalConfig from ...base.providers.kg import KGConfig from ...base.providers.llm import CompletionConfig from ...base.providers.parsing import ParsingConfig @@ -35,7 +33,6 @@ class R2RConfig: "batch_size", "add_title_as_prefix", ], - "eval": ["llm"], "kg": [ "provider", "batch_size", @@ -55,7 +52,6 @@ class R2RConfig: crypto: CryptoConfig database: DatabaseConfig embedding: EmbeddingConfig - eval: EvalConfig kg: KGConfig logging: LoggingConfig parsing: ParsingConfig @@ -95,7 +91,6 @@ def __init__(self, config_data: dict[str, Any]): self.crypto = CryptoConfig.create(**self.crypto) self.database = DatabaseConfig.create(**self.database) self.embedding = EmbeddingConfig.create(**self.embedding) - self.eval = EvalConfig.create(**self.eval, llm=None) self.kg = KGConfig.create(**self.kg) self.logging = LoggingConfig.create(**self.logging) self.parsing = ParsingConfig.create(**self.parsing) @@ -107,8 +102,11 @@ def _validate_config_section( ): if section not in config_data: raise ValueError(f"Missing '{section}' section in config") - if not all(key in config_data[section] for key in keys): - raise ValueError(f"Missing required keys in '{section}' config") + missing_keys = [key for key in keys if key not in config_data[section]] + if missing_keys: + raise ValueError( + f"Missing required keys in '{section}' config: {', '.join(missing_keys)}" + ) @classmethod def from_toml(cls, config_path: str = None) -> "R2RConfig": diff --git a/r2r/main/assembly/factory.py b/r2r/main/assembly/factory.py index 49166147d..178c552ae 100644 --- a/r2r/main/assembly/factory.py +++ b/r2r/main/assembly/factory.py @@ -2,9 +2,8 @@ import os from typing import Any, Optional -from r2r.agents import R2RRAGAgent, R2RStreamingRAGAgent +from r2r.agent import R2RRAGAgent, R2RStreamingRAGAgent from r2r.base import ( - AgentConfig, AsyncPipe, AuthConfig, AuthProvider, @@ -18,17 +17,16 @@ DatabaseProvider, EmbeddingConfig, EmbeddingProvider, - EvalProvider, KGProvider, - KVLoggingSingleton, ParsingConfig, ParsingProvider, PromptConfig, PromptProvider, + RunLoggingSingleton, ) from r2r.pipelines import ( - EvalPipeline, IngestionPipeline, + KGEnrichmentPipeline, RAGPipeline, SearchPipeline, ) @@ -106,6 +104,7 @@ def create_parsing_provider( def create_chunking_provider( chunking_config: ChunkingConfig, *args, **kwargs ) -> ChunkingProvider: + chunking_config.validate() if chunking_config.provider == "r2r": from r2r.providers import R2RChunkingProvider @@ -183,30 +182,6 @@ def create_embedding_provider( return embedding_provider - @staticmethod - def create_eval_provider( - eval_config, prompt_provider, *args, **kwargs - ) -> Optional[EvalProvider]: - if eval_config.provider == "local": - from r2r.providers import LLMEvalProvider - - llm_provider = R2RProviderFactory.create_llm_provider( - eval_config.llm - ) - eval_provider = LLMEvalProvider( - eval_config, - llm_provider=llm_provider, - prompt_provider=prompt_provider, - ) - elif eval_config.provider is None: - eval_provider = None - else: - raise ValueError( - f"Eval provider {eval_config.provider} not supported." - ) - - return eval_provider - @staticmethod def create_llm_provider( llm_config: CompletionConfig, *args, **kwargs @@ -259,7 +234,6 @@ def create_kg_provider(kg_config, *args, **kwargs): def create_providers( self, embedding_provider_override: Optional[EmbeddingProvider] = None, - eval_provider_override: Optional[EvalProvider] = None, llm_provider_override: Optional[CompletionProvider] = None, prompt_provider_override: Optional[PromptProvider] = None, kg_provider_override: Optional[KGProvider] = None, @@ -282,12 +256,6 @@ def create_providers( self.config.embedding, *args, **kwargs ) ) - eval_provider = eval_provider_override or self.create_eval_provider( - self.config.eval, - prompt_provider=prompt_provider, - *args, - **kwargs, - ) llm_provider = llm_provider_override or self.create_llm_provider( self.config.completion, *args, **kwargs @@ -330,7 +298,6 @@ def create_providers( chunking=chunking_provider, database=database_provider, embedding=embedding_provider, - eval=eval_provider, llm=llm_provider, parsing=parsing_provider, prompt=prompt_provider, @@ -354,7 +321,9 @@ def create_pipes( vector_search_pipe_override: Optional[AsyncPipe] = None, rag_pipe_override: Optional[AsyncPipe] = None, streaming_rag_pipe_override: Optional[AsyncPipe] = None, - eval_pipe_override: Optional[AsyncPipe] = None, + kg_node_extraction_pipe: Optional[AsyncPipe] = None, + kg_node_description_pipe: Optional[AsyncPipe] = None, + kg_clustering_pipe: Optional[AsyncPipe] = None, chunking_pipe_override: Optional[AsyncPipe] = None, *args, **kwargs, @@ -382,26 +351,16 @@ def create_pipes( or self.create_rag_pipe(*args, **kwargs), streaming_rag_pipe=streaming_rag_pipe_override or self.create_rag_pipe(stream=True, *args, **kwargs), - eval_pipe=eval_pipe_override - or self.create_eval_pipe(*args, **kwargs), + kg_node_extraction_pipe=kg_node_extraction_pipe + or self.create_kg_node_extraction_pipe(*args, **kwargs), + kg_node_description_pipe=kg_node_description_pipe + or self.create_kg_node_description_pipe(*args, **kwargs), + kg_clustering_pipe=kg_clustering_pipe + or self.create_kg_clustering_pipe(*args, **kwargs), chunking_pipe=chunking_pipe_override or self.create_chunking_pipe(*args, **kwargs), ) - def create_parsing_pipe( - self, - excluded_parsers: Optional[list] = None, - override_parsers: Optional[list] = None, - *args, - **kwargs, - ) -> Any: - from r2r.pipes import ParsingPipe - - return ParsingPipe( - excluded_parsers=excluded_parsers or [], - override_parsers=override_parsers or [], - ) - def create_parsing_pipe(self, *args, **kwargs) -> Any: from r2r.pipes import ParsingPipe @@ -416,7 +375,6 @@ def create_embedding_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r.base import RecursiveCharacterTextSplitter from r2r.pipes import EmbeddingPipe return EmbeddingPipe( @@ -448,9 +406,9 @@ def create_kg_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r.pipes import KGExtractionPipe + from r2r.pipes import KGTriplesExtractionPipe - return KGExtractionPipe( + return KGTriplesExtractionPipe( kg_provider=self.providers.kg, llm_provider=self.providers.llm, prompt_provider=self.providers.prompt, @@ -479,6 +437,7 @@ def create_kg_search_pipe(self, *args, **kwargs) -> Any: kg_provider=self.providers.kg, llm_provider=self.providers.llm, prompt_provider=self.providers.prompt, + embedding_provider=self.providers.embedding, ) def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: @@ -497,10 +456,34 @@ def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: prompt_provider=self.providers.prompt, ) - def create_eval_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import EvalPipe + def create_kg_node_extraction_pipe(self, *args, **kwargs) -> Any: + from r2r.pipes import KGNodeExtractionPipe - return EvalPipe(eval_provider=self.providers.eval) + return KGNodeExtractionPipe( + kg_provider=self.providers.kg, + llm_provider=self.providers.llm, + prompt_provider=self.providers.prompt, + ) + + def create_kg_node_description_pipe(self, *args, **kwargs) -> Any: + from r2r.pipes import KGNodeDescriptionPipe + + return KGNodeDescriptionPipe( + kg_provider=self.providers.kg, + llm_provider=self.providers.llm, + prompt_provider=self.providers.prompt, + embedding_provider=self.providers.embedding, + ) + + def create_kg_clustering_pipe(self, *args, **kwargs) -> Any: + from r2r.pipes import KGClusteringPipe + + return KGClusteringPipe( + kg_provider=self.providers.kg, + llm_provider=self.providers.llm, + prompt_provider=self.providers.prompt, + embedding_provider=self.providers.embedding, + ) class R2RPipelineFactory: @@ -576,10 +559,13 @@ def create_rag_pipeline( rag_pipeline.add_pipe(rag_pipe) return rag_pipeline - def create_eval_pipeline(self, *args, **kwargs) -> EvalPipeline: - eval_pipeline = EvalPipeline() - eval_pipeline.add_pipe(self.pipes.eval_pipe) - return eval_pipeline + def create_kg_pipeline(self, *args, **kwargs) -> KGEnrichmentPipeline: + kg_pipeline = KGEnrichmentPipeline() + kg_pipeline.add_pipe(self.pipes.kg_node_extraction_pipe) + kg_pipeline.add_pipe(self.pipes.kg_node_description_pipe) + kg_pipeline.add_pipe(self.pipes.kg_clustering_pipe) + + return kg_pipeline def create_pipelines( self, @@ -587,7 +573,7 @@ def create_pipelines( search_pipeline: Optional[SearchPipeline] = None, rag_pipeline: Optional[RAGPipeline] = None, streaming_rag_pipeline: Optional[RAGPipeline] = None, - eval_pipeline: Optional[EvalPipeline] = None, + kg_pipeline: Optional[KGEnrichmentPipeline] = None, *args, **kwargs, ) -> R2RPipelines: @@ -616,12 +602,12 @@ def create_pipelines( *args, **kwargs, ), - eval_pipeline=eval_pipeline - or self.create_eval_pipeline(*args, **kwargs), + kg_pipeline=kg_pipeline + or self.create_kg_pipeline(*args, **kwargs), ) def configure_logging(self): - KVLoggingSingleton.configure(self.config.logging) + RunLoggingSingleton.configure(self.config.logging) class R2RAgentFactory: diff --git a/r2r/main/assembly/factory_extensions.py b/r2r/main/assembly/factory_extensions.py index 56e82ef76..34aaa1b4f 100644 --- a/r2r/main/assembly/factory_extensions.py +++ b/r2r/main/assembly/factory_extensions.py @@ -1,7 +1,8 @@ -from r2r.main import R2RPipeFactory from r2r.pipes.retrieval.multi_search import MultiSearchPipe from r2r.pipes.retrieval.query_transform_pipe import QueryTransformPipe +from .factory import R2RPipeFactory + class R2RPipeFactoryWithMultiSearch(R2RPipeFactory): QUERY_GENERATION_TEMPLATE: dict = ( diff --git a/r2r/main/engine.py b/r2r/main/engine.py index 0eb457cd5..433c91ea0 100644 --- a/r2r/main/engine.py +++ b/r2r/main/engine.py @@ -1,33 +1,36 @@ -from typing import Optional +from typing import TYPE_CHECKING, Optional -from r2r.base import KVLoggingSingleton, RunManager +from r2r.base import RunLoggingSingleton, RunManager from r2r.base.abstractions.base import AsyncSyncMeta, syncable from .abstractions import R2RAgents, R2RPipelines, R2RProviders -from .assembly.config import R2RConfig from .services.auth_service import AuthService from .services.ingestion_service import IngestionService from .services.management_service import ManagementService +from .services.restructure_service import RestructureService from .services.retrieval_service import RetrievalService +if TYPE_CHECKING: + from .assembly.config import R2RConfig + class R2REngine(metaclass=AsyncSyncMeta): def __init__( self, - config: R2RConfig, + config: "R2RConfig", providers: R2RProviders, pipelines: R2RPipelines, agents: R2RAgents, run_manager: Optional[RunManager] = None, ): - logging_connection = KVLoggingSingleton() + logging_connection = RunLoggingSingleton() run_manager = run_manager or RunManager(logging_connection) self.config = config self.providers = providers self.pipelines = pipelines self.agents = agents - self.logging_connection = KVLoggingSingleton() + self.logging_connection = RunLoggingSingleton() self.run_manager = run_manager self.ingestion_service = IngestionService( @@ -38,6 +41,16 @@ def __init__( run_manager, logging_connection, ) + + self.kg_service = RestructureService( + config, + providers, + pipelines, + agents, + run_manager, + logging_connection, + ) + self.retrieval_service = RetrievalService( config, providers, @@ -80,6 +93,10 @@ async def aingest_files(self, *args, **kwargs): async def aupdate_files(self, *args, **kwargs): return await self.ingestion_service.update_files(*args, **kwargs) + @syncable + async def aenrich_graph(self, *args, **kwargs): + return await self.kg_service.enrich_graph(*args, **kwargs) + @syncable async def asearch(self, *args, **kwargs): return await self.retrieval_service.search(*args, **kwargs) @@ -189,3 +206,51 @@ async def aclean_expired_blacklisted_tokens(self, *args, **kwargs): return await self.auth_service.clean_expired_blacklisted_tokens( *args, **kwargs ) + + @syncable + async def acreate_group(self, *args, **kwargs): + return await self.management_service.acreate_group(*args, **kwargs) + + @syncable + async def aget_group(self, *args, **kwargs): + return await self.management_service.aget_group(*args, **kwargs) + + @syncable + async def aupdate_group(self, *args, **kwargs): + return await self.management_service.aupdate_group(*args, **kwargs) + + @syncable + async def adelete_group(self, *args, **kwargs): + return await self.management_service.adelete_group(*args, **kwargs) + + @syncable + async def alist_groups(self, *args, **kwargs): + return await self.management_service.alist_groups(*args, **kwargs) + + @syncable + async def aadd_user_to_group(self, *args, **kwargs): + return await self.management_service.aadd_user_to_group( + *args, **kwargs + ) + + @syncable + async def aremove_user_from_group(self, *args, **kwargs): + return await self.management_service.aremove_user_from_group( + *args, **kwargs + ) + + @syncable + async def aget_users_in_group(self, *args, **kwargs): + return await self.management_service.aget_users_in_group( + *args, **kwargs + ) + + @syncable + async def aget_groups_for_user(self, *args, **kwargs): + return await self.management_service.aget_groups_for_user( + *args, **kwargs + ) + + @syncable + async def agroups_overview(self, *args, **kwargs): + return await self.management_service.agroups_overview(*args, **kwargs) diff --git a/r2r/main/execution.py b/r2r/main/execution.py index e95e92819..9a0685c19 100644 --- a/r2r/main/execution.py +++ b/r2r/main/execution.py @@ -12,11 +12,12 @@ from r2r.base import ( AnalysisTypes, - FilterCriteria, + GenerationConfig, KGSearchSettings, + LogFilterCriteria, + VectorDBFilterValue, VectorSearchSettings, ) -from r2r.base.abstractions.llm import GenerationConfig from .api.client import R2RClient from .assembly.builder import R2RBuilder @@ -169,7 +170,9 @@ def spinner(): document_ids=document_ids, metadatas=metadatas, versions=versions, - )["results"] + ) + print("results = ", results) + results["results"] else: results = self.app.ingest_files( files=files, @@ -222,23 +225,31 @@ def search( self, query: str, use_vector_search: bool = True, - search_filters: Optional[dict] = None, + filters: Optional[dict[str, VectorDBFilterValue]] = None, search_limit: int = 10, do_hybrid_search: bool = False, use_kg_search: bool = False, kg_search_generation_config: Optional[dict] = None, + kg_search_type: str = "global", + kg_search_level: Optional[int] = None, + entity_types: list = [], + relationships: list = [], ): if self.client_mode: return self.client.search( query, VectorSearchSettings( use_vector_search=use_vector_search, - search_filters=search_filters or {}, + filters=filters or {}, search_limit=search_limit, do_hybrid_search=do_hybrid_search, ), KGSearchSettings( use_kg_search=use_kg_search, + kg_search_type=kg_search_type, + kg_search_level=kg_search_level, + entity_types=entity_types, + relationships=relationships, kg_search_generation_config=GenerationConfig( **(kg_search_generation_config or {}) ), @@ -249,7 +260,7 @@ def search( query, VectorSearchSettings( use_vector_search=use_vector_search, - search_filters=search_filters or {}, + filters=filters or {}, search_limit=search_limit, do_hybrid_search=do_hybrid_search, ), @@ -258,6 +269,10 @@ def search( kg_search_generation_config=GenerationConfig( **(kg_search_generation_config or {}) ), + kg_search_type=kg_search_type, + kg_search_level=kg_search_level, + entity_types=entity_types, + relationships=relationships, ), ) @@ -265,7 +280,7 @@ def rag( self, query: str, use_vector_search: bool = True, - search_filters: Optional[dict] = None, + filters: Optional[dict[str, VectorDBFilterValue]] = None, search_limit: int = 10, do_hybrid_search: bool = False, use_kg_search: bool = False, @@ -278,7 +293,7 @@ def rag( query, vector_search_settings=VectorSearchSettings( use_vector_search=use_vector_search, - search_filters=search_filters or {}, + filters=filters or {}, search_limit=search_limit, do_hybrid_search=do_hybrid_search, ), @@ -303,7 +318,7 @@ def rag( query, vector_search_settings=VectorSearchSettings( use_vector_search=use_vector_search, - search_filters=search_filters or {}, + filters=filters or {}, search_limit=search_limit, do_hybrid_search=do_hybrid_search, ), @@ -344,34 +359,36 @@ def sync_generator(): def documents_overview( self, document_ids: Optional[list[str]] = None, - user_ids: Optional[list[str]] = None, ): if self.client_mode: - return self.client.documents_overview(document_ids, user_ids)[ - "results" - ] + return self.client.documents_overview(document_ids)["results"] + else: + return self.app.documents_overview(document_ids) + + def enrich_graph(self): + if self.client_mode: + return self.client.enrich_graph() else: - return self.app.documents_overview(document_ids, user_ids) + return self.app.enrich_graph() def delete( self, - keys: list[str], - values: list[str], + filters: Optional[dict[str, VectorDBFilterValue]] = None, ): if self.client_mode: - return self.client.delete(keys, values)["results"] + return self.client.delete(filters)["results"] else: - return self.app.delete(keys, values) + return self.app.delete(filters) def logs( self, - log_type_filter: Optional[str] = None, + run_type_filter: Optional[str] = None, max_runs: int = 100, ): if self.client_mode: - return self.client.logs(log_type_filter, max_runs)["results"] + return self.client.logs(run_type_filter, max_runs)["results"] else: - return self.app.logs(log_type_filter, max_runs) + return self.app.logs(run_type_filter, max_runs) def document_chunks(self, document_id: str): doc_uuid = uuid.UUID(document_id) @@ -403,7 +420,7 @@ def analytics( analysis_types=analysis_types, )["results"] - filter_criteria = FilterCriteria(filters=filters) + filter_criteria = LogFilterCriteria(filters=filters) analysis_types_obj = AnalysisTypes(analysis_types=analysis_types) return self.app.analytics( filter_criteria=filter_criteria, analysis_types=analysis_types_obj diff --git a/r2r/main/services/__init__.py b/r2r/main/services/__init__.py index f1b33c38f..8fb32f0fb 100644 --- a/r2r/main/services/__init__.py +++ b/r2r/main/services/__init__.py @@ -1,6 +1,7 @@ from .auth_service import AuthService from .ingestion_service import IngestionService from .management_service import ManagementService +from .restructure_service import RestructureService from .retrieval_service import RetrievalService __all__ = [ @@ -8,4 +9,5 @@ "IngestionService", "ManagementService", "RetrievalService", + "RestructureService", ] diff --git a/r2r/main/services/auth_service.py b/r2r/main/services/auth_service.py index 8dbb8a47c..721be4b9a 100644 --- a/r2r/main/services/auth_service.py +++ b/r2r/main/services/auth_service.py @@ -1,15 +1,9 @@ import uuid from datetime import datetime -from typing import Any - -from r2r.base import ( - KVLoggingSingleton, - R2RException, - RunManager, - Token, - User, - UserCreate, -) +from typing import Optional + +from r2r.base import R2RException, RunLoggingSingleton, RunManager, Token +from r2r.base.api.models.auth.responses import UserResponse from r2r.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders @@ -25,7 +19,7 @@ def __init__( pipelines: R2RPipelines, agents: R2RAgents, run_manager: RunManager, - logging_connection: KVLoggingSingleton, + logging_connection: RunLoggingSingleton, ): super().__init__( config, @@ -37,8 +31,8 @@ def __init__( ) @telemetry_event("RegisterUser") - async def register(self, user: UserCreate) -> User: - return self.providers.auth.register(user) + async def register(self, email: str, password: str) -> UserResponse: + return self.providers.auth.register(email, password) @telemetry_event("VerifyEmail") async def verify_email(self, verification_code: str) -> bool: @@ -60,14 +54,14 @@ async def verify_email(self, verification_code: str) -> bool: self.providers.database.relational.remove_verification_code( verification_code ) - return True + return {"message": f"User account {user_id} verified successfully."} @telemetry_event("Login") async def login(self, email: str, password: str) -> dict[str, Token]: return self.providers.auth.login(email, password) @telemetry_event("GetCurrentUser") - async def user(self, token: str) -> User: + async def user(self, token: str) -> UserResponse: token_data = self.providers.auth.decode_token(token) user = self.providers.database.relational.get_user_by_email( token_data.email @@ -88,7 +82,7 @@ async def refresh_access_token( @telemetry_event("ChangePassword") async def change_password( - self, user: User, current_password: str, new_password: str + self, user: UserResponse, current_password: str, new_password: str ) -> dict[str, str]: if not user: raise R2RException(status_code=404, message="User not found") @@ -113,7 +107,7 @@ async def logout(self, token: str) -> dict[str, str]: return self.providers.auth.logout(token) @telemetry_event("GetUserProfile") - async def get_user_profile(self, user_id: uuid.UUID) -> User: + async def get_user_profile(self, user_id: uuid.UUID) -> UserResponse: user = self.providers.database.relational.get_user_by_id(user_id) if not user: raise R2RException(status_code=404, message="User not found") @@ -121,28 +115,45 @@ async def get_user_profile(self, user_id: uuid.UUID) -> User: @telemetry_event("UpdateUserProfile") async def update_user( - self, user_id: uuid.UUID, user_data: dict[str, Any] - ) -> User: + self, + user_id: uuid.UUID, + email: Optional[str] = None, + name: Optional[str] = None, + bio: Optional[str] = None, + profile_picture: Optional[str] = None, + ) -> UserResponse: user = self.providers.database.relational.get_user_by_id(user_id) if not user: raise R2RException(status_code=404, message="User not found") - for key, value in user_data.items(): - setattr(user, key, value) + if email: + setattr(user, "email", email) + if name: + setattr(user, "name", name) + if bio: + setattr(user, "bio", bio) + if profile_picture: + setattr(user, "profile_picture", profile_picture) return self.providers.database.relational.update_user(user) @telemetry_event("DeleteUserAccount") async def delete_user( - self, user_id: uuid.UUID, password: str + self, + user_id: uuid.UUID, + password: Optional[str] = None, + is_superuser: bool = False, ) -> dict[str, str]: user = self.providers.database.relational.get_user_by_id(user_id) if not user: raise R2RException(status_code=404, message="User not found") - if not self.providers.auth.crypto_provider.verify_password( - password, user.hashed_password + if not ( + is_superuser + or self.providers.auth.crypto_provider.verify_password( + password, user.hashed_password + ) ): raise R2RException(status_code=400, message="Incorrect password") self.providers.database.relational.delete_user(user_id) - return {"message": "User account deleted successfully"} + return {"message": f"User account {user_id} deleted successfully."} @telemetry_event("CleanExpiredBlacklistedTokens") async def clean_expired_blacklisted_tokens( diff --git a/r2r/main/services/base.py b/r2r/main/services/base.py index 4cb74babd..7089f76b9 100644 --- a/r2r/main/services/base.py +++ b/r2r/main/services/base.py @@ -1,6 +1,6 @@ from abc import ABC -from r2r.base import KVLoggingSingleton, RunManager +from r2r.base import RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig @@ -14,7 +14,7 @@ def __init__( pipelines: R2RPipelines, agents: R2RAgents, run_manager: RunManager, - logging_connection: KVLoggingSingleton, + logging_connection: RunLoggingSingleton, ): self.config = config self.providers = providers diff --git a/r2r/main/services/ingestion_service.py b/r2r/main/services/ingestion_service.py index 511e74a9c..da58d8b5a 100644 --- a/r2r/main/services/ingestion_service.py +++ b/r2r/main/services/ingestion_service.py @@ -1,33 +1,28 @@ -import json import logging import uuid -import warnings from collections import defaultdict from datetime import datetime from typing import Any, Optional -from fastapi import Form, UploadFile +from fastapi import UploadFile from r2r.base import ( Document, DocumentInfo, DocumentType, - KVLoggingSingleton, R2RDocumentProcessingError, R2RException, + RunLoggingSingleton, RunManager, - User, generate_id_from_label, increment_version, to_async_generator, ) +from r2r.base.api.models import IngestionResponse from r2r.telemetry.telemetry_decorator import telemetry_event +from ...base.api.models.auth.responses import UserResponse from ..abstractions import R2RAgents, R2RPipelines, R2RProviders -from ..api.routes.ingestion.requests import ( - R2RIngestFilesRequest, - R2RUpdateFilesRequest, -) from ..assembly.config import R2RConfig from .base import Service @@ -43,7 +38,7 @@ def __init__( pipelines: R2RPipelines, agents: R2RAgents, run_manager: RunManager, - logging_connection: KVLoggingSingleton, + logging_connection: RunLoggingSingleton, ): super().__init__( config, @@ -55,7 +50,11 @@ def __init__( ) def _file_to_document( - self, file: UploadFile, document_id: uuid.UUID, metadata: dict + self, + file: UploadFile, + user: UserResponse, + document_id: uuid.UUID, + metadata: dict, ) -> Document: file_extension = file.filename.split(".")[-1].lower() if file_extension.upper() not in DocumentType.__members__: @@ -69,6 +68,8 @@ def _file_to_document( return Document( id=document_id, + group_ids=metadata.get("group_ids", []), + user_id=user.id, type=DocumentType[file_extension.upper()], data=file.file.read(), metadata=metadata, @@ -79,7 +80,6 @@ async def ingest_documents( self, documents: list[Document], versions: Optional[list[str]] = None, - user: Optional[User] = None, *args: Any, **kwargs: Any, ): @@ -88,16 +88,29 @@ async def ingest_documents( status_code=400, message="No documents provided for ingestion." ) + chunking_provider = kwargs.get("chunking_provider") + if chunking_provider is None: + logger.info("No chunking provider specified. Using default.") + else: + logger.info( + f"Using custom chunking provider: {type(chunking_provider).__name__}" + ) + document_infos = [] skipped_documents = [] processed_documents = {} duplicate_documents = defaultdict(list) - user_ids = [str(user.id)] if user else [] + + if not all(doc.id for doc in documents): + raise R2RException( + status_code=400, message="All documents must have an ID." + ) + user_id = documents[0].user_id existing_documents = ( ( self.providers.database.relational.get_documents_overview( - filter_user_ids=user_ids + filter_user_ids=[user_id] ) ) if self.providers.database @@ -105,22 +118,12 @@ async def ingest_documents( ) existing_document_info = { - doc_info.document_id: doc_info for doc_info in existing_documents + doc_info.id: doc_info for doc_info in existing_documents } for iteration, document in enumerate(documents): version = versions[iteration] if versions else "v0" - # Check if user ID has already been provided, and if it matches the authenticated user - user_id = document.metadata.get("user_id", None) - if user: - if user_id and user_id != str(user.id): - raise R2RException( - status_code=403, - message="User ID in metadata does not match authenticated user.", - ) - document.metadata["user_id"] = str(user.id) - # Check for duplicates within the current batch if document.id in processed_documents: duplicate_documents[document.id].append( @@ -142,29 +145,30 @@ async def ingest_documents( message=f"Document with ID {document.id} was already successfully processed.", ) skipped_documents.append( - ( - document.id, - document.metadata.get("title", None) - or str(document.id), - ) + { + "id": document.id, + "title": document.metadata.get("title", "N/A"), + } ) continue now = datetime.now() document_info_metadata = document.metadata.copy() - title = document_info_metadata.pop("title", str(document.id)) - user_id = document_info_metadata.pop("user_id", None) + title = document_info_metadata.pop("title", "N/A") + document_infos.append( DocumentInfo( - document_id=document.id, - version=version, - size_in_bytes=len(document.data), + id=document.id, + user_id=document.user_id, + group_ids=document.group_ids, + type=document.type, metadata=document_info_metadata, title=title, - user_id=user_id, + version=version, + size_in_bytes=len(document.data), + status="processing", created_at=now, updated_at=now, - status="processing", # Set initial status to `processing` ) ) @@ -199,34 +203,42 @@ async def ingest_documents( doc for doc in documents if doc.id - not in [skipped[0] for skipped in skipped_documents] + not in [skipped["id"] for skipped in skipped_documents] ], ), versions=[info.version for info in document_infos], run_manager=self.run_manager, - user=user, *args, **kwargs, ) + + # enrich using graphrag + # get triples from the graph + + # self.graph_rag = True + # if self.graph_rag: + + # graphrag_results = await self.pipelines.kg_cluster_pipeline.run( + # input = to_async_generator() + # ) + return await self._process_ingestion_results( ingestion_results, document_infos, skipped_documents, - processed_documents, - user=user, ) @telemetry_event("IngestFiles") async def ingest_files( self, files: list[UploadFile], + user: UserResponse, metadatas: Optional[list[dict]] = None, document_ids: Optional[list[uuid.UUID]] = None, versions: Optional[list[str]] = None, - user: Optional[User] = None, *args: Any, **kwargs: Any, - ): + ) -> IngestionResponse: if not files: raise R2RException( status_code=400, message="No files provided for ingestion." @@ -242,22 +254,27 @@ async def ingest_files( document_metadata = metadatas[iteration] if metadatas else {} - id_label = str(file.filename.split("/")[-1]) - # Make user-level ids unique - if user: - id_label += str(user.id) + id_label = f'{file.filename.split("/")[-1]}-{user.id}' + document_id = ( document_ids[iteration] if document_ids else generate_id_from_label(id_label) ) + print("user.id = ", user.id) + print("document_id = ", document_id) + document = self._file_to_document( - file, document_id, document_metadata + file, user, document_id, document_metadata ) documents.append(document) return await self.ingest_documents( - documents, versions, *args, **kwargs, user=user + documents, + versions, + user=user, + *args, + **kwargs, ) finally: @@ -269,11 +286,12 @@ async def update_files( self, files: list[UploadFile], document_ids: list[uuid.UUID], + user: UserResponse, metadatas: Optional[list[dict]] = None, - user: Optional[User] = None, *args: Any, **kwargs: Any, - ): + ) -> IngestionResponse: + print("UpdateFiles") if not files: raise R2RException( status_code=400, message="No files provided for update." @@ -283,7 +301,6 @@ async def update_files( status_code=501, message="Database provider is not available for updating documents.", ) - try: if len(document_ids) != len(files): raise R2RException( @@ -293,9 +310,7 @@ async def update_files( documents_overview = ( self.providers.database.relational.get_documents_overview( - filter_document_ids=[ - str(doc_id) for doc_id in document_ids - ] + filter_document_ids=document_ids ) ) @@ -317,15 +332,6 @@ async def update_files( message=f"Document with id {doc_id} not found.", ) - user_id = doc_info.metadata.get("user_id", None) - if user: - if user_id and user_id != str(user.id): - raise R2RException( - status_code=403, - message="User ID in metadata does not match authenticated user.", - ) - doc_info.metadata["user_id"] = str(user.id) - new_version = increment_version(doc_info.version) new_versions.append(new_version) @@ -338,25 +344,21 @@ async def update_files( ) document = self._file_to_document( - file, doc_id, updated_metadata + file, user, doc_id, updated_metadata ) documents.append(document) ingestion_results = await self.ingest_documents( - documents, versions=new_versions, user=user, *args, **kwargs + documents, versions=new_versions, *args, **kwargs ) for doc_id, old_version in zip( document_ids, [doc_info.version for doc_info in documents_overview], ): - keys = ["document_id", "version"] - values = [str(doc_id), old_version] - if user: - keys.append("user_id") - values.append(str(user.id)) - - self.providers.database.vector.delete_by_metadata(keys, values) + self.providers.database.vector.delete( + filters={"document_id": {"$eq": doc_id}} + ) self.providers.database.relational.delete_from_documents_overview( doc_id, old_version ) @@ -371,11 +373,9 @@ async def _process_ingestion_results( self, ingestion_results: dict, document_infos: list[DocumentInfo], - skipped_documents: list[tuple[str, str]], - processed_documents: dict, - user: Optional[User] = None, + skipped_documents: list[dict[str, str]], ): - skipped_ids = [ele[0] for ele in skipped_documents] + skipped_ids = [ele["id"] for ele in skipped_documents] failed_ids = [] successful_ids = [] @@ -396,10 +396,10 @@ async def _process_ingestion_results( documents_to_upsert = [] for document_info in document_infos: - if document_info.document_id not in skipped_ids: - if document_info.document_id in failed_ids: + if document_info.id not in skipped_ids: + if document_info.id in failed_ids: document_info.status = "failure" - elif document_info.document_id in successful_ids: + elif document_info.id in successful_ids: document_info.status = "success" documents_to_upsert.append(document_info) @@ -407,147 +407,19 @@ async def _process_ingestion_results( self.providers.database.relational.upsert_documents_overview( documents_to_upsert ) - + # TODO - modify ingestion service so that at end we write out number of vectors produced or the error message + # THEN, return updated document infos here results = { "processed_documents": [ - f"Document '{processed_documents[document_id]}' processed successfully." - for document_id in successful_ids + document + for document in document_infos + if document.id in successful_ids ], "failed_documents": [ - f"Document '{processed_documents[document_id]}': {results[document_id]}" + {"document_id": document_id, "result": results[document_id]} for document_id in failed_ids ], - "skipped_documents": [ - f"Document '{filename}' skipped since it already exists." - for _, filename in skipped_documents - ], + "skipped_documents": skipped_ids, } - # TODO - Clean up logging for document parse results - if run_ids := list(self.run_manager.run_info.keys()): - run_id = run_ids[0] - for key in results: - if key in ["processed_documents", "failed_documents"]: - for value in results[key]: - await self.logging_connection.log( - log_id=run_id, - key="document_parse_result", - value=value, - user_id=str(user.id) if user else None, - ) - - if not user: - # TODO: add in link to migration guide - warnings.warn( - "Logs excluding user ids are deprecated and will be removed in version 0.3.0. Please follow the migration guide here.", - DeprecationWarning, - stacklevel=2, - ) return results - - @staticmethod - def parse_ingest_files_form_data( - metadatas: Optional[str] = Form(None), - document_ids: str = Form(None), - versions: Optional[str] = Form(None), - chunking_config_override: Optional[str] = Form(None), - ) -> R2RIngestFilesRequest: - try: - parsed_metadatas = ( - json.loads(metadatas) - if metadatas and metadatas != "null" - else None - ) - if parsed_metadatas is not None and not isinstance( - parsed_metadatas, list - ): - raise ValueError("metadatas must be a list of dictionaries") - - parsed_document_ids = ( - json.loads(document_ids) - if document_ids and document_ids != "null" - else None - ) - if parsed_document_ids is not None: - parsed_document_ids = [ - uuid.UUID(doc_id) for doc_id in parsed_document_ids - ] - - parsed_versions = ( - json.loads(versions) - if versions and versions != "null" - else None - ) - chunking_config_override = ( - json.loads(chunking_config_override) - if chunking_config_override - and chunking_config_override != "null" - else None - ) - request_data = { - "metadatas": parsed_metadatas, - "document_ids": parsed_document_ids, - "versions": parsed_versions, - "chunking_config_override": chunking_config_override, - } - return R2RIngestFilesRequest(**request_data) - except json.JSONDecodeError as e: - raise R2RException( - status_code=400, message=f"Invalid JSON in form data: {e}" - ) - except ValueError as e: - raise R2RException(status_code=400, message=str(e)) - except Exception as e: - raise R2RException( - status_code=400, message=f"Error processing form data: {e}" - ) - - @staticmethod - def parse_update_files_form_data( - metadatas: Optional[str] = Form(None), - document_ids: str = Form(...), - chunking_config_override: Optional[str] = Form(None), - ) -> R2RUpdateFilesRequest: - try: - parsed_metadatas = ( - json.loads(metadatas) - if metadatas and metadatas != "null" - else None - ) - if parsed_metadatas is not None and not isinstance( - parsed_metadatas, list - ): - raise ValueError("metadatas must be a list of dictionaries") - - if not document_ids or document_ids == "null": - raise ValueError("document_ids is required and cannot be null") - - parsed_document_ids = json.loads(document_ids) - if not isinstance(parsed_document_ids, list): - raise ValueError("document_ids must be a list") - parsed_document_ids = [ - uuid.UUID(doc_id) for doc_id in parsed_document_ids - ] - chunking_config_override = ( - json.loads(chunking_config_override) - if chunking_config_override - and chunking_config_override != "null" - else None - ) - - request_data = { - "metadatas": parsed_metadatas, - "document_ids": parsed_document_ids, - "chunking_config_override": chunking_config_override, - } - return R2RUpdateFilesRequest(**request_data) - except json.JSONDecodeError as e: - raise R2RException( - status_code=400, message=f"Invalid JSON in form data: {e}" - ) - except ValueError as e: - raise R2RException(status_code=400, message=str(e)) - except Exception as e: - raise R2RException( - status_code=400, message=f"Error processing form data: {e}" - ) diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index 57d8a2b71..4ff8f4101 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -2,15 +2,16 @@ import logging import uuid from collections import defaultdict -from typing import Any, Dict, List, Optional, Tuple, Union +from typing import Any, Dict, List, Optional, Tuple from r2r.base import ( AnalysisTypes, - FilterCriteria, - KVLoggingSingleton, + LogFilterCriteria, LogProcessor, R2RException, + RunLoggingSingleton, RunManager, + VectorDBFilterValue, ) from r2r.telemetry.telemetry_decorator import telemetry_event @@ -29,7 +30,7 @@ def __init__( pipelines: R2RPipelines, agents: R2RAgents, run_manager: RunManager, - logging_connection: KVLoggingSingleton, + logging_connection: RunLoggingSingleton, ): super().__init__( config, @@ -54,20 +55,16 @@ async def update_prompt( @telemetry_event("Logs") async def alogs( - self, - log_type_filter: Optional[str] = None, - max_runs_requested: int = 100, - *args: Any, - **kwargs: Any, + self, run_type_filter: Optional[str] = None, max_runs: int = 100 ): if self.logging_connection is None: raise R2RException( status_code=404, message="Logging provider not found." ) - run_info = await self.logging_connection.get_run_info( - limit=max_runs_requested, - log_type_filter=log_type_filter, + run_info = await self.logging_connection.get_info_logs( + limit=max_runs, + run_type_filter=run_type_filter, ) run_ids = [run.run_id for run in run_info] if len(run_ids) == 0: @@ -79,7 +76,7 @@ async def alogs( for run in run_info: run_logs = [ - log for log in logs if log["log_id"] == str(run.run_id) + log for log in logs if log["run_id"] == str(run.run_id) ] entries = [ { @@ -94,7 +91,7 @@ async def alogs( log_entry = { "run_id": run.run_id, - "run_type": run.log_type, + "run_type": run.run_type, "entries": entries, } @@ -117,12 +114,12 @@ async def alogs( @telemetry_event("Analytics") async def aanalytics( self, - filter_criteria: FilterCriteria, + filter_criteria: LogFilterCriteria, analysis_types: AnalysisTypes, *args, **kwargs, ): - run_info = await self.logging_connection.get_run_info(limit=100) + run_info = await self.logging_connection.get_info_logs(limit=100) run_ids = [info.run_id for info in run_info] if not run_ids: @@ -211,8 +208,8 @@ async def ascore_completion( self, message_id: uuid.UUID, score: float = 0.0, - log_type_filter: str = None, - max_runs_requested: int = 100, + run_type_filter: str = None, + max_runs: int = 100, *args: Any, **kwargs: Any, ): @@ -222,9 +219,9 @@ async def ascore_completion( status_code=404, message="Logging provider not found." ) - run_info = await self.logging_connection.get_run_info( - limit=max_runs_requested, - log_type_filter=log_type_filter, + run_info = await self.logging_connection.get_info_logs( + limit=max_runs, + run_type_filter=run_type_filter, ) run_ids = [run.run_id for run in run_info] @@ -242,8 +239,8 @@ async def ascore_completion( if completion_dict.get("message_id") == str(message_id): bounded_score = round(min(max(score, -1.00), 1.00), 2) - updated = await KVLoggingSingleton.score_completion( - log["log_id"], message_id, bounded_score + updated = await RunLoggingSingleton.score_completion( + log["run_id"], message_id, bounded_score ) if not updated: logger.error( @@ -269,42 +266,53 @@ async def ausers_overview( @telemetry_event("Delete") async def delete( self, - keys: list[str], - values: list[Union[bool, int, str]], + filters: dict[str, VectorDBFilterValue], *args, **kwargs, ): - metadata = ", ".join( - f"{key}={value}" for key, value in zip(keys, values) - ) - values = [str(value) for value in values] - logger.info(f"Deleting entries with metadata: {metadata}") - ids = self.providers.database.vector.delete_by_metadata(keys, values) - if not ids: + """ + Takes a list of filters like + "{key: {operator: value}, key: {operator: value}, ...}" + and deletes entries that match the filters. + + Then, deletes the corresponding entries from the documents overview table. + + NOTE: This method is not atomic and may result in orphaned entries in the documents overview table. + NOTE: This method assumes that filters delete entire contents of any touched documents. + """ + logger.info(f"Deleting entries with filters: {filters}") + results = self.providers.database.vector.delete(filters) + if not results: raise R2RException( status_code=404, message="No entries found for deletion." ) - for id in ids: + + document_ids_to_purge = { + doc_id + for doc_id in [ + result.get("document_id", None) for result in results.values() + ] + if doc_id + } + for document_id in document_ids_to_purge: self.providers.database.relational.delete_from_documents_overview( - id + document_id ) - return f"Documents {ids} deleted successfully." + return results @telemetry_event("DocumentsOverview") async def adocuments_overview( self, - document_ids: Optional[list[uuid.UUID]] = None, user_ids: Optional[list[uuid.UUID]] = None, + group_ids: Optional[list[uuid.UUID]] = None, + document_ids: Optional[list[uuid.UUID]] = None, *args: Any, **kwargs: Any, ): return self.providers.database.relational.get_documents_overview( - filter_document_ids=( - [str(ele) for ele in document_ids] if document_ids else None - ), - filter_user_ids=( - [str(ele) for ele in user_ids] if user_ids else None - ), + filter_document_ids=document_ids, + filter_user_ids=user_ids, + filter_group_ids=group_ids, ) @telemetry_event("DocumentChunks") @@ -314,9 +322,7 @@ async def document_chunks( *args, **kwargs, ): - return self.providers.database.vector.get_document_chunks( - str(document_id) - ) + return self.providers.database.vector.get_document_chunks(document_id) @telemetry_event("UsersOverview") async def users_overview( @@ -371,6 +377,43 @@ async def inspect_knowledge_graph( message=f"An error occurred while fetching relationships: {str(e)}", ) + @telemetry_event("AssignDocumentToGroup") + async def aassign_document_to_group( + self, document_id: str, group_id: uuid.UUID + ): + + success = self.providers.database.vector.assign_document_to_group( + document_id, group_id + ) + if success: + return {"message": "Document assigned to group successfully"} + else: + raise R2RException( + status_code=404, + message="Document not found or assignment failed", + ) + + @telemetry_event("RemoveDocumentFromGroup") + async def aremove_document_from_group( + self, document_id: str, group_id: uuid.UUID + ): + success = self.providers.database.vector.remove_document_from_group( + document_id, group_id + ) + if success: + return {"message": "Document removed from group successfully"} + else: + raise R2RException( + status_code=404, message="Document not found or removal failed" + ) + + @telemetry_event("GetDocumentGroups") + async def aget_document_groups(self, document_id: str): + group_ids = self.providers.database.vector.get_document_groups( + document_id + ) + return {"group_ids": [str(group_id) for group_id in group_ids]} + def process_relationships( self, relationships: List[Tuple[str, str, str]] ) -> Tuple[Dict[str, List[str]], Dict[str, Dict[str, List[str]]]]: @@ -456,3 +499,74 @@ async def app_settings( name: prompt.dict() for name, prompt in prompts.items() }, } + + @telemetry_event("CreateGroup") + async def acreate_group( + self, name: str, description: str = "" + ) -> uuid.UUID: + return self.providers.database.relational.create_group( + name, description + ) + + @telemetry_event("GetGroup") + async def aget_group(self, group_id: uuid.UUID) -> Optional[dict]: + return self.providers.database.relational.get_group(group_id) + + @telemetry_event("UpdateGroup") + async def aupdate_group( + self, group_id: uuid.UUID, name: str = None, description: str = None + ) -> bool: + return self.providers.database.relational.update_group( + group_id, name, description + ) + + @telemetry_event("DeleteGroup") + async def adelete_group(self, group_id: uuid.UUID) -> bool: + return self.providers.database.relational.delete_group(group_id) + + @telemetry_event("ListGroups") + async def alist_groups( + self, offset: int = 0, limit: int = 100 + ) -> list[dict]: + return self.providers.database.relational.list_groups( + offset=offset, limit=limit + ) + + @telemetry_event("AddUserToGroup") + async def aadd_user_to_group( + self, user_id: uuid.UUID, group_id: uuid.UUID + ) -> bool: + return self.providers.database.relational.add_user_to_group( + user_id, group_id + ) + + @telemetry_event("RemoveUserFromGroup") + async def aremove_user_from_group( + self, user_id: uuid.UUID, group_id: uuid.UUID + ) -> bool: + return self.providers.database.relational.remove_user_from_group( + user_id, group_id + ) + + @telemetry_event("GetUsersInGroup") + async def aget_users_in_group( + self, group_id: uuid.UUID, offset: int = 0, limit: int = 100 + ) -> list[dict]: + return self.providers.database.relational.get_users_in_group( + group_id, offset, limit + ) + + @telemetry_event("GetGroupsForUser") + async def aget_groups_for_user(self, user_id: uuid.UUID) -> list[dict]: + return self.providers.database.relational.get_groups_for_user(user_id) + + @telemetry_event("GroupsOverview") + async def agroups_overview( + self, + group_ids: Optional[list[uuid.UUID]] = None, + *args, + **kwargs, + ): + return self.providers.database.relational.get_groups_overview( + [str(ele) for ele in group_ids] if group_ids else None + ) diff --git a/r2r/main/services/restructure_service.py b/r2r/main/services/restructure_service.py new file mode 100644 index 000000000..1162ab222 --- /dev/null +++ b/r2r/main/services/restructure_service.py @@ -0,0 +1,94 @@ +import logging +from typing import Any, Dict, List + +from r2r.base import Document, R2RException, RunLoggingSingleton, RunManager + +from ..abstractions import R2RAgents, R2RPipelines, R2RProviders +from ..assembly.config import R2RConfig +from .base import Service + +logger = logging.getLogger(__name__) + + +class RestructureService(Service): + def __init__( + self, + config: R2RConfig, + providers: R2RProviders, + pipelines: R2RPipelines, + agents: R2RAgents, + run_manager: RunManager, + logging_connection: RunLoggingSingleton, + ): + + super().__init__( + config, + providers, + pipelines, + agents, + run_manager, + logging_connection, + ) + + async def enrich_graph( + self, documents: List[Document] = None + ) -> Dict[str, Any]: + """ + Perform graph enrichment on the given documents. + + Args: + documents (List[Document]): List of documents to enrich. + + Returns: + Dict[str, Any]: Results of the graph enrichment process. + """ + try: + # Assuming there's a graph enrichment pipeline + enrichment_results = await self.pipelines.kg_pipeline.run( + input=[], + run_manager=self.run_manager, + ) + + return enrichment_results + + except Exception as e: + logger.error(f"Error during graph enrichment: {str(e)}") + raise R2RException( + status_code=500, message=f"Graph enrichment failed: {str(e)}" + ) + + async def query_graph(self, query: str) -> Dict[str, Any]: + """ + Query the knowledge graph. + + Args: + query (str): The query to run against the knowledge graph. + + Returns: + Dict[str, Any]: Results of the graph query. + """ + try: + results = self.providers.database.graph.query(query) + return {"results": results} + except Exception as e: + logger.error(f"Error querying graph: {str(e)}") + raise R2RException( + status_code=500, message=f"Graph query failed: {str(e)}" + ) + + async def get_graph_statistics(self) -> Dict[str, Any]: + """ + Get statistics about the knowledge graph. + + Returns: + Dict[str, Any]: Statistics about the knowledge graph. + """ + try: + stats = self.providers.database.graph.get_statistics() + return stats + except Exception as e: + logger.error(f"Error getting graph statistics: {str(e)}") + raise R2RException( + status_code=500, + message=f"Failed to retrieve graph statistics: {str(e)}", + ) diff --git a/r2r/main/services/retrieval_service.py b/r2r/main/services/retrieval_service.py index 84d80996d..ca75d9c27 100644 --- a/r2r/main/services/retrieval_service.py +++ b/r2r/main/services/retrieval_service.py @@ -8,18 +8,18 @@ CompletionRecord, GenerationConfig, KGSearchSettings, - KVLoggingSingleton, Message, MessageType, R2RException, + RunLoggingSingleton, RunManager, - User, VectorSearchSettings, generate_id_from_label, manage_run, to_async_generator, ) -from r2r.pipes import EvalPipe +from r2r.base.api.models import RAGResponse, SearchResponse +from r2r.base.api.models.auth.responses import UserResponse from r2r.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders @@ -37,7 +37,7 @@ def __init__( pipelines: R2RPipelines, agents: R2RAgents, run_manager: RunManager, - logging_connection: KVLoggingSingleton, + logging_connection: RunLoggingSingleton, ): super().__init__( config, @@ -54,10 +54,10 @@ async def search( query: str, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[User] = None, + user: Optional[UserResponse] = None, *args, **kwargs, - ): + ) -> SearchResponse: async with manage_run(self.run_manager, "search_app") as run_id: t0 = time.time() @@ -80,18 +80,15 @@ async def search( ) # TODO - Remove these transforms once we have a better way to handle this - for filter, value in vector_search_settings.search_filters.items(): + for filter, value in vector_search_settings.filters.items(): if isinstance(value, uuid.UUID): - vector_search_settings.search_filters[filter] = str(value) - if user and not user.is_superuser: - vector_search_settings.search_filters["user_id"] = str(user.id) + vector_search_settings.filters[filter] = str(value) results = await self.pipelines.search_pipeline.run( input=to_async_generator([query]), vector_search_settings=vector_search_settings, kg_search_settings=kg_search_settings, run_manager=self.run_manager, - user=user, *args, **kwargs, ) @@ -100,10 +97,9 @@ async def search( latency = f"{t1 - t0:.2f}" await self.logging_connection.log( - log_id=run_id, + run_id=run_id, key="search_latency", value=latency, - is_info_log=False, ) return results.dict() @@ -115,26 +111,19 @@ async def rag( rag_generation_config: GenerationConfig, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[User] = None, + user: Optional[UserResponse] = None, *args, **kwargs, - ): + ) -> RAGResponse: async with manage_run(self.run_manager, "rag_app") as run_id: try: # TODO - Remove these transforms once we have a better way to handle this for ( filter, value, - ) in vector_search_settings.search_filters.items(): + ) in vector_search_settings.filters.items(): if isinstance(value, uuid.UUID): - vector_search_settings.search_filters[filter] = str( - value - ) - - if user and not user.is_superuser: - vector_search_settings.search_filters["user_id"] = str( - user.id - ) + vector_search_settings.filters[filter] = str(value) completion_start_time = datetime.now() message_id = generate_id_from_label( @@ -161,13 +150,6 @@ async def rag( **kwargs, ) - await self.logging_connection.log( - log_id=run_id, - key="run_type", - value="rag", - is_info_log=True, - ) - results = await self.pipelines.rag_pipeline.run( input=to_async_generator([query]), run_manager=self.run_manager, @@ -200,10 +182,9 @@ async def rag( completion_record.completion_end_time = datetime.now() await self.logging_connection.log( - log_id=run_id, + run_id=run_id, key="completion_record", value=completion_record.to_json(), - is_info_log=False, ) # unpack the first result @@ -243,7 +224,6 @@ async def stream_response(): kg_search_settings=kg_search_settings, rag_generation_config=rag_generation_config, completion_record=completion_record, - user=user, *args, **kwargs, ): @@ -258,7 +238,7 @@ async def agent( rag_generation_config: GenerationConfig, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[User] = None, + user: Optional[UserResponse] = None, task_prompt_override: Optional[str] = None, include_title_if_available: Optional[bool] = False, *args, @@ -272,26 +252,18 @@ async def agent( for ( filter, value, - ) in vector_search_settings.search_filters.items(): + ) in vector_search_settings.filters.items(): if isinstance(value, uuid.UUID): - vector_search_settings.search_filters[filter] = str( - value - ) - - if user and not user.is_superuser: - vector_search_settings.search_filters["user_id"] = str( - user.id - ) + vector_search_settings.filters[filter] = str(value) if rag_generation_config.stream: t1 = time.time() latency = f"{t1 - t0:.2f}" await self.logging_connection.log( - log_id=run_id, + run_id=run_id, key="rag_agent_generation_latency", value=latency, - is_info_log=False, ) async def stream_response(): @@ -305,7 +277,6 @@ async def stream_response(): kg_search_settings=kg_search_settings, rag_generation_config=rag_generation_config, include_title_if_available=include_title_if_available, - user=user, *args, **kwargs, ): @@ -320,7 +291,6 @@ async def stream_response(): kg_search_settings=kg_search_settings, rag_generation_config=rag_generation_config, include_title_if_available=include_title_if_available, - user=user, *args, **kwargs, ) @@ -328,10 +298,9 @@ async def stream_response(): latency = f"{t1 - t0:.2f}" await self.logging_connection.log( - log_id=run_id, + run_id=run_id, key="rag_agent_generation_latency", value=latency, - is_info_log=False, ) return results @@ -345,27 +314,3 @@ async def stream_response(): raise R2RException( status_code=500, message="Internal Server Error" ) - - @telemetry_event("Evaluate") - async def evaluate( - self, - query: str, - context: str, - completion: str, - eval_generation_config: Optional[GenerationConfig], - user: Optional[User] = None, - *args, - **kwargs, - ): - eval_payload = EvalPipe.EvalPayload( - query=query, - context=context, - completion=completion, - ) - return await self.eval_pipeline.run( - input=to_async_generator([eval_payload]), - run_manager=self.run_manager, - eval_generation_config=eval_generation_config, - *args, - **kwargs, - ) diff --git a/r2r/parsers/__init__.py b/r2r/parsers/__init__.py index 102a0110c..228f7085f 100644 --- a/r2r/parsers/__init__.py +++ b/r2r/parsers/__init__.py @@ -1,17 +1,9 @@ -from .media.audio_parser import AudioParser -from .media.docx_parser import DOCXParser -from .media.img_parser import ImageParser -from .media.movie_parser import MovieParser -from .media.pdf_parser import PDFParser, PDFParserMarker, PDFParserUnstructured -from .media.ppt_parser import PPTParser -from .structured.csv_parser import CSVParser, CSVParserAdvanced -from .structured.json_parser import JSONParser -from .structured.xlsx_parser import XLSXParser, XLSXParserAdvanced -from .text.html_parser import HTMLParser -from .text.md_parser import MDParser -from .text.text_parser import TextParser +from .media import * +from .structured import * +from .text import * __all__ = [ + # Media parsers "AudioParser", "DOCXParser", "ImageParser", @@ -20,12 +12,14 @@ "PDFParserUnstructured", "PDFParserMarker", "PPTParser", - "MDParser", - "HTMLParser", - "TextParser", + # Structured parsers "CSVParser", "CSVParserAdvanced", "JSONParser", "XLSXParser", "XLSXParserAdvanced", + # Text parsers + "MDParser", + "HTMLParser", + "TextParser", ] diff --git a/r2r/parsers/media/__init__.py b/r2r/parsers/media/__init__.py index e69de29bb..81a227459 100644 --- a/r2r/parsers/media/__init__.py +++ b/r2r/parsers/media/__init__.py @@ -0,0 +1,17 @@ +from .audio_parser import AudioParser +from .docx_parser import DOCXParser +from .img_parser import ImageParser +from .movie_parser import MovieParser +from .pdf_parser import PDFParser, PDFParserMarker, PDFParserUnstructured +from .ppt_parser import PPTParser + +__all__ = [ + "AudioParser", + "DOCXParser", + "ImageParser", + "MovieParser", + "PDFParser", + "PDFParserUnstructured", + "PDFParserMarker", + "PPTParser", +] diff --git a/r2r/parsers/media/openai_helpers.py b/r2r/parsers/media/openai_helpers.py index 707dadda0..583a685e9 100644 --- a/r2r/parsers/media/openai_helpers.py +++ b/r2r/parsers/media/openai_helpers.py @@ -55,4 +55,4 @@ def process_audio_with_openai( ) transcription = transcription_response.json() - return transcription["text"] + return transcription.text diff --git a/r2r/parsers/media/pdf_parser.py b/r2r/parsers/media/pdf_parser.py index 438019c5b..f50ac94fc 100644 --- a/r2r/parsers/media/pdf_parser.py +++ b/r2r/parsers/media/pdf_parser.py @@ -1,4 +1,5 @@ import asyncio +import logging import string import unicodedata from io import BytesIO @@ -7,6 +8,8 @@ from r2r.base.abstractions.document import DataType from r2r.base.parsers.base_parser import AsyncParser +logger = logging.getLogger(__name__) + class PDFParser(AsyncParser[DataType]): """A parser for PDF data.""" @@ -49,9 +52,7 @@ async def ingest(self, data: DataType) -> AsyncGenerator[str, None]: or "\u0E00" <= x <= "\u0E7F" # Thai or "\u3040" <= x <= "\u309F" # Japanese Hiragana or "\u30A0" <= x <= "\u30FF" # Katakana - or - # Other printable characters - x in string.printable + or x in string.printable ), page_text, ) @@ -113,8 +114,8 @@ def __init__(self): self.partition_pdf = partition_pdf except ImportError as e: - print("PDFParserUnstructured ImportError : ", e) - print( + logger.error("PDFParserUnstructured ImportError : ", e) + logger.error( """Please install missing modules using : pip install unstructured unstructured_pytesseract unstructured_inference pip install pdfplumber matplotlib pillow_heif toml diff --git a/r2r/parsers/structured/__init__.py b/r2r/parsers/structured/__init__.py index e69de29bb..a44b30662 100644 --- a/r2r/parsers/structured/__init__.py +++ b/r2r/parsers/structured/__init__.py @@ -0,0 +1,11 @@ +from .csv_parser import CSVParser, CSVParserAdvanced +from .json_parser import JSONParser +from .xlsx_parser import XLSXParser, XLSXParserAdvanced + +__all__ = [ + "CSVParser", + "CSVParserAdvanced", + "JSONParser", + "XLSXParser", + "XLSXParserAdvanced", +] diff --git a/r2r/parsers/structured/xlsx_parser.py b/r2r/parsers/structured/xlsx_parser.py index e4c4d659b..abd917541 100644 --- a/r2r/parsers/structured/xlsx_parser.py +++ b/r2r/parsers/structured/xlsx_parser.py @@ -50,7 +50,7 @@ def __init__(self): def connected_components(self, arr): g = self.nx.grid_2d_graph(len(arr), len(arr[0])) - empty_cell_indices = list(zip(*self.np.where(arr == None))) + empty_cell_indices = list(zip(*self.np.where(arr is None))) g.remove_nodes_from(empty_cell_indices) components = self.nx.connected_components(g) for component in components: @@ -80,7 +80,7 @@ async def ingest( if len(table) <= 1: continue - num_cols, num_rows = len(table[0]), len(table) + num_rows = len(table) num_rows_per_chunk = num_col_times_num_rows // num_rows headers = ", ".join(table[0]) # add header to each one diff --git a/r2r/parsers/text/__init__.py b/r2r/parsers/text/__init__.py index e69de29bb..0d88dcb31 100644 --- a/r2r/parsers/text/__init__.py +++ b/r2r/parsers/text/__init__.py @@ -0,0 +1,9 @@ +from .html_parser import HTMLParser +from .md_parser import MDParser +from .text_parser import TextParser + +__all__ = [ + "MDParser", + "HTMLParser", + "TextParser", +] diff --git a/r2r/pipelines/__init__.py b/r2r/pipelines/__init__.py index ebe3a0c39..6bd7cc5ab 100644 --- a/r2r/pipelines/__init__.py +++ b/r2r/pipelines/__init__.py @@ -1,4 +1,4 @@ -from .eval_pipeline import EvalPipeline +from .graph_enrichment import KGEnrichmentPipeline from .ingestion_pipeline import IngestionPipeline from .rag_pipeline import RAGPipeline from .search_pipeline import SearchPipeline @@ -7,5 +7,5 @@ "IngestionPipeline", "SearchPipeline", "RAGPipeline", - "EvalPipeline", + "KGEnrichmentPipeline", ] diff --git a/r2r/pipelines/eval_pipeline.py b/r2r/pipelines/eval_pipeline.py deleted file mode 100644 index 60aa50d49..000000000 --- a/r2r/pipelines/eval_pipeline.py +++ /dev/null @@ -1,37 +0,0 @@ -import logging -from typing import Any, Optional - -from r2r.base.logging.run_manager import RunManager -from r2r.base.pipeline.base_pipeline import AsyncPipeline -from r2r.base.pipes.base_pipe import AsyncPipe, AsyncState - -logger = logging.getLogger(__name__) - - -class EvalPipeline(AsyncPipeline): - """A pipeline for evaluation.""" - - pipeline_type: str = "eval" - - async def run( - self, - input: Any, - state: Optional[AsyncState] = None, - stream: bool = False, - run_manager: Optional[RunManager] = None, - *args: Any, - **kwargs: Any, - ): - return await super().run( - input, state, stream, run_manager, *args, **kwargs - ) - - def add_pipe( - self, - pipe: AsyncPipe, - add_upstream_outputs: Optional[list[dict[str, str]]] = None, - *args, - **kwargs, - ) -> None: - logger.debug(f"Adding pipe {pipe.config.name} to the EvalPipeline") - return super().add_pipe(pipe, add_upstream_outputs, *args, **kwargs) diff --git a/r2r/pipelines/graph_enrichment.py b/r2r/pipelines/graph_enrichment.py new file mode 100644 index 000000000..49d98dd78 --- /dev/null +++ b/r2r/pipelines/graph_enrichment.py @@ -0,0 +1,33 @@ +import logging +from typing import Optional + +from ..base.logging.run_logger import RunLoggingSingleton +from ..base.logging.run_manager import RunManager +from ..base.pipeline.base_pipeline import AsyncPipeline +from ..base.pipes.base_pipe import AsyncPipe + +logger = logging.getLogger(__name__) + + +class KGEnrichmentPipeline(AsyncPipeline): + """A pipeline for enhancing the graph with communities, connnected components etc.""" + + pipeline_type: str = "other" + + def __init__( + self, + pipe_logger: Optional[RunLoggingSingleton] = None, + run_manager: Optional[RunManager] = None, + ): + super().__init__(pipe_logger, run_manager) + + def add_pipe( + self, + pipe: AsyncPipe, + *args, + **kwargs, + ) -> None: + logger.debug( + f"Adding pipe {pipe.config.name} to the KGEnrichmentPipeline" + ) + super().add_pipe(pipe, *args, **kwargs) diff --git a/r2r/pipelines/ingestion_pipeline.py b/r2r/pipelines/ingestion_pipeline.py index 1b9f3eb25..5a1fe42e7 100644 --- a/r2r/pipelines/ingestion_pipeline.py +++ b/r2r/pipelines/ingestion_pipeline.py @@ -3,8 +3,8 @@ from asyncio import Queue from typing import Any, Optional -from r2r.base import User -from r2r.base.logging.kv_logger import KVLoggingSingleton +from r2r.base.api.models.auth.responses import UserResponse +from r2r.base.logging.run_logger import RunLoggingSingleton from r2r.base.logging.run_manager import RunManager, manage_run from r2r.base.pipeline.base_pipeline import AsyncPipeline, dequeue_requests from r2r.base.pipes.base_pipe import AsyncPipe, AsyncState @@ -16,11 +16,9 @@ class IngestionPipeline(AsyncPipeline): """A pipeline for ingestion.""" - pipeline_type: str = "ingestion" - def __init__( self, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, run_manager: Optional[RunManager] = None, ): super().__init__(pipe_logger, run_manager) @@ -34,21 +32,13 @@ async def run( state: Optional[AsyncState] = None, stream: bool = False, run_manager: Optional[RunManager] = None, - log_run_info: bool = True, chunking_config_override: Optional[ChunkingProvider] = None, - user: Optional[User] = None, + user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, ) -> None: self.state = state or AsyncState() - async with manage_run(run_manager, self.pipeline_type): - if log_run_info: - await run_manager.log_run_info( - key="pipeline_type", - value=self.pipeline_type, - is_info_log=True, - user=user, - ) + async with manage_run(run_manager): if self.parsing_pipe is None: raise ValueError( "parsing_pipe must be set before running the ingestion pipeline" @@ -107,7 +97,6 @@ async def process_documents(): state, stream, run_manager, - log_run_info=False, *args, **kwargs, ) @@ -121,7 +110,6 @@ async def process_documents(): state, stream, run_manager, - log_run_info=False, *args, **kwargs, ) diff --git a/r2r/pipelines/rag_pipeline.py b/r2r/pipelines/rag_pipeline.py index ff054910f..c67c7da2a 100644 --- a/r2r/pipelines/rag_pipeline.py +++ b/r2r/pipelines/rag_pipeline.py @@ -2,10 +2,10 @@ import logging from typing import Any, Optional -from ..base import User from ..base.abstractions.llm import GenerationConfig from ..base.abstractions.search import KGSearchSettings, VectorSearchSettings -from ..base.logging.kv_logger import KVLoggingSingleton +from ..base.api.models.auth.responses import UserResponse +from ..base.logging.run_logger import RunLoggingSingleton from ..base.logging.run_manager import RunManager, manage_run from ..base.pipeline.base_pipeline import AsyncPipeline from ..base.pipes.base_pipe import AsyncPipe, AsyncState @@ -17,11 +17,9 @@ class RAGPipeline(AsyncPipeline): """A pipeline for RAG.""" - pipeline_type: str = "rag" - def __init__( self, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, run_manager: Optional[RunManager] = None, ): super().__init__(pipe_logger, run_manager) @@ -33,24 +31,15 @@ async def run( input: Any, state: Optional[AsyncState] = None, run_manager: Optional[RunManager] = None, - log_run_info=True, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), rag_generation_config: GenerationConfig = GenerationConfig(), - user: Optional[User] = None, + user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, ): self.state = state or AsyncState() - async with manage_run(run_manager, self.pipeline_type): - if log_run_info: - await run_manager.log_run_info( - key="pipeline_type", - value=self.pipeline_type, - is_info_log=True, - user=user, - ) - + async with manage_run(run_manager): if not self._search_pipeline: raise ValueError( "`_search_pipeline` must be set before running the RAG pipeline" @@ -65,7 +54,6 @@ async def multi_query_generator(input): state=state, stream=False, run_manager=run_manager, - log_run_info=False, vector_search_settings=vector_search_settings, kg_search_settings=kg_search_settings, *args, @@ -82,7 +70,6 @@ async def multi_query_generator(input): state=state, stream=rag_generation_config.stream, run_manager=run_manager, - log_run_info=False, rag_generation_config=rag_generation_config, *args, **kwargs, diff --git a/r2r/pipelines/search_pipeline.py b/r2r/pipelines/search_pipeline.py index 62eccf921..9bccbbc8d 100644 --- a/r2r/pipelines/search_pipeline.py +++ b/r2r/pipelines/search_pipeline.py @@ -3,13 +3,13 @@ from asyncio import Queue from typing import Any, Optional -from ..base import User from ..base.abstractions.search import ( AggregateSearchResult, KGSearchSettings, VectorSearchSettings, ) -from ..base.logging.kv_logger import KVLoggingSingleton +from ..base.api.models.auth.responses import UserResponse +from ..base.logging.run_logger import RunLoggingSingleton from ..base.logging.run_manager import RunManager, manage_run from ..base.pipeline.base_pipeline import AsyncPipeline, dequeue_requests from ..base.pipes.base_pipe import AsyncPipe, AsyncState @@ -20,11 +20,9 @@ class SearchPipeline(AsyncPipeline): """A pipeline for search.""" - pipeline_type: str = "search" - def __init__( self, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, run_manager: Optional[RunManager] = None, ): super().__init__(pipe_logger, run_manager) @@ -38,10 +36,9 @@ async def run( state: Optional[AsyncState] = None, stream: bool = False, run_manager: Optional[RunManager] = None, - log_run_info: bool = True, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[User] = None, + user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, ): @@ -55,15 +52,7 @@ async def run( and kg_search_settings.use_kg_search ) run_manager = run_manager or self.run_manager - async with manage_run(run_manager, self.pipeline_type): - if log_run_info: - await run_manager.log_run_info( - key="pipeline_type", - value=self.pipeline_type, - is_info_log=True, - user=user, - ) - + async with manage_run(run_manager): vector_search_queue = Queue() kg_queue = Queue() @@ -88,7 +77,6 @@ async def enqueue_requests(): state, stream, run_manager, - log_run_info=False, vector_search_settings=vector_search_settings, *args, **kwargs, @@ -102,7 +90,6 @@ async def enqueue_requests(): state, stream, run_manager, - log_run_info=False, kg_search_settings=kg_search_settings, *args, **kwargs, diff --git a/r2r/pipes/__init__.py b/r2r/pipes/__init__.py index 32230166d..10f5cfaf1 100644 --- a/r2r/pipes/__init__.py +++ b/r2r/pipes/__init__.py @@ -1,11 +1,12 @@ from .abstractions.search_pipe import SearchPipe from .ingestion.chunking_pipe import ChunkingPipe from .ingestion.embedding_pipe import EmbeddingPipe -from .ingestion.kg_extraction_pipe import KGExtractionPipe -from .ingestion.kg_storage_pipe import KGStoragePipe from .ingestion.parsing_pipe import ParsingPipe from .ingestion.vector_storage_pipe import VectorStoragePipe -from .other.eval_pipe import EvalPipe +from .kg.clustering import KGClusteringPipe +from .kg.extraction import KGExtractionPipe +from .kg.node_extraction import KGNodeDescriptionPipe, KGNodeExtractionPipe +from .kg.storage import KGStoragePipe from .other.web_search_pipe import WebSearchPipe from .retrieval.kg_search_search_pipe import KGSearchSearchPipe from .retrieval.multi_search import MultiSearchPipe @@ -17,8 +18,9 @@ __all__ = [ "SearchPipe", "EmbeddingPipe", - "EvalPipe", "KGExtractionPipe", + "KGNodeExtractionPipe", + "KGNodeDescriptionPipe", "ParsingPipe", "ChunkingPipe", "QueryTransformPipe", @@ -29,5 +31,6 @@ "WebSearchPipe", "KGSearchSearchPipe", "KGStoragePipe", + "KGClusteringPipe", "MultiSearchPipe", ] diff --git a/r2r/pipes/abstractions/generator_pipe.py b/r2r/pipes/abstractions/generator_pipe.py index d90738425..1237948e9 100644 --- a/r2r/pipes/abstractions/generator_pipe.py +++ b/r2r/pipes/abstractions/generator_pipe.py @@ -5,9 +5,9 @@ from r2r.base import ( AsyncState, CompletionProvider, - KVLoggingSingleton, PipeType, PromptProvider, + RunLoggingSingleton, ) from r2r.base.abstractions.llm import GenerationConfig from r2r.base.pipes.base_pipe import AsyncPipe @@ -25,7 +25,7 @@ def __init__( prompt_provider: PromptProvider, type: PipeType = PipeType.GENERATOR, config: Optional[Config] = None, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, *args, **kwargs, ): diff --git a/r2r/pipes/abstractions/search_pipe.py b/r2r/pipes/abstractions/search_pipe.py index bb0303e0e..2f6d2d8c0 100644 --- a/r2r/pipes/abstractions/search_pipe.py +++ b/r2r/pipes/abstractions/search_pipe.py @@ -6,8 +6,8 @@ from r2r.base import ( AsyncPipe, AsyncState, - KVLoggingSingleton, PipeType, + RunLoggingSingleton, VectorSearchResult, ) @@ -17,7 +17,7 @@ class SearchPipe(AsyncPipe): class SearchConfig(AsyncPipe.PipeConfig): name: str = "default_vector_search" - search_filters: dict = {} + filters: dict = {} search_limit: int = 10 class Input(AsyncPipe.Input): @@ -25,7 +25,7 @@ class Input(AsyncPipe.Input): def __init__( self, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.SEARCH, config: Optional[AsyncPipe.PipeConfig] = None, *args, diff --git a/r2r/pipes/ingestion/chunking_pipe.py b/r2r/pipes/ingestion/chunking_pipe.py index 67dec7422..291a6ad0e 100644 --- a/r2r/pipes/ingestion/chunking_pipe.py +++ b/r2r/pipes/ingestion/chunking_pipe.py @@ -1,30 +1,30 @@ -import asyncio from typing import Any, AsyncGenerator, Optional, Union from r2r.base import ( AsyncState, + ChunkingConfig, ChunkingProvider, - Extraction, - Fragment, - FragmentType, - KVLoggingSingleton, + DocumentExtraction, + DocumentFragment, PipeType, R2RDocumentProcessingError, + RunLoggingSingleton, generate_id_from_label, ) from r2r.base.pipes.base_pipe import AsyncPipe +from r2r.providers import R2RChunkingProvider class ChunkingPipe(AsyncPipe): class Input(AsyncPipe.Input): message: AsyncGenerator[ - Union[Extraction, R2RDocumentProcessingError], None + Union[DocumentExtraction, R2RDocumentProcessingError], None ] def __init__( self, chunking_provider: ChunkingProvider, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, @@ -38,17 +38,25 @@ def __init__( *args, **kwargs, ) - self.chunking_provider = chunking_provider + self.default_chunking_provider = ( + chunking_provider or R2RChunkingProvider(ChunkingConfig()) + ) async def _run_logic( self, input: Input, state: AsyncState, run_id: Any, - chunking_config_override: Optional[ChunkingProvider] = None, *args: Any, **kwargs: Any, - ) -> AsyncGenerator[Union[R2RDocumentProcessingError, Fragment], None]: + ) -> AsyncGenerator[ + Union[R2RDocumentProcessingError, DocumentFragment], None + ]: + + chunking_provider = kwargs.get( + "chunking_provider", self.default_chunking_provider + ) + async for item in input.message: if isinstance(item, R2RDocumentProcessingError): yield item @@ -56,14 +64,15 @@ async def _run_logic( try: iteration = 0 - async for chunk in self.chunking_provider.chunk(item.data): - yield Fragment( + async for chunk in chunking_provider.chunk(item.data): + yield DocumentFragment( id=generate_id_from_label(f"{item.id}-{iteration}"), - type=FragmentType.TEXT, - data=chunk, - metadata=item.metadata, extraction_id=item.id, document_id=item.document_id, + user_id=item.user_id, + group_ids=item.group_ids, + data=chunk, + metadata=item.metadata, ) iteration += 1 except Exception as e: diff --git a/r2r/pipes/ingestion/embedding_pipe.py b/r2r/pipes/ingestion/embedding_pipe.py index 5da987242..19890091f 100644 --- a/r2r/pipes/ingestion/embedding_pipe.py +++ b/r2r/pipes/ingestion/embedding_pipe.py @@ -1,14 +1,13 @@ -import asyncio import logging from typing import Any, AsyncGenerator, Optional, Union from r2r.base import ( AsyncState, + DocumentFragment, EmbeddingProvider, - Fragment, - KVLoggingSingleton, PipeType, R2RDocumentProcessingError, + RunLoggingSingleton, Vector, VectorEntry, ) @@ -24,14 +23,14 @@ class EmbeddingPipe(AsyncPipe): class Input(AsyncPipe.Input): message: AsyncGenerator[ - Union[Fragment, R2RDocumentProcessingError], None + Union[DocumentFragment, R2RDocumentProcessingError], None ] def __init__( self, embedding_provider: EmbeddingProvider, embedding_batch_size: int = 1, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, @@ -46,24 +45,26 @@ def __init__( self.embedding_provider = embedding_provider self.embedding_batch_size = embedding_batch_size - async def embed(self, fragments: list[Fragment]) -> list[float]: + async def embed(self, fragments: list[DocumentFragment]) -> list[float]: return await self.embedding_provider.async_get_embeddings( [fragment.data for fragment in fragments], EmbeddingProvider.PipeStage.BASE, ) async def _process_batch( - self, fragment_batch: list[Fragment] + self, fragment_batch: list[DocumentFragment] ) -> list[VectorEntry]: vectors = await self.embed(fragment_batch) return [ VectorEntry( - id=fragment.id, + fragment_id=fragment.id, + extraction_id=fragment.extraction_id, + document_id=fragment.document_id, + user_id=fragment.user_id, + group_ids=fragment.group_ids, vector=Vector(data=raw_vector), + text=fragment.data, metadata={ - "document_id": fragment.document_id, - "extraction_id": fragment.extraction_id, - "text": fragment.data, **fragment.metadata, }, ) diff --git a/r2r/pipes/ingestion/kg_extraction_pipe.py b/r2r/pipes/ingestion/kg_extraction_pipe.py index 2d4536fc4..d36f6694a 100644 --- a/r2r/pipes/ingestion/kg_extraction_pipe.py +++ b/r2r/pipes/ingestion/kg_extraction_pipe.py @@ -7,14 +7,15 @@ AsyncState, ChunkingProvider, CompletionProvider, - Extraction, - Fragment, - KGExtraction, + DocumentExtraction, KGProvider, - KVLoggingSingleton, PipeType, PromptProvider, R2RDocumentProcessingError, + RunLoggingSingleton, +) +from r2r.base.abstractions.graph import ( + KGExtraction, extract_entities, extract_triples, ) @@ -29,14 +30,14 @@ class ClientError(Exception): pass -class KGExtractionPipe(AsyncPipe): +class KGTriplesExtractionPipe(AsyncPipe): """ Extracts knowledge graph information from document extractions. """ class Input(AsyncPipe.Input): message: AsyncGenerator[ - Union[Extraction, R2RDocumentProcessingError], None + Union[DocumentExtraction, R2RDocumentProcessingError], None ] def __init__( @@ -46,7 +47,7 @@ def __init__( prompt_provider: PromptProvider, chunking_provider: ChunkingProvider, kg_batch_size: int = 1, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, diff --git a/r2r/pipes/ingestion/parsing_pipe.py b/r2r/pipes/ingestion/parsing_pipe.py index 37b0ca590..e8fc3ff21 100644 --- a/r2r/pipes/ingestion/parsing_pipe.py +++ b/r2r/pipes/ingestion/parsing_pipe.py @@ -2,27 +2,24 @@ This module contains the `DocumentParsingPipe` class, which is responsible for parsing incoming documents into plaintext. """ -import asyncio import logging -import time import uuid from typing import AsyncGenerator, Optional, Union -from r2r import parsers from r2r.base import ( AsyncState, Document, - DocumentType, - Extraction, - ExtractionType, - KVLoggingSingleton, + DocumentExtraction, ParsingProvider, PipeType, + RunLoggingSingleton, generate_id_from_label, ) from r2r.base.abstractions.exception import R2RDocumentProcessingError from r2r.base.pipes.base_pipe import AsyncPipe +logger = logging.getLogger(__name__) + class ParsingPipe(AsyncPipe): class Input(AsyncPipe.Input): @@ -31,7 +28,7 @@ class Input(AsyncPipe.Input): def __init__( self, parsing_provider: ParsingProvider, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, @@ -52,7 +49,9 @@ async def _parse( document: Document, run_id: uuid.UUID, version: str, - ) -> AsyncGenerator[Union[R2RDocumentProcessingError, Extraction], None]: + ) -> AsyncGenerator[ + Union[R2RDocumentProcessingError, DocumentExtraction], None + ]: try: async for extraction in self.parsing_provider.parse(document): extraction_id = generate_id_from_label( @@ -74,8 +73,9 @@ async def _run_logic( versions: Optional[list[str]] = None, *args, **kwargs, - ) -> AsyncGenerator[Extraction, None]: + ) -> AsyncGenerator[DocumentExtraction, None]: async for document in input.message: version = versions[0] if versions else "v0" async for result in self._parse(document, run_id, version): + logger.info(f"Parsing pipe result for document, {document.id}") yield result diff --git a/r2r/pipes/ingestion/vector_storage_pipe.py b/r2r/pipes/ingestion/vector_storage_pipe.py index 639808b90..06b3a9984 100644 --- a/r2r/pipes/ingestion/vector_storage_pipe.py +++ b/r2r/pipes/ingestion/vector_storage_pipe.py @@ -6,8 +6,8 @@ from r2r.base import ( AsyncState, DatabaseProvider, - KVLoggingSingleton, PipeType, + RunLoggingSingleton, VectorEntry, ) from r2r.base.pipes.base_pipe import AsyncPipe @@ -22,13 +22,12 @@ class Input(AsyncPipe.Input): message: AsyncGenerator[ Union[R2RDocumentProcessingError, VectorEntry], None ] - do_upsert: bool = True def __init__( self, database_provider: DatabaseProvider, storage_batch_size: int = 128, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, @@ -50,17 +49,13 @@ def __init__( async def store( self, vector_entries: list[VectorEntry], - do_upsert: bool = True, ) -> None: """ Stores a batch of vector entries in the database. """ try: - if do_upsert: - self.database_provider.vector.upsert_entries(vector_entries) - else: - self.database_provider.vector.copy_entries(vector_entries) + self.database_provider.vector.upsert_entries(vector_entries) except Exception as e: error_message = ( f"Failed to store vector entries in the database: {e}" @@ -91,20 +86,17 @@ async def _run_logic( yield (msg.document_id, msg) continue - document_id = msg.metadata.get("document_id", None) - if not document_id: - raise ValueError("Document ID not found in the metadata.") - if document_id not in document_counts: - document_counts[document_id] = 1 + if msg.document_id not in document_counts: + document_counts[msg.document_id] = 1 else: - document_counts[document_id] += 1 + document_counts[msg.document_id] += 1 vector_batch.append(msg) if len(vector_batch) >= self.storage_batch_size: # Schedule the storage task batch_tasks.append( asyncio.create_task( - self.store(vector_batch.copy(), input.do_upsert), + self.store(vector_batch.copy()), name=f"vector-store-{self.config.name}", ) ) @@ -113,7 +105,7 @@ async def _run_logic( if vector_batch: # Process any remaining vectors batch_tasks.append( asyncio.create_task( - self.store(vector_batch.copy(), input.do_upsert), + self.store(vector_batch.copy()), name=f"vector-store-{self.config.name}", ) ) diff --git a/r2r/pipes/kg/clustering.py b/r2r/pipes/kg/clustering.py new file mode 100644 index 000000000..0fa51e905 --- /dev/null +++ b/r2r/pipes/kg/clustering.py @@ -0,0 +1,282 @@ +# Copyright (c) 2024 Microsoft Corporation. +# Licensed under the MIT License + +"""A module for clustering entities and triples into communities using hierarchical Leiden algorithm.""" + +import asyncio +import logging +import uuid +from typing import Any, AsyncGenerator, Optional + +import networkx as nx +from graspologic.partition import hierarchical_leiden + +from r2r.base import ( + AsyncPipe, + AsyncState, + Community, + CompletionProvider, + EmbeddingProvider, + GenerationConfig, + KGProvider, + PipeType, + PromptProvider, + RunLoggingSingleton, + Triple, +) + +logger = logging.getLogger(__name__) + + +class KGClusteringPipe(AsyncPipe): + """ + Clusters entities and triples into communities within the knowledge graph using hierarchical Leiden algorithm. + """ + + def __init__( + self, + kg_provider: KGProvider, + llm_provider: CompletionProvider, + prompt_provider: PromptProvider, + embedding_provider: EmbeddingProvider, + cluster_batch_size: int = 100, + max_cluster_size: int = 10, + use_lcc: bool = True, + pipe_logger: Optional[RunLoggingSingleton] = None, + type: PipeType = PipeType.OTHER, + config: Optional[AsyncPipe.PipeConfig] = None, + *args, + **kwargs, + ): + """ + Initializes the KG clustering pipe with necessary components and configurations. + """ + super().__init__( + pipe_logger=pipe_logger, + type=type, + config=config or AsyncPipe.PipeConfig(name="kg_cluster_pipe"), + ) + self.kg_provider = kg_provider + self.llm_provider = llm_provider + self.cluster_batch_size = cluster_batch_size + self.max_cluster_size = max_cluster_size + self.use_lcc = use_lcc + self.prompt_provider = prompt_provider + self.embedding_provider = embedding_provider + + def _compute_leiden_communities( + self, + graph: nx.Graph, + seed: int = 0xDEADBEEF, + ) -> dict[int, dict[str, int]]: + """Compute Leiden communities.""" + community_mapping = hierarchical_leiden( + graph, max_cluster_size=self.max_cluster_size, random_seed=seed + ) + results: dict[int, dict[str, int]] = {} + for partition in community_mapping: + results[partition.level] = results.get(partition.level, {}) + results[partition.level][partition.node] = partition.cluster + + return results + + async def cluster_kg(self, triples: list[Triple]) -> list[Community]: + """ + Clusters the knowledge graph triples into communities using hierarchical Leiden algorithm. + """ + + # for record in data: + # source = EntityNode( + # name=record["source_id"], + # label=record["source_type"], + # properties=remove_empty_values(record["source_properties"]), + # ) + # target = EntityNode( + # name=record["target_id"], + # label=record["target_type"], + # properties=remove_empty_values(record["target_properties"]), + # ) + # rel = Relation( + # source_id=record["source_id"], + # target_id=record["target_id"], + # label=record["type"], + # ) + # triples.append([source, rel, target]) + # return triples + + G = nx.Graph() + for triple in triples: + G.add_edge( + triple.subject, + triple.object, + weight=triple.weight, + description=triple.description, + predicate=triple.predicate, + id=f"{triple.subject}->{triple.predicate}->{triple.object}", + ) + + hierarchical_communities = self._compute_leiden_communities(G) + + community_details = {} + + for level, level_communities in hierarchical_communities.items(): + for node, cluster in level_communities.items(): + if f"{level}_{cluster}" not in community_details: + community_details[f"{level}_{cluster}"] = Community( + id=f"{level}_{cluster}", + level=str(level), + entity_ids=[], + relationship_ids=[], + short_id=f"{level}.{cluster}", + title=f"Community {level}.{cluster}", + attributes={ + "name": f"Community {level}.{cluster}", + "community_report": None, + }, + ) + + community_details[f"{level}_{cluster}"].entity_ids.append(node) + for neighbor in G.neighbors(node): + edge_info = G.get_edge_data(node, neighbor) + logger.info(f"Node: {node}") + logger.info(f"Neighbor: {neighbor}") + logger.info(f"Edge info: {edge_info}") + if edge_info and edge_info.get("id"): + community_details[ + f"{level}_{cluster}" + ].relationship_ids.append(edge_info.get("id")) + + async def async_iterate_dict(dictionary): + for key, value in dictionary.items(): + yield key, value + + async def process_community(community_key, community): + input_text = """ + + Entities: + {entities} + + Relationships: + {relationships} + + """ + + entities_info = self.kg_provider.get_entities(community.entity_ids) + entities_info = "\n".join( + [ + f"{entity.name}, {entity.description}" + for entity in entities_info + ] + ) + + relationships_info = self.kg_provider.get_triples( + community.relationship_ids + ) + relationships_info = "\n".join( + [ + f"{relationship.subject}, {relationship.object}, {relationship.predicate}, {relationship.description}" + for relationship in relationships_info + ] + ) + + input_text = input_text.format( + entities=entities_info, relationships=relationships_info + ) + + description = await self.llm_provider.aget_completion( + messages=self.prompt_provider._get_message_payload( + task_prompt_name="graphrag_community_reports", + task_inputs={ + "input_text": input_text, + }, + ), + generation_config=GenerationConfig( + model="gpt-4o-mini", + ), + ) + + description = description.choices[0].message.content + + logger.info(f"Community description: {description}") + + community.summary = description + + summary_embedding = ( + await self.embedding_provider.async_get_embedding( + community.summary + ) + ) + community.summary_embedding = summary_embedding + self.kg_provider.upsert_communities([community]) + return community + + tasks = [] + async for community_key, community in async_iterate_dict( + community_details + ): + tasks.append( + asyncio.create_task( + process_community(community_key, community) + ) + ) + + for completed_task in asyncio.as_completed(tasks): + yield await completed_task + + async def _process_batch(self, triples: list[Triple]) -> list[Community]: + """ + Processes a batch of triples and returns the resulting communities. + """ + return await self.cluster_kg(triples) + + async def _run_logic( + self, + input: AsyncPipe.Input, + state: AsyncState, + run_id: uuid.UUID, + *args: Any, + **kwargs: Any, + ) -> AsyncGenerator[Community, None]: + """ + Executes the KG clustering pipe: clustering entities and triples into communities. + """ + # batch_tasks = [] + # triple_batch = [] + + # async for triple in input.message: + # triple_batch.append(triple) + # if len(triple_batch) >= self.cluster_batch_size: + # batch_tasks.append(self._process_batch(triple_batch.copy())) + # triple_batch.clear() + + # if triple_batch: # Process any remaining triples + # batch_tasks.append(self._process_batch(triple_batch)) + + # for task in asyncio.as_completed(batch_tasks): + # communities = await task + # for community in communities: + # yield community + + # store all inputs + + all_nodes = [] + async for node in input.message: + all_nodes.append(node) + + triples = self.kg_provider.get_triples() + # create a networkx graph + + async for community in self.cluster_kg(triples): + yield community + + # then finally create vector indexes for communities + self.kg_provider.create_vector_index("__ENTITY__", "name_embedding") + self.kg_provider.create_vector_index( + "__ENTITY__", "description_embedding" + ) + + self.kg_provider.create_vector_index("__RELATIONSHIP__", "description") + + self.kg_provider.create_vector_index( + "__Community__", "summary_embedding" + ) diff --git a/r2r/pipes/kg/extraction.py b/r2r/pipes/kg/extraction.py new file mode 100644 index 000000000..ac00ab75c --- /dev/null +++ b/r2r/pipes/kg/extraction.py @@ -0,0 +1,227 @@ +import asyncio +import json +import logging +import re +import uuid +from typing import Any, AsyncGenerator, Optional, Union + +from r2r.base import ( + AsyncState, + ChunkingProvider, + CompletionProvider, + DocumentExtraction, + DocumentFragment, + Entity, + KGExtraction, + KGProvider, + PipeType, + PromptProvider, + R2RDocumentProcessingError, + RunLoggingSingleton, + Triple, + extract_entities, + extract_triples, +) +from r2r.base.pipes.base_pipe import AsyncPipe + +logger = logging.getLogger(__name__) + + +class ClientError(Exception): + """Base class for client connection errors.""" + + pass + + +class KGExtractionPipe(AsyncPipe): + """ + Extracts knowledge graph information from document extractions. + """ + + class Input(AsyncPipe.Input): + message: AsyncGenerator[ + Union[DocumentExtraction, R2RDocumentProcessingError], None + ] + + def __init__( + self, + kg_provider: KGProvider, + llm_provider: CompletionProvider, + prompt_provider: PromptProvider, + chunking_provider: ChunkingProvider, + kg_batch_size: int = 1, + graph_rag: bool = True, + id_prefix: str = "demo", + pipe_logger: Optional[RunLoggingSingleton] = None, + type: PipeType = PipeType.INGESTOR, + config: Optional[AsyncPipe.PipeConfig] = None, + *args, + **kwargs, + ): + super().__init__( + pipe_logger=pipe_logger, + type=type, + config=config + or AsyncPipe.PipeConfig(name="default_kg_extraction_pipe"), + ) + self.kg_provider = kg_provider + self.prompt_provider = prompt_provider + self.llm_provider = llm_provider + self.chunking_provider = chunking_provider + self.kg_batch_size = kg_batch_size + self.id_prefix = id_prefix + self.pipe_run_info = None + self.graph_rag = graph_rag + + def map_to_str(self, fragment: DocumentFragment) -> str: + # convert fragment to dict object + fragment = json.loads(json.dumps(fragment)) + return fragment + + async def extract_kg( + self, + fragment: DocumentFragment, + retries: int = 3, + delay: int = 2, + ) -> KGExtraction: + """ + Extracts NER triples from a fragment with retries. + """ + + task_inputs = {"input": fragment.data} + if self.graph_rag: + task_inputs["max_knowledge_triplets"] = 100 + + messages = self.prompt_provider._get_message_payload( + task_prompt_name=self.kg_provider.config.kg_extraction_prompt, + task_inputs=task_inputs, + ) + + for attempt in range(retries): + + try: + response = await self.llm_provider.aget_completion( + messages, self.kg_provider.config.kg_extraction_config + ) + + kg_extraction = response.choices[0].message.content + + if self.graph_rag: + + entity_pattern = ( + r'\("entity"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\)' + ) + relationship_pattern = r'\("relationship"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}(\d+(?:\.\d+)?)\)' + + def parse_fn(response_str: str) -> Any: + entities = re.findall(entity_pattern, response_str) + relationships = re.findall( + relationship_pattern, response_str + ) + + entities_dict = {} + for entity in entities: + logger.info(f"Entity: {entity}") + entity_value = entity[0] + entity_category = entity[1] + entity_description = entity[2] + entities_dict[entity_value] = Entity( + category=entity_category, + description=entity_description, + name=entity_value, + document_ids=[str(fragment.document_id)], + text_unit_ids=[str(fragment.id)], + attributes={"fragment_text": fragment.data}, + ) + + relations_arr = [] + for relationship in relationships: + logger.info(f"Relationship: {relationship}") + subject = relationship[0] + object = relationship[1] + predicate = relationship[2] + description = relationship[3] + weight = float(relationship[4]) + + # check if subject and object are in entities_dict + relations_arr.append( + Triple( + id=str(uuid.uuid4()), + subject=subject, + predicate=predicate, + object=object, + description=description, + weight=weight, + document_ids=[str(fragment.document_id)], + text_unit_ids=[str(fragment.id)], + attributes={ + "fragment_text": fragment.data + }, + ) + ) + + return entities_dict, relations_arr + + entities, triples = parse_fn(kg_extraction) + return KGExtraction( + entities=list(entities.values()), triples=triples + ) + + else: + # Parsing JSON from the response + kg_json = ( + json.loads( + kg_extraction.split("```json")[1].split("```")[0] + ) + if "```json" in kg_extraction + else json.loads(kg_extraction) + ) + llm_payload = kg_json.get("entities_and_triples", {}) + + # Extract triples with detailed logging + entities = extract_entities(llm_payload) + triples = extract_triples(llm_payload, entities) + + # Create KG extraction object + return KGExtraction( + entities=entities.values(), triples=triples + ) + + except ( + ClientError, + json.JSONDecodeError, + KeyError, + IndexError, + ) as e: + logger.error(f"Error in extract_kg: {e}") + if attempt < retries - 1: + await asyncio.sleep(delay) + else: + logger.error(f"Failed after retries with {e}") + + # add metadata to entities and triples + + return KGExtraction(entities={}, triples=[]) + + async def _run_logic( + self, + input: Input, + state: AsyncState, + run_id: Any, + *args: Any, + **kwargs: Any, + ) -> AsyncGenerator[Union[KGExtraction, R2RDocumentProcessingError], None]: + + async def process_extraction(extraction): + return await self.extract_kg(extraction) + + extractions = [] + async for extraction in input.message: + extractions.append(extraction) + + kg_extractions = await asyncio.gather( + *[process_extraction(extraction) for extraction in extractions] + ) + + for kg_extraction in kg_extractions: + yield kg_extraction diff --git a/r2r/pipes/kg/node_extraction.py b/r2r/pipes/kg/node_extraction.py new file mode 100644 index 000000000..ffd8e7ce5 --- /dev/null +++ b/r2r/pipes/kg/node_extraction.py @@ -0,0 +1,234 @@ +# pipe to extract nodes/triples etc + +import asyncio +import logging +import uuid +from typing import Any, AsyncGenerator, Optional + +from r2r.base import ( + AsyncState, + CompletionProvider, + EmbeddingProvider, + KGProvider, + PipeType, + PromptProvider, + RunLoggingSingleton, +) +from r2r.base.abstractions.graph import Entity, Triple +from r2r.base.pipes.base_pipe import AsyncPipe +from r2r.base.providers.llm import GenerationConfig + +logger = logging.getLogger(__name__) + + +class KGNodeExtractionPipe(AsyncPipe): + """ + The pipe takes input a list of documents (optional) and extracts nodes and triples from them. + """ + + class Input(AsyncPipe.Input): + message: Any + + def __init__( + self, + kg_provider: KGProvider, + llm_provider: CompletionProvider, + prompt_provider: PromptProvider, + pipe_logger: Optional[RunLoggingSingleton] = None, + type: PipeType = PipeType.OTHER, + config: Optional[AsyncPipe.PipeConfig] = None, + *args, + **kwargs, + ): + super().__init__( + pipe_logger=pipe_logger, + type=type, + config=config + or AsyncPipe.PipeConfig(name="kg_node_extraction_pipe"), + ) + self.kg_provider = kg_provider + self.llm_provider = llm_provider + self.prompt_provider = prompt_provider + + async def _run_logic( + self, + input: Input, + state: AsyncState, + run_id: uuid.UUID, + *args, + **kwargs, + ) -> AsyncGenerator[Any, None]: + + nodes = self.kg_provider.get_entity_map() + + for node_value, node_info in nodes.items(): + for entity in node_info["entities"]: + yield entity, node_info[ + "triples" + ] # the entity and its associated triples + + +class KGNodeDescriptionPipe(AsyncPipe): + """ + The pipe takes input a list of nodes and extracts description from them. + """ + + class Input(AsyncPipe.Input): + message: AsyncGenerator[tuple[Entity, list[Triple]], None] + + def __init__( + self, + kg_provider: KGProvider, + llm_provider: CompletionProvider, + embedding_provider: EmbeddingProvider, + pipe_logger: Optional[RunLoggingSingleton] = None, + type: PipeType = PipeType.OTHER, + config: Optional[AsyncPipe.PipeConfig] = None, + *args, + **kwargs, + ): + super().__init__( + pipe_logger=pipe_logger, + type=type, + config=config + or AsyncPipe.PipeConfig(name="kg_node_description_pipe"), + ) + self.kg_provider = kg_provider + self.llm_provider = llm_provider + self.embedding_provider = embedding_provider + + async def _run_logic( + self, + input: Input, + state: AsyncState, + run_id: uuid.UUID, + *args: Any, + **kwargs: Any, + ) -> AsyncGenerator[Any, None]: + """ + Extracts description from the input. + """ + + # summarization_content = """ + + # You are given the following entity and its associated triples: + # Entity: {entity_info} + # Triples: {triples_txt} + # Your tasks: + + # Entity Description: + # Provide a concise description of the entity based on the given information and triples. + + # Entity Analysis: + # a) Determine if this entity represents a single concept or a combination of multiple entities. + # b) If it's a combination, list the separate entities that make up this composite entity. + # c) Map each separate entity to the relationship(s) it came from in the original triples. + # d) Suggest more appropriate names for each separate entity if applicable. + + # Formatted Output: + # For each entity (original or separate), provide the following formatted output: + # ("entity"$$$$$$$$$$$$$$$$) + + # Where: + # : The name of the entity (original or improved) + # : The type or category of the entity + # : A concise description of the entity + # : List of triples associated with this specific entity + + # Explanation: + # Briefly explain your reasoning for separating entities (if applicable) and any name changes you suggested. + + # Please ensure your response is clear, concise, and follows the requested format. + # """ + + summarization_content = """ + Provide a comprehensive yet concise summary of the given entity, incorporating its description and associated triples: + + Entity: {entity_info} + Description: {description} + Triples: {triples_txt} + + Your summary should: + 1. Clearly define the entity's core concept or purpose + 2. Highlight key relationships or attributes from the triples + 3. Integrate any relevant information from the existing description + 4. Maintain a neutral, factual tone + 5. Be approximately 2-3 sentences long + + Ensure the summary is coherent, informative, and captures the essence of the entity within the context of the provided information. + """ + + async def process_entity(entity, triples): + + # if embedding is present in the entity, just return it + # in the future disable this to override and recompute the descriptions for all entities + if entity.description_embedding and entity.name_embedding: + return entity + + entity_info = f"{entity.name}, {entity.description}" + triples_txt = "\n".join( + [ + f"{i+1}: {triple.subject}, {triple.object}, {triple.predicate} - Summary: {triple.description}" + for i, triple in enumerate(triples) + ] + ) + + messages = [ + { + "role": "user", + "content": summarization_content.format( + entity_info=entity_info, + description=entity.description, + triples_txt=triples_txt, + ), + } + ] + + out_entity = self.kg_provider.retrieve_cache( + "entities_with_description", f"{entity.name}_{entity.category}" + ) + if out_entity: + logger.info(f"Hit cache for entity {entity.name}") + else: + completion = await self.llm_provider.aget_completion( + messages, GenerationConfig(model="gpt-4o-mini") + ) + entity.description = completion.choices[0].message.content + + # embedding + description_embedding = ( + await self.embedding_provider.async_get_embeddings( + [entity.description] + ) + ) + entity.description_embedding = description_embedding[0] + + # name embedding + name_embedding = ( + await self.embedding_provider.async_get_embeddings( + [entity.name] + ) + ) + entity.name_embedding = name_embedding[0] + + out_entity = entity + + return out_entity + + tasks = [] + count = 0 + async for entity, triples in input.message: + tasks.append(asyncio.create_task(process_entity(entity, triples))) + count += 1 + if count == 4: + break + + processed_entities = await asyncio.gather(*tasks) + + # upsert to the database + self.kg_provider.upsert_entities( + processed_entities, with_embeddings=True + ) + + for entity in processed_entities: + yield entity diff --git a/r2r/pipes/ingestion/kg_storage_pipe.py b/r2r/pipes/kg/storage.py similarity index 65% rename from r2r/pipes/ingestion/kg_storage_pipe.py rename to r2r/pipes/kg/storage.py index 2d4605ca8..ab7e10e15 100644 --- a/r2r/pipes/ingestion/kg_storage_pipe.py +++ b/r2r/pipes/kg/storage.py @@ -7,12 +7,11 @@ AsyncState, EmbeddingProvider, KGExtraction, - KGProvider, - KVLoggingSingleton, PipeType, + RunLoggingSingleton, ) -from r2r.base.abstractions.llama_abstractions import EntityNode, Relation from r2r.base.pipes.base_pipe import AsyncPipe +from r2r.base.providers import KGProvider logger = logging.getLogger(__name__) @@ -26,7 +25,7 @@ def __init__( kg_provider: KGProvider, embedding_provider: Optional[EmbeddingProvider] = None, storage_batch_size: int = 1, - pipe_logger: Optional[KVLoggingSingleton] = None, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[AsyncPipe.PipeConfig] = None, *args, @@ -58,37 +57,7 @@ async def store( Stores a batch of knowledge graph extractions in the graph database. """ try: - nodes = [] - relations = [] - for extraction in kg_extractions: - for entity in extraction.entities.values(): - embedding = None - if self.embedding_provider: - embedding = self.embedding_provider.get_embedding( - f"Entity:\n{entity.value}\nLabel:\n{entity.category}\nSubcategory:\n{entity.subcategory}" - ) - nodes.append( - EntityNode( - name=entity.value, - label=entity.category, - embedding=embedding, - properties=( - {"subcategory": entity.subcategory} - if entity.subcategory - else {} - ), - ) - ) - for triple in extraction.triples: - relations.append( - Relation( - source_id=triple.subject, - target_id=triple.object, - label=triple.predicate, - ) - ) - self.kg_provider.upsert_nodes(nodes) - self.kg_provider.upsert_relations(relations) + self.kg_provider.upsert_nodes_and_relationships(kg_extractions) except Exception as e: error_message = f"Failed to store knowledge graph extractions in the database: {e}" logger.error(error_message) diff --git a/r2r/pipes/other/eval_pipe.py b/r2r/pipes/other/eval_pipe.py deleted file mode 100644 index b1c603431..000000000 --- a/r2r/pipes/other/eval_pipe.py +++ /dev/null @@ -1,54 +0,0 @@ -import logging -import uuid -from typing import Any, AsyncGenerator, Optional - -from pydantic import BaseModel - -from r2r import AsyncState, EvalProvider, LLMChatCompletion, PipeType -from r2r.base.abstractions.llm import GenerationConfig -from r2r.base.pipes.base_pipe import AsyncPipe - -logger = logging.getLogger(__name__) - - -class EvalPipe(AsyncPipe): - class EvalPayload(BaseModel): - query: str - context: str - completion: str - - class Input(AsyncPipe.Input): - message: AsyncGenerator["EvalPipe.EvalPayload", None] - - def __init__( - self, - eval_provider: EvalProvider, - type: PipeType = PipeType.EVAL, - config: Optional[AsyncPipe.PipeConfig] = None, - *args, - **kwargs, - ): - self.eval_provider = eval_provider - super().__init__( - type=type, - config=config or AsyncPipe.PipeConfig(name="default_eval_pipe"), - *args, - **kwargs, - ) - - async def _run_logic( - self, - input: Input, - state: AsyncState, - run_id: uuid.UUID, - eval_generation_config: GenerationConfig, - *args: Any, - **kwargs: Any, - ) -> AsyncGenerator[LLMChatCompletion, None]: - async for item in input.message: - yield self.eval_provider.evaluate( - item.query, - item.context, - item.completion, - eval_generation_config, - ) diff --git a/r2r/pipes/other/web_search_pipe.py b/r2r/pipes/other/web_search_pipe.py index 92e3feee4..4ef1b47d1 100644 --- a/r2r/pipes/other/web_search_pipe.py +++ b/r2r/pipes/other/web_search_pipe.py @@ -55,12 +55,17 @@ async def search( for result in results: if result.get("snippet") is None: continue - result["text"] = result.pop("snippet") + result.text = result.pop("snippet") search_result = VectorSearchResult( - id=generate_id_from_label(str(result)), + fragment_id=generate_id_from_label(str(result)), + extraction_id=uuid.uuid4(), # Generate a new UUID for extraction_id + document_id=uuid.uuid4(), # Generate a new UUID for document_id + user_id=None, # Web search results don't have a user_id + group_ids=[], # Web search results don't belong to any group score=result.get( "score", 0 ), # TODO - Consider dynamically generating scores based on similarity + text=result.text, metadata=result, ) search_results.append(search_result) @@ -69,7 +74,7 @@ async def search( await self.enqueue_log( run_id=run_id, key="search_results", - value=json.dumps([ele.json() for ele in search_results]), + value=json.dumps([ele.dict() for ele in search_results]), ) async def _run_logic( diff --git a/r2r/pipes/retrieval/kg_search_search_pipe.py b/r2r/pipes/retrieval/kg_search_search_pipe.py index 0c9af7736..18aa77528 100644 --- a/r2r/pipes/retrieval/kg_search_search_pipe.py +++ b/r2r/pipes/retrieval/kg_search_search_pipe.py @@ -1,3 +1,5 @@ +import asyncio +import json import logging import uuid from typing import Any, Optional @@ -5,11 +7,12 @@ from r2r.base import ( AsyncState, CompletionProvider, + EmbeddingProvider, KGProvider, KGSearchSettings, - KVLoggingSingleton, PipeType, PromptProvider, + RunLoggingSingleton, ) from ..abstractions.generator_pipe import GeneratorPipe @@ -27,7 +30,8 @@ def __init__( kg_provider: KGProvider, llm_provider: CompletionProvider, prompt_provider: PromptProvider, - pipe_logger: Optional[KVLoggingSingleton] = None, + embedding_provider: EmbeddingProvider, + pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.INGESTOR, config: Optional[GeneratorPipe.PipeConfig] = None, *args, @@ -51,9 +55,81 @@ def __init__( self.kg_provider = kg_provider self.llm_provider = llm_provider self.prompt_provider = prompt_provider + self.embedding_provider = embedding_provider self.pipe_run_info = None - async def _run_logic( + def filter_responses(self, map_responses): + filtered_responses = [] + for response in map_responses: + try: + parsed_response = json.loads(response) + for item in parsed_response["points"]: + try: + if item["score"] > 0: + filtered_responses.append(item) + except KeyError: + # Skip this item if it doesn't have a 'score' key + logger.warning(f"Item in response missing 'score' key") + continue + except json.JSONDecodeError: + logger.warning( + f"Response is not valid JSON: {response[:100]}..." + ) + continue + except KeyError: + logger.warning( + f"Response is missing 'points' key: {response[:100]}..." + ) + continue + + filtered_responses = sorted( + filtered_responses, key=lambda x: x["score"], reverse=True + ) + + responses = "\n".join( + [ + response.get("description", "") + for response in filtered_responses + ] + ) + return responses + + async def local_search( + self, + input: GeneratorPipe.Input, + state: AsyncState, + run_id: uuid.UUID, + kg_search_settings: KGSearchSettings, + *args: Any, + **kwargs: Any, + ): + # search over communities and + # do 3 searches. One over entities, one over relationships, one over communities + + async for message in input.message: + query_embedding = ( + await self.embedding_provider.async_get_embedding(message) + ) + + all_search_results = [] + for search_type in [ + "__Entity__", + "__Relationship__", + "__Community__", + ]: + search_result = self.kg_provider.vector_query( + input, + search_type=search_type, + search_type_limits=kg_search_settings.local_search_limits[ + search_type + ], + query_embedding=query_embedding, + ) + all_search_results.append(search_result) + + yield message, all_search_results + + async def global_search( self, input: GeneratorPipe.Input, state: AsyncState, @@ -62,41 +138,95 @@ async def _run_logic( *args: Any, **kwargs: Any, ): + # map reduce async for message in input.message: + map_responses = [] + communities = self.kg_provider.get_communities( + level=kg_search_settings.kg_search_level + ) - if not kg_search_settings.entity_types: - messages = self.prompt_provider._get_message_payload( - task_prompt_name="kg_search", - task_inputs={"input": message}, + async def preprocess_communities(communities): + merged_report = "" + for community in communities: + community_report = community.summary + if ( + len(merged_report) + len(community_report) + > kg_search_settings.max_community_description_length + ): + yield merged_report.strip() + merged_report = "" + merged_report += community_report + "\n\n" + if merged_report: + yield merged_report.strip() + + async def process_community(merged_report): + output = await self.llm_provider.aget_completion( + messages=self.prompt_provider._get_message_payload( + task_prompt_name="graphrag_map_system_prompt", + task_inputs={ + "context_data": merged_report, + "input": message, + }, + ), + generation_config=kg_search_settings.kg_search_generation_config, ) - else: - messages = self.prompt_provider._get_message_payload( - task_prompt_name="kg_search_with_spec", + + return output.choices[0].message.content + + preprocessed_reports = [ + merged_report + async for merged_report in preprocess_communities(communities) + ] + + # Use asyncio.gather to process all preprocessed community reports concurrently + logger.info( + f"Processing {len(communities)} communities, {len(preprocessed_reports)} reports" + ) + + map_responses = await asyncio.gather( + *[process_community(report) for report in preprocessed_reports] + ) + # Filter only the relevant responses + filtered_responses = self.filter_responses(map_responses) + + # reducing the outputs + output = await self.llm_provider.aget_completion( + messages=self.prompt_provider._get_message_payload( + task_prompt_name="graphrag_reduce_system_prompt", task_inputs={ + "response_type": "multiple paragraphs", + "report_data": filtered_responses[:2048], "input": message, - "entity_types": str(kg_search_settings.entity_types), - "relations": str(kg_search_settings.relationships), }, - ) - - result = await self.llm_provider.aget_completion( - messages=messages, + ), generation_config=kg_search_settings.kg_search_generation_config, ) - extraction = result.choices[0].message.content - query = extraction.split("```cypher")[1].split("```")[0] - result = self.kg_provider.structured_query(query) - yield (query, result) + output = output.choices[0].message.content - await self.enqueue_log( - run_id=run_id, - key="kg_search_response", - value=extraction, - ) + yield message, [{"output": output}] - await self.enqueue_log( - run_id=run_id, - key="kg_search_execution_result", - value=result, - ) + async def _run_logic( + self, + input: GeneratorPipe.Input, + state: AsyncState, + run_id: uuid.UUID, + kg_search_settings: KGSearchSettings, + *args: Any, + **kwargs: Any, + ): + + logger.info("Performing global search") + kg_search_type = kg_search_settings.kg_search_type + + if kg_search_type == "local": + async for query, result in self.local_search( + input, state, run_id, kg_search_settings + ): + yield (query, result) + + else: + async for query, result in self.global_search( + input, state, run_id, kg_search_settings + ): + yield (query, result) diff --git a/r2r/pipes/retrieval/search_rag_pipe.py b/r2r/pipes/retrieval/search_rag_pipe.py index 3065a51c1..20ec6aee5 100644 --- a/r2r/pipes/retrieval/search_rag_pipe.py +++ b/r2r/pipes/retrieval/search_rag_pipe.py @@ -92,7 +92,7 @@ async def _collect_context( context += f"Vector Search Results({iteration}):\n" it = total_results + 1 for result in results.vector_search_results: - context += f"[{it}]: {result.metadata['text']}\n\n" + context += f"[{it}]: {result.text}\n\n" it += 1 total_results = ( it - 1 diff --git a/r2r/pipes/retrieval/streaming_rag_pipe.py b/r2r/pipes/retrieval/streaming_rag_pipe.py index 23b79bd83..686e9f758 100644 --- a/r2r/pipes/retrieval/streaming_rag_pipe.py +++ b/r2r/pipes/retrieval/streaming_rag_pipe.py @@ -65,9 +65,7 @@ async def _run_logic( if iteration >= 1: yield "," yield json.dumps(result.json()) - context += ( - f"{iteration + 1}:\n{result.metadata['text']}\n\n" - ) + context += f"{iteration + 1}:\n{result.text}\n\n" iteration += 1 yield f"" diff --git a/r2r/pipes/retrieval/vector_search_pipe.py b/r2r/pipes/retrieval/vector_search_pipe.py index d4ea3e211..d1c97ede6 100644 --- a/r2r/pipes/retrieval/vector_search_pipe.py +++ b/r2r/pipes/retrieval/vector_search_pipe.py @@ -49,9 +49,7 @@ async def search( await self.enqueue_log( run_id=run_id, key="search_query", value=message ) - search_filters = ( - vector_search_settings.search_filters or self.config.search_filters - ) + filters = vector_search_settings.filters or self.config.filters search_limit = ( vector_search_settings.search_limit or self.config.search_limit ) @@ -64,13 +62,13 @@ async def search( self.database_provider.vector.hybrid_search( query_vector=query_vector, query_text=message, - filters=search_filters, + filters=filters, limit=search_limit, ) if vector_search_settings.do_hybrid_search else self.database_provider.vector.search( query_vector=query_vector, - filters=search_filters, + filters=filters, limit=search_limit, ) ) @@ -85,9 +83,7 @@ async def search( title = result.metadata.get("title", None) if title: text = result.metadata.get("text", "") - result.metadata["text"] = ( - f"Document Title:{title}\n\nText:{text}" - ) + result.text = f"Document Title:{title}\n\nText:{text}" for result in reranked_results: result.metadata["associatedQuery"] = message diff --git a/r2r/providers/__init__.py b/r2r/providers/__init__.py index a8679dded..e1dcd0cec 100644 --- a/r2r/providers/__init__.py +++ b/r2r/providers/__init__.py @@ -7,27 +7,34 @@ OllamaEmbeddingProvider, OpenAIEmbeddingProvider, ) -from .eval import LLMEvalProvider from .kg import Neo4jKGProvider from .llm import LiteCompletionProvider, OpenAICompletionProvider from .parsing import R2RParsingProvider, UnstructuredParsingProvider from .prompts import R2RPromptProvider __all__ = [ + # Auth "R2RAuthProvider", + # Chunking + "R2RChunkingProvider", + "UnstructuredChunkingProvider", + # Crypto "BCryptProvider", "BCryptConfig", + # Database "PostgresDBProvider", + # Embeddings "LiteLLMEmbeddingProvider", "OllamaEmbeddingProvider", "OpenAIEmbeddingProvider", - "LLMEvalProvider", + # KG "Neo4jKGProvider", + # LLM "OpenAICompletionProvider", "LiteCompletionProvider", - "R2RPromptProvider", + # Parsing "R2RParsingProvider", "UnstructuredParsingProvider", - "R2RChunkingProvider", - "UnstructuredChunkingProvider", + # Prompts + "R2RPromptProvider", ] diff --git a/r2r/providers/auth/r2r_auth.py b/r2r/providers/auth/r2r_auth.py index f428e2ff6..59f93bf60 100644 --- a/r2r/providers/auth/r2r_auth.py +++ b/r2r/providers/auth/r2r_auth.py @@ -15,9 +15,8 @@ R2RException, Token, TokenData, - User, - UserCreate, ) +from r2r.base.api.models.auth.responses import UserResponse logger = logging.getLogger(__name__) oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") @@ -49,9 +48,7 @@ def __init__( ) try: user = self.register( - UserCreate( - email=self.admin_email, password=self.admin_password - ) + email=self.admin_email, password=self.admin_password ) self.db_provider.relational.mark_user_as_superuser(user.id) @@ -104,7 +101,7 @@ def decode_token(self, token: str) -> TokenData: except jwt.InvalidTokenError as e: raise R2RException(status_code=401, message="Invalid token") from e - def user(self, token: str = Depends(oauth2_scheme)) -> User: + def user(self, token: str = Depends(oauth2_scheme)) -> UserResponse: token_data = self.decode_token(token) user = self.db_provider.relational.get_user_by_email(token_data.email) if user is None: @@ -114,21 +111,21 @@ def user(self, token: str = Depends(oauth2_scheme)) -> User: return user def get_current_active_user( - self, current_user: User = Depends(user) - ) -> User: + self, current_user: UserResponse = Depends(user) + ) -> UserResponse: if not current_user.is_active: raise R2RException(status_code=400, message="Inactive user") return current_user - def register(self, user: UserCreate) -> Dict[str, str]: + def register(self, email: str, password: str) -> Dict[str, str]: # Check if user already exists - if self.db_provider.relational.get_user_by_email(user.email): + if self.db_provider.relational.get_user_by_email(email): raise R2RException( status_code=400, message="Email already registered" ) # Create new user - new_user = self.db_provider.relational.create_user(user) + new_user = self.db_provider.relational.create_user(email, password) if self.config.require_email_verification: # Generate verification code and send email @@ -205,7 +202,6 @@ def login(self, email: str, password: str) -> Dict[str, Token]: logger.warning(f"Unverified user attempted login: {email}") raise R2RException(status_code=401, message="Email not verified") - logger.info(f"Successful login for user: {email}") access_token = self.create_access_token(data={"sub": user.email}) refresh_token = self.create_refresh_token(data={"sub": user.email}) return { @@ -244,7 +240,7 @@ def refresh_access_token( } def change_password( - self, user: User, current_password: str, new_password: str + self, user: UserResponse, current_password: str, new_password: str ) -> Dict[str, str]: if not self.crypto_provider.verify_password( current_password, user.hashed_password diff --git a/r2r/providers/chunking/r2r_chunking.py b/r2r/providers/chunking/r2r_chunking.py index 53b442e55..1fc48b932 100644 --- a/r2r/providers/chunking/r2r_chunking.py +++ b/r2r/providers/chunking/r2r_chunking.py @@ -3,6 +3,7 @@ from r2r.base import ( ChunkingConfig, ChunkingProvider, + Method, RecursiveCharacterTextSplitter, TextSplitter, ) @@ -12,16 +13,36 @@ class R2RChunkingProvider(ChunkingProvider): def __init__(self, config: ChunkingConfig): super().__init__(config) self.text_splitter = self._initialize_text_splitter() + print( + f"R2RChunkingProvider initialized with config: {self.config}" + ) # Debug log def _initialize_text_splitter(self) -> TextSplitter: - if self.config.method == "recursive": + print( + f"Initializing text splitter with method: {self.config.method}" + ) # Debug log + if self.config.method == Method.RECURSIVE: return RecursiveCharacterTextSplitter( chunk_size=self.config.chunk_size, chunk_overlap=self.config.chunk_overlap, ) + elif self.config.method == Method.BASIC: + # Implement basic method + raise NotImplementedError("Basic method not implemented yet") + elif self.config.method == Method.BY_TITLE: + # Implement by_title method + raise NotImplementedError("By_title method not implemented yet") else: raise ValueError(f"Unsupported method type: {self.config.method}") + def validate(self) -> bool: + return self.config.chunk_size > 0 and self.config.chunk_overlap >= 0 + + def update_config(self, config_override: ChunkingConfig): + if self.config != config_override: + self.config = config_override + self.text_splitter = self._initialize_text_splitter() + async def chunk(self, parsed_document: Any) -> AsyncGenerator[Any, None]: if isinstance(parsed_document, str): chunks = self.text_splitter.create_documents([parsed_document]) @@ -33,3 +54,26 @@ async def chunk(self, parsed_document: Any) -> AsyncGenerator[Any, None]: yield ( chunk.page_content if hasattr(chunk, "page_content") else chunk ) + + async def chunk_with_override( + self, parsed_document: Any, config_override: ChunkingConfig + ) -> AsyncGenerator[Any, None]: + original_config = self.config + original_splitter = self.text_splitter + try: + self.update_config(config_override) + async for chunk in self.chunk(parsed_document): + yield chunk + finally: + self.config = original_config + self.text_splitter = original_splitter + + @classmethod + def with_override( + cls, + original_provider: "R2RChunkingProvider", + config_override: ChunkingConfig, + ) -> "R2RChunkingProvider": + new_config = ChunkingConfig(**original_provider.config.model_dump()) + new_config.update(config_override.model_dump(exclude_unset=True)) + return cls(new_config) diff --git a/r2r/providers/chunking/unstructured_chunking.py b/r2r/providers/chunking/unstructured_chunking.py index ca58913cf..908bfe066 100644 --- a/r2r/providers/chunking/unstructured_chunking.py +++ b/r2r/providers/chunking/unstructured_chunking.py @@ -1,4 +1,4 @@ -from typing import Any, AsyncGenerator +from typing import AsyncGenerator from r2r.base import ChunkingProvider diff --git a/r2r/providers/database/base.py b/r2r/providers/database/base.py new file mode 100644 index 000000000..78e719e88 --- /dev/null +++ b/r2r/providers/database/base.py @@ -0,0 +1,87 @@ +from typing import Any, Optional, Union + +from sqlalchemy import text + +from .vecs import Client + + +def execute_query( + vx: Client, + query: Union[str, text], + params: Optional[dict[str, Any]] = None, +): + with vx.Session() as sess: + if isinstance(query, str): + query = text(query) + result = sess.execute(query, params or {}) + sess.commit() + return result + + +class QueryBuilder: + def __init__(self, table_name: str): + self.table_name = table_name + self.conditions = [] + self.params = {} + self.select_fields = "*" + self.operation = "SELECT" + self.insert_data = None + self.limit_value = None + + def select(self, fields: list[str]): + self.select_fields = ", ".join(fields) + return self + + def insert(self, data: dict): + self.operation = "INSERT" + self.insert_data = data + return self + + def delete(self): + self.operation = "DELETE" + return self + + def where(self, condition: str, **kwargs): + self.conditions.append(condition) + self.params.update(kwargs) + return self + + def limit(self, value: int): + self.limit_value = value + return self + + def build(self): + if self.operation == "SELECT": + query = f"SELECT {self.select_fields} FROM {self.table_name}" + elif self.operation == "INSERT": + columns = ", ".join(self.insert_data.keys()) + values = ", ".join(f":{key}" for key in self.insert_data.keys()) + query = ( + f"INSERT INTO {self.table_name} ({columns}) VALUES ({values})" + ) + self.params.update(self.insert_data) + elif self.operation == "DELETE": + query = f"DELETE FROM {self.table_name}" + else: + raise ValueError(f"Unsupported operation: {self.operation}") + + if self.conditions: + query += " WHERE " + " AND ".join(self.conditions) + + if self.limit_value is not None and self.operation == "SELECT": + query += f" LIMIT {self.limit_value}" + + return query, self.params + + +class DatabaseMixin: + def _get_table_name(self, base_name: str) -> str: + raise NotImplementedError("Subclasses must implement this method") + + def execute_query( + self, query: Union[str, text], params: Optional[dict[str, Any]] = None + ): + raise NotImplementedError("Subclasses must implement this method") + + def create_table(self): + raise NotImplementedError("Subclasses must implement this method") diff --git a/r2r/providers/database/document.py b/r2r/providers/database/document.py new file mode 100644 index 000000000..38dae9536 --- /dev/null +++ b/r2r/providers/database/document.py @@ -0,0 +1,111 @@ +from typing import Optional +from uuid import UUID + +from r2r.base import DocumentInfo, DocumentStatus, DocumentType + +from .base import DatabaseMixin + + +class DocumentMixin(DatabaseMixin): + + def create_table(self): + query = f""" + CREATE TABLE IF NOT EXISTS {self._get_table_name('document_info')} ( + document_id UUID PRIMARY KEY, + group_ids UUID[], + user_id UUID, + type TEXT, + metadata JSONB, + title TEXT, + version TEXT, + size_in_bytes INT, + status TEXT DEFAULT 'processing', + created_at TIMESTAMPTZ DEFAULT NOW(), + updated_at TIMESTAMPTZ DEFAULT NOW() + ); + CREATE INDEX IF NOT EXISTS idx_group_ids_{self.collection_name} + ON {self._get_table_name('document_info')} USING GIN (group_ids); + """ + self.execute_query(query) + + def upsert_documents_overview( + self, documents_overview: list[DocumentInfo] + ) -> None: + for document_info in documents_overview: + query = f""" + INSERT INTO {self._get_table_name('document_info')} + (document_id, group_ids, user_id, type, metadata, title, version, size_in_bytes, status, created_at, updated_at) + VALUES (:document_id, :group_ids, :user_id, :type, :metadata, :title, :version, :size_in_bytes, :status, :created_at, :updated_at) + ON CONFLICT (document_id) DO UPDATE SET + group_ids = EXCLUDED.group_ids, + user_id = EXCLUDED.user_id, + type = EXCLUDED.type, + metadata = EXCLUDED.metadata, + title = EXCLUDED.title, + version = EXCLUDED.version, + size_in_bytes = EXCLUDED.size_in_bytes, + status = EXCLUDED.status, + updated_at = EXCLUDED.updated_at; + """ + self.execute_query(query, document_info.convert_to_db_entry()) + + def delete_from_documents_overview( + self, document_id: str, version: Optional[str] = None + ) -> None: + query = f""" + DELETE FROM {self._get_table_name('document_info')} + WHERE document_id = :document_id + """ + params = {"document_id": document_id} + + if version is not None: + query += " AND version = :version" + params["version"] = version + + self.execute_query(query, params) + + def get_documents_overview( + self, + filter_user_ids: Optional[list[UUID]] = None, + filter_document_ids: Optional[list[UUID]] = None, + filter_group_ids: Optional[list[UUID]] = None, + ): + conditions = [] + params = {} + + if filter_document_ids: + conditions.append("document_id = ANY(:document_ids)") + params["document_ids"] = filter_document_ids + + if filter_user_ids: + conditions.append("user_id = ANY(:user_ids)") + params["user_ids"] = filter_user_ids + + if filter_group_ids: + conditions.append("group_ids && :group_ids") + params["group_ids"] = filter_group_ids + + query = f""" + SELECT document_id, group_ids, user_id, type, metadata, title, version, size_in_bytes, status, created_at, updated_at + FROM {self._get_table_name('document_info')} + """ + if conditions: + query += " WHERE " + " AND ".join(conditions) + + results = self.execute_query(query, params).fetchall() + return [ + DocumentInfo( + id=row[0], + group_ids=row[1], + user_id=row[2], + type=DocumentType(row[3]), + metadata=row[4], + title=row[5], + version=row[6], + size_in_bytes=row[7], + status=DocumentStatus(row[8]), + created_at=row[9], + updated_at=row[10], + ) + for row in results + ] diff --git a/r2r/providers/database/group.py b/r2r/providers/database/group.py new file mode 100644 index 000000000..d3ef324ba --- /dev/null +++ b/r2r/providers/database/group.py @@ -0,0 +1,392 @@ +from datetime import datetime +from typing import Optional +from uuid import UUID + +from r2r.base import R2RException +from r2r.base.abstractions import DocumentInfo, DocumentStatus, DocumentType +from r2r.base.api.models.auth.responses import UserResponse +from r2r.base.api.models.management.responses import ( + GroupOverviewResponse, + GroupResponse, +) + +from .base import DatabaseMixin, QueryBuilder + + +class GroupMixin(DatabaseMixin): + def create_table(self) -> None: + print("creating group table = ", self._get_table_name("groups")) + query = f""" + CREATE TABLE IF NOT EXISTS {self._get_table_name('groups')} ( + group_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + name TEXT NOT NULL, + description TEXT, + created_at TIMESTAMPTZ DEFAULT NOW(), + updated_at TIMESTAMPTZ DEFAULT NOW() + ); + """ + self.execute_query(query) + + def group_exists(self, group_id: UUID) -> bool: + """Check if a group exists.""" + query = f""" + SELECT 1 FROM {self._get_table_name('groups')} + WHERE group_id = :group_id + """ + result = self.execute_query(query, {"group_id": group_id}).fetchone() + return bool(result) + + def create_group(self, name: str, description: str = "") -> GroupResponse: + current_time = datetime.utcnow() + query = f""" + INSERT INTO {self._get_table_name('groups')} (name, description, created_at, updated_at) + VALUES (:name, :description, :created_at, :updated_at) + RETURNING group_id, name, description, created_at, updated_at + """ + params = { + "name": name, + "description": description, + "created_at": current_time, + "updated_at": current_time, + } + result = self.execute_query(query, params).fetchone() + if not result: + raise R2RException( + status_code=500, message="Failed to create group" + ) + + return GroupResponse( + group_id=result[0], + name=result[1], + description=result[2], + created_at=result[3], + updated_at=result[4], + ) + + def get_group(self, group_id: UUID) -> GroupResponse: + """Get a group by its ID.""" + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + SELECT group_id, name, description, created_at, updated_at + FROM {self._get_table_name('groups')} + WHERE group_id = :group_id + """ + result = self.execute_query(query, {"group_id": group_id}).fetchone() + return GroupResponse( + group_id=result[0], + name=result[1], + description=result[2], + created_at=result[3], + updated_at=result[4], + ) + + def update_group( + self, group_id: UUID, name: str, description: str + ) -> GroupResponse: + """Update an existing group.""" + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + UPDATE {self._get_table_name('groups')} + SET name = :name, description = :description, updated_at = NOW() + WHERE group_id = :group_id + RETURNING group_id, name, description, created_at, updated_at + """ + result = self.execute_query( + query, + {"group_id": group_id, "name": name, "description": description}, + ).fetchone() + return GroupResponse( + group_id=result[0], + name=result[1], + description=result[2], + created_at=result[3], + updated_at=result[4], + ) + + def delete_group(self, group_id: UUID) -> None: + query = f""" + DELETE FROM {self._get_table_name('groups')} + WHERE group_id = :group_id + RETURNING group_id + """ + result = self.execute_query(query, {"group_id": group_id}).fetchone() + if not result: + raise R2RException(status_code=404, message="Group not found") + return None + + def list_groups( + self, offset: int = 0, limit: int = 100 + ) -> list[GroupResponse]: + """List groups with pagination.""" + query = f""" + SELECT group_id, name, description, created_at, updated_at + FROM {self._get_table_name('groups')} + ORDER BY name + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query( + query, {"offset": offset, "limit": limit} + ).fetchall() + if not results: + return [] + return [ + GroupResponse( + group_id=row[0], + name=row[1], + description=row[2], + created_at=row[3], + updated_at=row[4], + ) + for row in results + ] + + def get_groups_by_ids(self, group_ids: list[UUID]) -> list[GroupResponse]: + query, params = ( + QueryBuilder(self._get_table_name("groups")) + .select( + ["group_id", "name", "description", "created_at", "updated_at"] + ) + .where("group_id = ANY(:group_ids)", group_ids=group_ids) + .build() + ) + results = self.execute_query(query, params).fetchall() + if len(results) != len(group_ids): + raise R2RException( + status_code=404, + message=f"These groups were not found: {set(group_ids) - set([row[0] for row in results])}", + ) + return [ + GroupResponse( + group_id=row[0], + name=row[1], + description=row[2], + created_at=row[3], + updated_at=row[4], + ) + for row in results + ] + + def add_user_to_group(self, user_id: UUID, group_id: UUID) -> bool: + """Add a user to a group.""" + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = array_append(group_ids, :group_id) + WHERE user_id = :user_id AND NOT (:group_id = ANY(group_ids)) + RETURNING user_id + """ + result = self.execute_query( + query, {"user_id": user_id, "group_id": group_id} + ).fetchone() + return bool(result) + + def remove_user_from_group(self, user_id: UUID, group_id: UUID) -> None: + """Remove a user from a group.""" + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = array_remove(group_ids, :group_id) + WHERE user_id = :user_id AND :group_id = ANY(group_ids) + RETURNING user_id + """ + result = self.execute_query( + query, {"user_id": user_id, "group_id": group_id} + ).fetchone() + if not result: + raise R2RException( + status_code=404, + message="User is not a member of the specified group", + ) + + def get_group_count(self) -> int: + query = f""" + SELECT COUNT(*) FROM {self._get_table_name('groups')} + """ + result = self.execute_query(query).fetchone() + return result[0] + + def get_users_in_group( + self, group_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[UserResponse]: + """ + Get all users in a specific group with pagination. + + Args: + group_id (UUID): The ID of the group to get users from. + offset (int): The number of users to skip. + limit (int): The maximum number of users to return. + + Returns: + List[UserResponse]: A list of UserResponse objects representing the users in the group. + + Raises: + R2RException: If the group doesn't exist. + """ + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + SELECT u.user_id, u.email, u.is_active, u.is_superuser, u.created_at, u.updated_at, + u.is_verified, u.group_ids, u.name, u.bio, u.profile_picture + FROM {self._get_table_name('users')} u + WHERE :group_id = ANY(u.group_ids) + ORDER BY u.name + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query( + query, {"group_id": group_id, "offset": offset, "limit": limit} + ).fetchall() + + return [ + UserResponse( + id=row[0], + email=row[1], + is_active=row[2], + is_superuser=row[3], + created_at=row[4], + updated_at=row[5], + is_verified=row[6], + group_ids=row[7], + name=row[8], + bio=row[9], + profile_picture=row[10], + hashed_password=None, + verification_code_expiry=None, + ) + for row in results + ] + + def get_documents_in_group( + self, group_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[DocumentInfo]: + """ + Get all documents in a specific group with pagination. + + Args: + group_id (UUID): The ID of the group to get documents from. + offset (int): The number of documents to skip. + limit (int): The maximum number of documents to return. + + Returns: + List[DocumentInfo]: A list of DocumentInfo objects representing the documents in the group. + + Raises: + R2RException: If the group doesn't exist. + """ + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + SELECT d.document_id, d.group_ids, d.user_id, d.type, d.metadata, d.title, + d.version, d.size_in_bytes, d.status, d.created_at, d.updated_at + FROM {self._get_table_name('document_info')} d + WHERE :group_id = ANY(d.group_ids) + ORDER BY d.created_at DESC + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query( + query, {"group_id": group_id, "offset": offset, "limit": limit} + ).fetchall() + + return [ + DocumentInfo( + id=row[0], + group_ids=row[1], + user_id=row[2], + type=DocumentType(row[3]), + metadata=row[4], + title=row[5], + version=row[6], + size_in_bytes=row[7], + status=DocumentStatus(row[8]), + created_at=row[9], + updated_at=row[10], + ) + for row in results + ] + + def get_groups_overview( + self, + group_ids: Optional[list[UUID]] = None, + offset: int = 0, + limit: int = 100, + ) -> list[GroupOverviewResponse]: + """Get an overview of groups, optionally filtered by group IDs, with pagination.""" + query = f""" + WITH group_overview AS ( + SELECT g.group_id, g.name, g.description, g.created_at, g.updated_at, + COUNT(DISTINCT u.user_id) AS user_count, + COUNT(DISTINCT d.document_id) AS document_count + FROM {self._get_table_name('groups')} g + LEFT JOIN {self._get_table_name('users')} u ON g.group_id = ANY(u.group_ids) + LEFT JOIN {self._get_table_name('document_info')} d ON g.group_id = ANY(d.group_ids) + """ + params = {"offset": offset, "limit": limit} + if group_ids: + query += " WHERE g.group_id = ANY(:group_ids)" + params["group_ids"] = group_ids + query += """ + GROUP BY g.group_id, g.name, g.description, g.created_at, g.updated_at + ) + SELECT * FROM group_overview + ORDER BY name + OFFSET :offset + LIMIT :limit + """ + + results = self.execute_query(query, params).fetchall() + if not results: + return [] + return [ + GroupOverviewResponse( + group_id=result[0], + name=result[1], + description=result[2], + created_at=result[3], + updated_at=result[4], + user_count=result[5], + document_count=result[6], + ) + for result in results + ] + + def get_groups_for_user( + self, user_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[GroupResponse]: + query = f""" + SELECT g.group_id, g.name, g.description, g.created_at, g.updated_at + FROM {self._get_table_name('groups')} g + JOIN {self._get_table_name('users')} u ON g.group_id = ANY(u.group_ids) + WHERE u.user_id = :user_id + ORDER BY g.name + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query( + query, {"user_id": user_id, "offset": offset, "limit": limit} + ).fetchall() + + if not results: + return [] + + return [ + GroupResponse( + group_id=row[0], + name=row[1], + description=row[2], + created_at=row[3], + updated_at=row[4], + ) + for row in results + ] diff --git a/r2r/providers/database/postgres.py b/r2r/providers/database/postgres.py index be7b373a8..290abaeca 100644 --- a/r2r/providers/database/postgres.py +++ b/r2r/providers/database/postgres.py @@ -1,1055 +1,22 @@ -import json import logging import os -import time -from datetime import datetime, timedelta -from typing import Literal, Optional, Union -from uuid import UUID - -from sqlalchemy import exc, text -from sqlalchemy.engine.url import make_url +from typing import Optional from r2r.base import ( CryptoProvider, DatabaseConfig, DatabaseProvider, - DocumentInfo, - RelationalDatabaseProvider, - User, - UserCreate, - VectorDatabaseProvider, - VectorEntry, - VectorSearchResult, - generate_id_from_label, + RelationalDBProvider, + VectorDBProvider, ) -from r2r.base.abstractions.user import UserStats -from .vecs import Client, Collection, create_client +from .relational import PostgresRelationalDBProvider +from .vecs import Client, create_client +from .vector import PostgresVectorDBProvider logger = logging.getLogger(__name__) -class PostgresVectorDBProvider(VectorDatabaseProvider): - def __init__(self, config: DatabaseConfig, *args, **kwargs): - super().__init__(config) - self.collection: Optional[Collection] = None - self.vx: Client = kwargs.get("vx", None) - if not self.vx: - raise ValueError( - "Please provide a valid `vx` client to the `PostgresVectorDBProvider`." - ) - self.collection_name = kwargs.get("collection_name", None) - if not self.collection_name: - raise ValueError( - "Please provide a valid `collection_name` to the `PostgresVectorDBProvider`." - ) - dimension = kwargs.get("dimension", None) - if not dimension: - raise ValueError( - "Please provide a valid `dimension` to the `PostgresVectorDBProvider`." - ) - - # Check if a complete Postgres URI is provided - postgres_uri = self.config.extra_fields.get( - "postgres_uri" - ) or os.getenv("POSTGRES_URI") - - if postgres_uri: - # Log loudly that Postgres URI is being used - logger.warning("=" * 50) - logger.warning( - "ATTENTION: Using provided Postgres URI for connection" - ) - logger.warning("=" * 50) - - # Validate and use the provided URI - try: - parsed_uri = make_url(postgres_uri) - if not all([parsed_uri.username, parsed_uri.database]): - raise ValueError( - "The provided Postgres URI is missing required components." - ) - DB_CONNECTION = postgres_uri - - # Log the sanitized URI (without password) - sanitized_uri = parsed_uri.set(password="*****") - logger.info(f"Connecting using URI: {sanitized_uri}") - except Exception as e: - raise ValueError(f"Invalid Postgres URI provided: {e}") - else: - # Fall back to existing logic for individual connection parameters - user = self.config.extra_fields.get("user", None) or os.getenv( - "POSTGRES_USER" - ) - password = self.config.extra_fields.get( - "password", None - ) or os.getenv("POSTGRES_PASSWORD") - host = self.config.extra_fields.get("host", None) or os.getenv( - "POSTGRES_HOST" - ) - port = self.config.extra_fields.get("port", None) or os.getenv( - "POSTGRES_PORT" - ) - db_name = self.config.extra_fields.get( - "db_name", None - ) or os.getenv("POSTGRES_DBNAME") - - if not all([user, password, host, db_name]): - raise ValueError( - "Error, please set the POSTGRES_USER, POSTGRES_PASSWORD, POSTGRES_HOST, POSTGRES_DBNAME environment variables or provide them in the config." - ) - - # Check if it's a Unix socket connection - if host.startswith("/") and not port: - DB_CONNECTION = ( - f"postgresql://{user}:{password}@/{db_name}?host={host}" - ) - logger.info("Using Unix socket connection") - else: - DB_CONNECTION = ( - f"postgresql://{user}:{password}@{host}:{port}/{db_name}" - ) - logger.info("Using TCP connection") - - # The rest of the initialization remains the same - try: - self.vx: Client = create_client(DB_CONNECTION) - except Exception as e: - raise ValueError( - f"Error {e} occurred while attempting to connect to the pgvector provider with {DB_CONNECTION}." - ) - - self.collection_name = self.config.extra_fields.get( - "vecs_collection" - ) or os.getenv("POSTGRES_VECS_COLLECTION") - if not self.collection_name: - raise ValueError( - "Error, please set a valid POSTGRES_VECS_COLLECTION environment variable or set a 'vecs_collection' in the 'database' settings of your `r2r.toml`." - ) - - self.collection: Optional[Collection] = None - self._initialize_vector_db(dimension) - self._create_hybrid_search_function() - logger.info( - f"Successfully initialized PGVectorDB with collection: {self.collection_name}" - ) - - def _initialize_vector_db(self, dimension: int) -> None: - self.collection = self.vx.get_or_create_collection( - name=self.collection_name, dimension=dimension - ) - - def _create_hybrid_search_function(self): - hybrid_search_function = f""" - CREATE OR REPLACE FUNCTION hybrid_search_{self.collection_name}( - query_text TEXT, - query_embedding VECTOR(512), - match_limit INT, - full_text_weight FLOAT = 1, - semantic_weight FLOAT = 1, - rrf_k INT = 50, - filter_condition JSONB = NULL - ) - RETURNS SETOF vecs."{self.collection_name}" - LANGUAGE sql - AS $$ - WITH full_text AS ( - SELECT - id, - ROW_NUMBER() OVER (ORDER BY ts_rank(to_tsvector('english', metadata->>'text'), websearch_to_tsquery(query_text)) DESC) AS rank_ix - FROM vecs."{self.collection_name}" - WHERE to_tsvector('english', metadata->>'text') @@ websearch_to_tsquery(query_text) - AND (filter_condition IS NULL OR (metadata @> filter_condition)) - ORDER BY rank_ix - LIMIT LEAST(match_limit, 30) * 2 - ), - semantic AS ( - SELECT - id, - ROW_NUMBER() OVER (ORDER BY vec <#> query_embedding) AS rank_ix - FROM vecs."{self.collection_name}" - WHERE filter_condition IS NULL OR (metadata @> filter_condition) - ORDER BY rank_ix - LIMIT LEAST(match_limit, 30) * 2 - ) - SELECT - vecs."{self.collection_name}".* - FROM - full_text - FULL OUTER JOIN semantic - ON full_text.id = semantic.id - JOIN vecs."{self.collection_name}" - ON vecs."{self.collection_name}".id = COALESCE(full_text.id, semantic.id) - ORDER BY - COALESCE(1.0 / (rrf_k + full_text.rank_ix), 0.0) * full_text_weight + - COALESCE(1.0 / (rrf_k + semantic.rank_ix), 0.0) * semantic_weight - DESC - LIMIT - LEAST(match_limit, 30); - $$; - """ - retry_attempts = 5 - for attempt in range(retry_attempts): - try: - with self.vx.Session() as sess: - # Acquire an advisory lock - sess.execute(text("SELECT pg_advisory_lock(123456789)")) - try: - sess.execute(text(hybrid_search_function)) - sess.commit() - finally: - # Release the advisory lock - sess.execute( - text("SELECT pg_advisory_unlock(123456789)") - ) - break # Break the loop if successful - except exc.InternalError as e: - if "tuple concurrently updated" in str(e): - time.sleep(2**attempt) # Exponential backoff - else: - raise # Re-raise the exception if it's not a concurrency issue - else: - raise RuntimeError( - "Failed to create hybrid search function after multiple attempts" - ) - - def copy(self, entry: VectorEntry, commit=True) -> None: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `copy`." - ) - - serializeable_entry = entry.to_serializable() - - self.collection.copy( - records=[ - ( - serializeable_entry["id"], - serializeable_entry["vector"], - serializeable_entry["metadata"], - ) - ] - ) - - def copy_entries( - self, entries: list[VectorEntry], commit: bool = True - ) -> None: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `copy_entries`." - ) - - self.collection.copy( - records=[ - ( - str(entry.id), - entry.vector.data, - entry.to_serializable()["metadata"], - ) - for entry in entries - ] - ) - - def upsert(self, entry: VectorEntry, commit=True) -> None: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `upsert`." - ) - - self.collection.upsert( - records=[ - ( - str(entry.id), - entry.vector.data, - entry.to_serializable()["metadata"], - ) - ] - ) - - def upsert_entries( - self, entries: list[VectorEntry], commit: bool = True - ) -> None: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `upsert_entries`." - ) - - self.collection.upsert( - records=[ - ( - str(entry.id), - entry.vector.data, - entry.to_serializable()["metadata"], - ) - for entry in entries - ] - ) - - def search( - self, - query_vector: list[float], - filters: dict[str, Union[bool, int, str]] = {}, - limit: int = 10, - *args, - **kwargs, - ) -> list[VectorSearchResult]: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `search`." - ) - measure = kwargs.get("measure", "cosine_distance") - mapped_filters = { - key: {"$eq": value} for key, value in filters.items() - } - - return [ - VectorSearchResult(id=ele[0], score=float(1 - ele[1]), metadata=ele[2]) # type: ignore - for ele in self.collection.query( - data=query_vector, - limit=limit, - filters=mapped_filters, - measure=measure, - include_value=True, - include_metadata=True, - ) - ] - - def hybrid_search( - self, - query_text: str, - query_vector: list[float], - limit: int = 10, - filters: Optional[dict[str, Union[bool, int, str]]] = None, - full_text_weight: float = 1.0, - semantic_weight: float = 1.0, - rrf_k: int = 20, - *args, - **kwargs, - ) -> list[VectorSearchResult]: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `hybrid_search`." - ) - - # Convert filters to a JSON-compatible format - filter_condition = None - if filters: - filter_condition = json.dumps(filters) - - query = text( - f""" - SELECT * FROM hybrid_search_{self.collection_name}( - cast(:query_text as TEXT), cast(:query_embedding as VECTOR), cast(:match_limit as INT), - cast(:full_text_weight as FLOAT), cast(:semantic_weight as FLOAT), cast(:rrf_k as INT), - cast(:filter_condition as JSONB) - ) - """ - ) - - params = { - "query_text": str(query_text), - "query_embedding": list(query_vector), - "match_limit": limit, - "full_text_weight": full_text_weight, - "semantic_weight": semantic_weight, - "rrf_k": rrf_k, - "filter_condition": filter_condition, - } - - with self.vx.Session() as session: - result = session.execute(query, params).fetchall() - return [ - VectorSearchResult(id=row[0], score=1.0, metadata=row[-1]) - for row in result - ] - - def create_index(self, index_type, column_name, index_options): - self.collection.create_index() - - def delete_by_metadata( - self, - metadata_fields: list[str], - metadata_values: list[Union[bool, int, str]], - logic: Literal["AND", "OR"] = "AND", - ) -> list[str]: - if logic == "OR": - raise ValueError( - "OR logic is still being tested before official support for `delete_by_metadata` in pgvector." - ) - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `delete_by_metadata`." - ) - - if len(metadata_fields) != len(metadata_values): - raise ValueError( - "The number of metadata fields must match the number of metadata values." - ) - - # Construct the filter - if logic == "AND": - filters = { - k: {"$eq": v} for k, v in zip(metadata_fields, metadata_values) - } - else: # OR logic - # TODO - Test 'or' logic and remove check above - filters = { - "$or": [ - {k: {"$eq": v}} - for k, v in zip(metadata_fields, metadata_values) - ] - } - return self.collection.delete(filters=filters) - - def get_metadatas( - self, - metadata_fields: list[str], - filter_field: Optional[str] = None, - filter_value: Optional[Union[bool, int, str]] = None, - ) -> list[dict]: - if self.collection is None: - raise ValueError( - "Please call `initialize_collection` before attempting to run `get_metadatas`." - ) - - results = {tuple(metadata_fields): {}} - for field in metadata_fields: - unique_values = self.collection.get_unique_metadata_values( - field=field, - filter_field=filter_field, - filter_value=filter_value, - ) - for value in unique_values: - if value not in results: - results[value] = {} - results[value][field] = value - - return [ - results[key] for key in results if key != tuple(metadata_fields) - ] - - def get_document_chunks(self, document_id: str) -> list[dict]: - if not self.collection: - raise ValueError("Collection is not initialized.") - - table_name = self.collection.table.name - query = text( - f""" - SELECT metadata - FROM vecs."{table_name}" - WHERE metadata->>'document_id' = :document_id - ORDER BY CAST(metadata->>'chunk_order' AS INTEGER) - """ - ) - - params = {"document_id": document_id} - - with self.vx.Session() as sess: - results = sess.execute(query, params).fetchall() - return [result[0] for result in results] - - -class PostgresRelationalDBProvider(RelationalDatabaseProvider): - def __init__( - self, - config: DatabaseConfig, - crypto_provider: Optional[CryptoProvider], - *args, - **kwargs, - ): - super().__init__(config) - self.vx: Client = kwargs.get("vx", None) - self.crypto_provider = crypto_provider - if not self.vx: - raise ValueError( - "Please provide a valid `vx` client to the `PostgresRelationalDBProvider`." - ) - self.collection_name = kwargs.get("collection_name", None) - if not self.collection_name: - raise ValueError( - "Please provide a valid `collection_name` to the `PostgresRelationalDBProvider`." - ) - self._initialize_relational_db() - - def _initialize_relational_db(self): - with self.vx.Session() as sess: - with sess.begin(): - try: - # Enable uuid-ossp extension - sess.execute( - text('CREATE EXTENSION IF NOT EXISTS "uuid-ossp";') - ) - except exc.ProgrammingError as e: - logger.error(f"Error enabling uuid-ossp extension: {e}") - raise - - # Create the table if it doesn't exist - create_table_query = f""" - CREATE TABLE IF NOT EXISTS document_info_{self.collection_name} ( - document_id UUID PRIMARY KEY, - title TEXT, - user_id UUID NULL, - version TEXT, - size_in_bytes INT, - created_at TIMESTAMPTZ DEFAULT NOW(), - updated_at TIMESTAMPTZ DEFAULT NOW(), - metadata JSONB, - status TEXT DEFAULT 'processing' - ); - """ - sess.execute(text(create_table_query)) - - # Create users table - query = f""" - CREATE TABLE IF NOT EXISTS users_{self.collection_name} ( - id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), - email TEXT UNIQUE NOT NULL, - hashed_password TEXT NOT NULL, - is_superuser BOOLEAN DEFAULT FALSE, - is_active BOOLEAN DEFAULT TRUE, - is_verified BOOLEAN DEFAULT FALSE, - verification_code TEXT, - verification_code_expiry TIMESTAMPTZ, - name TEXT, - bio TEXT, - profile_picture TEXT, - reset_token TEXT, - reset_token_expiry TIMESTAMPTZ, - created_at TIMESTAMPTZ DEFAULT NOW(), - updated_at TIMESTAMPTZ DEFAULT NOW() - ); - """ - sess.execute(text(query)) - - # Create blacklisted tokens table - query = f""" - CREATE TABLE IF NOT EXISTS blacklisted_tokens_{self.collection_name} ( - id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), - token TEXT NOT NULL, - blacklisted_at TIMESTAMPTZ DEFAULT NOW() - ); - CREATE INDEX IF NOT EXISTS idx_blacklisted_tokens_{self.collection_name}_token - ON blacklisted_tokens_{self.collection_name} (token); - CREATE INDEX IF NOT EXISTS idx_blacklisted_tokens_{self.collection_name}_blacklisted_at - ON blacklisted_tokens_{self.collection_name} (blacklisted_at); - """ - sess.execute(text(query)) - - sess.commit() - - def upsert_documents_overview( - self, documents_overview: list[DocumentInfo] - ) -> None: - for document_info in documents_overview: - db_entry = document_info.convert_to_db_entry() - - # Convert 'None' string to None type for user_id - if db_entry["user_id"] == "None": - db_entry["user_id"] = None - - query = text( - f""" - INSERT INTO document_info_{self.collection_name} (document_id, title, user_id, version, created_at, updated_at, size_in_bytes, metadata, status) - VALUES (:document_id, :title, :user_id, :version, :created_at, :updated_at, :size_in_bytes, :metadata, :status) - ON CONFLICT (document_id) DO UPDATE SET - title = EXCLUDED.title, - user_id = EXCLUDED.user_id, - version = EXCLUDED.version, - updated_at = EXCLUDED.updated_at, - size_in_bytes = EXCLUDED.size_in_bytes, - metadata = EXCLUDED.metadata, - status = EXCLUDED.status; - """ - ) - with self.vx.Session() as sess: - sess.execute(query, db_entry) - sess.commit() - - def delete_from_documents_overview( - self, document_id: str, version: Optional[str] = None - ) -> None: - query = f""" - DELETE FROM document_info_{self.collection_name} - WHERE document_id = :document_id - """ - params = {"document_id": document_id} - - if version is not None: - query += " AND version = :version" - params["version"] = version - - with self.vx.Session() as sess: - with sess.begin(): - sess.execute(text(query), params) - sess.commit() - - def get_documents_overview( - self, - filter_document_ids: Optional[list[str]] = None, - filter_user_ids: Optional[list[str]] = None, - ): - conditions = [] - params = {} - - if filter_document_ids: - placeholders = ", ".join( - f":doc_id_{i}" for i in range(len(filter_document_ids)) - ) - conditions.append(f"document_id IN ({placeholders})") - params.update( - { - f"doc_id_{i}": str(document_id) - for i, document_id in enumerate(filter_document_ids) - } - ) - if filter_user_ids: - placeholders = ", ".join( - f":user_id_{i}" for i in range(len(filter_user_ids)) - ) - conditions.append(f"user_id IN ({placeholders})") - params.update( - { - f"user_id_{i}": str(user_id) - for i, user_id in enumerate(filter_user_ids) - } - ) - - query = f""" - SELECT document_id, title, user_id, version, size_in_bytes, created_at, updated_at, metadata, status - FROM document_info_{self.collection_name} - """ - if conditions: - query += " WHERE " + " AND ".join(conditions) - - with self.vx.Session() as sess: - results = sess.execute(text(query), params).fetchall() - return [ - DocumentInfo( - document_id=row[0], - title=row[1], - user_id=row[2], - version=row[3], - size_in_bytes=row[4], - created_at=row[5], - updated_at=row[6], - metadata=row[7], - status=row[8], - ) - for row in results - ] - - # TODO - Deprecate this method - def get_users_overview(self, user_ids: Optional[list[str]] = None): - user_ids_condition = "" - params = {} - if user_ids: - user_ids_condition = "WHERE user_id IN :user_ids" - params["user_ids"] = tuple( - map(str, user_ids) - ) # Convert UUIDs to strings - - query = f""" - SELECT user_id, COUNT(document_id) AS num_files, SUM(size_in_bytes) AS total_size_in_bytes, ARRAY_AGG(document_id) AS document_ids - FROM document_info_{self.collection_name} - {user_ids_condition} - GROUP BY user_id - """ - - with self.vx.Session() as sess: - results = sess.execute(text(query), params).fetchall() - return [ - UserStats( - user_id=row[0], - num_files=row[1], - total_size_in_bytes=row[2], - document_ids=row[3], - ) - for row in results - if row[0] is not None - ] - - def create_user(self, user: UserCreate) -> User: - hashed_password = self.crypto_provider.get_password_hash(user.password) - query = text( - f""" - INSERT INTO users_{self.collection_name} - (email, id, hashed_password) - VALUES (:email, :id, :hashed_password) - RETURNING id, email, is_superuser, is_active, is_verified, created_at, updated_at - """ - ) - - with self.vx.Session() as sess: - result = sess.execute( - query, - { - "email": user.email, - "id": generate_id_from_label(user.email), - "hashed_password": hashed_password, - }, - ) - user_data = result.fetchone() - sess.commit() - - return User( - id=user_data[0], - email=user_data[1], - is_superuser=user_data[2], - is_active=user_data[3], - is_verified=user_data[4], - created_at=user_data[5], - updated_at=user_data[6], - hashed_password=hashed_password, - ) - - def get_user_by_email(self, email: str) -> Optional[User]: - query = text( - f""" - SELECT id, email, hashed_password, is_superuser, is_active, is_verified, created_at, updated_at - FROM users_{self.collection_name} - WHERE email = :email - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query, {"email": email}) - user_data = result.fetchone() - - if user_data: - return User( - id=user_data[0], - email=user_data[1], - # password="", # We don't return the hashed password - hashed_password=user_data[2], - is_superuser=user_data[3], - is_active=user_data[4], - is_verified=user_data[5], - created_at=user_data[6], - updated_at=user_data[7], - ) - return None - - def store_verification_code( - self, user_id: UUID, verification_code: str, expiry: datetime - ): - query = text( - f""" - UPDATE users_{self.collection_name} - SET verification_code = :code, verification_code_expiry = :expiry - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute( - query, - { - "code": verification_code, - "expiry": expiry, - "user_id": user_id, - }, - ) - sess.commit() - - def get_user_id_by_verification_code( - self, verification_code: str - ) -> Optional[UUID]: - query = text( - f""" - SELECT id FROM users_{self.collection_name} - WHERE verification_code = :code AND verification_code_expiry > NOW() - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query, {"code": verification_code}) - user_data = result.fetchone() - - return user_data[0] if user_data else None - - def mark_user_as_verified(self, user_id: UUID): - query = text( - f""" - UPDATE users_{self.collection_name} - SET is_verified = TRUE, verification_code = NULL, verification_code_expiry = NULL - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"user_id": user_id}) - sess.commit() - - def mark_user_as_superuser(self, user_id: UUID): - query = text( - f""" - UPDATE users_{self.collection_name} - SET is_superuser = TRUE, is_verified = TRUE, verification_code = NULL, verification_code_expiry = NULL - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"user_id": user_id}) - sess.commit() - - def remove_verification_code(self, verification_code: str): - query = text( - f""" - UPDATE users_{self.collection_name} - SET verification_code = NULL, verification_code_expiry = NULL - WHERE verification_code = :code - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"code": verification_code}) - sess.commit() - - def delete_user(self, user_id: UUID): - query = text( - f""" - DELETE FROM users_{self.collection_name} - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"user_id": user_id}) - sess.commit() - - def get_all_users(self) -> list[User]: - query = text( - f""" - SELECT id, email, is_superuser, is_active, is_verified, created_at, updated_at - FROM users_{self.collection_name} - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query) - users_data = result.fetchall() - - return [ - User( - id=user_data[0], - email=user_data[1], - hashed_password="null", - is_superuser=user_data[2], - is_active=user_data[3], - is_verified=user_data[4], - created_at=user_data[5], - updated_at=user_data[6], - ) - for user_data in users_data - ] - - def expire_verification_code(self, user_id): - query = text( - f""" - UPDATE users_{self.collection_name} - SET verification_code_expiry = NOW() - INTERVAL '365 day' - WHERE id = :user_id - """ - ) - with self.vx.Session() as sess: - sess.execute(query, {"user_id": user_id}) - sess.commit() - - def store_reset_token( - self, user_id: UUID, reset_token: str, expiry: datetime - ): - query = text( - f""" - UPDATE users_{self.collection_name} - SET reset_token = :token, reset_token_expiry = :expiry - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute( - query, - { - "token": reset_token, - "expiry": expiry, - "user_id": user_id, - }, - ) - sess.commit() - - def get_user_id_by_reset_token(self, reset_token: str) -> Optional[UUID]: - query = text( - f""" - SELECT id FROM users_{self.collection_name} - WHERE reset_token = :token AND reset_token_expiry > NOW() - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query, {"token": reset_token}) - user_data = result.fetchone() - - return user_data[0] if user_data else None - - def remove_reset_token(self, user_id: UUID): - query = text( - f""" - UPDATE users_{self.collection_name} - SET reset_token = NULL, reset_token_expiry = NULL - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"user_id": user_id}) - sess.commit() - - def blacklist_token(self, token: str, current_time: datetime = None): - if current_time is None: - current_time = datetime.utcnow() - query = text( - f""" - INSERT INTO blacklisted_tokens_{self.collection_name} (token, blacklisted_at) - VALUES (:token, :blacklisted_at) - """ - ) - - with self.vx.Session() as sess: - sess.execute( - query, {"token": token, "blacklisted_at": current_time} - ) - sess.commit() - - def is_token_blacklisted(self, token: str) -> bool: - query = text( - f""" - SELECT EXISTS( - SELECT 1 FROM blacklisted_tokens_{self.collection_name} - WHERE token = :token - ) - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query, {"token": token}) - return result.scalar() - - def clean_expired_blacklisted_tokens( - self, - max_age_hours: int = 7 * 24, - current_time: Optional[datetime] = None, - ): - if current_time is None: - current_time = datetime.utcnow() - expiry_time = current_time - timedelta(hours=max_age_hours) - query = text( - f""" - DELETE FROM blacklisted_tokens_{self.collection_name} - WHERE blacklisted_at < :expiry_time - """ - ) - - with self.vx.Session() as sess: - sess.execute(query, {"expiry_time": expiry_time}) - sess.commit() - - # Modify existing methods to include new profile fields - - def get_user_by_id(self, user_id: UUID) -> Optional[User]: - query = text( - f""" - SELECT id, email, hashed_password, is_superuser, is_active, is_verified, - created_at, updated_at, name, profile_picture, bio - FROM users_{self.collection_name} - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - result = sess.execute(query, {"user_id": user_id}) - user_data = result.fetchone() - - if user_data: - return User( - id=user_data[0], - email=user_data[1], - hashed_password=user_data[2], - is_superuser=user_data[3], - is_active=user_data[4], - is_verified=user_data[5], - created_at=user_data[6], - updated_at=user_data[7], - name=user_data[8], - profile_picture=user_data[9], - bio=user_data[10], - ) - return None - - def update_user(self, user: User) -> User: - query = text( - f""" - UPDATE users_{self.collection_name} - SET email = :email, is_superuser = :is_superuser, is_active = :is_active, - is_verified = :is_verified, updated_at = NOW(), name = :name, - profile_picture = :profile_picture, bio = :bio - WHERE id = :user_id - RETURNING id, email, is_superuser, is_active, is_verified, created_at, - updated_at, name, profile_picture, bio - """ - ) - - with self.vx.Session() as sess: - result = sess.execute( - query, - { - "email": user.email, - "is_superuser": user.is_superuser, - "is_active": user.is_active, - "is_verified": user.is_verified, - "user_id": user.id, - "name": user.name, - "profile_picture": user.profile_picture, - "bio": user.bio, - }, - ) - updated_user_data = result.fetchone() - sess.commit() - - return User( - id=updated_user_data[0], - email=updated_user_data[1], - hashed_password="null", - is_superuser=updated_user_data[2], - is_active=updated_user_data[3], - is_verified=updated_user_data[4], - created_at=updated_user_data[5], - updated_at=updated_user_data[6], - name=updated_user_data[7], - profile_picture=updated_user_data[8], - bio=updated_user_data[9], - ) - - def update_user_password(self, user_id: UUID, new_hashed_password: str): - query = text( - f""" - UPDATE users_{self.collection_name} - SET hashed_password = :new_hashed_password, updated_at = NOW() - WHERE id = :user_id - """ - ) - - with self.vx.Session() as sess: - sess.execute( - query, - { - "user_id": user_id, - "new_hashed_password": new_hashed_password, - }, - ) - sess.commit() - - class PostgresDBProvider(DatabaseProvider): def __init__( self, @@ -1125,7 +92,7 @@ def __init__( self.crypto_provider = crypto_provider super().__init__(config) - def _initialize_vector_db(self) -> VectorDatabaseProvider: + def _initialize_vector_db(self) -> VectorDBProvider: return PostgresVectorDBProvider( self.config, vx=self.vx, @@ -1133,10 +100,11 @@ def _initialize_vector_db(self) -> VectorDatabaseProvider: dimension=self.vector_db_dimension, ) - def _initialize_relational_db(self) -> RelationalDatabaseProvider: - return PostgresRelationalDBProvider( + def _initialize_relational_db(self) -> RelationalDBProvider: + provider = PostgresRelationalDBProvider( self.config, vx=self.vx, crypto_provider=self.crypto_provider, collection_name=self.collection_name, ) + return provider diff --git a/r2r/providers/database/relational.py b/r2r/providers/database/relational.py new file mode 100644 index 000000000..0fb2769e3 --- /dev/null +++ b/r2r/providers/database/relational.py @@ -0,0 +1,47 @@ +import logging + +from sqlalchemy import exc, text + +from r2r.providers.database.base import DatabaseMixin, execute_query +from r2r.providers.database.document import DocumentMixin +from r2r.providers.database.group import GroupMixin +from r2r.providers.database.tokens import BlacklistedTokensMixin +from r2r.providers.database.user import UserMixin + +logger = logging.getLogger(__name__) + + +class PostgresRelationalDBProvider( + GroupMixin, UserMixin, BlacklistedTokensMixin, DocumentMixin +): + def __init__(self, config, vx, crypto_provider, collection_name): + self.config = config + self.vx = vx + self.crypto_provider = crypto_provider + self.collection_name = collection_name + self._initialize_relational_db() + + def _get_table_name(self, base_name: str) -> str: + return f"{base_name}_{self.collection_name}" + + def execute_query(self, query, params=None): + return execute_query(self.vx, query, params) + + def _initialize_relational_db(self): + with self.vx.Session() as sess: + with sess.begin(): + try: + sess.execute( + text('CREATE EXTENSION IF NOT EXISTS "uuid-ossp";') + ) + except exc.ProgrammingError as e: + logger.error(f"Error enabling uuid-ossp extension: {e}") + raise + + # Call create_table for each mixin + for base_class in self.__class__.__bases__: + print("base_class", base_class) + if issubclass(base_class, DatabaseMixin): + base_class.create_table(self) + + sess.commit() diff --git a/r2r/providers/database/tokens.py b/r2r/providers/database/tokens.py new file mode 100644 index 000000000..0149c263f --- /dev/null +++ b/r2r/providers/database/tokens.py @@ -0,0 +1,59 @@ +from datetime import datetime, timedelta +from typing import Optional + +from .base import DatabaseMixin, QueryBuilder + + +class BlacklistedTokensMixin(DatabaseMixin): + def create_table(self): + query = f""" + CREATE TABLE IF NOT EXISTS {self._get_table_name('blacklisted_tokens')} ( + id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + token TEXT NOT NULL, + blacklisted_at TIMESTAMPTZ DEFAULT NOW() + ); + CREATE INDEX IF NOT EXISTS idx_blacklisted_tokens_{self.collection_name}_token + ON {self._get_table_name('blacklisted_tokens')} (token); + CREATE INDEX IF NOT EXISTS idx_blacklisted_tokens_{self.collection_name}_blacklisted_at + ON {self._get_table_name('blacklisted_tokens')} (blacklisted_at); + """ + self.execute_query(query) + + def blacklist_token(self, token: str, current_time: datetime = None): + if current_time is None: + current_time = datetime.utcnow() + + query, params = ( + QueryBuilder(self._get_table_name("blacklisted_tokens")) + .insert({"token": token, "blacklisted_at": current_time}) + .build() + ) + self.execute_query(query, params) + + def is_token_blacklisted(self, token: str) -> bool: + query, params = ( + QueryBuilder(self._get_table_name("blacklisted_tokens")) + .select(["1"]) + .where("token = :token", token=token) + .limit(1) + .build() + ) + result = self.execute_query(query, params) + return bool(result.fetchone()) + + def clean_expired_blacklisted_tokens( + self, + max_age_hours: int = 7 * 24, + current_time: Optional[datetime] = None, + ): + if current_time is None: + current_time = datetime.utcnow() + expiry_time = current_time - timedelta(hours=max_age_hours) + + query, params = ( + QueryBuilder(self._get_table_name("blacklisted_tokens")) + .delete() + .where("blacklisted_at < :expiry_time", expiry_time=expiry_time) + .build() + ) + self.execute_query(query, params) diff --git a/r2r/providers/database/user.py b/r2r/providers/database/user.py new file mode 100644 index 000000000..35b7f8c75 --- /dev/null +++ b/r2r/providers/database/user.py @@ -0,0 +1,432 @@ +from datetime import datetime +from typing import Optional +from uuid import UUID + +from sqlalchemy import text + +from r2r.base.abstractions import R2RException +from r2r.base.api.models.auth.responses import UserResponse +from r2r.base.utils import generate_id_from_label + +from .base import DatabaseMixin, QueryBuilder + + +class UserMixin(DatabaseMixin): + def create_table(self): + query = f""" + CREATE TABLE IF NOT EXISTS {self._get_table_name('users')} ( + user_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + email TEXT UNIQUE NOT NULL, + hashed_password TEXT NOT NULL, + is_superuser BOOLEAN DEFAULT FALSE, + is_active BOOLEAN DEFAULT TRUE, + is_verified BOOLEAN DEFAULT FALSE, + verification_code TEXT, + verification_code_expiry TIMESTAMPTZ, + name TEXT, + bio TEXT, + profile_picture TEXT, + reset_token TEXT, + reset_token_expiry TIMESTAMPTZ, + group_ids UUID[] NULL, + created_at TIMESTAMPTZ DEFAULT NOW(), + updated_at TIMESTAMPTZ DEFAULT NOW() + ); + """ + self.execute_query(query) + + def get_user_by_id(self, user_id: UUID) -> Optional[UserResponse]: + query, params = ( + QueryBuilder(self._get_table_name("users")) + .select( + [ + "user_id", + "email", + "hashed_password", + "is_superuser", + "is_active", + "is_verified", + "created_at", + "updated_at", + "name", + "profile_picture", + "bio", + "group_ids", + ] + ) + .where("user_id = :user_id", user_id=user_id) + .build() + ) + result = self.execute_query(query, params).fetchone() + return ( + UserResponse( + id=result[0], + email=result[1], + hashed_password=result[2], + is_superuser=result[3], + is_active=result[4], + is_verified=result[5], + created_at=result[6], + updated_at=result[7], + name=result[8], + profile_picture=result[9], + bio=result[10], + group_ids=result[11], + ) + if result + else None + ) + + def get_user_by_email(self, email: str) -> Optional[UserResponse]: + query, params = ( + QueryBuilder(self._get_table_name("users")) + .select( + [ + "user_id", + "email", + "hashed_password", + "is_superuser", + "is_active", + "is_verified", + "created_at", + "updated_at", + "name", + "profile_picture", + "bio", + "group_ids", + ] + ) + .where("email = :email", email=email) + .build() + ) + result = self.execute_query(query, params).fetchone() + return ( + UserResponse( + id=result[0], + email=result[1], + hashed_password=result[2], + is_superuser=result[3], + is_active=result[4], + is_verified=result[5], + created_at=result[6], + updated_at=result[7], + name=result[8], + profile_picture=result[9], + bio=result[10], + group_ids=result[11], + ) + if result + else None + ) + + def create_user(self, email: str, password: str) -> UserResponse: + if self.get_user_by_email(email): + raise R2RException( + status_code=400, message="User with this email already exists" + ) + + hashed_password = self.crypto_provider.get_password_hash(password) + query = f""" + INSERT INTO {self._get_table_name('users')} + (email, user_id, hashed_password, group_ids) + VALUES (:email, :user_id, :hashed_password, :group_ids) + RETURNING user_id, email, is_superuser, is_active, is_verified, created_at, updated_at, group_ids + """ + params = { + "email": email, + "user_id": generate_id_from_label(email), + "hashed_password": hashed_password, + "group_ids": [], + } + result = self.execute_query(query, params).fetchone() + if not result: + raise R2RException( + status_code=500, message="Failed to create user" + ) + + return UserResponse( + id=result[0], + email=result[1], + is_superuser=result[2], + is_active=result[3], + is_verified=result[4], + created_at=result[5], + updated_at=result[6], + group_ids=result[7], + hashed_password=hashed_password, + ) + + def update_user(self, user: UserResponse) -> UserResponse: + if not self.get_user_by_id(user.id): + raise R2RException(status_code=404, message="User not found") + + query = f""" + UPDATE {self._get_table_name('users')} + SET email = :email, is_superuser = :is_superuser, is_active = :is_active, + is_verified = :is_verified, updated_at = NOW(), name = :name, + profile_picture = :profile_picture, bio = :bio, group_ids = :group_ids + WHERE user_id = :id + RETURNING user_id, email, is_superuser, is_active, is_verified, created_at, + updated_at, name, profile_picture, bio, group_ids + """ + result = self.execute_query( + query, user.dict(exclude={"hashed_password"}) + ).fetchone() + if not result: + raise R2RException( + status_code=500, message="Failed to update user" + ) + return UserResponse( + id=result[0], + email=result[1], + is_superuser=result[2], + is_active=result[3], + is_verified=result[4], + created_at=result[5], + updated_at=result[6], + name=result[7], + profile_picture=result[8], + bio=result[9], + group_ids=result[10], + ) + + def delete_user(self, user_id: UUID): + query = f""" + DELETE FROM {self._get_table_name('users')} + WHERE user_id = :user_id + """ + result = self.execute_query(query, {"user_id": user_id}) + if result.rowcount == 0: + raise R2RException(status_code=404, message="User not found") + + def update_user_password(self, user_id: UUID, new_hashed_password: str): + query = f""" + UPDATE {self._get_table_name('users')} + SET hashed_password = :new_hashed_password, updated_at = NOW() + WHERE user_id = :user_id + """ + self.execute_query( + query, + {"user_id": user_id, "new_hashed_password": new_hashed_password}, + ) + + def get_all_users(self) -> list[UserResponse]: + query = f""" + SELECT user_id, email, is_superuser, is_active, is_verified, created_at, updated_at, group_ids + FROM {self._get_table_name('users')} + """ + results = self.execute_query(query).fetchall() + return [ + UserResponse( + id=row[0], + email=row[1], + hashed_password="null", + is_superuser=row[2], + is_active=row[3], + is_verified=row[4], + created_at=row[5], + updated_at=row[6], + group_ids=row[7], + ) + for row in results + ] + + def store_verification_code( + self, user_id: UUID, verification_code: str, expiry: datetime + ): + query = f""" + UPDATE {self._get_table_name('users')} + SET verification_code = :code, verification_code_expiry = :expiry + WHERE user_id = :user_id + """ + self.execute_query( + query, + {"code": verification_code, "expiry": expiry, "user_id": user_id}, + ) + + def verify_user(self, verification_code: str) -> None: + query = f""" + UPDATE {self._get_table_name('users')} + SET is_verified = TRUE, verification_code = NULL, verification_code_expiry = NULL + WHERE verification_code = :code AND verification_code_expiry > NOW() + RETURNING user_id + """ + result = self.execute_query( + query, {"code": verification_code} + ).fetchone() + if not result: + raise R2RException( + status_code=400, message="Invalid or expired verification code" + ) + return None + + def remove_verification_code(self, verification_code: str): + query = f""" + UPDATE {self._get_table_name('users')} + SET verification_code = NULL, verification_code_expiry = NULL + WHERE verification_code = :code + """ + self.execute_query(query, {"code": verification_code}) + + def expire_verification_code(self, user_id: UUID): + query = f""" + UPDATE {self._get_table_name('users')} + SET verification_code_expiry = NOW() - INTERVAL '1 day' + WHERE user_id = :user_id + """ + self.execute_query(query, {"user_id": user_id}) + + def store_reset_token( + self, user_id: UUID, reset_token: str, expiry: datetime + ): + query = f""" + UPDATE {self._get_table_name('users')} + SET reset_token = :token, reset_token_expiry = :expiry + WHERE user_id = :user_id + """ + self.execute_query( + query, {"token": reset_token, "expiry": expiry, "user_id": user_id} + ) + + def get_user_id_by_reset_token(self, reset_token: str) -> Optional[UUID]: + query = f""" + SELECT user_id FROM {self._get_table_name('users')} + WHERE reset_token = :token AND reset_token_expiry > NOW() + """ + result = self.execute_query(query, {"token": reset_token}).fetchone() + return result[0] if result else None + + def remove_reset_token(self, user_id: UUID): + query = f""" + UPDATE {self._get_table_name('users')} + SET reset_token = NULL, reset_token_expiry = NULL + WHERE user_id = :user_id + """ + self.execute_query(query, {"user_id": user_id}) + + def remove_user_from_all_groups(self, user_id: UUID): + query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = ARRAY[]::UUID[] + WHERE user_id = :user_id + """ + self.execute_query(query, {"user_id": user_id}) + + def add_user_to_group(self, user_id: UUID, group_id: UUID) -> None: + if not self.get_user_by_id(user_id): + raise R2RException(status_code=404, message="User not found") + + query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = array_append(group_ids, :group_id) + WHERE user_id = :user_id AND NOT (:group_id = ANY(group_ids)) + RETURNING user_id + """ + result = self.execute_query( + query, {"user_id": user_id, "group_id": group_id} + ).fetchone() + if not result: + raise R2RException( + status_code=400, message="User already in group" + ) + return None + + def remove_user_from_group(self, user_id: UUID, group_id: UUID) -> None: + if not self.get_user_by_id(user_id): + raise R2RException(status_code=404, message="User not found") + + query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = array_remove(group_ids, :group_id) + WHERE user_id = :user_id AND :group_id = ANY(group_ids) + RETURNING user_id + """ + result = self.execute_query( + query, {"user_id": user_id, "group_id": group_id} + ).fetchone() + if not result: + raise R2RException( + status_code=400, + message="User is not a member of the specified group", + ) + return None + + def mark_user_as_superuser(self, user_id: UUID): + query = text( + f""" + UPDATE users_{self.collection_name} + SET is_superuser = TRUE, is_verified = TRUE, verification_code = NULL, verification_code_expiry = NULL + WHERE user_id = :user_id + """ + ) + + with self.vx.Session() as sess: + sess.execute(query, {"user_id": user_id}) + sess.commit() + + def get_users_in_group( + self, group_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[UserResponse]: + query = f""" + SELECT user_id, email, is_superuser, is_active, is_verified, created_at, updated_at, name, profile_picture, bio, group_ids + FROM {self._get_table_name('users')} + WHERE :group_id = ANY(group_ids) + ORDER BY email + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query( + query, {"group_id": group_id, "offset": offset, "limit": limit} + ).fetchall() + return [ + UserResponse( + id=row[0], + email=row[1], + is_superuser=row[2], + is_active=row[3], + is_verified=row[4], + created_at=row[5], + updated_at=row[6], + name=row[7], + profile_picture=row[8], + bio=row[9], + group_ids=row[10], + ) + for row in results + ] + + def get_user_id_by_verification_code( + self, verification_code: str + ) -> Optional[UUID]: + query = text( + f""" + SELECT user_id FROM users_{self.collection_name} + WHERE verification_code = :code AND verification_code_expiry > NOW() + """ + ) + + with self.vx.Session() as sess: + result = sess.execute(query, {"code": verification_code}) + user_data = result.fetchone() + + if not user_data: + raise R2RException( + status_code=400, message="Invalid or expired verification code" + ) + return user_data[0] + + def mark_user_as_verified(self, user_id: UUID): + query = text( + f""" + UPDATE users_{self.collection_name} + SET is_verified = TRUE, verification_code = NULL, verification_code_expiry = NULL + WHERE user_id = :user_id + """ + ) + + with self.vx.Session() as sess: + result = sess.execute(query, {"user_id": user_id}) + sess.commit() + + if not result.rowcount: + raise R2RException(status_code=404, message="User not found") diff --git a/r2r/providers/database/vecs/adapter/__init__.py b/r2r/providers/database/vecs/adapter/__init__.py index 9cd9860de..f4532aeee 100644 --- a/r2r/providers/database/vecs/adapter/__init__.py +++ b/r2r/providers/database/vecs/adapter/__init__.py @@ -1,6 +1,6 @@ from .base import Adapter, AdapterContext, AdapterStep from .markdown import MarkdownChunker -from .noop import NoOp +from .noop import NoOp, Record from .text import ParagraphChunker, TextEmbedding, TextEmbeddingModel __all__ = [ @@ -8,6 +8,7 @@ "AdapterContext", "AdapterStep", "NoOp", + "Record", "ParagraphChunker", "TextEmbedding", "TextEmbeddingModel", diff --git a/r2r/providers/database/vecs/adapter/base.py b/r2r/providers/database/vecs/adapter/base.py index 7734e8020..6634f35a5 100644 --- a/r2r/providers/database/vecs/adapter/base.py +++ b/r2r/providers/database/vecs/adapter/base.py @@ -6,12 +6,28 @@ All public classes, enums, and functions are re-exported by `vecs.adapters` module. """ +import uuid from abc import ABC, abstractmethod from enum import Enum -from typing import Any, Dict, Generator, Iterable, Optional, Tuple +from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Union from vecs.exc import ArgError +MetadataValues = Union[str, int, float, bool, list[str]] +Metadata = Dict[str, MetadataValues] +Numeric = Union[int, float, complex] + +Record = Tuple[ + uuid.UUID, + uuid.UUID, + uuid.UUID, + uuid.UUID, + list[uuid.UUID], + Iterable[Numeric], + str, + Metadata, +] + class AdapterContext(str, Enum): """ diff --git a/r2r/providers/database/vecs/adapter/noop.py b/r2r/providers/database/vecs/adapter/noop.py index b587a552e..26d35f28c 100644 --- a/r2r/providers/database/vecs/adapter/noop.py +++ b/r2r/providers/database/vecs/adapter/noop.py @@ -8,7 +8,7 @@ from typing import Any, Dict, Generator, Iterable, Optional, Tuple -from .base import AdapterContext, AdapterStep +from .base import AdapterContext, AdapterStep, Record class NoOp(AdapterStep): @@ -38,18 +38,27 @@ def exported_dimension(self) -> Optional[int]: def __call__( self, - records: Iterable[Tuple[str, Any, Optional[Dict]]], + records: Iterable[Record], adapter_context: AdapterContext, - ) -> Generator[Tuple[str, Any, Dict], None, None]: - """ - Yields the input records without any modification. - - Args: - records: Iterable of tuples each containing an id, a media and an optional dict. - adapter_context: Context of the adapter. - - Yields: - Tuple[str, Any, Dict]: The input record. - """ - for id, media, metadata in records: - yield (id, media, metadata or {}) + ) -> Generator[Record, None, None]: + for record in records: + ( + fragment_id, + extraction_id, + document_id, + user_id, + group_ids, + vec, + text, + metadata, + ) = record + yield ( + str(fragment_id), + str(extraction_id), + str(document_id), + str(user_id), + [str(gid) for gid in group_ids], + vec, + text, + metadata or {}, + ) diff --git a/r2r/providers/database/vecs/collection.py b/r2r/providers/database/vecs/collection.py index 580bef174..8bacee9c1 100644 --- a/r2r/providers/database/vecs/collection.py +++ b/r2r/providers/database/vecs/collection.py @@ -43,7 +43,7 @@ from sqlalchemy.dialects import postgresql from sqlalchemy.types import Float, UserDefinedType -from .adapter import Adapter, AdapterContext, NoOp +from .adapter import Adapter, AdapterContext, NoOp, Record from .exc import ( ArgError, CollectionAlreadyExists, @@ -57,12 +57,6 @@ from vecs.client import Client -MetadataValues = Union[str, int, float, bool, List[str]] -Metadata = Dict[str, MetadataValues] -Numeric = Union[int, float, complex] -Record = Tuple[str, Iterable[Numeric], Metadata] - - class IndexMethod(str, Enum): """ An enum representing the index methods available. @@ -208,6 +202,14 @@ class Collection: Note: Some methods of this class can raise exceptions from the `vecs.exc` module if errors occur. """ + COLUMN_VARS = [ + "fragment_id", + "extraction_id", + "document_id", + "user_id", + "group_ids", + ] + def __init__( self, name: str, @@ -231,7 +233,7 @@ def __init__( self.client = client self.name = name self.dimension = dimension - self.table = build_table(name, client.meta, dimension) + self.table = _build_table(name, client.meta, dimension) self._index: Optional[str] = None self.adapter = adapter or Adapter(steps=[NoOp(dimension=dimension)]) @@ -359,6 +361,27 @@ def _create(self): """ ) ) + + # Create trigger to update fts column + sess.execute( + text( + f""" + CREATE TRIGGER tsvector_update_{unique_string} BEFORE INSERT OR UPDATE + ON vecs."{self.table.name}" FOR EACH ROW EXECUTE FUNCTION + tsvector_update_trigger(fts, 'pg_catalog.english', text); + """ + ) + ) + + # Create index on fts column + sess.execute( + text( + f""" + CREATE INDEX ix_fts_{unique_string} ON vecs."{self.table.name}" USING GIN (fts); + """ + ) + ) + return self def _drop(self): @@ -377,124 +400,16 @@ def _drop(self): return self - def get_unique_metadata_values( - self, - field: str, - filter_field: Optional[str] = None, - filter_value: Optional[MetadataValues] = None, - ) -> List[MetadataValues]: - """ - Fetches all unique metadata values of a specific field, optionally filtered by another metadata field. - Args: - field (str): The metadata field for which to fetch unique values. - filter_field (Optional[str], optional): The metadata field to filter on. Defaults to None. - filter_value (Optional[MetadataValues], optional): The value to filter the metadata field with. Defaults to None. - Returns: - List[MetadataValues]: A list of unique metadata values for the specified field. - """ - with self.client.Session() as sess: - with sess.begin(): - stmt = select( - distinct(self.table.c.metadata[field].astext) - ).where(self.table.c.metadata[field] != None) - - if filter_field is not None and filter_value is not None: - stmt = stmt.where( - self.table.c.metadata[filter_field].astext - == str(filter_value) - ) - - result = sess.execute(stmt) - unique_values = result.scalars().all() - - return unique_values - - def copy( - self, - records: Iterable[Tuple[str, Any, Metadata]], - skip_adapter: bool = False, - ) -> None: - """ - Copies records into the collection. - - Args: - records (Iterable[Tuple[str, Any, Metadata]]): An iterable of content to copy. - Each record is a tuple where: - - the first element is a unique string identifier - - the second element is an iterable of numeric values or relevant input type for the - adapter assigned to the collection - - the third element is metadata associated with the vector - - skip_adapter (bool): Should the adapter be skipped while copying. i.e. if vectors are being - provided, rather than a media type that needs to be transformed - """ - import csv - import io - import json - import os - - pipeline = flu(records) - for record in pipeline: - with psycopg2.connect( - database=os.getenv("POSTGRES_DBNAME"), - user=os.getenv("POSTGRES_USER"), - password=os.getenv("POSTGRES_PASSWORD"), - host=os.getenv("POSTGRES_HOST"), - port=os.getenv("POSTGRES_PORT"), - ) as conn: - with conn.cursor() as cur: - f = io.StringIO() - id, vec, metadata = record - - writer = csv.writer(f, delimiter=",", quotechar='"') - writer.writerow( - [ - str(id), - [float(ele) for ele in vec], - json.dumps(metadata), - ] - ) - f.seek(0) - result = f.getvalue() - - writer_name = ( - f'vecs."{self.table.fullname.split(".")[-1]}"' - ) - g = io.StringIO(result) - cur.copy_expert( - f"COPY {writer_name}(id, vec, metadata) FROM STDIN WITH (FORMAT csv)", - g, - ) - conn.commit() - cur.close() - conn.close() - def upsert( self, - records: Iterable[Tuple[str, Any, Metadata]], + records: Iterable[Record], skip_adapter: bool = False, ) -> None: - """ - Inserts or updates *vectors* records in the collection. - - Args: - records (Iterable[Tuple[str, Any, Metadata]]): An iterable of content to upsert. - Each record is a tuple where: - - the first element is a unique string identifier - - the second element is an iterable of numeric values or relevant input type for the - adapter assigned to the collection - - the third element is metadata associated with the vector - - skip_adapter (bool): Should the adapter be skipped while upserting. i.e. if vectors are being - provided, rather than a media type that needs to be transformed - """ - chunk_size = 512 if skip_adapter: pipeline = flu(records).chunk(chunk_size) else: - # Construct a lazy pipeline of steps to transform and chunk user input pipeline = flu( self.adapter(records, AdapterContext("upsert")) ).chunk(chunk_size) @@ -502,37 +417,59 @@ def upsert( with self.client.Session() as sess: with sess.begin(): for chunk in pipeline: - stmt = postgresql.insert(self.table).values(chunk) + stmt = postgresql.insert(self.table).values( + [ + { + "fragment_id": record[0], + "extraction_id": record[1], + "document_id": record[2], + "user_id": record[3], + "group_ids": record[4], + "vec": record[5], + "text": record[6], + "metadata": record[7], + } + for record in chunk + ] + ) stmt = stmt.on_conflict_do_update( - index_elements=[self.table.c.id], + index_elements=[self.table.c.fragment_id], set_=dict( + extraction_id=stmt.excluded.extraction_id, + document_id=stmt.excluded.document_id, + user_id=stmt.excluded.user_id, + group_ids=stmt.excluded.group_ids, vec=stmt.excluded.vec, + text=stmt.excluded.text, metadata=stmt.excluded.metadata, ), ) sess.execute(stmt) return None - def fetch(self, ids: Iterable[str]) -> List[Record]: + def fetch(self, fragment_ids: Iterable[uuid.UUID]) -> List[Record]: """ - Fetches vectors from the collection by their identifiers. + Fetches vectors from the collection by their fragment identifiers. Args: - ids (Iterable[str]): An iterable of vector identifiers. + fragment_ids (Iterable[UUID]): An iterable of vector fragment identifiers. Returns: List[Record]: A list of the fetched vectors. + + Raises: + ArgError: If fragment_ids is not an iterable of UUIDs. """ - if isinstance(ids, str): - raise ArgError("ids must be a list of strings") + if isinstance(fragment_ids, (str, uuid.UUID)): + raise ArgError("fragment_ids must be an iterable of UUIDs") chunk_size = 12 records = [] with self.client.Session() as sess: with sess.begin(): - for id_chunk in flu(ids).chunk(chunk_size): + for id_chunk in flu(fragment_ids).chunk(chunk_size): stmt = select(self.table).where( - self.table.c.id.in_(id_chunk) + self.table.c.fragment_id.in_(id_chunk) ) chunk_records = sess.execute(stmt) records.extend(chunk_records) @@ -540,71 +477,82 @@ def fetch(self, ids: Iterable[str]) -> List[Record]: def delete( self, - ids: Optional[Iterable[str]] = None, + fragment_ids: Optional[Iterable[uuid.UUID]] = None, filters: Optional[Dict[str, Any]] = None, - ) -> List[str]: + ) -> Dict[str, Dict[str, str]]: """ - Deletes vectors from the collection by matching filters or ids. + Deletes vectors from the collection by matching filters or fragment_ids. Args: - ids (Iterable[str], optional): An iterable of vector identifiers. + fragment_ids (Optional[Iterable[UUID]], optional): An iterable of vector fragment identifiers. filters (Optional[Dict], optional): Filters to apply to the search. Defaults to None. Returns: - List[str]: A list of the document IDs of the deleted vectors. + Dict[str, Dict[str, str]]: A dictionary of deleted records, where the key is the fragment_id + and the value is a dictionary containing 'document_id', 'extraction_id', 'fragment_id', and 'text'. + + Raises: + ArgError: If neither fragment_ids nor filters are provided, or if both are provided. """ - if ids is None and filters is None: - raise ArgError("Either ids or filters must be provided.") + if fragment_ids is None and filters is None: + raise ArgError("Either fragment_ids or filters must be provided.") - if ids is not None and filters is not None: - raise ArgError("Either ids or filters must be provided, not both.") + if fragment_ids is not None and filters is not None: + raise ArgError( + "Either fragment_ids or filters must be provided, not both." + ) - if isinstance(ids, str): - raise ArgError("ids must be a list of strings") + if isinstance(fragment_ids, (str, uuid.UUID)): + raise ArgError("fragment_ids must be an iterable of UUIDs") - ids = ids or [] - filters = filters or {} - del_document_ids = set([]) + deleted_records = {} with self.client.Session() as sess: with sess.begin(): - if ids: - for id_chunk in flu(ids).chunk(12): - stmt = select(self.table.c.metadata).where( - self.table.c.id.in_(id_chunk) - ) - results = sess.execute(stmt).fetchall() - for result in results: - metadata_json = result[0] - document_id = metadata_json.get("document_id") - if document_id: - del_document_ids.add(document_id) - + if fragment_ids: + for id_chunk in flu(fragment_ids).chunk(12): delete_stmt = ( delete(self.table) - .where(self.table.c.id.in_(id_chunk)) - .returning(self.table.c.id) + .where(self.table.c.fragment_id.in_(id_chunk)) + .returning( + self.table.c.fragment_id, + self.table.c.document_id, + self.table.c.extraction_id, + self.table.c.text, + ) ) - sess.execute(delete_stmt) + result = sess.execute(delete_stmt) + for row in result: + fragment_id = str(row[0]) + deleted_records[fragment_id] = { + "fragment_id": fragment_id, + "document_id": str(row[1]), + "extraction_id": str(row[2]), + "text": row[3], + } if filters: - meta_filter = build_filters(self.table.c.metadata, filters) - stmt = select(self.table.c.metadata).where(meta_filter) - results = sess.execute(stmt).fetchall() - for result in results: - metadata_json = result[0] - document_id = metadata_json.get("document_id") - if document_id: - del_document_ids.add(document_id) - + meta_filter = self._build_complex_filters(filters) delete_stmt = ( delete(self.table) .where(meta_filter) - .returning(self.table.c.id) + .returning( + self.table.c.fragment_id, + self.table.c.document_id, + self.table.c.extraction_id, + self.table.c.text, + ) ) - sess.execute(delete_stmt) - - return list(del_document_ids) + result = sess.execute(delete_stmt) + for row in result: + fragment_id = str(row[0]) + deleted_records[fragment_id] = { + "fragment_id": fragment_id, + "document_id": str(row[1]), + "extraction_id": str(row[2]), + "text": row[3], + } + return deleted_records def __getitem__(self, items): """ @@ -627,58 +575,44 @@ def __getitem__(self, items): def query( self, - data: Union[Iterable[Numeric], Any], + vector: list[float], + filters: Dict[str, Any] = {}, + imeasure: IndexMeasure = IndexMeasure.cosine_distance, limit: int = 10, - filters: Optional[Dict] = None, - measure: Union[IndexMeasure, str] = IndexMeasure.cosine_distance, include_value: bool = False, include_metadata: bool = False, *, probes: Optional[int] = None, ef_search: Optional[int] = None, - skip_adapter: bool = False, ) -> Union[List[Record], List[str]]: """ - Executes a similarity search in the collection. - - The return type is dependent on arguments *include_value* and *include_metadata* + Executes a similarity search in the collection based on the new query structure. Args: - data (Any): The vector to use as the query. + vector (list[float]): The query vector. + filters (Dict[str, Any], optional): Metadata filters to apply. Defaults to {}. + imeasure (IndexMeasure, optional): The distance measure to use. Defaults to IndexMeasure.cosine_distance. limit (int, optional): The maximum number of results to return. Defaults to 10. - filters (Optional[Dict], optional): Filters to apply to the search. Defaults to None. - measure (Union[IndexMeasure, str], optional): The distance measure to use for the search. Defaults to 'cosine_distance'. include_value (bool, optional): Whether to include the distance value in the results. Defaults to False. include_metadata (bool, optional): Whether to include the metadata in the results. Defaults to False. - probes (Optional[Int], optional): Number of ivfflat index lists to query. Higher increases accuracy but decreases speed - ef_search (Optional[Int], optional): Size of the dynamic candidate list for HNSW index search. Higher increases accuracy but decreases speed - skip_adapter (bool, optional): When True, skips any associated adapter and queries using a literal vector provided to *data* + probes (Optional[int], optional): Number of ivfflat index lists to query. + ef_search (Optional[int], optional): Size of the dynamic candidate list for HNSW index search. Returns: Union[List[Record], List[str]]: The result of the similarity search. - """ + Raises: + ArgError: If the limit is greater than 1000 or if an invalid distance measure is provided. + """ if probes is None: probes = 10 if ef_search is None: ef_search = 40 - if not isinstance(probes, int): - raise ArgError("probes must be an integer") - - if probes < 1: - raise ArgError("probes must be >= 1") - if limit > 1000: raise ArgError("limit must be <= 1000") - # ValueError on bad input - try: - imeasure = IndexMeasure(measure) - except ValueError: - raise ArgError("Invalid index measure") - if not self.is_indexed_for_measure(imeasure): warnings.warn( UserWarning( @@ -686,34 +620,20 @@ def query( ) ) - if skip_adapter: - adapted_query = [("", data, {})] - else: - # Adapt the query using the pipeline - adapted_query = [ - x - for x in self.adapter( - records=[("", data, {})], - adapter_context=AdapterContext("query"), - ) - ] - - if len(adapted_query) != 1: - raise ArgError( - "Failed to produce exactly one query vector from input" - ) - - _, vec, _ = adapted_query[0] - distance_lambda = INDEX_MEASURE_TO_SQLA_ACC.get(imeasure) if distance_lambda is None: - # unreachable - raise ArgError("invalid distance_measure") # pragma: no cover - - distance_clause = distance_lambda(self.table.c.vec)(vec) - - cols = [self.table.c.id] - + raise ArgError("invalid distance_measure") + + distance_clause = distance_lambda(self.table.c.vec)(vector) + + cols = [ + self.table.c.fragment_id, + self.table.c.extraction_id, + self.table.c.document_id, + self.table.c.user_id, + self.table.c.group_ids, + self.table.c.text, + ] if include_value: cols.append(distance_clause) @@ -721,17 +641,14 @@ def query( cols.append(self.table.c.metadata) stmt = select(*cols) - if filters: - stmt = stmt.filter( - build_filters(self.table.c.metadata, filters) # type: ignore - ) + + stmt = stmt.filter(self._build_complex_filters(filters)) stmt = stmt.order_by(distance_clause) stmt = stmt.limit(limit) with self.client.Session() as sess: with sess.begin(): - # index ignored if greater than n_lists sess.execute( text("set local ivfflat.probes = :probes").bindparams( probes=probes @@ -747,6 +664,94 @@ def query( return [str(x) for x in sess.scalars(stmt).fetchall()] return sess.execute(stmt).fetchall() or [] + def _build_complex_filters(self, filters: Dict[str, Any]): + """ + Builds complex filters for SQL query based on the new filter structure. + + Args: + filters (Dict[str, Any]): The dictionary specifying filter conditions. + + Returns: + The filter clause for the SQL query. + """ + + def parse_condition(key, condition): + if key in self.COLUMN_VARS: + # Handle column-based filters + column = getattr(self.table.c, key) + if isinstance(condition, dict): + op = list(condition.keys())[0] + value = condition[op] + if op == "$eq": + return column == value + elif op == "$ne": + return column != value + elif op == "$in": + return column.in_(value) + elif op == "$nin": + return ~column.in_(value) + elif op == "$overlap": + return column.overlap(value) + else: + raise FilterError( + f"Unsupported operator for column {key}: {op}" + ) + else: + return column == condition + else: + if isinstance(condition, dict): + op = list(condition.keys())[0] + value = condition[op] + if op == "$eq": + return self.table.c.metadata[key].astext == str(value) + elif op == "$ne": + return self.table.c.metadata[key].astext != str(value) + elif op == "$gt": + return ( + cast(self.table.c.metadata[key].astext, Float) + > value + ) + elif op == "$gte": + return ( + cast(self.table.c.metadata[key].astext, Float) + >= value + ) + elif op == "$lt": + return ( + cast(self.table.c.metadata[key].astext, Float) + < value + ) + elif op == "$lte": + return ( + cast(self.table.c.metadata[key].astext, Float) + <= value + ) + elif op == "$in": + return self.table.c.metadata[key].astext.in_( + [str(v) for v in value] + ) + elif op == "$nin": + return ~self.table.c.metadata[key].astext.in_( + [str(v) for v in value] + ) + else: + raise FilterError(f"Unsupported operator: {op}") + else: + return self.table.c.metadata[key].astext == str(condition) + + def parse_filter(filter_dict): + conditions = [] + for key, value in filter_dict.items(): + if key == "$and": + conditions.append(and_(*[parse_filter(f) for f in value])) + elif key == "$or": + conditions.append(or_(*[parse_filter(f) for f in value])) + else: + conditions.append(parse_condition(key, value)) + return and_(*conditions) + + return parse_filter(filters) + @classmethod def _list_collections(cls, client: "Client") -> List["Collection"]: """ @@ -1009,101 +1014,7 @@ def create_index( return None -def build_filters(json_col: Column, filters: Dict): - """ - Builds filters for SQL query based on provided dictionary. - - Args: - json_col (Column): The column in the database table. - filters (Dict): The dictionary specifying filter conditions. - - Raises: - FilterError: If filter conditions are not correctly formatted. - - Returns: - The filter clause for the SQL query. - """ - if not isinstance(filters, dict): - raise FilterError("filters must be a dict") - - filter_clauses = [] - - for key, value in filters.items(): - if not isinstance(key, str): - raise FilterError("*filters* keys must be strings") - - if isinstance(value, dict): - if len(value) > 1: - raise FilterError("only one operator permitted per key") - for operator, clause in value.items(): - if operator not in ( - "$eq", - "$ne", - "$lt", - "$lte", - "$gt", - "$gte", - "$in", - ): - raise FilterError("unknown operator") - - if operator == "$eq" and not hasattr(clause, "__len__"): - contains_value = cast({key: clause}, postgresql.JSONB) - filter_clauses.append(json_col.op("@>")(contains_value)) - elif operator == "$in": - if not isinstance(clause, list): - raise FilterError( - "argument to $in filter must be a list" - ) - for elem in clause: - if not isinstance(elem, (int, str, float)): - raise FilterError( - "argument to $in filter must be a list of scalars" - ) - contains_value = [ - cast(elem, postgresql.JSONB) for elem in clause - ] - filter_clauses.append( - json_col.op("->")(key).in_(contains_value) - ) - else: - matches_value = cast(clause, postgresql.JSONB) - if operator == "$eq": - filter_clauses.append( - json_col.op("->")(key) == matches_value - ) - elif operator == "$ne": - filter_clauses.append( - json_col.op("->")(key) != matches_value - ) - elif operator == "$lt": - filter_clauses.append( - json_col.op("->")(key) < matches_value - ) - elif operator == "$lte": - filter_clauses.append( - json_col.op("->")(key) <= matches_value - ) - elif operator == "$gt": - filter_clauses.append( - json_col.op("->")(key) > matches_value - ) - elif operator == "$gte": - filter_clauses.append( - json_col.op("->")(key) >= matches_value - ) - else: - raise Unreachable() - else: - raise FilterError("Filter value must be a dict with an operator") - - if len(filter_clauses) == 1: - return filter_clauses[0] - else: - return and_(*filter_clauses) - - -def build_table(name: str, meta: MetaData, dimension: int) -> Table: +def _build_table(name: str, meta: MetaData, dimension: int) -> Table: """ PRIVATE @@ -1120,13 +1031,28 @@ def build_table(name: str, meta: MetaData, dimension: int) -> Table: return Table( name, meta, - Column("id", String, primary_key=True), + Column("fragment_id", postgresql.UUID, primary_key=True), + Column("extraction_id", postgresql.UUID, nullable=False), + Column("document_id", postgresql.UUID, nullable=False), + Column("user_id", postgresql.UUID, nullable=False), + Column( + "group_ids", postgresql.ARRAY(postgresql.UUID), server_default="{}" + ), Column("vec", Vector(dimension), nullable=False), + Column( + "text", postgresql.TEXT, nullable=True + ), # New standalone text column Column( "metadata", postgresql.JSONB, server_default=text("'{}'::jsonb"), nullable=False, ), + Column( + "fts", + postgresql.TSVECTOR, + server_default=text("to_tsvector('english', '')"), + nullable=False, + ), # New FTS column extend_existing=True, ) diff --git a/r2r/providers/database/vector.py b/r2r/providers/database/vector.py new file mode 100644 index 000000000..c8523a159 --- /dev/null +++ b/r2r/providers/database/vector.py @@ -0,0 +1,430 @@ +import json +import logging +import os +import time +from typing import Any, Optional + +from sqlalchemy import exc, text +from sqlalchemy.engine.url import make_url + +from r2r.base import ( + DatabaseConfig, + VectorDBProvider, + VectorEntry, + VectorSearchResult, + generate_id_from_label, +) + +from .vecs import Client, Collection, create_client + +logger = logging.getLogger(__name__) + + +class PostgresVectorDBProvider(VectorDBProvider): + def __init__(self, config: DatabaseConfig, *args, **kwargs): + super().__init__(config) + self.collection: Optional[Collection] = None + self.vx: Client = kwargs.get("vx", None) + if not self.vx: + raise ValueError( + "Please provide a valid `vx` client to the `PostgresVectorDBProvider`." + ) + self.collection_name = kwargs.get("collection_name", None) + if not self.collection_name: + raise ValueError( + "Please provide a valid `collection_name` to the `PostgresVectorDBProvider`." + ) + dimension = kwargs.get("dimension", None) + if not dimension: + raise ValueError( + "Please provide a valid `dimension` to the `PostgresVectorDBProvider`." + ) + + # Check if a complete Postgres URI is provided + postgres_uri = self.config.extra_fields.get( + "postgres_uri" + ) or os.getenv("POSTGRES_URI") + + if postgres_uri: + # Log loudly that Postgres URI is being used + logger.warning("=" * 50) + logger.warning( + "ATTENTION: Using provided Postgres URI for connection" + ) + logger.warning("=" * 50) + + # Validate and use the provided URI + try: + parsed_uri = make_url(postgres_uri) + if not all([parsed_uri.username, parsed_uri.database]): + raise ValueError( + "The provided Postgres URI is missing required components." + ) + DB_CONNECTION = postgres_uri + + # Log the sanitized URI (without password) + sanitized_uri = parsed_uri.set(password="*****") + logger.info(f"Connecting using URI: {sanitized_uri}") + except Exception as e: + raise ValueError(f"Invalid Postgres URI provided: {e}") + else: + # Fall back to existing logic for individual connection parameters + user = self.config.extra_fields.get("user", None) or os.getenv( + "POSTGRES_USER" + ) + password = self.config.extra_fields.get( + "password", None + ) or os.getenv("POSTGRES_PASSWORD") + host = self.config.extra_fields.get("host", None) or os.getenv( + "POSTGRES_HOST" + ) + port = self.config.extra_fields.get("port", None) or os.getenv( + "POSTGRES_PORT" + ) + db_name = self.config.extra_fields.get( + "db_name", None + ) or os.getenv("POSTGRES_DBNAME") + + if not all([user, password, host, db_name]): + raise ValueError( + "Error, please set the POSTGRES_USER, POSTGRES_PASSWORD, POSTGRES_HOST, POSTGRES_DBNAME environment variables or provide them in the config." + ) + + # Check if it's a Unix socket connection + if host.startswith("/") and not port: + DB_CONNECTION = ( + f"postgresql://{user}:{password}@/{db_name}?host={host}" + ) + logger.info("Using Unix socket connection") + else: + DB_CONNECTION = ( + f"postgresql://{user}:{password}@{host}:{port}/{db_name}" + ) + logger.info("Using TCP connection") + + # The rest of the initialization remains the same + try: + self.vx: Client = create_client(DB_CONNECTION) + except Exception as e: + raise ValueError( + f"Error {e} occurred while attempting to connect to the pgvector provider with {DB_CONNECTION}." + ) + + self.collection_name = self.config.extra_fields.get( + "vecs_collection" + ) or os.getenv("POSTGRES_VECS_COLLECTION") + if not self.collection_name: + raise ValueError( + "Error, please set a valid POSTGRES_VECS_COLLECTION environment variable or set a 'vecs_collection' in the 'database' settings of your `r2r.toml`." + ) + + self.collection: Optional[Collection] = None + self._initialize_vector_db(dimension) + self._create_hybrid_search_function() + logger.info( + f"Successfully initialized PGVectorDB with collection: {self.collection_name}" + ) + + def _initialize_vector_db(self, dimension: int) -> None: + self.collection = self.vx.get_or_create_collection( + name=self.collection_name, dimension=dimension + ) + + def _create_hybrid_search_function(self): + hybrid_search_function = f""" + CREATE OR REPLACE FUNCTION hybrid_search_{self.collection_name}( + query_text TEXT, + query_embedding VECTOR(512), + match_limit INT, + full_text_weight FLOAT = 1, + semantic_weight FLOAT = 1, + rrf_k INT = 50, + filter_condition JSONB = NULL + ) + RETURNS TABLE( + fragment_id UUID, + extraction_id UUID, + document_id UUID, + user_id UUID, + group_ids UUID[], + vec VECTOR(512), + text TEXT, + metadata JSONB, + rrf_score FLOAT, + semantic_score FLOAT, + full_text_score FLOAT, + rank_semantic INT, + rank_full_text INT + ) + LANGUAGE sql + AS $$ + WITH full_text AS ( + SELECT + fragment_id, + ts_rank_cd(to_tsvector('english', text), websearch_to_tsquery('english', query_text), 1 | 2 | 4 | 8 | 16 | 32 | 64) * 10000 AS full_text_score, + ROW_NUMBER() OVER (ORDER BY ts_rank_cd(to_tsvector('english', text), websearch_to_tsquery('english', query_text), 1 | 2 | 4 | 8 | 16 | 32 | 64) DESC) AS rank_ix + FROM vecs."{self.collection_name}" + WHERE to_tsvector('english', text) @@ websearch_to_tsquery('english', query_text) + AND (filter_condition IS NULL OR (metadata @> filter_condition)) + ORDER BY rank_ix + LIMIT LEAST(match_limit, 30) * 2 + ), + semantic AS ( + SELECT + fragment_id, + 1 - (vec <=> query_embedding) AS semantic_score, + ROW_NUMBER() OVER (ORDER BY (vec <=> query_embedding)) AS rank_ix + FROM vecs."{self.collection_name}" + WHERE filter_condition IS NULL OR (metadata @> filter_condition) + ORDER BY rank_ix + LIMIT LEAST(match_limit, 30) * 2 + ) + SELECT + vecs."{self.collection_name}".fragment_id, + vecs."{self.collection_name}".extraction_id, + vecs."{self.collection_name}".document_id, + vecs."{self.collection_name}".user_id, + vecs."{self.collection_name}".group_ids, + vecs."{self.collection_name}".vec, + vecs."{self.collection_name}".text, + vecs."{self.collection_name}".metadata, + (COALESCE(1.0 / (rrf_k + full_text.rank_ix), 0.0) * full_text_weight + + COALESCE(1.0 / (rrf_k + semantic.rank_ix), 0.0) * semantic_weight) AS rrf_score, + COALESCE(semantic.semantic_score, 0) AS semantic_score, + COALESCE(full_text.full_text_score, 0) AS full_text_score, + semantic.rank_ix AS rank_semantic, + full_text.rank_ix AS rank_full_text + FROM + full_text + FULL OUTER JOIN semantic + ON full_text.fragment_id = semantic.fragment_id + JOIN vecs."{self.collection_name}" + ON vecs."{self.collection_name}".fragment_id = COALESCE(full_text.fragment_id, semantic.fragment_id) + ORDER BY + rrf_score DESC + LIMIT + LEAST(match_limit, 30); + $$; + """ + retry_attempts = 5 + for attempt in range(retry_attempts): + try: + with self.vx.Session() as sess: + # Acquire an advisory lock + sess.execute(text("SELECT pg_advisory_lock(123456789)")) + try: + sess.execute(text(hybrid_search_function)) + sess.commit() + finally: + # Release the advisory lock + sess.execute( + text("SELECT pg_advisory_unlock(123456789)") + ) + break # Break the loop if successful + except exc.InternalError as e: + if "tuple concurrently updated" in str(e): + time.sleep(2**attempt) # Exponential backoff + else: + raise # Re-raise the exception if it's not a concurrency issue + else: + raise RuntimeError( + "Failed to create hybrid search function after multiple attempts" + ) + + def upsert(self, entry: VectorEntry) -> None: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `upsert`." + ) + + self.collection.upsert( + records=[ + ( + entry.fragment_id, + entry.extraction_id, + entry.document_id, + entry.user_id, + entry.group_ids, + entry.vector.data, + entry.text, + entry.metadata, + ) + ] + ) + + def upsert_entries(self, entries: list[VectorEntry]) -> None: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `upsert_entries`." + ) + + self.collection.upsert( + records=[ + ( + entry.fragment_id, + entry.extraction_id, + entry.document_id, + entry.user_id, + entry.group_ids, + entry.vector.data, + entry.text, + entry.metadata, + ) + for entry in entries + ] + ) + + def get_document_groups(self, document_id: str) -> list[str]: + query = text( + f""" + SELECT group_ids + FROM document_info_{self.collection_name} + WHERE document_id = :document_id + """ + ) + with self.vx.Session() as sess: + result = sess.execute(query, {"document_id": document_id}) + group_ids = result.scalar() + return [str(group_id) for group_id in (group_ids or [])] + + def search( + self, + query_vector: list[float], + filters: dict[str, Any] = {}, + limit: int = 10, + measure: str = "cosine_distance", + *args, + **kwargs, + ) -> list[VectorSearchResult]: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `search`." + ) + results = self.collection.query( + vector=query_vector, + filters=filters, + limit=limit, + imeasure=measure, + include_value=True, + include_metadata=True, + ) + return [ + VectorSearchResult( + fragment_id=result[0], + extraction_id=result[1], + document_id=result[2], + user_id=result[3], + group_ids=result[4], + text=result[5], + score=1 - float(result[6]), + metadata=result[7], + ) + for result in results + ] + + def hybrid_search( + self, + query_text: str, + query_vector: list[float], + limit: int = 10, + filters: dict[str, Any] = {}, + full_text_weight: float = 1.0, + semantic_weight: float = 1.0, + rrf_k: int = 20, + *args, + **kwargs, + ) -> list[VectorSearchResult]: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `hybrid_search`." + ) + + # Convert filters to a JSON-compatible format + filter_condition = json.dumps(filters) if filters else None + + query = text( + f""" + SELECT * FROM hybrid_search_{self.collection_name}( + cast(:query_text as TEXT), cast(:query_embedding as VECTOR), cast(:match_limit as INT), + cast(:full_text_weight as FLOAT), cast(:semantic_weight as FLOAT), cast(:rrf_k as INT), + cast(:filter_condition as JSONB) + ) + """ + ) + + params = { + "query_text": str(query_text), + "query_embedding": list(query_vector), + "match_limit": limit, + "full_text_weight": full_text_weight, + "semantic_weight": semantic_weight, + "rrf_k": rrf_k, + "filter_condition": filter_condition, + } + + with self.vx.Session() as session: + results = session.execute(query, params).fetchall() + return [ + VectorSearchResult( + fragment_id=result[0], + extraction_id=result[1], + document_id=result[2], + user_id=result[3], + group_ids=result[4], + text=result[6], + metadata={ + **result[7], + "semantic_score": result[9], + "semantic_rank": result[11], + "full_text_score": result[10], + "full_text_rank": result[12], + }, + score=result[8], + ) + for result in results + ] + + def create_index(self, index_type, column_name, index_options): + self.collection.create_index() + + def delete( + self, + filters: dict[str, Any], + ) -> list[str]: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `delete`." + ) + + return self.collection.delete(filters=filters) + + def get_document_chunks(self, document_id: str) -> list[dict]: + if not self.collection: + raise ValueError("Collection is not initialized.") + + table_name = self.collection.table.name + query = text( + f""" + SELECT fragment_id, extraction_id, document_id, user_id, group_ids, text, metadata + FROM vecs."{table_name}" + WHERE document_id = :document_id + ORDER BY CAST(metadata->>'chunk_order' AS INTEGER) + """ + ) + + params = {"document_id": document_id} + + with self.vx.Session() as sess: + results = sess.execute(query, params).fetchall() + return [ + { + "fragment_id": result[0], + "extraction_id": result[1], + "document_id": result[2], + "user_id": result[3], + "group_ids": result[4], + "text": result[5], + "metadata": result[6], + } + for result in results + ] diff --git a/r2r/providers/eval/__init__.py b/r2r/providers/eval/__init__.py deleted file mode 100644 index 92848b358..000000000 --- a/r2r/providers/eval/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .r2r_llm_eval import LLMEvalProvider - -__all__ = ["LLMEvalProvider"] diff --git a/r2r/providers/eval/r2r_llm_eval.py b/r2r/providers/eval/r2r_llm_eval.py deleted file mode 100644 index 4deae34d8..000000000 --- a/r2r/providers/eval/r2r_llm_eval.py +++ /dev/null @@ -1,84 +0,0 @@ -from fractions import Fraction -from typing import Union - -from r2r import CompletionProvider, EvalConfig, EvalProvider, PromptProvider -from r2r.base.abstractions.llm import GenerationConfig - - -class LLMEvalProvider(EvalProvider): - def __init__( - self, - config: EvalConfig, - llm_provider: CompletionProvider, - prompt_provider: PromptProvider, - ): - super().__init__(config) - - self.llm_provider = llm_provider - self.prompt_provider = prompt_provider - - def _calc_query_context_relevancy(self, query: str, context: str) -> float: - system_prompt = self.prompt_provider.get_prompt("default_system") - eval_prompt = self.prompt_provider.get_prompt( - "rag_context_eval", {"query": query, "context": context} - ) - response = self.llm_provider.get_completion( - self.prompt_provider._get_message_payload( - system_prompt, eval_prompt - ), - self.eval_generation_config, - ) - response_text = response.choices[0].message.content - fraction = ( - response_text - # Get the fraction in the returned tuple - .split(",")[-1][:-1] - # Remove any quotes and spaces - .replace("'", "") - .replace('"', "") - .strip() - ) - return float(Fraction(fraction)) - - def _calc_answer_grounding( - self, query: str, context: str, answer: str - ) -> float: - system_prompt = self.prompt_provider.get_prompt("default_system") - eval_prompt = self.prompt_provider.get_prompt( - "rag_answer_eval", - {"query": query, "context": context, "answer": answer}, - ) - response = self.llm_provider.get_completion( - self.prompt_provider._get_message_payload( - system_prompt, eval_prompt - ), - self.eval_generation_config, - ) - response_text = response.choices[0].message.content - fraction = ( - response_text - # Get the fraction in the returned tuple - .split(",")[-1][:-1] - # Remove any quotes and spaces - .replace("'", "") - .replace('"', "") - .strip() - ) - return float(Fraction(fraction)) - - def _evaluate( - self, - query: str, - context: str, - answer: str, - eval_generation_config: GenerationConfig, - ) -> dict[str, dict[str, Union[str, float]]]: - self.eval_generation_config = eval_generation_config - query_context_relevancy = self._calc_query_context_relevancy( - query, context - ) - answer_grounding = self._calc_answer_grounding(query, context, answer) - return { - "query_context_relevancy": query_context_relevancy, - "answer_grounding": answer_grounding, - } diff --git a/r2r/providers/kg/neo4j.py b/r2r/providers/kg/neo4j.py deleted file mode 100644 index 01e0f0681..000000000 --- a/r2r/providers/kg/neo4j.py +++ /dev/null @@ -1,989 +0,0 @@ -# abstractions are taken from LlamaIndex -# Neo4jKGProvider is almost entirely taken from LlamaIndex Neo4jPropertyGraphStore -# https://github.com/run-llama/llama_index -import json -import os -from typing import Any, Dict, List, Optional, Tuple - -from r2r.base import ( - EntityType, - KGConfig, - KGProvider, - PromptProvider, - format_entity_types, - format_relations, -) -from r2r.base.abstractions.llama_abstractions import ( - LIST_LIMIT, - ChunkNode, - EntityNode, - LabelledNode, - PropertyGraphStore, - Relation, - Triplet, - VectorStoreQuery, - clean_string_values, - value_sanitize, -) - - -def remove_empty_values(input_dict): - """ - Remove entries with empty values from the dictionary. - - Parameters: - input_dict (dict): The dictionary from which empty values need to be removed. - - Returns: - dict: A new dictionary with all empty values removed. - """ - # Create a new dictionary excluding empty values - return {key: value for key, value in input_dict.items() if value} - - -BASE_ENTITY_LABEL = "__Entity__" -EXCLUDED_LABELS = ["_Bloom_Perspective_", "_Bloom_Scene_"] -EXCLUDED_RELS = ["_Bloom_HAS_SCENE_"] -EXHAUSTIVE_SEARCH_LIMIT = 10000 -# Threshold for returning all available prop values in graph schema -DISTINCT_VALUE_LIMIT = 10 - -node_properties_query = """ -CALL apoc.meta.data() -YIELD label, other, elementType, type, property -WHERE NOT type = "RELATIONSHIP" AND elementType = "node" - AND NOT label IN $EXCLUDED_LABELS -WITH label AS nodeLabels, collect({property:property, type:type}) AS properties -RETURN {labels: nodeLabels, properties: properties} AS output - -""" - -rel_properties_query = """ -CALL apoc.meta.data() -YIELD label, other, elementType, type, property -WHERE NOT type = "RELATIONSHIP" AND elementType = "relationship" - AND NOT label in $EXCLUDED_LABELS -WITH label AS nodeLabels, collect({property:property, type:type}) AS properties -RETURN {type: nodeLabels, properties: properties} AS output -""" - -rel_query = """ -CALL apoc.meta.data() -YIELD label, other, elementType, type, property -WHERE type = "RELATIONSHIP" AND elementType = "node" -UNWIND other AS other_node -WITH * WHERE NOT label IN $EXCLUDED_LABELS - AND NOT other_node IN $EXCLUDED_LABELS -RETURN {start: label, type: property, end: toString(other_node)} AS output -""" - - -class Neo4jKGProvider(PropertyGraphStore, KGProvider): - r""" - Neo4j Property Graph Store. - - This class implements a Neo4j property graph store. - - If you are using local Neo4j instead of aura, here's a helpful - command for launching the docker container: - - ```bash - docker run \ - -p 7474:7474 -p 7687:7687 \ - -v $PWD/data:/data -v $PWD/plugins:/plugins \ - --name neo4j-apoc \ - -e NEO4J_apoc_export_file_enabled=true \ - -e NEO4J_apoc_import_file_enabled=true \ - -e NEO4J_apoc_import_file_use__neo4j__config=true \ - -e NEO4JLABS_PLUGINS=\\[\"apoc\"\\] \ - neo4j:latest - ``` - - Args: - username (str): The username for the Neo4j database. - password (str): The password for the Neo4j database. - url (str): The URL for the Neo4j database. - database (Optional[str]): The name of the database to connect to. Defaults to "neo4j". - - Examples: - `pip install llama-index-graph-stores-neo4j` - - ```python - from llama_index.core.indices.property_graph import PropertyGraphIndex - from llama_index.graph_stores.neo4j import Neo4jKGProvider - - # Create a Neo4jKGProvider instance - graph_store = Neo4jKGProvider( - username="neo4j", - password="neo4j", - url="bolt://localhost:7687", - database="neo4j" - ) - - # create the index - index = PropertyGraphIndex.from_documents( - documents, - property_graph_store=graph_store, - ) - ``` - """ - - supports_structured_queries: bool = True - supports_vector_queries: bool = True - - def __init__( - self, - config: KGConfig, - refresh_schema: bool = True, - sanitize_query_output: bool = True, - enhanced_schema: bool = False, - *args: Any, - **kwargs: Any, - ) -> None: - if config.provider != "neo4j": - raise ValueError( - "Neo4jKGProvider must be initialized with config with `neo4j` provider." - ) - - try: - import neo4j - except ImportError: - raise ImportError("Please install neo4j: pip install neo4j") - - username = config.extra_fields.get("user", None) or os.getenv( - "NEO4J_USER" - ) - password = config.extra_fields.get("password", None) or os.getenv( - "NEO4J_PASSWORD" - ) - url = config.extra_fields.get("url", None) or os.getenv("NEO4J_URL") - database = config.extra_fields.get("database", None) or os.getenv( - "NEO4J_DATABASE", "neo4j" - ) - - if not username or not password or not url: - raise ValueError( - "Neo4j configuration values are missing. Please set NEO4J_USER, NEO4J_PASSWORD, and NEO4J_URL environment variables." - ) - - self.sanitize_query_output = sanitize_query_output - self.enhcnaced_schema = enhanced_schema - self._driver = neo4j.GraphDatabase.driver( - url, auth=(username, password), **kwargs - ) - self._async_driver = neo4j.AsyncGraphDatabase.driver( - url, - auth=(username, password), - **kwargs, - ) - self._database = database - self.structured_schema = {} - if refresh_schema: - self.refresh_schema() - self.neo4j = neo4j - self.config = config - - @property - def client(self): - return self._driver - - def refresh_schema(self) -> None: - """Refresh the schema.""" - node_query_results = self.structured_query( - node_properties_query, - param_map={ - "EXCLUDED_LABELS": [*EXCLUDED_LABELS, BASE_ENTITY_LABEL] - }, - ) - node_properties = ( - [el["output"] for el in node_query_results] - if node_query_results - else [] - ) - - rels_query_result = self.structured_query( - rel_properties_query, param_map={"EXCLUDED_LABELS": EXCLUDED_RELS} - ) - rel_properties = ( - [el["output"] for el in rels_query_result] - if rels_query_result - else [] - ) - - rel_objs_query_result = self.structured_query( - rel_query, - param_map={ - "EXCLUDED_LABELS": [*EXCLUDED_LABELS, BASE_ENTITY_LABEL] - }, - ) - relationships = ( - [el["output"] for el in rel_objs_query_result] - if rel_objs_query_result - else [] - ) - - # Get constraints & indexes - try: - constraint = self.structured_query("SHOW CONSTRAINTS") - index = self.structured_query( - "CALL apoc.schema.nodes() YIELD label, properties, type, size, " - "valuesSelectivity WHERE type = 'RANGE' RETURN *, " - "size * valuesSelectivity as distinctValues" - ) - except ( - self.neo4j.exceptions.ClientError - ): # Read-only user might not have access to schema information - constraint = [] - index = [] - - self.structured_schema = { - "node_props": { - el["labels"]: el["properties"] for el in node_properties - }, - "rel_props": { - el["type"]: el["properties"] for el in rel_properties - }, - "relationships": relationships, - "metadata": {"constraint": constraint, "index": index}, - } - schema_counts = self.structured_query( - "CALL apoc.meta.graphSample() YIELD nodes, relationships " - "RETURN nodes, [rel in relationships | {name:apoc.any.property" - "(rel, 'type'), count: apoc.any.property(rel, 'count')}]" - " AS relationships" - ) - # Update node info - for node in schema_counts[0].get("nodes", []): - # Skip bloom labels - if node["name"] in EXCLUDED_LABELS: - continue - node_props = self.structured_schema["node_props"].get(node["name"]) - if not node_props: # The node has no properties - continue - enhanced_cypher = self._enhanced_schema_cypher( - node["name"], - node_props, - node["count"] < EXHAUSTIVE_SEARCH_LIMIT, - ) - enhanced_info = self.structured_query(enhanced_cypher)[0]["output"] - for prop in node_props: - if prop["property"] in enhanced_info: - prop.update(enhanced_info[prop["property"]]) - # Update rel info - for rel in schema_counts[0].get("relationships", []): - # Skip bloom labels - if rel["name"] in EXCLUDED_RELS: - continue - rel_props = self.structured_schema["rel_props"].get(rel["name"]) - if not rel_props: # The rel has no properties - continue - enhanced_cypher = self._enhanced_schema_cypher( - rel["name"], - rel_props, - rel["count"] < EXHAUSTIVE_SEARCH_LIMIT, - is_relationship=True, - ) - try: - enhanced_info = self.structured_query(enhanced_cypher)[0][ - "output" - ] - for prop in rel_props: - if prop["property"] in enhanced_info: - prop.update(enhanced_info[prop["property"]]) - except self.neo4j.exceptions.ClientError: - # Sometimes the types are not consistent in the db - pass - - def upsert_nodes(self, nodes: List[LabelledNode]) -> None: - # Lists to hold separated types - entity_dicts: List[dict] = [] - chunk_dicts: List[dict] = [] - - # Sort by type - for item in nodes: - if isinstance(item, EntityNode): - entity_dicts.append({**item.dict(), "id": item.id}) - elif isinstance(item, ChunkNode): - chunk_dicts.append({**item.dict(), "id": item.id}) - else: - # Log that we do not support these types of nodes - # Or raise an error? - pass - - if chunk_dicts: - self.structured_query( - """ - UNWIND $data AS row - MERGE (c:Chunk {id: row.id}) - SET c.text = row.text - WITH c, row - SET c += row.properties - WITH c, row.embedding AS embedding - WHERE embedding IS NOT NULL - CALL db.create.setNodeVectorProperty(c, 'embedding', embedding) - RETURN count(*) - """, - param_map={"data": chunk_dicts}, - ) - - if entity_dicts: - self.structured_query( - """ - UNWIND $data AS row - MERGE (e:`__Entity__` {id: row.id}) - SET e += apoc.map.clean(row.properties, [], []) - SET e.name = row.name - WITH e, row - CALL apoc.create.addLabels(e, [row.label]) - YIELD node - WITH e, row - CALL { - WITH e, row - WITH e, row - WHERE row.embedding IS NOT NULL - CALL db.create.setNodeVectorProperty(e, 'embedding', row.embedding) - RETURN count(*) AS count - } - WITH e, row WHERE row.properties.triplet_source_id IS NOT NULL - MERGE (c:Chunk {id: row.properties.triplet_source_id}) - MERGE (e)<-[:MENTIONS]-(c) - """, - param_map={"data": entity_dicts}, - ) - - def upsert_relations(self, relations: List[Relation]) -> None: - """Add relations.""" - params = [r.dict() for r in relations] - - self.structured_query( - """ - UNWIND $data AS row - MERGE (source {id: row.source_id}) - MERGE (target {id: row.target_id}) - WITH source, target, row - CALL apoc.merge.relationship(source, row.label, {}, row.properties, target) YIELD rel - RETURN count(*) - """, - param_map={"data": params}, - ) - - def get( - self, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[LabelledNode]: - """Get nodes.""" - cypher_statement = "MATCH (e) " - - params = {} - if properties or ids: - cypher_statement += "WHERE " - - if ids: - cypher_statement += "e.id in $ids " - params["ids"] = ids - - if properties: - prop_list = [] - for i, prop in enumerate(properties): - prop_list.append(f"e.`{prop}` = $property_{i}") - params[f"property_{i}"] = properties[prop] - cypher_statement += " AND ".join(prop_list) - - return_statement = """ - WITH e - RETURN e.id AS name, - [l in labels(e) WHERE l <> '__Entity__' | l][0] AS type, - e{.* , embedding: Null, id: Null} AS properties - """ - cypher_statement += return_statement - - response = self.structured_query(cypher_statement, param_map=params) - response = response if response else [] - - nodes = [] - for record in response: - # text indicates a chunk node - # none on the type indicates an implicit node, likely a chunk node - if "text" in record["properties"] or record["type"] is None: - text = record["properties"].pop("text", "") - nodes.append( - ChunkNode( - id_=record["name"], - text=text, - properties=remove_empty_values(record["properties"]), - ) - ) - else: - nodes.append( - EntityNode( - name=record["name"], - label=record["type"], - properties=remove_empty_values(record["properties"]), - ) - ) - - return nodes - - def get_triplets( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> List[Triplet]: - # TODO: handle ids of chunk nodes - cypher_statement = "MATCH (e:`__Entity__`) " - - params = {} - if entity_names or properties or ids: - cypher_statement += "WHERE " - - if entity_names: - cypher_statement += "e.name in $entity_names " - params["entity_names"] = entity_names - - if ids: - cypher_statement += "e.id in $ids " - params["ids"] = ids - - if properties: - prop_list = [] - for i, prop in enumerate(properties): - prop_list.append(f"e.`{prop}` = $property_{i}") - params[f"property_{i}"] = properties[prop] - cypher_statement += " AND ".join(prop_list) - - return_statement = f""" - WITH e - CALL {{ - WITH e - MATCH (e)-[r{':`' + '`|`'.join(relation_names) + '`' if relation_names else ''}]->(t) - RETURN e.name AS source_id, [l in labels(e) WHERE l <> '__Entity__' | l][0] AS source_type, - e{{.* , embedding: Null, name: Null}} AS source_properties, - type(r) AS type, - t.name AS target_id, [l in labels(t) WHERE l <> '__Entity__' | l][0] AS target_type, - t{{.* , embedding: Null, name: Null}} AS target_properties - UNION ALL - WITH e - MATCH (e)<-[r{':`' + '`|`'.join(relation_names) + '`' if relation_names else ''}]-(t) - RETURN t.name AS source_id, [l in labels(t) WHERE l <> '__Entity__' | l][0] AS source_type, - e{{.* , embedding: Null, name: Null}} AS source_properties, - type(r) AS type, - e.name AS target_id, [l in labels(e) WHERE l <> '__Entity__' | l][0] AS target_type, - t{{.* , embedding: Null, name: Null}} AS target_properties - }} - RETURN source_id, source_type, type, target_id, target_type, source_properties, target_properties""" - cypher_statement += return_statement - - data = self.structured_query(cypher_statement, param_map=params) - data = data if data else [] - - triples = [] - for record in data: - source = EntityNode( - name=record["source_id"], - label=record["source_type"], - properties=remove_empty_values(record["source_properties"]), - ) - target = EntityNode( - name=record["target_id"], - label=record["target_type"], - properties=remove_empty_values(record["target_properties"]), - ) - rel = Relation( - source_id=record["source_id"], - target_id=record["target_id"], - label=record["type"], - ) - triples.append([source, rel, target]) - return triples - - def get_rel_map( - self, - graph_nodes: List[LabelledNode], - depth: int = 2, - limit: int = 30, - ignore_rels: Optional[List[str]] = None, - ) -> List[Triplet]: - """Get depth-aware rel map.""" - triples = [] - - ids = [node.id for node in graph_nodes] - # Needs some optimization - response = self.structured_query( - f""" - MATCH (e:`__Entity__`) - WHERE e.id in $ids - MATCH p=(e)-[r*1..{depth}]-(other) - WHERE ALL(rel in relationships(p) WHERE type(rel) <> 'MENTIONS') - UNWIND relationships(p) AS rel - WITH distinct rel - WITH startNode(rel) AS source, - type(rel) AS type, - endNode(rel) AS endNode - RETURN source.id AS source_id, [l in labels(source) WHERE l <> '__Entity__' | l][0] AS source_type, - source{{.* , embedding: Null, id: Null}} AS source_properties, - type, - endNode.id AS target_id, [l in labels(endNode) WHERE l <> '__Entity__' | l][0] AS target_type, - endNode{{.* , embedding: Null, id: Null}} AS target_properties - LIMIT toInteger($limit) - """, - param_map={"ids": ids, "limit": limit}, - ) - response = response if response else [] - - ignore_rels = ignore_rels or [] - for record in response: - if record["type"] in ignore_rels: - continue - - source = EntityNode( - name=record["source_id"], - label=record["source_type"], - properties=remove_empty_values(record["source_properties"]), - ) - target = EntityNode( - name=record["target_id"], - label=record["target_type"], - properties=remove_empty_values(record["target_properties"]), - ) - rel = Relation( - source_id=record["source_id"], - target_id=record["target_id"], - label=record["type"], - ) - triples.append([source, rel, target]) - - return triples - - def structured_query( - self, query: str, param_map: Optional[Dict[str, Any]] = None - ) -> Any: - param_map = param_map or {} - - with self._driver.session(database=self._database) as session: - result = session.run(query, param_map) - full_result = [d.data() for d in result] - - if self.sanitize_query_output: - return value_sanitize(full_result) - - return full_result - - def vector_query( - self, query: VectorStoreQuery, **kwargs: Any - ) -> Tuple[List[LabelledNode], List[float]]: - """Query the graph store with a vector store query.""" - data = self.structured_query( - """MATCH (e:`__Entity__`) - WHERE e.embedding IS NOT NULL AND size(e.embedding) = $dimension - WITH e, vector.similarity.cosine(e.embedding, $embedding) AS score - ORDER BY score DESC LIMIT toInteger($limit) - RETURN e.id AS name, - [l in labels(e) WHERE l <> '__Entity__' | l][0] AS type, - e{.* , embedding: Null, name: Null, id: Null} AS properties, - score""", - param_map={ - "embedding": query.query_embedding, - "dimension": len(query.query_embedding), - "limit": query.similarity_top_k, - }, - ) - data = data if data else [] - - nodes = [] - scores = [] - for record in data: - node = EntityNode( - name=record["name"], - label=record["type"], - properties=remove_empty_values(record["properties"]), - ) - nodes.append(node) - scores.append(record["score"]) - - return (nodes, scores) - - def delete( - self, - entity_names: Optional[List[str]] = None, - relation_names: Optional[List[str]] = None, - properties: Optional[dict] = None, - ids: Optional[List[str]] = None, - ) -> None: - """Delete matching data.""" - if entity_names: - self.structured_query( - "MATCH (n) WHERE n.name IN $entity_names DETACH DELETE n", - param_map={"entity_names": entity_names}, - ) - - if ids: - self.structured_query( - "MATCH (n) WHERE n.id IN $ids DETACH DELETE n", - param_map={"ids": ids}, - ) - - if relation_names: - for rel in relation_names: - self.structured_query(f"MATCH ()-[r:`{rel}`]->() DELETE r") - - if properties: - cypher = "MATCH (e) WHERE " - prop_list = [] - params = {} - for i, prop in enumerate(properties): - prop_list.append(f"e.`{prop}` = $property_{i}") - params[f"property_{i}"] = properties[prop] - cypher += " AND ".join(prop_list) - self.structured_query( - cypher + " DETACH DELETE e", param_map=params - ) - - def _enhanced_schema_cypher( - self, - label_or_type: str, - properties: List[Dict[str, Any]], - exhaustive: bool, - is_relationship: bool = False, - ) -> str: - if is_relationship: - match_clause = f"MATCH ()-[n:`{label_or_type}`]->()" - else: - match_clause = f"MATCH (n:`{label_or_type}`)" - - with_clauses = [] - return_clauses = [] - output_dict = {} - if exhaustive: - for prop in properties: - prop_name = prop["property"] - prop_type = prop["type"] - if prop_type == "STRING": - with_clauses.append( - f"collect(distinct substring(toString(n.`{prop_name}`), 0, 50)) " - f"AS `{prop_name}_values`" - ) - return_clauses.append( - f"values:`{prop_name}_values`[..{DISTINCT_VALUE_LIMIT}]," - f" distinct_count: size(`{prop_name}_values`)" - ) - elif prop_type in [ - "INTEGER", - "FLOAT", - "DATE", - "DATE_TIME", - "LOCAL_DATE_TIME", - ]: - with_clauses.append( - f"min(n.`{prop_name}`) AS `{prop_name}_min`" - ) - with_clauses.append( - f"max(n.`{prop_name}`) AS `{prop_name}_max`" - ) - with_clauses.append( - f"count(distinct n.`{prop_name}`) AS `{prop_name}_distinct`" - ) - return_clauses.append( - f"min: toString(`{prop_name}_min`), " - f"max: toString(`{prop_name}_max`), " - f"distinct_count: `{prop_name}_distinct`" - ) - elif prop_type == "LIST": - with_clauses.append( - f"min(size(n.`{prop_name}`)) AS `{prop_name}_size_min`, " - f"max(size(n.`{prop_name}`)) AS `{prop_name}_size_max`" - ) - return_clauses.append( - f"min_size: `{prop_name}_size_min`, " - f"max_size: `{prop_name}_size_max`" - ) - elif prop_type in ["BOOLEAN", "POINT", "DURATION"]: - continue - output_dict[prop_name] = "{" + return_clauses.pop() + "}" - else: - # Just sample 5 random nodes - match_clause += " WITH n LIMIT 5" - for prop in properties: - prop_name = prop["property"] - prop_type = prop["type"] - - # Check if indexed property, we can still do exhaustive - prop_index = [ - el - for el in self.structured_schema["metadata"]["index"] - if el["label"] == label_or_type - and el["properties"] == [prop_name] - and el["type"] == "RANGE" - ] - if prop_type == "STRING": - if ( - prop_index - and prop_index[0].get("size") > 0 - and prop_index[0].get("distinctValues") - <= DISTINCT_VALUE_LIMIT - ): - distinct_values = self.query( - f"CALL apoc.schema.properties.distinct(" - f"'{label_or_type}', '{prop_name}') YIELD value" - )[0]["value"] - return_clauses.append( - f"values: {distinct_values}," - f" distinct_count: {len(distinct_values)}" - ) - else: - with_clauses.append( - f"collect(distinct substring(n.`{prop_name}`, 0, 50)) " - f"AS `{prop_name}_values`" - ) - return_clauses.append(f"values: `{prop_name}_values`") - elif prop_type in [ - "INTEGER", - "FLOAT", - "DATE", - "DATE_TIME", - "LOCAL_DATE_TIME", - ]: - if not prop_index: - with_clauses.append( - f"collect(distinct toString(n.`{prop_name}`)) " - f"AS `{prop_name}_values`" - ) - return_clauses.append(f"values: `{prop_name}_values`") - else: - with_clauses.append( - f"min(n.`{prop_name}`) AS `{prop_name}_min`" - ) - with_clauses.append( - f"max(n.`{prop_name}`) AS `{prop_name}_max`" - ) - with_clauses.append( - f"count(distinct n.`{prop_name}`) AS `{prop_name}_distinct`" - ) - return_clauses.append( - f"min: toString(`{prop_name}_min`), " - f"max: toString(`{prop_name}_max`), " - f"distinct_count: `{prop_name}_distinct`" - ) - - elif prop_type == "LIST": - with_clauses.append( - f"min(size(n.`{prop_name}`)) AS `{prop_name}_size_min`, " - f"max(size(n.`{prop_name}`)) AS `{prop_name}_size_max`" - ) - return_clauses.append( - f"min_size: `{prop_name}_size_min`, " - f"max_size: `{prop_name}_size_max`" - ) - elif prop_type in ["BOOLEAN", "POINT", "DURATION"]: - continue - - output_dict[prop_name] = "{" + return_clauses.pop() + "}" - - with_clause = "WITH " + ",\n ".join(with_clauses) - return_clause = ( - "RETURN {" - + ", ".join(f"`{k}`: {v}" for k, v in output_dict.items()) - + "} AS output" - ) - - # Combine all parts of the Cypher query - return f"{match_clause}\n{with_clause}\n{return_clause}" - - def get_schema(self, refresh: bool = False) -> Any: - if refresh: - self.refresh_schema() - - return self.structured_schema - - def get_schema_str(self, refresh: bool = False) -> str: - schema = self.get_schema(refresh=refresh) - - formatted_node_props = [] - formatted_rel_props = [] - - if self.enhcnaced_schema: - # Enhanced formatting for nodes - for node_type, properties in schema["node_props"].items(): - formatted_node_props.append(f"- **{node_type}**") - for prop in properties: - example = "" - if prop["type"] == "STRING" and prop.get("values"): - if ( - prop.get("distinct_count", 11) - > DISTINCT_VALUE_LIMIT - ): - example = ( - f'Example: "{clean_string_values(prop["values"][0])}"' - if prop["values"] - else "" - ) - else: # If less than 10 possible values return all - example = ( - ( - "Available options: " - f'{[clean_string_values(el) for el in prop["values"]]}' - ) - if prop["values"] - else "" - ) - - elif prop["type"] in [ - "INTEGER", - "FLOAT", - "DATE", - "DATE_TIME", - "LOCAL_DATE_TIME", - ]: - if prop.get("min") is not None: - example = f'Min: {prop["min"]}, Max: {prop["max"]}' - else: - example = ( - f'Example: "{prop["values"][0]}"' - if prop.get("values") - else "" - ) - elif prop["type"] == "LIST": - # Skip embeddings - if ( - not prop.get("min_size") - or prop["min_size"] > LIST_LIMIT - ): - continue - example = f'Min Size: {prop["min_size"]}, Max Size: {prop["max_size"]}' - formatted_node_props.append( - f" - `{prop['property']}`: {prop['type']} {example}" - ) - - # Enhanced formatting for relationships - for rel_type, properties in schema["rel_props"].items(): - formatted_rel_props.append(f"- **{rel_type}**") - for prop in properties: - example = "" - if prop["type"] == "STRING": - if ( - prop.get("distinct_count", 11) - > DISTINCT_VALUE_LIMIT - ): - example = ( - f'Example: "{clean_string_values(prop["values"][0])}"' - if prop.get("values") - else "" - ) - else: # If less than 10 possible values return all - example = ( - ( - "Available options: " - f'{[clean_string_values(el) for el in prop["values"]]}' - ) - if prop.get("values") - else "" - ) - elif prop["type"] in [ - "INTEGER", - "FLOAT", - "DATE", - "DATE_TIME", - "LOCAL_DATE_TIME", - ]: - if prop.get("min"): # If we have min/max - example = ( - f'Min: {prop["min"]}, Max: {prop["max"]}' - ) - else: # return a single value - example = ( - f'Example: "{prop["values"][0]}"' - if prop.get("values") - else "" - ) - elif prop["type"] == "LIST": - # Skip embeddings - if prop["min_size"] > LIST_LIMIT: - continue - example = f'Min Size: {prop["min_size"]}, Max Size: {prop["max_size"]}' - formatted_rel_props.append( - f" - `{prop['property']}: {prop['type']}` {example}" - ) - else: - # Format node properties - for label, props in schema["node_props"].items(): - props_str = ", ".join( - [f"{prop['property']}: {prop['type']}" for prop in props] - ) - formatted_node_props.append(f"{label} {{{props_str}}}") - - # Format relationship properties using structured_schema - for type, props in schema["rel_props"].items(): - props_str = ", ".join( - [f"{prop['property']}: {prop['type']}" for prop in props] - ) - formatted_rel_props.append(f"{type} {{{props_str}}}") - - # Format relationships - formatted_rels = [ - f"(:{el['start']})-[:{el['type']}]->(:{el['end']})" - for el in schema["relationships"] - ] - - return "\n".join( - [ - "Node properties:", - "\n".join(formatted_node_props), - "Relationship properties:", - "\n".join(formatted_rel_props), - "The relationships:", - "\n".join(formatted_rels), - ] - ) - - def update_extraction_prompt( - self, - prompt_provider: PromptProvider, - entity_types: list[EntityType], - relations: list[Relation], - ): - # Fetch the kg extraction prompt with blank entity types and relations - # Note - Assumes that for given prompt there is a `_with_spec` that can have entities + relations specified - few_shot_ner_kg_extraction_with_spec = prompt_provider.get_prompt( - f"{self.config.kg_extraction_prompt}_with_spec" - ) - - # Format the prompt to include the desired entity types and relations - few_shot_ner_kg_extraction = ( - few_shot_ner_kg_extraction_with_spec.replace( - "{entity_types}", format_entity_types(entity_types) - ).replace("{relations}", format_relations(relations)) - ) - - # Update the "few_shot_ner_kg_extraction" prompt used in downstream KG construction - prompt_provider.update_prompt( - self.config.kg_extraction_prompt, - json.dumps(few_shot_ner_kg_extraction, ensure_ascii=False), - ) - - def update_kg_search_prompt( - self, - prompt_provider: PromptProvider, - entity_types: list[EntityType], - relations: list[Relation], - ): - # Fetch the kg extraction prompt with blank entity types and relations - # Note - Assumes that for given prompt there is a `_with_spec` that can have entities + relations specified - few_shot_ner_kg_extraction_with_spec = prompt_provider.get_prompt( - f"{self.config.kg_search_prompt}_with_spec" - ) - - # Format the prompt to include the desired entity types and relations - few_shot_ner_kg_extraction = ( - few_shot_ner_kg_extraction_with_spec.replace( - "{entity_types}", - format_entity_types(entity_types, ignore_subcats=True), - ).replace("{relations}", format_relations(relations)) - ) - - # Update the "few_shot_ner_kg_extraction" prompt used in downstream KG construction - prompt_provider.update_prompt( - self.config.kg_search_prompt, - json.dumps(few_shot_ner_kg_extraction, ensure_ascii=False), - ) diff --git a/r2r/providers/kg/neo4j/__init__.py b/r2r/providers/kg/neo4j/__init__.py new file mode 100644 index 000000000..cb10b1add --- /dev/null +++ b/r2r/providers/kg/neo4j/__init__.py @@ -0,0 +1 @@ +from .provider import Neo4jKGProvider diff --git a/r2r/providers/kg/neo4j/graph_queries.py b/r2r/providers/kg/neo4j/graph_queries.py new file mode 100644 index 000000000..4468ca9d3 --- /dev/null +++ b/r2r/providers/kg/neo4j/graph_queries.py @@ -0,0 +1,168 @@ +UNIQUE_CONSTRAINTS = [ + # "create constraint chunk_id if not exists for (c:__Chunk__) require c.id is unique;", + # "create constraint document_id if not exists for (d:__Document__) require d.id is unique;", + # "create constraint entity_id if not exists for (c:__Community__) require c.community is unique;", + # "create constraint entity_id if not exists for (e:__Entity__) require e.id is unique;", + # "create constraint entity_title if not exists for (e:__Entity__) require e.name is unique;", + # "create constraint entity_title if not exists for (e:__Covariate__) require e.title is unique;", + # "create constraint related_id if not exists for ()-[rel:RELATED]->() require rel.id is unique;" +] + +GET_CHUNKS_QUERY = """ +MATCH (c:__Chunk__) +RETURN c +""" + +# class DocumentFragment(BaseModel): +# """A fragment extracted from a document.""" + +# id: uuid.UUID +# type: FragmentType +# data: DataType +# metadata: dict +# document_id: uuid.UUID +# extraction_id: uuid.UUID + + +PUT_CHUNKS_QUERY = """ +MERGE (c:__Chunk__ {id:value.id}) +SET c += value {.type, .data, .metadata, .document_id, .extraction_id} +MERGE (d:__Document__ {id:value.document_id}) +MERGE (n)-[:PART_OF_DOCUMENT]->(d) +""" + +# searching by entity_name +GET_ENTITIES_QUERY = """ +MATCH (e:__Entity__) +WHERE size($entity_ids) = 0 OR e.name IN $entity_ids +RETURN e +""" + +PUT_ENTITIES_QUERY = """ +WITH value, apoc.text.capitalize(value.category) AS upperCamelCategory +MERGE (e:__Entity__ {name: value.name}) +ON CREATE SET e:__Entity__ +ON MATCH SET e:__Entity__ +WITH e, upperCamelCategory, value +CALL apoc.create.addLabels(e, [upperCamelCategory]) YIELD node +SET node.description = CASE + WHEN node.description IS NULL THEN value.description + ELSE node.description + '\n\n' + value.description +END, +node.rank = CASE + WHEN node.rank IS NULL THEN value.rank + ELSE CASE WHEN value.rank > node.rank THEN value.rank ELSE node.rank END +END, +node.attributes = CASE + WHEN node.attributes IS NULL THEN value.attributes + ELSE node.attributes + '\n\n' + value.attributes +END +WITH node as e, value +UNWIND value.text_unit_ids AS text_unit +MATCH (c:__Chunk__ {id:text_unit}) +MERGE (e)-[:APPEARS_IN_CHUNK]->(c) +WITH e, value +UNWIND value.document_ids AS document_id +MATCH (d:__Document__ {id:document_id}) +MERGE (e)-[:APPEARS_IN_DOCUMENT]->(d) +WITH e, value +UNWIND value.community_ids AS community_id +MATCH (comm:__Community__ {community:community_id}) +MERGE (e)-[:BELONGS_TO_COMMUNITY]->(comm) +""" + +# use this after PUT_ENTITIES_QUERY when you have embeddings. +PUT_ENTITIES_EMBEDDINGS_QUERY = """ +MATCH (e:__Entity__ {name: value.name}) +SET e += value {.description} +WITH e, value +CALL db.create.setNodeVectorProperty(e, "name_embedding", value.name_embedding) +CALL db.create.setNodeVectorProperty(e, "description_embedding", value.description_embedding) +""" + +## get triples by subject and object +GET_TRIPLES_QUERY = """ + MATCH (e1)-[rel]->(e2) + RETURN e1, rel, e2 +""" + +GET_TRIPLES_BY_SUBJECT_AND_OBJECT_QUERY = """ +UNWIND $triples AS triple + MATCH (e1:__Entity__)-[rel]->(e2:__Entity__) + WHERE e1.name = triple.subject + AND e2.name = triple.object + AND type(rel) = triple.predicate + RETURN e1, rel, e2 +""" + +PUT_TRIPLES_QUERY = """ +WITH value, apoc.text.capitalize(value.predicate) AS upperCamelPredicate +MATCH (source:__Entity__ {name: value.subject}) +MATCH (target:__Entity__ {name: value.object}) +WITH source, target, value, upperCamelPredicate +CALL apoc.merge.relationship(source, upperCamelPredicate, {}, {}, target) YIELD rel +SET rel.weight = CASE + WHEN rel.weight IS NULL THEN value.weight + ELSE CASE WHEN value.weight > rel.weight THEN value.weight ELSE rel.weight END +END, +rel.description = CASE + WHEN rel.description IS NULL THEN value.description + ELSE rel.description + '\n\n' + value.description +END, +rel.attributes = CASE + WHEN rel.attributes IS NULL THEN value.attributes + ELSE rel.attributes + '\n\n' + value.attributes +END, +rel.text_unit_ids = CASE + WHEN rel.text_unit_ids IS NULL THEN value.text_unit_ids + ELSE rel.text_unit_ids + value.text_unit_ids +END, +rel.document_ids = CASE + WHEN rel.document_ids IS NULL THEN value.document_ids + ELSE rel.document_ids + value.document_ids +END +WITH rel, value +RETURN count(*) as createdRels +""" + +GET_COMMUNITIES_QUERY = """ +MATCH (c:__Community__) +where $level = -1 OR c.level = $level +RETURN c +""" + +PUT_COMMUNITIES_QUERY = """ +MERGE (c:__Community__ {community:value.id}) +SET c += value {.level, .rank, .summary} +WITH c, value +CALL db.create.setNodeVectorProperty(c, "summary_embedding", value.summary_embedding) +RETURN count(*) as createdCommunities +""" + +GET_COMMUNITIES_REPORT_QUERY = """ +MATCH (c:__Community__) +RETURN c +""" + +PUT_COMMUNITIES_REPORT_QUERY = """ +MERGE (c:__Community__ {community:value.community}) +SET c += value {.level, .title, .rank, .rank_explanation, .full_content, .summary} +WITH c, value +UNWIND range(0, size(value.findings)-1) AS finding_idx +WITH c, value, finding_idx, value.findings[finding_idx] as finding +MERGE (c)-[:HAS_FINDING]->(f:Finding {id:finding_idx}) +SET f += finding +""" + +GET_COVARIATES_QUERY = """ +MATCH (c:__Covariate__ {id:value.id}) +RETURN c +""" + +PUT_COVARIATES_QUERY = """ +MERGE (c:__Covariate__ {id:value.id}) +SET c += apoc.map.clean(value, ["text_unit_id", "document_ids", "n_tokens"], [NULL, ""]) +WITH c, value +MATCH (ch:__Chunk__ {id: value.text_unit_id}) +MERGE (ch)-[:HAS_COVARIATE]->(c) +""" diff --git a/r2r/providers/kg/neo4j/provider.py b/r2r/providers/kg/neo4j/provider.py new file mode 100644 index 000000000..a8b89769c --- /dev/null +++ b/r2r/providers/kg/neo4j/provider.py @@ -0,0 +1,405 @@ +import json +import os +import time +import uuid +from datetime import date, datetime +from decimal import Decimal +from typing import Any, Dict, List, Optional + +from r2r.base import ( + KGConfig, + KGProvider, + format_entity_types, + format_relations, +) +from r2r.base.abstractions.document import DocumentFragment +from r2r.base.abstractions.graph import ( + Community, + Entity, + KGExtraction, + RelationshipType, + Triple, +) + +from .graph_queries import ( + GET_CHUNKS_QUERY, + GET_COMMUNITIES_QUERY, + GET_COMMUNITIES_REPORT_QUERY, + GET_COVARIATES_QUERY, + GET_ENTITIES_QUERY, + GET_TRIPLES_BY_SUBJECT_AND_OBJECT_QUERY, + GET_TRIPLES_QUERY, + PUT_CHUNKS_QUERY, + PUT_COMMUNITIES_QUERY, + PUT_COMMUNITIES_REPORT_QUERY, + PUT_COVARIATES_QUERY, + PUT_ENTITIES_EMBEDDINGS_QUERY, + PUT_ENTITIES_QUERY, + PUT_TRIPLES_QUERY, + UNIQUE_CONSTRAINTS, +) + + +class Neo4jKGProvider(KGProvider): + + def __init__(self, config: KGConfig, *args: Any, **kwargs: Any) -> None: + + try: + import neo4j + except ImportError: + raise ImportError("Please install neo4j: pip install neo4j") + + username = config.extra_fields.get("user", None) or os.getenv( + "NEO4J_USER" + ) + password = config.extra_fields.get("password", None) or os.getenv( + "NEO4J_PASSWORD" + ) + url = config.extra_fields.get("url", None) or os.getenv("NEO4J_URL") + database = config.extra_fields.get("database", None) or os.getenv( + "NEO4J_DATABASE", "neo4j" + ) + + if not username or not password or not url: + raise ValueError( + "Neo4j configuration values are missing. Please set NEO4J_USER, NEO4J_PASSWORD, and NEO4J_URL environment variables." + ) + + self._driver = neo4j.GraphDatabase.driver( + url, auth=(username, password), **kwargs + ) + self._async_driver = neo4j.AsyncGraphDatabase.driver( + url, + auth=(username, password), + **kwargs, + ) + self._database = database + self.structured_schema = {} + self.config = config + + self.create_constraints() + + super().__init__(config, *args, **kwargs) + + @property + def client(self): + return self._driver + + def create_constraints(self): + for statement in UNIQUE_CONSTRAINTS: + self._driver.execute_query(statement) + + def structured_query(self, query: str, param_map: Dict[str, Any] = {}): + return self._driver.execute_query(query, parameters_=param_map) + + def convert_to_neo4j_compatible(self, value): + if isinstance(value, (str, int, float, bool)): + return value + elif isinstance(value, (datetime, date)): + return value.isoformat() + elif isinstance(value, uuid.UUID): + return str(value) + elif isinstance(value, Decimal): + return float(value) + elif isinstance(value, list): + return value + elif isinstance(value, dict): + return json.dumps(value) + else: + return str(value) + + def convert_model_list_to_neo4j_compatible(self, model_list): + return [ + { + k: self.convert_to_neo4j_compatible(v) + for k, v in item.dict().items() + } + for item in model_list + ] + + def get_entity_map( + self, entity_names: list[str] | None = None + ) -> dict[str, list[Any]]: + entities = self.get(entity_names) + triples = self.get_triples(entity_names) + entity_map = {} + for entity in entities: + if entity.name not in entity_map: + entity_map[entity.name] = {"entities": [], "triples": []} + entity_map[entity.name]["entities"].append(entity) + + for triple in triples: + if triple.subject in entity_map: + entity_map[triple.subject]["triples"].append(triple) + if triple.object in entity_map: + entity_map[triple.object]["triples"].append(triple) + return entity_map + + def batched_import(self, statement, df, batch_size=1000): + """ + Import a dataframe into Neo4j using a batched approach. + Parameters: statement is the Cypher query to execute, df is the dataframe to import, and batch_size is the number of rows to import in each batch. + """ + total = len(df) + start_s = time.time() + for start in range(0, total, batch_size): + batch = df[start : min(start + batch_size, total)] + batch = self.convert_model_list_to_neo4j_compatible(batch) + result = self._driver.execute_query( + "UNWIND $rows AS value " + statement, + rows=batch, + database_=self._database, + ) + print(result.summary.counters) + print(f"{total} rows in { time.time() - start_s} s.") + return total + + def get_chunks( + self, chunk_ids: List[str] = None + ) -> List[DocumentFragment]: + """ + Get chunks from the graph. + """ + return self.structured_query(GET_CHUNKS_QUERY, chunk_ids) + + def upsert_chunks(self, chunks: List[DocumentFragment]): + """ + Upsert chunks into the graph. + """ + return self.batched_import(PUT_CHUNKS_QUERY, chunks) + + # create constraints, idempotent operation + + def upsert_entities( + self, entities: List[Entity], with_embeddings: bool = False + ): + """ + Upsert entities into the graph. + """ + if with_embeddings: + return self.batched_import(PUT_ENTITIES_EMBEDDINGS_QUERY, entities) + else: + return self.batched_import(PUT_ENTITIES_QUERY, entities) + + def upsert_triples(self, triples: List[Triple]): + """ + Upsert relations into the graph. + """ + return self.batched_import(PUT_TRIPLES_QUERY, triples) + + def upsert_communities(self, communities: List[Community]): + """ + Upsert communities into the graph. + """ + self.batched_import(PUT_COMMUNITIES_QUERY, communities) + + def get_entities(self, entity_ids: List[str] = []) -> List[Entity]: + """ + Get entities from the graph. + """ + neo4j_records = self.structured_query( + GET_ENTITIES_QUERY, {"entity_ids": entity_ids} + ) + entities = [ + Entity( + category=", ".join(list(record["e"]._labels)[1:]), + **record["e"]._properties, + ) + for record in neo4j_records.records + ] + return entities + + def upsert_nodes_and_relationships( + self, kg_extractions: list[KGExtraction] + ) -> None: + + all_entities = [] + all_relationships = [] + for extraction in kg_extractions: + all_entities.extend(extraction.entities) + all_relationships.extend(extraction.triples) + + nodes_upserted = self.upsert_entities(all_entities) + relationships_upserted = self.upsert_triples(all_relationships) + + return nodes_upserted, relationships_upserted + + def get(self, entity_name: str = None) -> Entity: + """ + Get entities from the graph. + """ + if entity_name is None: + return self.get_entities() + else: + return self.get_entities(entity_ids=[entity_name]) + + def get_triples(self, triple_ids: list[str] | None = None) -> list[Triple]: + """ + Get triples from the graph. + """ + + if triple_ids is None: + neo4j_records = self.structured_query(GET_TRIPLES_QUERY) + else: + triple_ids = [triple_id.split("->") for triple_id in triple_ids] + triple_ids = [ + { + "subject": triple_id[0], + "predicate": triple_id[1], + "object": triple_id[2], + } + for triple_id in triple_ids + ] + neo4j_records = self.structured_query( + GET_TRIPLES_BY_SUBJECT_AND_OBJECT_QUERY, + {"triples": triple_ids}, + ) + + triples = [ + Triple( + subject=record["e1"]._properties["name"], + predicate=record["rel"].type, + object=record["e2"]._properties["name"], + **record["rel"]._properties, + ) + for record in neo4j_records.records + ] + return triples + + def update_extraction_prompt( + self, + prompt_provider: Any, + entity_types: list[Any], + relations: list[RelationshipType], + ) -> None: + pass + + def update_kg_search_prompt( + self, + prompt_provider: Any, + entity_types: list[Any], + relations: list[RelationshipType], + ) -> None: + pass + + def get_communities(self, level: int = -1) -> List[Community]: + """ + Get communities from the graph. + """ + neo4j_records = self.structured_query( + GET_COMMUNITIES_QUERY, {"level": level} + ) + communities = [ + Community(**record["c"]._properties) + for record in neo4j_records.records + ] + return communities + + def delete_all_nodes(self): + self._driver.execute_query("MATCH (a)-[r]->(b) DELETE a, r, b") + self._driver.execute_query("MATCH (a) DELETE a") + + def delete( + self, + entity_names: Optional[List[str]] = None, + relation_names: Optional[List[str]] = None, + properties: Optional[dict] = None, + ids: Optional[List[str]] = None, + ) -> None: + pass + + def get_rel_map( + self, + graph_nodes: Any, + depth: int = 2, + limit: int = 30, + ignore_rels: Optional[List[str]] = None, + ) -> List[Triple]: + pass + + def client(self): + return self._driver + + def create_vector_index(self, node_type: str, node_property: str) -> None: + + query = f""" + CREATE VECTOR INDEX `{node_type}_{node_property}` IF NOT EXISTS + + FOR (n:{node_type}) ON n.{node_property} + OPTIONS {{indexConfig: {{`vector.similarity_function`: 'cosine', `vector.dimensions`:{self.embedding_provider.config.base_dimension}}}}}""" + + self.structured_query(query) + + def get_rel_map( + self, + graph_nodes: Any, + depth: int = 2, + limit: int = 30, + ignore_rels: Optional[List[str]] = None, + ) -> List[Triple]: + pass + + def get_schema(self, refresh: bool = False) -> str: + return super().get_schema(refresh) + + def retrieve_cache(self, cache_type: str, cache_id: str) -> bool: + return False + + def vector_query(self, query, **kwargs: Any) -> Dict[str, Any]: + + query_embedding = kwargs.get("query_embedding", None) + search_type = kwargs.get("search_type", "__Entity__") + embedding_type = kwargs.get("embedding_type", "description_embedding") + property_names = kwargs.get( + "property_names", ["name", "description", "summary"] + ) + limit = kwargs.get("limit", 10) + + if search_type == "__Relationship__": + + query = f""" + MATCH () - [e] -> () + WHERE e.{embedding_type} IS NOT NULL AND size(e.{embedding_type}) = $dimension + WITH e, vector.similarity.cosine(e.{embedding_type}, $embedding) AS score + ORDER BY score DESC LIMIT toInteger($limit) + RETURN e, score + """ + + query_params = { + "embedding": query_embedding, + "dimension": len(query_embedding), + "limit": limit, + } + + else: + query = f""" + MATCH (e:{search_type}) + WHERE e.{embedding_type} IS NOT NULL AND size(e.{embedding_type}) = $dimension + WITH e, vector.similarity.cosine(e.{embedding_type}, $embedding) AS score + ORDER BY score DESC LIMIT toInteger($limit) + RETURN e, score + """ + query_params = { + "embedding": query_embedding, + "dimension": len(query_embedding), + "limit": limit, + "search_type": search_type, + } + + neo4j_results = self.structured_query(query, query_params) + + # get the descriptions from the neo4j results + # descriptions = [record['e']._properties[property_name] for record in neo4j_results.records for property_name in property_names] + # return descriptions, scores + + ret = {} + for record in neo4j_results.records: + ret[record["e"]._properties["name"]] = {} + + for property_name in property_names: + if property_name in record["e"]._properties: + ret[record["e"]._properties["name"]][property_name] = ( + record["e"]._properties[property_name] + ) + + return ret diff --git a/r2r/providers/parsing/r2r_parsing.py b/r2r/providers/parsing/r2r_parsing.py index 056091675..273e6606d 100644 --- a/r2r/providers/parsing/r2r_parsing.py +++ b/r2r/providers/parsing/r2r_parsing.py @@ -5,9 +5,8 @@ from r2r import parsers from r2r.base import ( Document, + DocumentExtraction, DocumentType, - Extraction, - ExtractionType, ParsingConfig, ParsingProvider, R2RDocumentProcessingError, @@ -68,7 +67,7 @@ def _initialize_parsers(self): async def parse( self, document: Document - ) -> AsyncGenerator[Extraction, None]: + ) -> AsyncGenerator[DocumentExtraction, None]: if document.type not in self.parsers: yield R2RDocumentProcessingError( document_id=document.id, @@ -78,24 +77,17 @@ async def parse( parser = self.parsers[document.type] texts = parser.ingest(document.data) - extraction_type = ExtractionType.TXT t0 = time.time() - if document.type in self.IMAGE_TYPES: - extraction_type = ExtractionType.IMG - document.metadata["image_type"] = document.type.value - elif document.type == DocumentType.MP4: - extraction_type = ExtractionType.MOV - document.metadata["audio_type"] = document.type.value - iteration = 0 async for text in texts: - extraction = Extraction( + extraction = DocumentExtraction( id=generate_id_from_label(f"{document.id}-{iteration}"), + document_id=document.id, + user_id=document.user_id, + group_ids=document.group_ids, data=text, metadata=document.metadata, - document_id=document.id, - type=extraction_type, ) yield extraction iteration += 1 diff --git a/r2r/providers/parsing/unstructured_parsing.py b/r2r/providers/parsing/unstructured_parsing.py index df1ec403c..a6f911559 100644 --- a/r2r/providers/parsing/unstructured_parsing.py +++ b/r2r/providers/parsing/unstructured_parsing.py @@ -1,13 +1,12 @@ import logging import time from io import BytesIO -from typing import Any, AsyncGenerator +from typing import AsyncGenerator from r2r.base import ( Document, + DocumentExtraction, DocumentType, - Extraction, - ExtractionType, ParsingProvider, generate_id_from_label, ) @@ -33,7 +32,7 @@ def __init__(self, config): async def parse( self, document: Document - ) -> AsyncGenerator[Extraction, None]: + ) -> AsyncGenerator[DocumentExtraction, None]: data = document.data if isinstance(data, bytes): data = BytesIO(data) @@ -44,17 +43,13 @@ async def parse( elements = self.partition(file=data) for iteration, element in enumerate(elements): - extraction_type = ExtractionType.TXT - - # You might want to add logic here to determine if the element - # is an image, video, etc., and set the extraction_type accordingly - - extraction = Extraction( + extraction = DocumentExtraction( id=generate_id_from_label(f"{document.id}-{iteration}"), - data=element.text, # Convert element to string - metadata=document.metadata, document_id=document.id, - type=extraction_type, + user_id=document.user_id, + group_ids=document.group_ids, + data=element.text, + metadata=document.metadata, ) yield extraction diff --git a/r2r/providers/prompts/defaults.yaml b/r2r/providers/prompts/defaults.yaml new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/providers/prompts/defaults/graphrag_community_reports.yaml b/r2r/providers/prompts/defaults/graphrag_community_reports.yaml new file mode 100644 index 000000000..9d57b92be --- /dev/null +++ b/r2r/providers/prompts/defaults/graphrag_community_reports.yaml @@ -0,0 +1,150 @@ +graphrag_community_reports: + template: | + You are an AI assistant that helps a human analyst to perform general information discovery. Information discovery is the process of identifying and assessing relevant information associated with certain entities (e.g., organizations and individuals) within a network. + + # Goal + Write a comprehensive report of a community, given a list of entities that belong to the community as well as their relationships and optional associated claims. The report will be used to inform decision-makers about information associated with the community and their potential impact. The content of this report includes an overview of the community's key entities, their legal compliance, technical capabilities, reputation, and noteworthy claims. + + # Report Structure + + The report should include the following sections: + + - TITLE: community's name that represents its key entities - title should be short but specific. When possible, include representative named entities in the title. + - SUMMARY: An executive summary of the community's overall structure, how its entities are related to each other, and significant information associated with its entities. + - IMPACT SEVERITY RATING: a float score between 0-10 that represents the severity of IMPACT posed by entities within the community. IMPACT is the scored importance of a community. + - RATING EXPLANATION: Give a single sentence explanation of the IMPACT severity rating. + - DETAILED FINDINGS: A list of 5-10 key insights about the community. Each insight should have a short summary followed by multiple paragraphs of explanatory text grounded according to the grounding rules below. Be comprehensive. + + Return output as a well-formed JSON-formatted string with the following format: + {{ + "title": , + "summary": , + "rating": , + "rating_explanation": , + "findings": [ + {{ + "summary":, + "explanation": + }}, + {{ + "summary":, + "explanation": + }} + ] + }} + + # Grounding Rules + + Points supported by data should list their data references as follows: + + "This is an example sentence supported by multiple data references [Data: (record ids); (record ids)]." + + Do not list more than 5 record ids in a single reference. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (1), Entities (5, 7); Relationships (23); Claims (7, 2, 34, 64, 46, +more)]." + + where 1, 5, 7, 23, 2, 34, 46, and 64 represent the id (not the index) of the relevant data record. + + Do not include information where the supporting evidence for it is not provided. + + + # Example Input + ----------- + Text: + + Entities + + id,entity,description + 5,VERDANT OASIS PLAZA,Verdant Oasis Plaza is the location of the Unity March + 6,HARMONY ASSEMBLY,Harmony Assembly is an organization that is holding a march at Verdant Oasis Plaza + + Relationships + + id,source,target,description + 37,VERDANT OASIS PLAZA,UNITY MARCH,Verdant Oasis Plaza is the location of the Unity March + 38,VERDANT OASIS PLAZA,HARMONY ASSEMBLY,Harmony Assembly is holding a march at Verdant Oasis Plaza + 39,VERDANT OASIS PLAZA,UNITY MARCH,The Unity March is taking place at Verdant Oasis Plaza + 40,VERDANT OASIS PLAZA,TRIBUNE SPOTLIGHT,Tribune Spotlight is reporting on the Unity march taking place at Verdant Oasis Plaza + 41,VERDANT OASIS PLAZA,BAILEY ASADI,Bailey Asadi is speaking at Verdant Oasis Plaza about the march + 43,HARMONY ASSEMBLY,UNITY MARCH,Harmony Assembly is organizing the Unity March + + Output: + {{ + "title": "Verdant Oasis Plaza and Unity March", + "summary": "The community revolves around the Verdant Oasis Plaza, which is the location of the Unity March. The plaza has relationships with the Harmony Assembly, Unity March, and Tribune Spotlight, all of which are associated with the march event.", + "rating": 5.0, + "rating_explanation": "The impact severity rating is moderate due to the potential for unrest or conflict during the Unity March.", + "findings": [ + {{ + "summary": "Verdant Oasis Plaza as the central location", + "explanation": "Verdant Oasis Plaza is the central entity in this community, serving as the location for the Unity March. This plaza is the common link between all other entities, suggesting its significance in the community. The plaza's association with the march could potentially lead to issues such as public disorder or conflict, depending on the nature of the march and the reactions it provokes. [Data: Entities (5), Relationships (37, 38, 39, 40, 41,+more)]" + }}, + {{ + "summary": "Harmony Assembly's role in the community", + "explanation": "Harmony Assembly is another key entity in this community, being the organizer of the march at Verdant Oasis Plaza. The nature of Harmony Assembly and its march could be a potential source of threat, depending on their objectives and the reactions they provoke. The relationship between Harmony Assembly and the plaza is crucial in understanding the dynamics of this community. [Data: Entities(6), Relationships (38, 43)]" + }}, + {{ + "summary": "Unity March as a significant event", + "explanation": "The Unity March is a significant event taking place at Verdant Oasis Plaza. This event is a key factor in the community's dynamics and could be a potential source of threat, depending on the nature of the march and the reactions it provokes. The relationship between the march and the plaza is crucial in understanding the dynamics of this community. [Data: Relationships (39)]" + }}, + {{ + "summary": "Role of Tribune Spotlight", + "explanation": "Tribune Spotlight is reporting on the Unity March taking place in Verdant Oasis Plaza. This suggests that the event has attracted media attention, which could amplify its impact on the community. The role of Tribune Spotlight could be significant in shaping public perception of the event and the entities involved. [Data: Relationships (40)]" + }} + ] + }} + + + # Real Data + + Use the following text for your answer. Do not make anything up in your answer. + + Text: + {input_text} + + The report should include the following sections: + + - TITLE: community's name that represents its key entities - title should be short but specific. When possible, include representative named entities in the title. + - SUMMARY: An executive summary of the community's overall structure, how its entities are related to each other, and significant information associated with its entities. + - IMPACT SEVERITY RATING: a float score between 0-10 that represents the severity of IMPACT posed by entities within the community. IMPACT is the scored importance of a community. + - RATING EXPLANATION: Give a single sentence explanation of the IMPACT severity rating. + - DETAILED FINDINGS: A list of 5-10 key insights about the community. Each insight should have a short summary followed by multiple paragraphs of explanatory text grounded according to the grounding rules below. Be comprehensive. + + Return output as a well-formed JSON-formatted string with the following format: + {{ + "title": , + "summary": , + "rating": , + "rating_explanation": , + "findings": [ + {{ + "summary":, + "explanation": + }}, + {{ + "summary":, + "explanation": + }} + ] + }} + + # Grounding Rules + + Points supported by data should list their data references as follows: + + "This is an example sentence supported by multiple data references [Data: (record ids); (record ids)]." + + Do not list more than 5 record ids in a single reference. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (1), Entities (5, 7); Relationships (23); Claims (7, 2, 34, 64, 46, +more)]." + + where 1, 5, 7, 23, 2, 34, 46, and 64 represent the id (not the index) of the relevant data record. + + Do not include information where the supporting evidence for it is not provided. + + Output:""" + + input_types: + input_text: str diff --git a/r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml b/r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml new file mode 100644 index 000000000..0e7c15bce --- /dev/null +++ b/r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml @@ -0,0 +1,55 @@ +graphrag_map_system_prompt: + template : | + ---Role--- + You are a helpful assistant responding to questions about data in the tables provided. + ---Goal--- + Generate a response consisting of a list of key points that responds to the user's question, summarizing all relevant information in the input data tables. + You should use the data provided in the data tables below as the primary context for generating the response. + If you don't know the answer or if the input data tables do not contain sufficient information to provide an answer, just say so. Do not make anything up. + Each key point in the response should have the following element: + - Description: A comprehensive description of the point. + - Importance Score: An integer score between 0-100 that indicates how important the point is in answering the user's question. An 'I don't know' type of response should have a score of 0. + The response should be JSON formatted as follows: + {{ + "points": [ + {{"description": "Description of point 1 [Data: Reports (report ids)]", "score": score_value}}, + {{"description": "Description of point 2 [Data: Reports (report ids)]", "score": score_value}} + ] + }} + The response shall preserve the original meaning and use of modal verbs such as "shall", "may" or "will". + Points supported by data should list the relevant reports as references as follows: + "This is an example sentence supported by data references [Data: Reports (report ids)]" + **Do not list more than 5 record ids in a single reference**. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (2, 7, 64, 46, 34, +more)]. He is also CEO of company X [Data: Reports (1, 3)]" + where 1, 2, 3, 7, 34, 46, and 64 represent the id (not the index) of the relevant data report in the provided tables. + Do not include information where the supporting evidence for it is not provided. + ---Data tables--- + {context_data} + ---Goal--- + Generate a response consisting of a list of key points that responds to the user's question, summarizing all relevant information in the input data tables. + You should use the data provided in the data tables below as the primary context for generating the response. + If you don't know the answer or if the input data tables do not contain sufficient information to provide an answer, just say so. Do not make anything up. + Each key point in the response should have the following element: + - Description: A comprehensive description of the point. + - Importance Score: An integer score between 0-100 that indicates how important the point is in answering the user's question. An 'I don't know' type of response should have a score of 0. + The response shall preserve the original meaning and use of modal verbs such as "shall", "may" or "will". + Points supported by data should list the relevant reports as references as follows: + "This is an example sentence supported by data references [Data: Reports (report ids)]" + **Do not list more than 5 record ids in a single reference**. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (2, 7, 64, 46, 34, +more)]. He is also CEO of company X [Data: Reports (1, 3)]" + where 1, 2, 3, 7, 34, 46, and 64 represent the id (not the index) of the relevant data report in the provided tables. + Do not include information where the supporting evidence for it is not provided. + The response should be JSON formatted as follows: + {{ + "points": [ + {{"description": "Description of point 1 [Data: Reports (report ids)]", "score": score_value}}, + {{"description": "Description of point 2 [Data: Reports (report ids)]", "score": score_value}} + ] + }} + ---Input--- + {input} + input_types: + context_data: str + input: str diff --git a/r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml b/r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml new file mode 100644 index 000000000..0be2815c7 --- /dev/null +++ b/r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml @@ -0,0 +1,43 @@ +graphrag_reduce_system_prompt: + template: | + ---Role--- + You are a helpful assistant responding to questions about a dataset by synthesizing perspectives from multiple analysts. + ---Goal--- + Generate a response of the target length and format that responds to the user's question, summarize all the reports from multiple analysts who focused on different parts of the dataset. + Note that the analysts' reports provided below are ranked in the **descending order of importance**. + If you don't know the answer or if the provided reports do not contain sufficient information to provide an answer, just say so. Do not make anything up. + The final response should remove all irrelevant information from the analysts' reports and merge the cleaned information into a comprehensive answer that provides explanations of all the key points and implications appropriate for the response length and format. + Add sections and commentary to the response as appropriate for the length and format. Style the response in markdown. + The response shall preserve the original meaning and use of modal verbs such as "shall", "may" or "will". + The response should also preserve all the data references previously included in the analysts' reports, but do not mention the roles of multiple analysts in the analysis process. + **Do not list more than 5 record ids in a single reference**. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (2, 7, 34, 46, 64, +more)]. He is also CEO of company X [Data: Reports (1, 3)]" + where 1, 2, 3, 7, 34, 46, and 64 represent the id (not the index) of the relevant data record. + Do not include information where the supporting evidence for it is not provided. + ---Target response length and format--- + {response_type} + ---Analyst Reports--- + {report_data} + ---Goal--- + Generate a response of the target length and format that responds to the user's question, summarize all the reports from multiple analysts who focused on different parts of the dataset. + Note that the analysts' reports provided below are ranked in the **descending order of importance**. + If you don't know the answer or if the provided reports do not contain sufficient information to provide an answer, just say so. Do not make anything up. + The final response should remove all irrelevant information from the analysts' reports and merge the cleaned information into a comprehensive answer that provides explanations of all the key points and implications appropriate for the response length and format. + The response shall preserve the original meaning and use of modal verbs such as "shall", "may" or "will". + The response should also preserve all the data references previously included in the analysts' reports, but do not mention the roles of multiple analysts in the analysis process. + **Do not list more than 5 record ids in a single reference**. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + For example: + "Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (2, 7, 34, 46, 64, +more)]. He is also CEO of company X [Data: Reports (1, 3)]" + where 1, 2, 3, 7, 34, 46, and 64 represent the id (not the index) of the relevant data record. + Do not include information where the supporting evidence for it is not provided. + ---Target response length and format--- + {response_type} + Add sections and commentary to the response as appropriate for the length and format. Style the response in markdown. + -- Query -- + {input} + input_types: + response_type: str + report_data: str + input: str diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml new file mode 100644 index 000000000..0a9b580a8 --- /dev/null +++ b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml @@ -0,0 +1,36 @@ +graphrag_triplet_extraction_few_shot: + template: > + -Goal- + Given a text document, identify all entities and their entity types from the text and all relationships among the identified entities. + Given the text, extract up to {max_knowledge_triplets} entity-relation triplets. + -Steps- + 1. Identify all entities. For each identified entity, extract the following information: + - entity_name: Name of the entity, capitalized + - entity_type: Type of the entity + - entity_description: Comprehensive description of the entity's attributes and activities + Format each entity as ("entity"$$$$$$$$$$$$) + 2. From the entities identified in step 1, identify all pairs of (source_entity, target_entity) that are *clearly related* to each other. + For each pair of related entities, extract the following information: + - source_entity: name of the source entity, as identified in step 1 + - target_entity: name of the target entity, as identified in step 1 + - relation: relationship between source_entity and target_entity + - relationship_description: explanation as to why you think the source entity and the target entity are related to each other + - relationship_weight: a weight between 0 and 10 that represents the strength of the relationship between the source entity and the target entity + Format each relationship as ("relationship"$$$$$$$$$$$$$$$$$$$$) + 3. When finished, output. + -Real Data- + ###################### + text: {input} + ###################### + + Only extract entities of the given types + {entity_types} + + Only extract relations of the given types + {relation_types} + + input_types: + max_knowledge_triplets: int + input: str + entity_types: list[str] + relation_types: list[str] diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml new file mode 100644 index 000000000..d2d11fb2c --- /dev/null +++ b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml @@ -0,0 +1,28 @@ +graphrag_triplet_extraction_zero_shot: + template: > + -Goal- + Given a text document, identify all entities and their entity types from the text and all relationships among the identified entities. + Given the text, extract up to {max_knowledge_triplets} entity-relation triplets. + -Steps- + 1. Identify all entities. For each identified entity, extract the following information: + - entity_name: Name of the entity, capitalized + - entity_type: Type of the entity + - entity_description: Comprehensive description of the entity's attributes and activities + Format each entity as ("entity"$$$$$$$$$$$$) + 2. From the entities identified in step 1, identify all pairs of (source_entity, target_entity) that are *clearly related* to each other. + For each pair of related entities, extract the following information: + - source_entity: name of the source entity, as identified in step 1 + - target_entity: name of the target entity, as identified in step 1 + - relation: relationship between source_entity and target_entity + - relationship_description: explanation as to why you think the source entity and the target entity are related to each other + - relationship_weight: a weight between 0 and 10 that represents the strength of the relationship between the source entity and the target entity + Format each relationship as ("relationship"$$$$$$$$$$$$$$$$$$$$) + 3. When finished, output. + -Real Data- + ###################### + text: {input} + ###################### + + input_types: + max_knowledge_triplets: int + input: str diff --git a/r2r/providers/prompts/defaults/rag_answer.yaml b/r2r/providers/prompts/defaults/rag_answer.yaml deleted file mode 100644 index dfaf7059c..000000000 --- a/r2r/providers/prompts/defaults/rag_answer.yaml +++ /dev/null @@ -1,52 +0,0 @@ -rag_answer_eval: - template: >+ - ### Instruction: - - - You are given a `query`, related `context` and an associated `answer`. Your task is to sequentially score each sentence in the given answer as either 1 or 0, based on whether or not the given sentence is relevant to the given query and supported in full by the given context. - - ### Example: - - #### Input: - - - Query: - - Why does Alice prefer spending her mornings in the garden? - - - Context: - - Alice loves to read books in her garden. She has a large collection of mystery novels. Every morning, she spends an hour reading while drinking her favorite tea. Her garden is filled with various flowers, and she especially loves the roses. On weekends, Alice's friend, Bob, often joins her for tea and they discuss the books they've read. - - - Answer: - - Alice enjoys her mornings in the garden because she loves to read there. She often listens to music while reading. - - ####### Response: - - - ([1,0], '1/2')### Input: - - Query: - - {query} - - - Context: - - {context} - - - Answer: - - {answer} - - - Response: - - input_types: - query: str - context: str - answer: str diff --git a/r2r/providers/prompts/defaults/rag_context.yaml b/r2r/providers/prompts/defaults/rag_context.yaml index 8e26a5979..376378452 100644 --- a/r2r/providers/prompts/defaults/rag_context.yaml +++ b/r2r/providers/prompts/defaults/rag_context.yaml @@ -1,4 +1,4 @@ -rag_context_eval: +rag_context: template: >+ ### Instruction: diff --git a/r2r/providers/prompts/r2r_prompts.py b/r2r/providers/prompts/r2r_prompts.py index fd976325b..896eb0c00 100644 --- a/r2r/providers/prompts/r2r_prompts.py +++ b/r2r/providers/prompts/r2r_prompts.py @@ -14,10 +14,10 @@ class R2RPromptProvider(PromptProvider): def __init__(self, config: PromptConfig = PromptConfig()): self.prompts: dict[str, Prompt] = {} - self._load_prompts_from_toml_directory(directory_path=config.file_path) + self._load_prompts_from_yaml_directory(directory_path=config.file_path) super().__init__(config) - def _load_prompts_from_toml_directory( + def _load_prompts_from_yaml_directory( self, directory_path: Optional[Path] = None ): if not directory_path: @@ -47,7 +47,7 @@ def _load_prompts_from_toml_directory( logger.error(error_msg) raise ValueError(error_msg) except KeyError as e: - error_msg = f"Missing key in TOML file {toml_file}: {e}" + error_msg = f"Missing key in TOML file {yaml_file}: {e}" logger.error(error_msg) raise ValueError(error_msg) diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/regression/expected_outputs/test_document_management.json b/tests/regression/expected_outputs/test_document_management.json new file mode 100644 index 000000000..39c49fd88 --- /dev/null +++ b/tests/regression/expected_outputs/test_document_management.json @@ 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"36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "June 2021A few days ago, on the way home from school, my nine year old son\ntold me he couldn't wait to get home to write more of the story he\nwas working on. This made me as happy as anything I've heard him\nsay \u2014 not just because he was excited about his story, but because\nhe'd discovered this way of working. Working on a project of your\nown is as different from ordinary work as skating is from walking.", + "metadata": { + "text": "June 2021A few days ago, on the way home from school, my nine year old son\ntold me he couldn't wait to get home to write more of the story he\nwas working on. This made me as happy as anything I've heard him\nsay \u2014 not just because he was excited about his story, but because\nhe'd discovered this way of working. Working on a project of your\nown is as different from ordinary work as skating is from walking.", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "fb968ad0-15ab-50b1-982c-08d1e1a1cbd9", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "It's more fun, but also much more productive.What proportion of great work has been done by people who were\nskating in this sense? If not all of it, certainly a lot.There is something special about working on a project of your own.\nI wouldn't say exactly that you're happier. A better word would be\nexcited, or engaged. You're happy when things are going well, but\noften they aren't. When I'm writing an essay, most of the time I'm\nworried and puzzled: worried that the essay will turn out badly,", + "metadata": { + "text": "It's more fun, but also much more productive.What proportion of great work has been done by people who were\nskating in this sense? If not all of it, certainly a lot.There is something special about working on a project of your own.\nI wouldn't say exactly that you're happier. A better word would be\nexcited, or engaged. You're happy when things are going well, but\noften they aren't. When I'm writing an essay, most of the time I'm\nworried and puzzled: worried that the essay will turn out badly,", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "263476d3-7650-52c9-99ad-ec9d5406c581", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "and puzzled because I'm groping for some idea that I can't see\nclearly enough. Will I be able to pin it down with words? In the\nend I usually can, if I take long enough, but I'm never sure; the\nfirst few attempts often fail.You have moments of happiness when things work out, but they don't\nlast long, because then you're on to the next problem. So why do\nit at all? Because to the kind of people who like working this way,\nnothing else feels as right. You feel as if you're an animal in its", + "metadata": { + "text": "and puzzled because I'm groping for some idea that I can't see\nclearly enough. Will I be able to pin it down with words? In the\nend I usually can, if I take long enough, but I'm never sure; the\nfirst few attempts often fail.You have moments of happiness when things work out, but they don't\nlast long, because then you're on to the next problem. So why do\nit at all? Because to the kind of people who like working this way,\nnothing else feels as right. You feel as if you're an animal in its", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "28c70d00-ee77-5e5e-9c0e-ff79332ffabb", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "natural habitat, doing what you were meant to do \u2014 not always\nhappy, maybe, but awake and alive.Many kids experience the excitement of working on projects of their\nown. The hard part is making this converge with the work you do as\nan adult. And our customs make it harder. We treat \"playing\" and\n\"hobbies\" as qualitatively different from \"work\". It's not clear\nto a kid building a treehouse that there's a direct (though long)\nroute from that to architecture or engineering. And instead of", + "metadata": { + "text": "natural habitat, doing what you were meant to do \u2014 not always\nhappy, maybe, but awake and alive.Many kids experience the excitement of working on projects of their\nown. The hard part is making this converge with the work you do as\nan adult. And our customs make it harder. We treat \"playing\" and\n\"hobbies\" as qualitatively different from \"work\". It's not clear\nto a kid building a treehouse that there's a direct (though long)\nroute from that to architecture or engineering. And instead of", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "67a4ddfc-d362-5b4b-afaf-5b3f53ec7ac5", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "pointing out the route, we conceal it, by implicitly treating the\nstuff kids do as different from real work.\n[1]Instead of telling kids that their treehouses could be on the path\nto the work they do as adults, we tell them the path goes through\nschool. And unfortunately schoolwork tends to be very different from\nworking on projects of one's own. It's usually neither a project,\nnor one's own. So as school gets more serious, working on projects", + "metadata": { + "text": "pointing out the route, we conceal it, by implicitly treating the\nstuff kids do as different from real work.\n[1]Instead of telling kids that their treehouses could be on the path\nto the work they do as adults, we tell them the path goes through\nschool. And unfortunately schoolwork tends to be very different from\nworking on projects of one's own. It's usually neither a project,\nnor one's own. So as school gets more serious, working on projects", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "001c1335-737c-5585-9ec1-441ee9c49348", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "of one's own is something that survives, if at all, as a thin thread\noff to the side.It's a bit sad to think of all the high school kids turning their\nbacks on building treehouses and sitting in class dutifully learning\nabout Darwin or Newton to pass some exam, when the work that made\nDarwin and Newton famous was actually closer in spirit to building\ntreehouses than studying for exams.If I had to choose between my kids getting good grades and\nworking on ambitious projects of their own, I'd pick", + "metadata": { + "text": "of one's own is something that survives, if at all, as a thin thread\noff to the side.It's a bit sad to think of all the high school kids turning their\nbacks on building treehouses and sitting in class dutifully learning\nabout Darwin or Newton to pass some exam, when the work that made\nDarwin and Newton famous was actually closer in spirit to building\ntreehouses than studying for exams.If I had to choose between my kids getting good grades and\nworking on ambitious projects of their own, I'd pick", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "c3759b2a-fbec-55db-b850-511d4730de7e", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "techniques for preserving that excitement.\n[4]The team that made the original Macintosh were a great example of\nthis phenomenon. People like Burrell Smith and Andy Hertzfeld and\nBill Atkinson and Susan Kare were not just following orders. They\nwere not tennis balls hit by Steve Jobs, but rockets let loose by\nSteve Jobs. There was a lot of collaboration between them, but\nthey all seem to have individually felt the excitement of", + "metadata": { + "text": "techniques for preserving that excitement.\n[4]The team that made the original Macintosh were a great example of\nthis phenomenon. People like Burrell Smith and Andy Hertzfeld and\nBill Atkinson and Susan Kare were not just following orders. They\nwere not tennis balls hit by Steve Jobs, but rockets let loose by\nSteve Jobs. There was a lot of collaboration between them, but\nthey all seem to have individually felt the excitement of", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "540d1c52-6dae-5fb4-b4ad-3d5bbd938abe", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "the projects. And not because I'm an indulgent parent, but because\nI've been on the other end and I know which has more predictive\nvalue. When I was picking startups for Y Combinator, I didn't care\nabout applicants' grades. But if they'd worked on projects of their\nown, I wanted to hear all about those.\n[2]It may be inevitable that school is the way it is. I'm not saying\nwe have to redesign it (though I'm not saying we don't), just that\nwe should understand what it does to our attitudes to work \u2014 that", + "metadata": { + "text": "the projects. And not because I'm an indulgent parent, but because\nI've been on the other end and I know which has more predictive\nvalue. When I was picking startups for Y Combinator, I didn't care\nabout applicants' grades. But if they'd worked on projects of their\nown, I wanted to hear all about those.\n[2]It may be inevitable that school is the way it is. I'm not saying\nwe have to redesign it (though I'm not saying we don't), just that\nwe should understand what it does to our attitudes to work \u2014 that", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "fee3d54e-dd02-5f46-9edc-ee4f5d7a70d4", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "it steers us toward the dutiful plodding kind of work, often using\ncompetition as bait, and away from skating.There are occasionally times when schoolwork becomes a project of\none's own. Whenever I had to write a paper, that would become a\nproject of my own \u2014 except in English classes, ironically, because\nthe things one has to write in English classes are so\nbogus. And\nwhen I got to college and started taking CS classes, the programs\nI had to write became projects of my own. Whenever I was writing", + "metadata": { + "text": "it steers us toward the dutiful plodding kind of work, often using\ncompetition as bait, and away from skating.There are occasionally times when schoolwork becomes a project of\none's own. Whenever I had to write a paper, that would become a\nproject of my own \u2014 except in English classes, ironically, because\nthe things one has to write in English classes are so\nbogus. And\nwhen I got to college and started taking CS classes, the programs\nI had to write became projects of my own. Whenever I was writing", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "05f02dc2-53ab-539b-9b4d-899eada47a3c", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "or programming, I was usually skating, and that has been true ever\nsince.So where exactly is the edge of projects of one's own? That's an\ninteresting question, partly because the answer is so complicated,\nand partly because there's so much at stake. There turn out to be\ntwo senses in which work can be one's own: 1) that you're doing it\nvoluntarily, rather than merely because someone told you to, and\n2) that you're doing it by yourself.The edge of the former is quite sharp. People who care a lot about", + "metadata": { + "text": "or programming, I was usually skating, and that has been true ever\nsince.So where exactly is the edge of projects of one's own? That's an\ninteresting question, partly because the answer is so complicated,\nand partly because there's so much at stake. There turn out to be\ntwo senses in which work can be one's own: 1) that you're doing it\nvoluntarily, rather than merely because someone told you to, and\n2) that you're doing it by yourself.The edge of the former is quite sharp. People who care a lot about", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "42b9d617-6d85-5ba4-a8a6-bb3489faf930", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "their work are usually very sensitive to the difference between\npulling, and being pushed, and work tends to fall into one category\nor the other. But the test isn't simply whether you're told to do\nsomething. You can choose to do something you're told to do. Indeed,\nyou can own it far more thoroughly than the person who told you to\ndo it.For example, math homework is for most people something they're\ntold to do. But for my father, who was a mathematician, it wasn't.", + "metadata": { + "text": "their work are usually very sensitive to the difference between\npulling, and being pushed, and work tends to fall into one category\nor the other. But the test isn't simply whether you're told to do\nsomething. You can choose to do something you're told to do. Indeed,\nyou can own it far more thoroughly than the person who told you to\ndo it.For example, math homework is for most people something they're\ntold to do. But for my father, who was a mathematician, it wasn't.", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "d9876b6c-42ab-5852-a98f-15032c7687c7", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "Most of us think of the problems in a math book as a way to test\nor develop our knowledge of the material explained in each section.\nBut to my father the problems were the part that mattered, and the\ntext was merely a sort of annotation. Whenever he got a new math\nbook it was to him like being given a puzzle: here was a new set\nof problems to solve, and he'd immediately set about solving all\nof them.The other sense of a project being one's own \u2014 working on it by", + "metadata": { + "text": "Most of us think of the problems in a math book as a way to test\nor develop our knowledge of the material explained in each section.\nBut to my father the problems were the part that mattered, and the\ntext was merely a sort of annotation. Whenever he got a new math\nbook it was to him like being given a puzzle: here was a new set\nof problems to solve, and he'd immediately set about solving all\nof them.The other sense of a project being one's own \u2014 working on it by", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "bec313c9-3fe3-5197-8792-078069a484e2", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "oneself \u2014 has a much softer edge. It shades gradually into\ncollaboration. And interestingly, it shades into collaboration in\ntwo different ways. One way to collaborate is to share a single\nproject. For example, when two mathematicians collaborate on a proof\nthat takes shape in the course of a conversation between them. The\nother way is when multiple people work on separate projects of their\nown that fit together like a jigsaw puzzle. For example, when one", + "metadata": { + "text": "oneself \u2014 has a much softer edge. It shades gradually into\ncollaboration. And interestingly, it shades into collaboration in\ntwo different ways. One way to collaborate is to share a single\nproject. For example, when two mathematicians collaborate on a proof\nthat takes shape in the course of a conversation between them. The\nother way is when multiple people work on separate projects of their\nown that fit together like a jigsaw puzzle. For example, when one", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "8626ebe9-8132-5222-ba90-eef6a380ea65", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "person writes the text of a book and another does the graphic design.\n[3]These two paths into collaboration can of course be combined. But\nunder the right conditions, the excitement of working on a project\nof one's own can be preserved for quite a while before disintegrating\ninto the turbulent flow of work in a large organization. Indeed,\nthe history of successful organizations is partly the history of\ntechniques for preserving that excitement.", + "metadata": { + "text": "person writes the text of a book and another does the graphic design.\n[3]These two paths into collaboration can of course be combined. But\nunder the right conditions, the excitement of working on a project\nof one's own can be preserved for quite a while before disintegrating\ninto the turbulent flow of work in a large organization. Indeed,\nthe history of successful organizations is partly the history of\ntechniques for preserving that excitement.", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "759018be-fcfc-5e53-bc2e-ce2e6e677d61", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "working on a project of one's own.In Andy Hertzfeld's book on the Macintosh, he describes how they'd\ncome back into the office after dinner and work late into the night.\nPeople who've never experienced the thrill of working on a project\nthey're excited about can't distinguish this kind of working long\nhours from the kind that happens in sweatshops and boiler rooms,\nbut they're at opposite ends of the spectrum. That's why it's a\nmistake to insist dogmatically on \"work/life balance.\" Indeed, the", + "metadata": { + "text": "working on a project of one's own.In Andy Hertzfeld's book on the Macintosh, he describes how they'd\ncome back into the office after dinner and work late into the night.\nPeople who've never experienced the thrill of working on a project\nthey're excited about can't distinguish this kind of working long\nhours from the kind that happens in sweatshops and boiler rooms,\nbut they're at opposite ends of the spectrum. That's why it's a\nmistake to insist dogmatically on \"work/life balance.\" Indeed, the", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "4f01bc15-500e-586f-97f0-a89b36248ea2", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "mere expression \"work/life\" embodies a mistake: it assumes work and\nlife are distinct. For those to whom the word \"work\" automatically\nimplies the dutiful plodding kind, they are. But for the skaters,\nthe relationship between work and life would be better represented\nby a dash than a slash. I wouldn't want to work on anything that I didn't\nwant to take over my life.Of course, it's easier to achieve this level of motivation when\nyou're making something like the Macintosh. It's easy for something", + "metadata": { + "text": "mere expression \"work/life\" embodies a mistake: it assumes work and\nlife are distinct. For those to whom the word \"work\" automatically\nimplies the dutiful plodding kind, they are. But for the skaters,\nthe relationship between work and life would be better represented\nby a dash than a slash. I wouldn't want to work on anything that I didn't\nwant to take over my life.Of course, it's easier to achieve this level of motivation when\nyou're making something like the Macintosh. It's easy for something", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "31e60d4e-e223-53ae-aa46-f30821fd7a92", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "new to feel like a project of your own. That's one of the reasons\nfor the tendency programmers have to rewrite things that don't need\nrewriting, and to write their own versions of things that already\nexist. This sometimes alarms managers, and measured by total number\nof characters typed, it's rarely the optimal solution. But it's not\nalways driven simply by arrogance or cluelessness.\nWriting code from scratch is also much more rewarding \u2014 so much", + "metadata": { + "text": "new to feel like a project of your own. That's one of the reasons\nfor the tendency programmers have to rewrite things that don't need\nrewriting, and to write their own versions of things that already\nexist. This sometimes alarms managers, and measured by total number\nof characters typed, it's rarely the optimal solution. But it's not\nalways driven simply by arrogance or cluelessness.\nWriting code from scratch is also much more rewarding \u2014 so much", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "194d9ee6-13f4-527a-ba02-595131ace02a", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "more rewarding that a good programmer can end up net ahead, despite\nthe shocking waste of characters. Indeed, it may be one of the\nadvantages of capitalism that it encourages such rewriting. A company\nthat needs software to do something can't use the software already\nwritten to do it at another company, and thus has to write their\nown, which often turns out better.\n[5]The natural alignment between skating and solving new problems is\none of the reasons the payoffs from startups are so high. Not only", + "metadata": { + "text": "more rewarding that a good programmer can end up net ahead, despite\nthe shocking waste of characters. Indeed, it may be one of the\nadvantages of capitalism that it encourages such rewriting. A company\nthat needs software to do something can't use the software already\nwritten to do it at another company, and thus has to write their\nown, which often turns out better.\n[5]The natural alignment between skating and solving new problems is\none of the reasons the payoffs from startups are so high. Not only", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "d3fee2f7-a7bd-523e-957e-427712013146", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "is the market price of unsolved problems higher, you also get a\ndiscount on productivity when you work on them. In fact, you get a\ndouble increase in productivity: when you're doing a clean-sheet\ndesign, it's easier to recruit skaters, and they get to spend all\ntheir time skating.Steve Jobs knew a thing or two about skaters from having watched\nSteve Wozniak. If you can find the right people, you only have to\ntell them what to do at the highest level. They'll handle the", + "metadata": { + "text": "is the market price of unsolved problems higher, you also get a\ndiscount on productivity when you work on them. In fact, you get a\ndouble increase in productivity: when you're doing a clean-sheet\ndesign, it's easier to recruit skaters, and they get to spend all\ntheir time skating.Steve Jobs knew a thing or two about skaters from having watched\nSteve Wozniak. If you can find the right people, you only have to\ntell them what to do at the highest level. They'll handle the", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "e78bb470-5e0e-5b05-9f76-b60b9e43e90d", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "details. Indeed, they insist on it. For a project to feel like your\nown, you must have sufficient autonomy. You can't be working to\norder, or slowed down\nby bureaucracy.One way to ensure autonomy is not to have a boss at all. There are\ntwo ways to do that: to be the boss yourself, and to work on projects\noutside of work. Though they're at opposite ends of the scale\nfinancially, startups and open source projects have a lot in common,\nincluding the fact that they're often run by skaters. And indeed,", + "metadata": { + "text": "details. Indeed, they insist on it. For a project to feel like your\nown, you must have sufficient autonomy. You can't be working to\norder, or slowed down\nby bureaucracy.One way to ensure autonomy is not to have a boss at all. There are\ntwo ways to do that: to be the boss yourself, and to work on projects\noutside of work. Though they're at opposite ends of the scale\nfinancially, startups and open source projects have a lot in common,\nincluding the fact that they're often run by skaters. And indeed,", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "abed8147-50aa-5c90-8f66-cdbfe02d068f", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "there's a wormhole from one end of the scale to the other: one of\nthe best ways to discover\nstartup ideas is to work on a project\njust for fun.If your projects are the kind that make money, it's easy to work\non them. It's harder when they're not. And the hardest part, usually,\nis morale. That's where adults have it harder than kids. Kids just\nplunge in and build their treehouse without worrying about whether\nthey're wasting their time, or how it compares to other treehouses.", + "metadata": { + "text": "there's a wormhole from one end of the scale to the other: one of\nthe best ways to discover\nstartup ideas is to work on a project\njust for fun.If your projects are the kind that make money, it's easy to work\non them. It's harder when they're not. And the hardest part, usually,\nis morale. That's where adults have it harder than kids. Kids just\nplunge in and build their treehouse without worrying about whether\nthey're wasting their time, or how it compares to other treehouses.", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "80fbb24a-999e-593f-93a2-f9c42b46c98b", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "And frankly we could learn a lot from kids here. The high standards\nmost grownups have for \"real\" work do not always serve us well.The most important phase in a project of one's own is at the\nbeginning: when you go from thinking it might be cool to do x to\nactually doing x. And at that point high standards are not merely\nuseless but positively harmful. There are a few people who start\ntoo many new projects, but far more, I suspect, who are deterred", + "metadata": { + "text": "And frankly we could learn a lot from kids here. The high standards\nmost grownups have for \"real\" work do not always serve us well.The most important phase in a project of one's own is at the\nbeginning: when you go from thinking it might be cool to do x to\nactually doing x. And at that point high standards are not merely\nuseless but positively harmful. There are a few people who start\ntoo many new projects, but far more, I suspect, who are deterred", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "5be9b626-b309-5502-941e-250efd5d23be", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "by fear of failure from starting projects that would have succeeded\nif they had.But if we couldn't benefit as kids from the knowledge that our\ntreehouses were on the path to grownup projects, we can at least\nbenefit as grownups from knowing that our projects are on a path\nthat stretches back to treehouses. Remember that careless confidence\nyou had as a kid when starting something new? That would be a\npowerful thing to recapture.If it's harder as adults to retain that kind of confidence, we at", + "metadata": { + "text": "by fear of failure from starting projects that would have succeeded\nif they had.But if we couldn't benefit as kids from the knowledge that our\ntreehouses were on the path to grownup projects, we can at least\nbenefit as grownups from knowing that our projects are on a path\nthat stretches back to treehouses. Remember that careless confidence\nyou had as a kid when starting something new? That would be a\npowerful thing to recapture.If it's harder as adults to retain that kind of confidence, we at", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "6139c5ce-049d-5f31-86b5-efd3a2be1e5d", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "least tend to be more aware of what we're doing. Kids bounce, or\nare herded, from one kind of work to the next, barely realizing\nwhat's happening to them. Whereas we know more about different types\nof work and have more control over which we do. Ideally we can have\nthe best of both worlds: to be deliberate in choosing to work on\nprojects of our own, and carelessly confident in starting new ones.\nNotes[1]\n\"Hobby\" is a curious word. Now it means work that isn't real", + "metadata": { + "text": "least tend to be more aware of what we're doing. Kids bounce, or\nare herded, from one kind of work to the next, barely realizing\nwhat's happening to them. Whereas we know more about different types\nof work and have more control over which we do. Ideally we can have\nthe best of both worlds: to be deliberate in choosing to work on\nprojects of our own, and carelessly confident in starting new ones.\nNotes[1]\n\"Hobby\" is a curious word. Now it means work that isn't real", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "d3027d33-3720-5a1e-8563-7249b05ac5c5", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "work \u2014 work that one is not to be judged by \u2014 but originally it just\nmeant an obsession in a fairly general sense (even a political\nopinion, for example) that one metaphorically rode as a child rides\na hobby-horse. It's hard to say if its recent, narrower meaning is\na change for the better or the worse. For sure there are lots of\nfalse positives \u2014 lots of projects that end up being important but\nare dismissed initially as mere hobbies. But on the other hand, the", + "metadata": { + "text": "work \u2014 work that one is not to be judged by \u2014 but originally it just\nmeant an obsession in a fairly general sense (even a political\nopinion, for example) that one metaphorically rode as a child rides\na hobby-horse. It's hard to say if its recent, narrower meaning is\na change for the better or the worse. For sure there are lots of\nfalse positives \u2014 lots of projects that end up being important but\nare dismissed initially as mere hobbies. But on the other hand, the", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "b6587cfc-01dc-5324-af32-08c059b099cd", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "concept provides valuable cover for projects in the early, ugly\nduckling phase.[2]\nTiger parents, as parents so often do, are fighting the last\nwar. Grades mattered more in the old days when the route to success\nwas to acquire\ncredentials\nwhile ascending some predefined ladder.\nBut it's just as well that their tactics are focused on grades. How\nawful it would be if they invaded the territory of projects, and\nthereby gave their kids a distaste for this kind of work by forcing", + "metadata": { + "text": "concept provides valuable cover for projects in the early, ugly\nduckling phase.[2]\nTiger parents, as parents so often do, are fighting the last\nwar. Grades mattered more in the old days when the route to success\nwas to acquire\ncredentials\nwhile ascending some predefined ladder.\nBut it's just as well that their tactics are focused on grades. How\nawful it would be if they invaded the territory of projects, and\nthereby gave their kids a distaste for this kind of work by forcing", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "57b17831-a919-5d01-b7c1-1077285ffd38", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "them to do it. Grades are already a grim, fake world, and aren't\nharmed much by parental interference, but working on one's own\nprojects is a more delicate, private thing that could be damaged\nvery easily.[3]\nThe complicated, gradual edge between working on one's own\nprojects and collaborating with others is one reason there is so\nmuch disagreement about the idea of the \"lone genius.\" In practice\npeople collaborate (or not) in all kinds of different ways, but the", + "metadata": { + "text": "them to do it. Grades are already a grim, fake world, and aren't\nharmed much by parental interference, but working on one's own\nprojects is a more delicate, private thing that could be damaged\nvery easily.[3]\nThe complicated, gradual edge between working on one's own\nprojects and collaborating with others is one reason there is so\nmuch disagreement about the idea of the \"lone genius.\" In practice\npeople collaborate (or not) in all kinds of different ways, but the", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "8e943dae-6cbf-543f-9092-16600569621c", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "idea of the lone genius is definitely not a myth. There's a core\nof truth to it that goes with a certain way of working.[4]\nCollaboration is powerful too. The optimal organization would\ncombine collaboration and ownership in such a way as to do the least\ndamage to each. Interestingly, companies and university departments\napproach this ideal from opposite directions: companies insist on\ncollaboration, and occasionally also manage both to recruit skaters", + "metadata": { + "text": "idea of the lone genius is definitely not a myth. There's a core\nof truth to it that goes with a certain way of working.[4]\nCollaboration is powerful too. The optimal organization would\ncombine collaboration and ownership in such a way as to do the least\ndamage to each. Interestingly, companies and university departments\napproach this ideal from opposite directions: companies insist on\ncollaboration, and occasionally also manage both to recruit skaters", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "8ad34f88-fe21-598e-b6d7-1d66224075c3", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "and allow them to skate, and university departments insist on the\nability to do independent research (which is by custom treated as\nskating, whether it is or not), and the people they hire collaborate\nas much as they choose.[5]\nIf a company could design its software in such a way that the\nbest newly arrived programmers always got a clean sheet, it could\nhave a kind of eternal youth. That might not be impossible. If you\nhad a software backbone defining a game with sufficiently clear", + "metadata": { + "text": "and allow them to skate, and university departments insist on the\nability to do independent research (which is by custom treated as\nskating, whether it is or not), and the people they hire collaborate\nas much as they choose.[5]\nIf a company could design its software in such a way that the\nbest newly arrived programmers always got a clean sheet, it could\nhave a kind of eternal youth. That might not be impossible. If you\nhad a software backbone defining a game with sufficiently clear", + "title": "pg_essay_1.html" + } + }, + { + "fragment_id": "5127d109-8748-5615-92c1-082bd728df43", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "text": "rules, individual programmers could write their own players.\nThanks to Trevor Blackwell, Paul Buchheit, Andy Hertzfeld, Jessica\nLivingston, and Peter Norvig for reading drafts of this.", + "metadata": { + "text": "rules, individual programmers could write their own players.\nThanks to Trevor Blackwell, Paul Buchheit, Andy Hertzfeld, Jessica\nLivingston, and Peter Norvig for reading drafts of this.", + "title": "pg_essay_1.html" + } + } + ] + }, + "update_document_test": { + "results": { + "processed_documents": [ + { + "id": "db02076e-989a-59cd-98d5-e24e15a0bd27", + "group_ids": [], + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "type": "txt", + "metadata": {}, + "title": "aristotle_v2.txt", + "version": "v1", + "size_in_bytes": 7443, + "status": "success", + "created_at": "2024-08-13T17:47:20.150851", + "updated_at": "2024-08-13T17:47:20.150851" + } + ], + "failed_documents": [], + "skipped_documents": [] + } + }, + "delete_document_test": { + "results": { + "cd85f762-5739-5f19-86d9-a4a9fe213e44": { + "fragment_id": "cd85f762-5739-5f19-86d9-a4a9fe213e44", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "A Project of One's Own" + }, + "cd38c41d-a14a-52ba-8882-83eaafcbb163": { + "fragment_id": "cd38c41d-a14a-52ba-8882-83eaafcbb163", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "June 2021A few days ago, on the way home from school, my nine year old son\ntold me he couldn't wait to get home to write more of the story he\nwas working on. This made me as happy as anything I've heard him\nsay \u2014 not just because he was excited about his story, but because\nhe'd discovered this way of working. Working on a project of your\nown is as different from ordinary work as skating is from walking." + }, + "fb968ad0-15ab-50b1-982c-08d1e1a1cbd9": { + "fragment_id": "fb968ad0-15ab-50b1-982c-08d1e1a1cbd9", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "It's more fun, but also much more productive.What proportion of great work has been done by people who were\nskating in this sense? If not all of it, certainly a lot.There is something special about working on a project of your own.\nI wouldn't say exactly that you're happier. A better word would be\nexcited, or engaged. You're happy when things are going well, but\noften they aren't. When I'm writing an essay, most of the time I'm\nworried and puzzled: worried that the essay will turn out badly," + }, + "263476d3-7650-52c9-99ad-ec9d5406c581": { + "fragment_id": "263476d3-7650-52c9-99ad-ec9d5406c581", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "and puzzled because I'm groping for some idea that I can't see\nclearly enough. Will I be able to pin it down with words? In the\nend I usually can, if I take long enough, but I'm never sure; the\nfirst few attempts often fail.You have moments of happiness when things work out, but they don't\nlast long, because then you're on to the next problem. So why do\nit at all? Because to the kind of people who like working this way,\nnothing else feels as right. You feel as if you're an animal in its" + }, + "28c70d00-ee77-5e5e-9c0e-ff79332ffabb": { + "fragment_id": "28c70d00-ee77-5e5e-9c0e-ff79332ffabb", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "natural habitat, doing what you were meant to do \u2014 not always\nhappy, maybe, but awake and alive.Many kids experience the excitement of working on projects of their\nown. The hard part is making this converge with the work you do as\nan adult. And our customs make it harder. We treat \"playing\" and\n\"hobbies\" as qualitatively different from \"work\". It's not clear\nto a kid building a treehouse that there's a direct (though long)\nroute from that to architecture or engineering. And instead of" + }, + "67a4ddfc-d362-5b4b-afaf-5b3f53ec7ac5": { + "fragment_id": "67a4ddfc-d362-5b4b-afaf-5b3f53ec7ac5", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "pointing out the route, we conceal it, by implicitly treating the\nstuff kids do as different from real work.\n[1]Instead of telling kids that their treehouses could be on the path\nto the work they do as adults, we tell them the path goes through\nschool. And unfortunately schoolwork tends to be very different from\nworking on projects of one's own. It's usually neither a project,\nnor one's own. So as school gets more serious, working on projects" + }, + "001c1335-737c-5585-9ec1-441ee9c49348": { + "fragment_id": "001c1335-737c-5585-9ec1-441ee9c49348", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "of one's own is something that survives, if at all, as a thin thread\noff to the side.It's a bit sad to think of all the high school kids turning their\nbacks on building treehouses and sitting in class dutifully learning\nabout Darwin or Newton to pass some exam, when the work that made\nDarwin and Newton famous was actually closer in spirit to building\ntreehouses than studying for exams.If I had to choose between my kids getting good grades and\nworking on ambitious projects of their own, I'd pick" + }, + "c3759b2a-fbec-55db-b850-511d4730de7e": { + "fragment_id": "c3759b2a-fbec-55db-b850-511d4730de7e", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "techniques for preserving that excitement.\n[4]The team that made the original Macintosh were a great example of\nthis phenomenon. People like Burrell Smith and Andy Hertzfeld and\nBill Atkinson and Susan Kare were not just following orders. They\nwere not tennis balls hit by Steve Jobs, but rockets let loose by\nSteve Jobs. There was a lot of collaboration between them, but\nthey all seem to have individually felt the excitement of" + }, + "540d1c52-6dae-5fb4-b4ad-3d5bbd938abe": { + "fragment_id": "540d1c52-6dae-5fb4-b4ad-3d5bbd938abe", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "the projects. And not because I'm an indulgent parent, but because\nI've been on the other end and I know which has more predictive\nvalue. When I was picking startups for Y Combinator, I didn't care\nabout applicants' grades. But if they'd worked on projects of their\nown, I wanted to hear all about those.\n[2]It may be inevitable that school is the way it is. I'm not saying\nwe have to redesign it (though I'm not saying we don't), just that\nwe should understand what it does to our attitudes to work \u2014 that" + }, + "fee3d54e-dd02-5f46-9edc-ee4f5d7a70d4": { + "fragment_id": "fee3d54e-dd02-5f46-9edc-ee4f5d7a70d4", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "it steers us toward the dutiful plodding kind of work, often using\ncompetition as bait, and away from skating.There are occasionally times when schoolwork becomes a project of\none's own. Whenever I had to write a paper, that would become a\nproject of my own \u2014 except in English classes, ironically, because\nthe things one has to write in English classes are so\nbogus. And\nwhen I got to college and started taking CS classes, the programs\nI had to write became projects of my own. Whenever I was writing" + }, + "05f02dc2-53ab-539b-9b4d-899eada47a3c": { + "fragment_id": "05f02dc2-53ab-539b-9b4d-899eada47a3c", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "or programming, I was usually skating, and that has been true ever\nsince.So where exactly is the edge of projects of one's own? That's an\ninteresting question, partly because the answer is so complicated,\nand partly because there's so much at stake. There turn out to be\ntwo senses in which work can be one's own: 1) that you're doing it\nvoluntarily, rather than merely because someone told you to, and\n2) that you're doing it by yourself.The edge of the former is quite sharp. People who care a lot about" + }, + "42b9d617-6d85-5ba4-a8a6-bb3489faf930": { + "fragment_id": "42b9d617-6d85-5ba4-a8a6-bb3489faf930", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "their work are usually very sensitive to the difference between\npulling, and being pushed, and work tends to fall into one category\nor the other. But the test isn't simply whether you're told to do\nsomething. You can choose to do something you're told to do. Indeed,\nyou can own it far more thoroughly than the person who told you to\ndo it.For example, math homework is for most people something they're\ntold to do. But for my father, who was a mathematician, it wasn't." + }, + "d9876b6c-42ab-5852-a98f-15032c7687c7": { + "fragment_id": "d9876b6c-42ab-5852-a98f-15032c7687c7", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "Most of us think of the problems in a math book as a way to test\nor develop our knowledge of the material explained in each section.\nBut to my father the problems were the part that mattered, and the\ntext was merely a sort of annotation. Whenever he got a new math\nbook it was to him like being given a puzzle: here was a new set\nof problems to solve, and he'd immediately set about solving all\nof them.The other sense of a project being one's own \u2014 working on it by" + }, + "bec313c9-3fe3-5197-8792-078069a484e2": { + "fragment_id": "bec313c9-3fe3-5197-8792-078069a484e2", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "oneself \u2014 has a much softer edge. It shades gradually into\ncollaboration. And interestingly, it shades into collaboration in\ntwo different ways. One way to collaborate is to share a single\nproject. For example, when two mathematicians collaborate on a proof\nthat takes shape in the course of a conversation between them. The\nother way is when multiple people work on separate projects of their\nown that fit together like a jigsaw puzzle. For example, when one" + }, + "8626ebe9-8132-5222-ba90-eef6a380ea65": { + "fragment_id": "8626ebe9-8132-5222-ba90-eef6a380ea65", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "person writes the text of a book and another does the graphic design.\n[3]These two paths into collaboration can of course be combined. But\nunder the right conditions, the excitement of working on a project\nof one's own can be preserved for quite a while before disintegrating\ninto the turbulent flow of work in a large organization. Indeed,\nthe history of successful organizations is partly the history of\ntechniques for preserving that excitement." + }, + "759018be-fcfc-5e53-bc2e-ce2e6e677d61": { + "fragment_id": "759018be-fcfc-5e53-bc2e-ce2e6e677d61", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "working on a project of one's own.In Andy Hertzfeld's book on the Macintosh, he describes how they'd\ncome back into the office after dinner and work late into the night.\nPeople who've never experienced the thrill of working on a project\nthey're excited about can't distinguish this kind of working long\nhours from the kind that happens in sweatshops and boiler rooms,\nbut they're at opposite ends of the spectrum. That's why it's a\nmistake to insist dogmatically on \"work/life balance.\" Indeed, the" + }, + "4f01bc15-500e-586f-97f0-a89b36248ea2": { + "fragment_id": "4f01bc15-500e-586f-97f0-a89b36248ea2", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "mere expression \"work/life\" embodies a mistake: it assumes work and\nlife are distinct. For those to whom the word \"work\" automatically\nimplies the dutiful plodding kind, they are. But for the skaters,\nthe relationship between work and life would be better represented\nby a dash than a slash. I wouldn't want to work on anything that I didn't\nwant to take over my life.Of course, it's easier to achieve this level of motivation when\nyou're making something like the Macintosh. It's easy for something" + }, + "31e60d4e-e223-53ae-aa46-f30821fd7a92": { + "fragment_id": "31e60d4e-e223-53ae-aa46-f30821fd7a92", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "new to feel like a project of your own. That's one of the reasons\nfor the tendency programmers have to rewrite things that don't need\nrewriting, and to write their own versions of things that already\nexist. This sometimes alarms managers, and measured by total number\nof characters typed, it's rarely the optimal solution. But it's not\nalways driven simply by arrogance or cluelessness.\nWriting code from scratch is also much more rewarding \u2014 so much" + }, + "194d9ee6-13f4-527a-ba02-595131ace02a": { + "fragment_id": "194d9ee6-13f4-527a-ba02-595131ace02a", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "more rewarding that a good programmer can end up net ahead, despite\nthe shocking waste of characters. Indeed, it may be one of the\nadvantages of capitalism that it encourages such rewriting. A company\nthat needs software to do something can't use the software already\nwritten to do it at another company, and thus has to write their\nown, which often turns out better.\n[5]The natural alignment between skating and solving new problems is\none of the reasons the payoffs from startups are so high. Not only" + }, + "d3fee2f7-a7bd-523e-957e-427712013146": { + "fragment_id": "d3fee2f7-a7bd-523e-957e-427712013146", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "is the market price of unsolved problems higher, you also get a\ndiscount on productivity when you work on them. In fact, you get a\ndouble increase in productivity: when you're doing a clean-sheet\ndesign, it's easier to recruit skaters, and they get to spend all\ntheir time skating.Steve Jobs knew a thing or two about skaters from having watched\nSteve Wozniak. If you can find the right people, you only have to\ntell them what to do at the highest level. They'll handle the" + }, + "e78bb470-5e0e-5b05-9f76-b60b9e43e90d": { + "fragment_id": "e78bb470-5e0e-5b05-9f76-b60b9e43e90d", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "details. Indeed, they insist on it. For a project to feel like your\nown, you must have sufficient autonomy. You can't be working to\norder, or slowed down\nby bureaucracy.One way to ensure autonomy is not to have a boss at all. There are\ntwo ways to do that: to be the boss yourself, and to work on projects\noutside of work. Though they're at opposite ends of the scale\nfinancially, startups and open source projects have a lot in common,\nincluding the fact that they're often run by skaters. And indeed," + }, + "abed8147-50aa-5c90-8f66-cdbfe02d068f": { + "fragment_id": "abed8147-50aa-5c90-8f66-cdbfe02d068f", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "there's a wormhole from one end of the scale to the other: one of\nthe best ways to discover\nstartup ideas is to work on a project\njust for fun.If your projects are the kind that make money, it's easy to work\non them. It's harder when they're not. And the hardest part, usually,\nis morale. That's where adults have it harder than kids. Kids just\nplunge in and build their treehouse without worrying about whether\nthey're wasting their time, or how it compares to other treehouses." + }, + "80fbb24a-999e-593f-93a2-f9c42b46c98b": { + "fragment_id": "80fbb24a-999e-593f-93a2-f9c42b46c98b", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "And frankly we could learn a lot from kids here. The high standards\nmost grownups have for \"real\" work do not always serve us well.The most important phase in a project of one's own is at the\nbeginning: when you go from thinking it might be cool to do x to\nactually doing x. And at that point high standards are not merely\nuseless but positively harmful. There are a few people who start\ntoo many new projects, but far more, I suspect, who are deterred" + }, + "5be9b626-b309-5502-941e-250efd5d23be": { + "fragment_id": "5be9b626-b309-5502-941e-250efd5d23be", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "by fear of failure from starting projects that would have succeeded\nif they had.But if we couldn't benefit as kids from the knowledge that our\ntreehouses were on the path to grownup projects, we can at least\nbenefit as grownups from knowing that our projects are on a path\nthat stretches back to treehouses. Remember that careless confidence\nyou had as a kid when starting something new? That would be a\npowerful thing to recapture.If it's harder as adults to retain that kind of confidence, we at" + }, + "6139c5ce-049d-5f31-86b5-efd3a2be1e5d": { + "fragment_id": "6139c5ce-049d-5f31-86b5-efd3a2be1e5d", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "least tend to be more aware of what we're doing. Kids bounce, or\nare herded, from one kind of work to the next, barely realizing\nwhat's happening to them. Whereas we know more about different types\nof work and have more control over which we do. Ideally we can have\nthe best of both worlds: to be deliberate in choosing to work on\nprojects of our own, and carelessly confident in starting new ones.\nNotes[1]\n\"Hobby\" is a curious word. Now it means work that isn't real" + }, + "d3027d33-3720-5a1e-8563-7249b05ac5c5": { + "fragment_id": "d3027d33-3720-5a1e-8563-7249b05ac5c5", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "work \u2014 work that one is not to be judged by \u2014 but originally it just\nmeant an obsession in a fairly general sense (even a political\nopinion, for example) that one metaphorically rode as a child rides\na hobby-horse. It's hard to say if its recent, narrower meaning is\na change for the better or the worse. For sure there are lots of\nfalse positives \u2014 lots of projects that end up being important but\nare dismissed initially as mere hobbies. But on the other hand, the" + }, + "b6587cfc-01dc-5324-af32-08c059b099cd": { + "fragment_id": "b6587cfc-01dc-5324-af32-08c059b099cd", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "concept provides valuable cover for projects in the early, ugly\nduckling phase.[2]\nTiger parents, as parents so often do, are fighting the last\nwar. Grades mattered more in the old days when the route to success\nwas to acquire\ncredentials\nwhile ascending some predefined ladder.\nBut it's just as well that their tactics are focused on grades. How\nawful it would be if they invaded the territory of projects, and\nthereby gave their kids a distaste for this kind of work by forcing" + }, + "57b17831-a919-5d01-b7c1-1077285ffd38": { + "fragment_id": "57b17831-a919-5d01-b7c1-1077285ffd38", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "them to do it. Grades are already a grim, fake world, and aren't\nharmed much by parental interference, but working on one's own\nprojects is a more delicate, private thing that could be damaged\nvery easily.[3]\nThe complicated, gradual edge between working on one's own\nprojects and collaborating with others is one reason there is so\nmuch disagreement about the idea of the \"lone genius.\" In practice\npeople collaborate (or not) in all kinds of different ways, but the" + }, + "8e943dae-6cbf-543f-9092-16600569621c": { + "fragment_id": "8e943dae-6cbf-543f-9092-16600569621c", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "idea of the lone genius is definitely not a myth. There's a core\nof truth to it that goes with a certain way of working.[4]\nCollaboration is powerful too. The optimal organization would\ncombine collaboration and ownership in such a way as to do the least\ndamage to each. Interestingly, companies and university departments\napproach this ideal from opposite directions: companies insist on\ncollaboration, and occasionally also manage both to recruit skaters" + }, + "8ad34f88-fe21-598e-b6d7-1d66224075c3": { + "fragment_id": "8ad34f88-fe21-598e-b6d7-1d66224075c3", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "and allow them to skate, and university departments insist on the\nability to do independent research (which is by custom treated as\nskating, whether it is or not), and the people they hire collaborate\nas much as they choose.[5]\nIf a company could design its software in such a way that the\nbest newly arrived programmers always got a clean sheet, it could\nhave a kind of eternal youth. That might not be impossible. If you\nhad a software backbone defining a game with sufficiently clear" + }, + "5127d109-8748-5615-92c1-082bd728df43": { + "fragment_id": "5127d109-8748-5615-92c1-082bd728df43", + "document_id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "extraction_id": "36474213-c9fa-5fb7-b99e-c3720743da53", + "text": "rules, individual programmers could write their own players.\nThanks to Trevor Blackwell, Paul Buchheit, Andy Hertzfeld, Jessica\nLivingston, and Peter Norvig for reading drafts of this." + } + } + }, + "rerun_documents_overview_test": { + "results": [ + { + "id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "group_ids": [], + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "type": "txt", + "metadata": {}, + "title": "got.txt", + "version": "v0", + "size_in_bytes": 9491, + "status": "success", + "created_at": "2024-08-13T17:43:28.344841Z", + "updated_at": "2024-08-13T17:43:28.344841Z" + }, + { + "id": "52e12576-090f-59db-91f4-6d4b2e29ae6c", + "group_ids": [], + "user_id": 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"extraction_id": "0348ae71-bccb-58d1-8b5f-36810e46245a", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.22033508121967305, + "text": "s, could also restrict our future access to the capital markets.ITEM 1B. UNRESOLVED STAFF\n COMMENTSNot applicable.\nITEM 2. PROPERTIES\nAs\n of December 31, 2021, we leased and owned office facilities around the world totaling 10.6 million square feet, including 2.6 million square feet for ourcorporate headquarte\nrs in the San Francisco Bay Area, California.We", + "metadata": { + "text": "s, could also restrict our future access to the capital markets.ITEM 1B. UNRESOLVED STAFF\n COMMENTSNot applicable.\nITEM 2. PROPERTIES\nAs\n of December 31, 2021, we leased and owned office facilities around the world totaling 10.6 million square feet, including 2.6 million square feet for ourcorporate headquarte\nrs in the San Francisco Bay Area, California.We", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "967c4291-0629-55b6-9323-e2291de8730d", + "extraction_id": "7595cdf2-d1b0-5f13-b853-8ce6857ca5f5", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.21763332188129403, + "text": "RFR means, for any RFR Loan denominated in (a) British Pounds, SONIA and (b) Swiss Francs, SARON. \nRFR Borrowing means, as to any Borrowing, the RFR Loans comprising such Borrowing. \nRFR Business Day means, for any Loan denominated in (a) British Pounds, any day except for (i) a Saturday, (ii) a Sunday or (iii) a day on which banks are closed for general business in London and (b) Swiss Francs, any day except for (i) a Saturday, (ii) a Sunday or", + "metadata": { + "text": "RFR means, for any RFR Loan denominated in (a) British Pounds, SONIA and (b) Swiss Francs, SARON. \nRFR Borrowing means, as to any Borrowing, the RFR Loans comprising such Borrowing. \nRFR Business Day means, for any Loan denominated in (a) British Pounds, any day except for (i) a Saturday, (ii) a Sunday or (iii) a day on which banks are closed for general business in London and (b) Swiss Francs, any day except for (i) a Saturday, (ii) a Sunday or", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "188b7dd5-9554-53cb-9e68-b97e5ee71342", + "extraction_id": "7595cdf2-d1b0-5f13-b853-8ce6857ca5f5", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.21672844886779796, + "text": "RFR Interest Day has the meaning specified in the definition of Daily Simple RFR. \nRFR Loan means a Loan that bears interest at a rate based on the Adjusted Daily Simple RFR. For the avoidance of doubt, only Loans denominated in British Pounds and Swiss Francs shall bear interest at a rate based on the Adjusted Daily Simple RFR.", + "metadata": { + "text": "RFR Interest Day has the meaning specified in the definition of Daily Simple RFR. \nRFR Loan means a Loan that bears interest at a rate based on the Adjusted Daily Simple RFR. For the avoidance of doubt, only Loans denominated in British Pounds and Swiss Francs shall bear interest at a rate based on the Adjusted Daily Simple RFR.", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "8e88e5b1-9785-5b26-a296-15150737dc10", + "extraction_id": "dd07e341-17f4-5ff7-9985-3e4719a4e145", + "document_id": "2f576170-c4f9-5141-a910-a0924f341de4", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.21409947956201303, + "text": "Restricted\n cash and cash equivalents consist primarily of amounts held in separate trust accounts and restricted bank accounts as collateral for insurance purposesand amounts pledged\n to secure certain letters of credit.Investments\nDebt Securities\nThe Companys accounting for its investme\nnts in debt securities is based on the legal form of the security, the Companys intended holding period for the security,and", + "metadata": { + "text": "Restricted\n cash and cash equivalents consist primarily of amounts held in separate trust accounts and restricted bank accounts as collateral for insurance purposesand amounts pledged\n to secure certain letters of credit.Investments\nDebt Securities\nThe Companys accounting for its investme\nnts in debt securities is based on the legal form of the security, the Companys intended holding period for the security,and", + "title": "lyft_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "cbc7d77c-ca2f-5e66-89c9-706588902653", + "extraction_id": "1b94a71e-a37d-5270-ba32-11b728014017", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.20865452782457905, + "text": "Fax: \n212-701-5165 (iv)\nif to MSSF, in its capacity as a Lender, to it at: Morgan Stanley Senior Funding, Inc.\n1 New York Plaza, 41st Floor\nNew York, New York, 10004\nAttention: Agency Team\nFax: (212) 507-6680\n(iv) if to any other Lender or any other Issuing Bank, to it at its address (or telecopy number) set forth in its Administrative\nQuestionnaire.\n112", + "metadata": { + "text": "Fax: \n212-701-5165 (iv)\nif to MSSF, in its capacity as a Lender, to it at: Morgan Stanley Senior Funding, Inc.\n1 New York Plaza, 41st Floor\nNew York, New York, 10004\nAttention: Agency Team\nFax: (212) 507-6680\n(iv) if to any other Lender or any other Issuing Bank, to it at its address (or telecopy number) set forth in its Administrative\nQuestionnaire.\n112", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "abb86b50-d271-57ef-a5a0-fafa06d4590b", + "extraction_id": "9dcfaa51-83d4-5119-9fab-c6591ca32cb0", + "document_id": "2f576170-c4f9-5141-a910-a0924f341de4", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.20697565376758598, + "text": "24,757 24,757 Money market deposit accoun\nts162 162 Term deposits\n6,506 6,506 Certificates of deposit\n481,154 213 (3) 481,364 Commercial paper\n469,193 57 (10) 469,240 Corporate bonds\n184,560 67 (26) 184,601 Total restricted cash equivale\nnts and investments1,166,332 337 (39) 1,166,630 Total unrestricted and \nrestricted cash equivalents and investments$ 3,283,497 $ 668 $ (104) $ 3,284,061 _______________\n(1)", + "metadata": { + "text": "24,757 24,757 Money market deposit accoun\nts162 162 Term deposits\n6,506 6,506 Certificates of deposit\n481,154 213 (3) 481,364 Commercial paper\n469,193 57 (10) 469,240 Corporate bonds\n184,560 67 (26) 184,601 Total restricted cash equivale\nnts and investments1,166,332 337 (39) 1,166,630 Total unrestricted and \nrestricted cash equivalents and investments$ 3,283,497 $ 668 $ (104) $ 3,284,061 _______________\n(1)", + "title": "lyft_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "24dd1910-d09b-5af2-9608-542777d8cbca", + "extraction_id": "7b1e614f-bda0-5c9d-adc5-a8dd25658c4c", + "document_id": "2f576170-c4f9-5141-a910-a0924f341de4", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.20446833968162503, + "text": "our future capital requirements;\nour ability to service our current and future debt, and counterparty risk with respect to our capped call transactions;\nour ability to make and successfully integrate acquisitions and investments or complete divestitures, joint ventures, partnerships or other strategic transactions;\nour tax liabilities, ability to use our net operating loss carryforwards and future changes in tax matters;Governance Risks and Risks related to Ownership o\nf our Capital Stock", + "metadata": { + "text": "our future capital requirements;\nour ability to service our current and future debt, and counterparty risk with respect to our capped call transactions;\nour ability to make and successfully integrate acquisitions and investments or complete divestitures, joint ventures, partnerships or other strategic transactions;\nour tax liabilities, ability to use our net operating loss carryforwards and future changes in tax matters;Governance Risks and Risks related to Ownership o\nf our Capital Stock", + "title": "lyft_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "aa169f74-9fdb-5f76-ae71-33230ef0291b", + "extraction_id": "efee52c0-afbf-522e-a82b-1cbe07df4a66", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.20252158030738998, + "text": "UK Financial Institution means any BRRD Undertaking (as such term is defined under the PRA Rulebook (as amended form time to time) promulgated by the United Kingdom Prudential Regulation Authority) or any person falling within IFPRU 11.6 of the FCA\nHandbook (as amended from time to time) promulgated by the United Kingdom Financial Conduct Authority, which includes certain credit\ninstitutions and investment firms, and certain affiliates of such credit institutions or investment firms.", + "metadata": { + "text": "UK Financial Institution means any BRRD Undertaking (as such term is defined under the PRA Rulebook (as amended form time to time) promulgated by the United Kingdom Prudential Regulation Authority) or any person falling within IFPRU 11.6 of the FCA\nHandbook (as amended from time to time) promulgated by the United Kingdom Financial Conduct Authority, which includes certain credit\ninstitutions and investment firms, and certain affiliates of such credit institutions or investment firms.", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + }, + { + "fragment_id": "129a19b8-9164-52f1-990e-0af926045c59", + "extraction_id": "b4000f00-a84f-51bd-abf8-4b6eff9f6ada", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.20240467786788896, + "text": "l executive offices are located at 1515 3rd Street, San Francisco, California 94158, and our telephone number is (415) 612-8582.10", + "metadata": { + "text": "l executive offices are located at 1515 3rd Street, San Francisco, California 94158, and our telephone number is (415) 612-8582.10", + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?" + } + } + ], + "kg_search_results": [] + } + }, + "basic_rag": { + "results": { + "completion": { + "id": "chatcmpl-9vwee7AtlnR6nxgbSG60VOpb9bxtE", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": null, + "message": { + "content": "Uber did not make a profit in 2020. Instead, it reported a net loss attributable to Uber Technologies, Inc. of $6,768 million [4], [5], [9].", + "refusal": null, + "role": "assistant", + "function_call": null, + "tool_calls": null + } + } + ], + "created": 1723597192, + "model": "gpt-4o-2024-05-13", + "object": "chat.completion", + "service_tier": null, + "system_fingerprint": "fp_3aa7262c27", + "usage": { + "completion_tokens": 40, + "prompt_tokens": 1483, + "total_tokens": 1523 + } + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "13a12fc0-cbce-5e35-b179-d413c15179cb", + "extraction_id": "2b8ff2e9-c135-573d-bf8a-7a2db60a0a11", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.744923337991438, + "text": "Net\n loss attributable to Uber Technologies, Inc. was $496 million, a 93% improvement year-over-year, driven by a $1.6 billion pre-tax gain on the sale of ourATG\n Business to Aurora, a $1.6 billion pre-tax net benefit relating to Ubers equity investments, as well as reductions in our fixed cost structure and increasedvariable cost effi\nciencies. Net loss attributable to Uber Technologies, Inc. also included $1.2 billion of stock-based compensation expense.Adjusted", + "metadata": { + "text": "Net\n loss attributable to Uber Technologies, Inc. was $496 million, a 93% improvement year-over-year, driven by a $1.6 billion pre-tax gain on the sale of ourATG\n Business to Aurora, a $1.6 billion pre-tax net benefit relating to Ubers equity investments, as well as reductions in our fixed cost structure and increasedvariable cost effi\nciencies. Net loss attributable to Uber Technologies, Inc. also included $1.2 billion of stock-based compensation expense.Adjusted", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "26fc1632-7d88-5107-91a6-db2ffda6d5eb", + "extraction_id": "bb7ea09e-04a8-5d9d-8133-9408ba51dc0b", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.671538352966309, + "text": "See the section titled Reconciliations of Non-GAAP Financial Measures for our definition and a reconciliation of net loss attributable toUber Technologies, Inc. to Adjusted EBITDA.\nYear Ended December 31,\n(In millions, except percentages)\n2020 2021 2020 to 2021 %Change\nAdjusted EBITDA\n$ (2,528) $ (774) 69 %2021 Compared to 2020\nAdjusted\n EBITDA loss improved $1.8 billion, or 69%, primarily attributable to a $525 million improvement in Delivery Adjusted EBITDA loss, a $427million", + "metadata": { + "text": "See the section titled Reconciliations of Non-GAAP Financial Measures for our definition and a reconciliation of net loss attributable toUber Technologies, Inc. to Adjusted EBITDA.\nYear Ended December 31,\n(In millions, except percentages)\n2020 2021 2020 to 2021 %Change\nAdjusted EBITDA\n$ (2,528) $ (774) 69 %2021 Compared to 2020\nAdjusted\n EBITDA loss improved $1.8 billion, or 69%, primarily attributable to a $525 million improvement in Delivery Adjusted EBITDA loss, a $427million", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "fc79cf57-a508-5781-874e-afca763f2efd", + "extraction_id": "cdf49309-5eeb-58df-b62f-15a2fe7444db", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.667392492294312, + "text": "24 59 83 Other income (expense), net\n$ 722 $ (1,625) $ 3,292 During\n the year ended December 31, 2020, gain on business divestitures, net represented a $154 million gain on the sale of our Uber Eats India operationsto Zomato\n recognized in the first quarter of 2020 and a $77 million gain on the sale of our European Freight Business to sennder GmbH (Sennder) recognized inthe fourth quarter of 2020, pa", + "metadata": { + "text": "24 59 83 Other income (expense), net\n$ 722 $ (1,625) $ 3,292 During\n the year ended December 31, 2020, gain on business divestitures, net represented a $154 million gain on the sale of our Uber Eats India operationsto Zomato\n recognized in the first quarter of 2020 and a $77 million gain on the sale of our European Freight Business to sennder GmbH (Sennder) recognized inthe fourth quarter of 2020, pa", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "8d585c42-a618-50e0-be1d-709f94978ace", + "extraction_id": "b314fcfb-f0d2-5344-8397-8904f96282c7", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.657597821045186, + "text": "The following table presents a reconciliation of net loss attributable to Uber Technologies, Inc., the most directly comparable GAAP financial measure, toAdjusted EBITDA for each of the periods ind\nicated:Year Ended December 31,\n(In millions)\n2020 2021 Adjusted EBITDA reconciliation:\nNet loss attributable to Ube\nr Technologies, Inc.$ (6,768) $ (496) Add (deduct):\nNet loss attributable to non\n-controlling interests, net of tax(20) (74) Provision for (benefit fro", + "metadata": { + "text": "The following table presents a reconciliation of net loss attributable to Uber Technologies, Inc., the most directly comparable GAAP financial measure, toAdjusted EBITDA for each of the periods ind\nicated:Year Ended December 31,\n(In millions)\n2020 2021 Adjusted EBITDA reconciliation:\nNet loss attributable to Ube\nr Technologies, Inc.$ (6,768) $ (496) Add (deduct):\nNet loss attributable to non\n-controlling interests, net of tax(20) (74) Provision for (benefit fro", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "e11e0d27-9bb6-5db1-97ba-cbb7f082f4f7", + "extraction_id": "2b8ff2e9-c135-573d-bf8a-7a2db60a0a11", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.627140164375305, + "text": "Financial and Operational HighlightsYear Ended December 31,\nConstant Currency (In millions, except percentages)\n2020 2021 2020 to 2021 %Change\n2020 to 2021 % Change Monthly Active Platform Consumers \n(MAPCs) 93 118 27 %Trips \n5,025 6,368 27 %Gross Bookings \n$ 57,897 $ 90,415 56 %53 % Revenue\n$ 11,139 $ 17,455 57 %54 % Net loss attributable to Ube\nr Technologies, Inc. $ (6,768) $ (496) 93 %Mobility Adjusted EBITDA\n$ 1,169 $ 1,596 37 %Delivery Adjusted EBITDA\n$ (873) $ (348) 60 %Adjusted EBITDA", + "metadata": { + "text": "Financial and Operational HighlightsYear Ended December 31,\nConstant Currency (In millions, except percentages)\n2020 2021 2020 to 2021 %Change\n2020 to 2021 % Change Monthly Active Platform Consumers \n(MAPCs) 93 118 27 %Trips \n5,025 6,368 27 %Gross Bookings \n$ 57,897 $ 90,415 56 %53 % Revenue\n$ 11,139 $ 17,455 57 %54 % Net loss attributable to Ube\nr Technologies, Inc. $ (6,768) $ (496) 93 %Mobility Adjusted EBITDA\n$ 1,169 $ 1,596 37 %Delivery Adjusted EBITDA\n$ (873) $ (348) 60 %Adjusted EBITDA", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "4cc24e78-c6c5-56a6-9a2c-c361a1172116", + "extraction_id": "2b6f0786-5dc4-5581-bb83-b63f1175111a", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.6232549323591561, + "text": "ments(34) (34) (37) Net loss including non-controlling interests\n(8,512) (6,788) (570) Less: net loss attributab\nle to non-controlling interests, net of tax(6) (20) (74) Net loss attributable to Uber Technologies, Inc.\n$ (8,506) $ (6,768) $ (496) Net loss per share attributable to Uber Technologies, Inc. co\nmmon stockholders:Basic\n$ (6.81) $ (3.86) $ (0.26) Diluted\n$ (6.81) $ (3.86) $ (0.29) Weighted-average shares used to compute net loss per shar\ne attributable to common stockholders:Basic", + "metadata": { + "text": "ments(34) (34) (37) Net loss including non-controlling interests\n(8,512) (6,788) (570) Less: net loss attributab\nle to non-controlling interests, net of tax(6) (20) (74) Net loss attributable to Uber Technologies, Inc.\n$ (8,506) $ (6,768) $ (496) Net loss per share attributable to Uber Technologies, Inc. co\nmmon stockholders:Basic\n$ (6.81) $ (3.86) $ (0.26) Diluted\n$ (6.81) $ (3.86) $ (0.29) Weighted-average shares used to compute net loss per shar\ne attributable to common stockholders:Basic", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "3b9425c9-5147-5559-ac48-2d32a5f2fa50", + "extraction_id": "e0668732-8b42-53c5-a719-39f72634e380", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.62315821647644, + "text": "issued to new investors in close proximity to the time of our transaction with Zomato. The transaction resulted in a gain on disposal of $154 millionrecognized\n in other income (expense), net in the consolidated statements of operations during the first quarter of 2020. The income tax effect of the sale was notmaterial.\n The divestiture of Uber Eats India did not represent a strategic shift that would have had a major effect on our operations and financial results, andtherefore does not quali", + "metadata": { + "text": "issued to new investors in close proximity to the time of our transaction with Zomato. The transaction resulted in a gain on disposal of $154 millionrecognized\n in other income (expense), net in the consolidated statements of operations during the first quarter of 2020. The income tax effect of the sale was notmaterial.\n The divestiture of Uber Eats India did not represent a strategic shift that would have had a major effect on our operations and financial results, andtherefore does not quali", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "7d297996-f186-5f08-aa4f-2ff30ad8cc6f", + "extraction_id": "eeadc634-c141-5748-98d0-4c89aa5404b1", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.6223304271698, + "text": "is presented in the following tables for the years ended December 31, 2019, 2020 and 2021, respectively (in millions):Year Ended December 31,\n2019\n2020 2021 Mobility revenue \n$ 10,707 $ 6,089 $ 6,953 Delivery revenue \n1,401 3,904 8,362 Freight revenue\n731 1,011 2,132 All Other revenue\n161 135 8 Total revenue\n$ 13,000 $ 11,139 $ 17,455 We\n offer subscription memberships to end-users including Uber One, Uber Pass, Rides Pass, and Eats Pass (Subscription). We recognize Subscriptionfees", + "metadata": { + "text": "is presented in the following tables for the years ended December 31, 2019, 2020 and 2021, respectively (in millions):Year Ended December 31,\n2019\n2020 2021 Mobility revenue \n$ 10,707 $ 6,089 $ 6,953 Delivery revenue \n1,401 3,904 8,362 Freight revenue\n731 1,011 2,132 All Other revenue\n161 135 8 Total revenue\n$ 13,000 $ 11,139 $ 17,455 We\n offer subscription memberships to end-users including Uber One, Uber Pass, Rides Pass, and Eats Pass (Subscription). We recognize Subscriptionfees", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "5d2bb46e-d9ad-5cdc-9658-09e8e6f9bd4d", + "extraction_id": "2a3a3cef-bc9d-5c62-9691-14d892c521c9", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.6163432230744841, + "text": "(458) (483) Other income (expense), net\n(1,625) 3,292 Loss before income taxes and loss from equity me\nthod investments(6,946) (1,025) Provision for (benefit fro\nm) income taxes(192) (492) Loss from equity method invest\nments(34) (37) Net loss including non-controlling interests\n(6,788) (570) Less: net loss attributab\nle to non-controlling interests, net of tax(20) (74) Net loss attributable to Uber Technologies, Inc.\n$ (6,768) $ (496) 54", + "metadata": { + "text": "(458) (483) Other income (expense), net\n(1,625) 3,292 Loss before income taxes and loss from equity me\nthod investments(6,946) (1,025) Provision for (benefit fro\nm) income taxes(192) (492) Loss from equity method invest\nments(34) (37) Net loss including non-controlling interests\n(6,788) (570) Less: net loss attributab\nle to non-controlling interests, net of tax(20) (74) Net loss attributable to Uber Technologies, Inc.\n$ (6,768) $ (496) 54", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + }, + { + "fragment_id": "b89e13fa-4d7a-5b0a-87db-d51de1ce777f", + "extraction_id": "45650893-257d-5ae5-8a35-35edd54f7699", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.606526911258698, + "text": "UBER TECHNOLOGIES, INC.NOTES TO CONSOLIDATED \nFINANCIAL STATEMENTSNote 1 Description of Business and Summary of Significant Accounting Policies\nDescription of Business\nUber\n Technologies, Inc. (Uber, we, our, or us) was incorporated in Delaware in July 2010, and is headquartered in San Francisco, California. Uber isa\n technology platform that uses a massive network, leading technology, operational excellence and product expertise to power movement from point A to point B.Uber", + "metadata": { + "text": "UBER TECHNOLOGIES, INC.NOTES TO CONSOLIDATED \nFINANCIAL STATEMENTSNote 1 Description of Business and Summary of Significant Accounting Policies\nDescription of Business\nUber\n Technologies, Inc. (Uber, we, our, or us) was incorporated in Delaware in July 2010, and is headquartered in San Francisco, California. Uber isa\n technology platform that uses a massive network, leading technology, operational excellence and product expertise to power movement from point A to point B.Uber", + "title": "uber_2021.pdf", + "associatedQuery": "What was Uber's profit in 2020?" + } + } + ], + "kg_search_results": null + } + } + }, + "hybrid_rag": { + "results": { + "completion": { + "id": "chatcmpl-9vwegy0zTZ75kT3Y52UopJ7QYeFFi", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": null, + "message": { + "content": "John Snow, referred to as Jon Snow in the context, is Ned Stark\u2019s bastard son. Since Catelyn is not his mother, he is not considered a proper member of the Stark family, which often makes him feel like an outsider. He is also a highly capable swordsman and thinker, known for his piercing observations [1].", + "refusal": null, + "role": "assistant", + "function_call": null, + "tool_calls": null + } + } + ], + "created": 1723597194, + "model": "gpt-4o-2024-05-13", + "object": "chat.completion", + "service_tier": null, + "system_fingerprint": "fp_3aa7262c27", + "usage": { + "completion_tokens": 68, + "prompt_tokens": 1147, + "total_tokens": 1215 + } + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "378da9e2-4ba7-503f-b3a5-bbb0c3095f55", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0476190476190476, + "text": "Jon Snow\nNed Stark\u2019s bastard son. Since Catelyn is not his mother, he is not a proper member of the Stark family, and he often feels himself an outsider. 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He loves his family but recognizes their greed and ambition.", + "title": "got.txt", + "semantic_score": 0.289943260553881, + "semantic_rank": 1, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "2a4f2509-a218-5919-b5b1-6018760d5c66", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0454545454545455, + "text": "Maester Aemon\nThe chief man of learning at Castle Black. Despite his blind white eyes, Maester Aemon sees and speaks the truth in cryptic ways. Though few people realize it, Aemon is one of the few surviving members of the Targaryen family, but he has always put his vows to the Night\u2019s Watch ahead of any family loyalties.\nSamwell (Sam) Tarly", + "metadata": { + "text": "Maester Aemon\nThe chief man of learning at Castle Black. Despite his blind white eyes, Maester Aemon sees and speaks the truth in cryptic ways. Though few people realize it, Aemon is one of the few surviving members of the Targaryen family, but he has always put his vows to the Night\u2019s Watch ahead of any family loyalties.\nSamwell (Sam) Tarly", + "title": "got.txt", + "semantic_score": 0.285634236671582, + "semantic_rank": 2, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "2acc7019-c9dc-5ff9-bcaa-6df98f2831d9", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0434782608695652, + "text": "Samwell (Sam) Tarly\nA new recruit to the Night\u2019s Watch who is fat and cowardly but very smart. 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During Robert\u2019s rebellion against the former king, he was a Targaryen loyalist.\nIllyrio Mopatis", + "title": "got.txt", + "semantic_score": 0.264474719762802, + "semantic_rank": 3, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "7f3f6e6f-9ec5-5ae0-8879-e89c5a892fcc", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0416666666666667, + "text": "Ser Jorah Mormont\nAn exiled knight who serves unofficially as Daenerys\u2019s chief advisor. Though he was exiled by Ned Stark for selling slaves, he is intelligent, valiant, and a great fighter. He swears allegiance to Viserys as true king of Westeros, but he also feeds information about the Targaryens back to Varys.\nViserys Targaryen", + "metadata": { + "text": "Ser Jorah Mormont\nAn exiled knight who serves unofficially as Daenerys\u2019s chief advisor. Though he was exiled by Ned Stark for selling slaves, he is intelligent, valiant, and a great fighter. He swears allegiance to Viserys as true king of Westeros, but he also feeds information about the Targaryens back to Varys.\nViserys Targaryen", + "title": "got.txt", + "semantic_score": 0.259267091751099, + "semantic_rank": 4, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "b732d643-eb13-5ed3-a31b-ae2ef7877428", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.04, + "text": "Daenerys Stormborn Targaryen\nThe Dothraki khaleesi (queen) and Targaryen princess. She and her brother are the only surviving members of the Targaryen family, and she grows from a frightened girl to a confident ruler, while still maintaining her kindness, over the course of the novel.\nJon Snow", + "metadata": { + "text": "Daenerys Stormborn Targaryen\nThe Dothraki khaleesi (queen) and Targaryen princess. She and her brother are the only surviving members of the Targaryen family, and she grows from a frightened girl to a confident ruler, while still maintaining her kindness, over the course of the novel.\nJon Snow", + "title": "got.txt", + "semantic_score": 0.253841363237027, + "semantic_rank": 5, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "2252087b-54d3-5df8-9e0f-f3718e7f42e3", + "extraction_id": "866f85a0-b3d6-5fc5-9ca0-dbd2373eac58", + "document_id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0384615384615385, + "text": "Robert Baratheon\nThe corpulent king of Westeros. He loves to fight, drink, and sleep with women, and he hates the duties of ruling. 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Especially\nearly on, nerds spend so much of their time in ordinary social", + "metadata": { + "text": "allowed them to work on problems they only half understood (they\nwere literally described as \"clowns\" by one eminent insider), and\ntheir impatience and competitiveness got them to the answer ahead\nof two other groups that would otherwise have found it within the\nnext year, if not the next several months.\n[2]The idea that there could be fierce nerds is an unfamiliar one not\njust to many normal people but even to some young nerds. Especially\nearly on, nerds spend so much of their time in ordinary social", + "title": "pg_essay_2.html", + "semantic_score": 0.234802625620444, + "semantic_rank": 7, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "d7ed83c7-0a72-5346-bca9-dc1cb0e956ea", + "extraction_id": "8ee4678a-1fa8-58a6-8d6f-ec88cf10a6dc", + "document_id": "5b1bd54f-4d70-56b9-a017-a618bc75f94c", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0357142857142857, + "text": "Structure of Scientific Revolutions, but I also recommend his\nCopernican Revolution, where you can see him at work developing the\nidea.[4]\nThis is one reason people with a touch of Asperger's may have\nan advantage in discovering new ideas. They're always flying on\ninstruments.[5]\nHall, Rupert. From Galileo to Newton. Collins, 1963. This\nbook is particularly good at getting into contemporaries' heads.Thanks to Trevor Blackwell, Patrick Collison, Suhail Doshi, Daniel", + "metadata": { + "text": "Structure of Scientific Revolutions, but I also recommend his\nCopernican Revolution, where you can see him at work developing the\nidea.[4]\nThis is one reason people with a touch of Asperger's may have\nan advantage in discovering new ideas. They're always flying on\ninstruments.[5]\nHall, Rupert. From Galileo to Newton. Collins, 1963. This\nbook is particularly good at getting into contemporaries' heads.Thanks to Trevor Blackwell, Patrick Collison, Suhail Doshi, Daniel", + "title": "pg_essay_3.html", + "semantic_score": 0.230954363942146, + "semantic_rank": 8, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "0de20d43-9e29-5686-9033-3e184a60cf6a", + "extraction_id": "06e9714f-4805-5dc8-a72f-61ecd0241b49", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0344827586206897, + "text": "to economic, social, weather, and regulatory conditions or other circumstances in each of these large metropolitan areas. Outbreaks of contagiousdiseases\n or other viruses, such as COVID-19, could lead to a sustained decline in the desirability of living, working and congregating in metropolitan areas inwhich we operate. Any short-term o\nr long-term shifts in the travel patterns of consumers away from metropolitan areas, due to health concerns regarding epidemicsor", + "metadata": { + "text": "to economic, social, weather, and regulatory conditions or other circumstances in each of these large metropolitan areas. Outbreaks of contagiousdiseases\n or other viruses, such as COVID-19, could lead to a sustained decline in the desirability of living, working and congregating in metropolitan areas inwhich we operate. Any short-term o\nr long-term shifts in the travel patterns of consumers away from metropolitan areas, due to health concerns regarding epidemicsor", + "title": "uber_2021.pdf", + "semantic_score": 0.22635568537448, + "semantic_rank": 9, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + }, + { + "fragment_id": "78e0fcac-92e2-571f-a5bd-54d8c6da69ee", + "extraction_id": "8ee4678a-1fa8-58a6-8d6f-ec88cf10a6dc", + "document_id": "5b1bd54f-4d70-56b9-a017-a618bc75f94c", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.0333333333333333, + "text": "completely as soon as it was discovered \u2014 that whatever the church thought\nof the heliocentric model, astronomers must have been convinced as\nsoon as Copernicus proposed it. Far, in fact, from it. Copernicus\npublished the heliocentric model in 1532, but it wasn't till the\nmid seventeenth century that the balance of scientific opinion\nshifted in its favor.\n[5]Few understand how feeble new ideas look when they first appear.\nSo if you want to have new ideas yourself, one of the most valuable", + "metadata": { + "text": "completely as soon as it was discovered \u2014 that whatever the church thought\nof the heliocentric model, astronomers must have been convinced as\nsoon as Copernicus proposed it. Far, in fact, from it. Copernicus\npublished the heliocentric model in 1532, but it wasn't till the\nmid seventeenth century that the balance of scientific opinion\nshifted in its favor.\n[5]Few understand how feeble new ideas look when they first appear.\nSo if you want to have new ideas yourself, one of the most valuable", + "title": "pg_essay_3.html", + "semantic_score": 0.224857065098637, + "semantic_rank": 10, + "full_text_score": 0.0, + "full_text_rank": null, + "associatedQuery": "Who is John Snow?" + } + } + ], + "kg_search_results": null + } + } + }, + "streaming_rag": { + "results": { + "completion": { + "choices": [ + { + "message": { + "content": "\"{\\\"fragment_id\\\":\\\"14745860-73d2-5d40-81aa-9f7085c52d25\\\",\\\"extraction_id\\\":\\\"a1ba66bf-a034-5cc6-b88b-0df6f1c38dbc\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.761440396308899,\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Operations\\\\n(in thousands, except for per share data\\\\n) Year Ended December 31,\\\\n2021\\\\n2020 2019 Revenue\\\\n$ 3,208,323 $ 2,364,681 $ 3,615,960 Costs and expenses\\\\nCost of revenue\\\\n1,649,532 1,447,516 2,176,469 Operations and support\\\\n402,233 453,963 636,116 Research and development\\\\n911,946 909,126 1,505,640 Sales and marketing\\\\n411,406 416,331 814,122 General and administrative\\\\n915,638 946,127 1,186,093 Total costs and expenses\\\\n4,290,755 4,173,063 6,318,440 Loss from operations\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Operations\\\\n(in thousands, except for per share data\\\\n) Year Ended December 31,\\\\n2021\\\\n2020 2019 Revenue\\\\n$ 3,208,323 $ 2,364,681 $ 3,615,960 Costs and expenses\\\\nCost of revenue\\\\n1,649,532 1,447,516 2,176,469 Operations and support\\\\n402,233 453,963 636,116 Research and development\\\\n911,946 909,126 1,505,640 Sales and marketing\\\\n411,406 416,331 814,122 General and administrative\\\\n915,638 946,127 1,186,093 Total costs and expenses\\\\n4,290,755 4,173,063 6,318,440 Loss from operations\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"14478ac4-8f43-5f09-bbe3-7b1ddfdece40\\\",\\\"extraction_id\\\":\\\"12cff898-f0fe-59b8-929b-00d3d56fd73d\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.69296767157509,\\\"text\\\":\\\"was attributable to the divestiture of certain assets related to the Level 5 division and how much was attributable to the commercial agreements for theutilization\\\\n of Lyft rideshare and fleet data. For the year ended December 31, 2021, the Company recognized a $119.3 million pre-tax gain for the divestiture of certainassets\\\",\\\"metadata\\\":{\\\"text\\\":\\\"was attributable to the divestiture of certain assets related to the Level 5 division and how much was attributable to the commercial agreements for theutilization\\\\n of Lyft rideshare and fleet data. For the year ended December 31, 2021, the Company recognized a $119.3 million pre-tax gain for the divestiture of certainassets\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"1a76991f-fa85-59b2-b522-700d47b2d809\\\",\\\"extraction_id\\\":\\\"0773cd62-b39f-517f-b6f1-be788b38374d\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.683727383613586,\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Cash Flows\\\\n(in thousands)\\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Cash flows from operating activities\\\\nNet loss\\\\n$ (1,009,359) $ (1,752,857) $ (2,602,241) Adjustments to reconcile net loss to net cash used in operating activities\\\\nDepreciation and amortization\\\\n139,347 157,353 108,429 Stock-based compensation\\\\n724,560 565,807 1,599,311 Amortization of premium on marketable securities\\\\n4,100 6,461 597 Accretion of discount on marketable securities\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Cash Flows\\\\n(in thousands)\\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Cash flows from operating activities\\\\nNet loss\\\\n$ (1,009,359) $ (1,752,857) $ (2,602,241) Adjustments to reconcile net loss to net cash used in operating activities\\\\nDepreciation and amortization\\\\n139,347 157,353 108,429 Stock-based compensation\\\\n724,560 565,807 1,599,311 Amortization of premium on marketable securities\\\\n4,100 6,461 597 Accretion of discount on marketable securities\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"bfc29c59-2925-5621-951a-645df5c892b2\\\",\\\"extraction_id\\\":\\\"94c562ae-c5cc-5622-b91c-34a0effcb6e1\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.671545108304772,\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Comprehensive Loss\\\\n(in thousands) \\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Net loss\\\\n$ (1,009,359) $ (1,752,857) $ (2,602,241) Other comprehensive incom\\\\ne (loss)Foreign currency transla\\\\ntion adjustment(931) (2,187) 162 Unrealized gain (loss) on m\\\\narketable securities, net of taxes(1,107) (1,011) 2,430 Other comprehensive incom\\\\ne (loss)(2,038) (3,198) 2,592 Comprehensive loss\\\\n$ (1,011,397) $ (1,756,055) $ (2,599,649) The accompanying notes are\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Comprehensive Loss\\\\n(in thousands) \\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Net loss\\\\n$ (1,009,359) $ (1,752,857) $ (2,602,241) Other comprehensive incom\\\\ne (loss)Foreign currency transla\\\\ntion adjustment(931) (2,187) 162 Unrealized gain (loss) on m\\\\narketable securities, net of taxes(1,107) (1,011) 2,430 Other comprehensive incom\\\\ne (loss)(2,038) (3,198) 2,592 Comprehensive loss\\\\n$ (1,011,397) $ (1,756,055) $ (2,599,649) The accompanying notes are\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"dbd5427c-f5ef-5fa6-83ae-a4a8ddbb48c2\\\",\\\"extraction_id\\\":\\\"14b08757-0819-5105-af37-509686dd6d01\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.6639652450074329,\\\"text\\\":\\\"Lyft, Inc.Consolidated Balance Sheets\\\\n(in thousands, except for share and per share da\\\\nta) December 31,\\\\n2021\\\\n2020 Assets\\\\nCurrent assets\\\\nCash and cash equivalents\\\\n$ 457,325 $ 319,734 Short-term investments\\\\n1,796,533 1,931,334 Prepaid expenses and other cur\\\\nrent assets522,212 343,070 Total current assets\\\\n2,776,070 2,594,138 Restricted cash and cash equ\\\\nivalents73,205 118,559 Restricted investments\\\\n1,044,855 1,101,712 Other investments\\\\n80,411 10,000 Property and equipment, net\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Consolidated Balance Sheets\\\\n(in thousands, except for share and per share da\\\\nta) December 31,\\\\n2021\\\\n2020 Assets\\\\nCurrent assets\\\\nCash and cash equivalents\\\\n$ 457,325 $ 319,734 Short-term investments\\\\n1,796,533 1,931,334 Prepaid expenses and other cur\\\\nrent assets522,212 343,070 Total current assets\\\\n2,776,070 2,594,138 Restricted cash and cash equ\\\\nivalents73,205 118,559 Restricted investments\\\\n1,044,855 1,101,712 Other investments\\\\n80,411 10,000 Property and equipment, net\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"ba4bdf94-9b0d-5548-b3b0-b28595c39b2a\\\",\\\"extraction_id\\\":\\\"12cff898-f0fe-59b8-929b-00d3d56fd73d\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.657470505539123,\\\"text\\\":\\\"Lyft rideshare and fleet data. The Company will receive, in total, approximately $515 million in cash in connection with this transaction, with $165 million paid upfrontand\\\\n $350 million to be paid over a five-year period. As the transaction included multiple elements, management had to estimate how much of the arrangementconsideration\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft rideshare and fleet data. The Company will receive, in total, approximately $515 million in cash in connection with this transaction, with $165 million paid upfrontand\\\\n $350 million to be paid over a five-year period. As the transaction included multiple elements, management had to estimate how much of the arrangementconsideration\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"68519877-163f-545b-a96f-77e2595ef720\\\",\\\"extraction_id\\\":\\\"9e45b68a-e773-5903-a9e7-05f860a05cf5\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.644272885067888,\\\"text\\\":\\\"Lyft, Inc.Notes to Consolidated Financial Statements\\\\n1. Description of Business and Basis of Presentation\\\\nOrganization and Description of Business\\\\nLyft,\\\\n Inc. (the Company or Lyft) is incorporated in Delaware with its headquarters in San Francisco, California. The Company operates multimodaltransportation\\\\n networks in the United States and Canada that offer access to a variety of transportation options through the Companys platform and mobile-basedapplications.\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Notes to Consolidated Financial Statements\\\\n1. Description of Business and Basis of Presentation\\\\nOrganization and Description of Business\\\\nLyft,\\\\n Inc. (the Company or Lyft) is incorporated in Delaware with its headquarters in San Francisco, California. The Company operates multimodaltransportation\\\\n networks in the United States and Canada that offer access to a variety of transportation options through the Companys platform and mobile-basedapplications.\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"05ddcc28-fd4b-5318-9224-6f2cd3d16c5c\\\",\\\"extraction_id\\\":\\\"7ce2fcae-d65b-5a4c-b45d-dcd87c4df38e\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.642513496576135,\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Cash Flows\\\\n(in thousands)\\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Reconciliation of cash, cash equivalents and restricted cash and cash equivalents to the consolidated balance sheets\\\\nCash and cash equivalents\\\\n$ 457,325 $ 319,734 $ 358,319 Restricted cash and cash equivalents\\\\n73,205 118,559 204,976 Restricted cash, included in prepaid expenses and other current \\\\nassets663 192 1,170 Total cash, cash equivalents and restricted cash and cash equivalents\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc.Consolidated Statements of Cash Flows\\\\n(in thousands)\\\\nYear Ended December 31,\\\\n2021\\\\n2020 2019 Reconciliation of cash, cash equivalents and restricted cash and cash equivalents to the consolidated balance sheets\\\\nCash and cash equivalents\\\\n$ 457,325 $ 319,734 $ 358,319 Restricted cash and cash equivalents\\\\n73,205 118,559 204,976 Restricted cash, included in prepaid expenses and other current \\\\nassets663 192 1,170 Total cash, cash equivalents and restricted cash and cash equivalents\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"e89d60be-9148-52f1-8907-03187fdd2b65\\\",\\\"extraction_id\\\":\\\"ac9c9f74-c545-586e-8acf-5545cf0864d5\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.633240878582001,\\\"text\\\":\\\"Lyft, Inc. for the fiscal year ended December 31, 2021 fully complies with the requirements of Section 13(a) or 15(d) of the Securities Exchange Act of 1934, asamended,\\\\n and that the information contained in such Annual Report on Form 10-K fairly presents, in all material respects, the financial condition and results of operationsof Lyft, Inc.\\\\nDate:\\\\nFebruary 28, 2022 By: /s/ Logan Green Name:\\\\nLogan Green Title:\\\\nChief Executive Officer (Principal Executive Officer)\\\\nI, Elaine\\\",\\\"metadata\\\":{\\\"text\\\":\\\"Lyft, Inc. for the fiscal year ended December 31, 2021 fully complies with the requirements of Section 13(a) or 15(d) of the Securities Exchange Act of 1934, asamended,\\\\n and that the information contained in such Annual Report on Form 10-K fairly presents, in all material respects, the financial condition and results of operationsof Lyft, Inc.\\\\nDate:\\\\nFebruary 28, 2022 By: /s/ Logan Green Name:\\\\nLogan Green Title:\\\\nChief Executive Officer (Principal Executive Officer)\\\\nI, Elaine\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\",\"{\\\"fragment_id\\\":\\\"b230ec93-1003-5382-98e3-15505dc5bdba\\\",\\\"extraction_id\\\":\\\"9f117275-9d93-5b4a-97d8-bb270db8b94e\\\",\\\"document_id\\\":\\\"2f576170-c4f9-5141-a910-a0924f341de4\\\",\\\"user_id\\\":\\\"2acb499e-8428-543b-bd85-0d9098718220\\\",\\\"group_ids\\\":[],\\\"score\\\":0.621775843010894,\\\"text\\\":\\\"PART IItem 1. Business.\\\\nOur Mission\\\\nImprove peoples lives with \\\\nthe worlds best transportation.Overview\\\\nLyft,\\\\n Inc (the Company or Lyft) started a movement to revolutionize transportation. In 2012, we launched our peer-to-peer marketplace for on-demandridesharing\\\\n and have continued to pioneer innovations aligned with our mission. Today, Lyft is one of the largest multimodal transportation networks in the United Statesand Canada.\\\\nWe\\\",\\\"metadata\\\":{\\\"text\\\":\\\"PART IItem 1. Business.\\\\nOur Mission\\\\nImprove peoples lives with \\\\nthe worlds best transportation.Overview\\\\nLyft,\\\\n Inc (the Company or Lyft) started a movement to revolutionize transportation. In 2012, we launched our peer-to-peer marketplace for on-demandridesharing\\\\n and have continued to pioneer innovations aligned with our mission. Today, Lyft is one of the largest multimodal transportation networks in the United Statesand Canada.\\\\nWe\\\",\\\"title\\\":\\\"lyft_2021.pdf\\\",\\\"associatedQuery\\\":\\\"What was Lyft's profit in 2020?\\\"}}\"Lyft did not make a profit in 2020. Instead, the company reported a net loss of $1,752,857,000 for the year ended December 31, 2020 [3], [4]." + } + } + ] + } + } + } +} diff --git a/tests/regression/expected_outputs/test_user_management.json b/tests/regression/expected_outputs/test_user_management.json new file mode 100644 index 000000000..971498d6e --- /dev/null +++ b/tests/regression/expected_outputs/test_user_management.json @@ -0,0 +1,116 @@ +{ + "register_user": { + "results": { + "email": "test_72231655@example.com", + "id": "f36f0a8a-9f12-5979-9416-1fbb7d28a80b", + "group_ids": [], + "hashed_password": "$2b$12$uXTZiDl4gRWPueHa1IEC3OCVRsxZFUJjIgOkajwSFDKFzyRcL2ge.", + "is_superuser": false, + "is_active": true, + "is_verified": false, + "verification_code_expiry": null, + "name": null, + "bio": null, + "profile_picture": null, + "created_at": "2024-08-14T00:26:00.833888Z", + "updated_at": "2024-08-14T00:26:00.833888Z" + } + }, + "login_user": { + "results": { + "access_token": { + "token": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJ0ZXN0XzcyMjMxNjU1QGV4YW1wbGUuY29tIiwiZXhwIjoxNzIzNTk4NzYxLjE5OTA1NCwidG9rZW5fdHlwZSI6ImFjY2VzcyJ9.FN2W4wEKQA8X1OLYFVfjUUJ46f6FsZdCjShsYbiIX_o", + "token_type": "access" + }, + "refresh_token": { + "token": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJ0ZXN0XzcyMjMxNjU1QGV4YW1wbGUuY29tIiwiZXhwIjoxNzI0MTk5OTYxLCJ0b2tlbl90eXBlIjoicmVmcmVzaCJ9.ZvX9ASi6RZvKSn8O1t-ZDoJm_dgdtcch9EPT9RSvmtY", + "token_type": "refresh" + } + } + }, + "user_info": { + "results": { + "email": "test_72231655@example.com", + "id": "f36f0a8a-9f12-5979-9416-1fbb7d28a80b", + "group_ids": [], + "hashed_password": "$2b$12$uXTZiDl4gRWPueHa1IEC3OCVRsxZFUJjIgOkajwSFDKFzyRcL2ge.", + "is_superuser": false, + "is_active": true, + "is_verified": true, + "verification_code_expiry": null, + "name": null, + "bio": null, + "profile_picture": null, + "created_at": "2024-08-14T00:26:00.833888Z", + "updated_at": "2024-08-14T00:26:00.833888Z" + } + }, + "change_password": { + "results": { + "message": "Password changed successfully" + } + }, + "update_profile": { + "results": { + "email": "test_72231655@example.com", + "id": "f36f0a8a-9f12-5979-9416-1fbb7d28a80b", + "group_ids": [], + "hashed_password": "null", + "is_superuser": false, + "is_active": true, + "is_verified": true, + "verification_code_expiry": null, + "name": "John Doe", + "bio": "R2R enthusiast", + "profile_picture": null, + "created_at": "2024-08-14T00:26:00.833888Z", + "updated_at": "2024-08-14T00:26:01.991559Z" + } + }, + "refresh_token": { + "results": { + "access_token": { + "token": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJ0ZXN0XzcyMjMxNjU1QGV4YW1wbGUuY29tIiwiZXhwIjoxNzIzNTk4NzYyLjEzNDQ1NiwidG9rZW5fdHlwZSI6ImFjY2VzcyJ9.zaXBVSgktzEB1BWrg2W9rsjmTW_uw1tEqHJEJ5diPRs", + "token_type": "access" + }, + "refresh_token": { + "token": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJ0ZXN0XzcyMjMxNjU1QGV4YW1wbGUuY29tIiwiZXhwIjoxNzI0MTk5OTYyLCJ0b2tlbl90eXBlIjoicmVmcmVzaCJ9.09YDDLWNVPrWJAzFaXai3Kul5RJ7W8iNTKmkq-0y4n4", + "token_type": "refresh" + } + } + }, + "superuser_test": { + "results": [ + { + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "num_files": 15, + "total_size_in_bytes": 5067615, + "document_ids": [ + "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", + "716fea3a-826b-5b27-8e59-ffbd1a35455a", + "52e12576-090f-59db-91f4-6d4b2e29ae6c", + "3e157b3a-8469-51db-90d9-52e7d896b49b", + "01d514a4-5cb1-5c86-be8c-0c5c312a02c9", + "c3291abf-8a4e-5d9d-80fd-232ef6fd8526", + "e797da22-8c5d-54e5-bed5-a55954cf6bf9", + "7c1105fc-8f62-5a8f-ac81-fe88f3ec9e4c", + "2f576170-c4f9-5141-a910-a0924f341de4", + "30f950f0-c692-57c5-b6ec-ff78ccf5ccdc", + "57eec3df-cf68-5559-a80d-ae3fb55b9af1", + "db02076e-989a-59cd-98d5-e24e15a0bd27", + "d421207a-d799-5806-8d67-46b2005b15d4", + "451adbbd-e24e-5c9b-80a8-f424b6c7accb", + "5b1bd54f-4d70-56b9-a017-a618bc75f94c" + ] + } + ] + }, + "logout": { + "results": { + "message": "Logged out successfully" + } + }, + "delete_account": { + "results": "User account deleted successfully" + } +} diff --git a/tests/regression/runner.py b/tests/regression/runner.py new file mode 100644 index 000000000..7101177c7 --- /dev/null +++ b/tests/regression/runner.py @@ -0,0 +1,138 @@ +import argparse +import importlib +import os +from typing import List + +from colorama import Fore, Style, init +from test_cases.base import BaseTest, RegressionTest + +from r2r.main.api.client import R2RClient + + +class RegressionTestRunner: + def __init__( + self, + check_only: bool = False, + update_expected: bool = False, + base_url: str = "http://localhost:8000", + ): + self.client = R2RClient(base_url=base_url) + self.tests: List[BaseTest] = [] + self.test_order = [ + # "TestDocumentManagement", + # "TestRetrieval", + "TestUserManagement", + # "TestObservability", + # "TestGroupManagement", + ] + self.check_only = check_only + self.update_expected = update_expected + + if not check_only: + self.outputs_dir = os.path.join( + os.path.dirname(__file__), + ( + "expected_outputs" + if self.update_expected + else "observed_outputs" + ), + ) + os.makedirs(self.outputs_dir, exist_ok=True) + + def load_tests(self): + test_dir = os.path.join(os.path.dirname(__file__), "test_cases") + for class_name in self.test_order: + # Convert camel case to snake case + snake_case = "".join( + ["_" + c.lower() if c.isupper() else c for c in class_name] + ).lstrip("_") + filename = f"test_{snake_case[5:]}.py" # Remove "test_" prefix + if filename in os.listdir(test_dir): + module_name = f"tests.regression.test_cases.{filename[:-3]}" + module = importlib.import_module(module_name) + test_class = getattr(module, class_name) + self.tests.append(test_class(self.client)) + + def run_all(self) -> bool: + for test in self.tests: + print( + f"{Fore.CYAN}Running test suite: {test.__class__.__name__}{Style.RESET_ALL}" + ) + test.run_and_save_outputs(self.outputs_dir) + + return self.compare_all() if not self.update_expected else True + + def compare_all(self) -> bool: + all_passed = True + expected_outputs_dir = os.path.join( + os.path.dirname(__file__), "expected_outputs" + ) + observed_outputs_dir = os.path.join( + os.path.dirname(__file__), "observed_outputs" + ) + print( + f"\n{Fore.CYAN}Comparing results for test suites:{Style.RESET_ALL}" + ) + for test in self.tests: + if test.compare_outputs( + observed_outputs_dir, expected_outputs_dir + ): + print( + f"{Fore.GREEN}{test.__class__.__name__} ✓{Style.RESET_ALL}" + ) + else: + print( + f"{Fore.RED}{test.__class__.__name__} ✗{Style.RESET_ALL}" + ) + all_passed = False + return all_passed + + def update_all_expected_outputs(self): + for test in self.tests: + print( + f"{Fore.YELLOW}Updating expected output for test suite: {test.__class__.__name__}{Style.RESET_ALL}" + ) + test.update_expected_outputs(self.outputs_dir) + + +def main(): + parser = argparse.ArgumentParser(description="Run regression tests") + parser.add_argument( + "--check-only", + action="store_true", + help="Run in check mode (compare existing outputs without running tests)", + ) + parser.add_argument( + "--update-expected", + action="store_true", + help="Run in update mode (update expected outputs)", + ) + args = parser.parse_args() + + runner = RegressionTestRunner(args.check_only) + runner.load_tests() + + if args.check_only: + print(f"{Fore.CYAN}Running in check-only mode{Style.RESET_ALL}") + success = runner.compare_all() + elif runner.update_expected: + print(f"{Fore.YELLOW}Updating expected outputs{Style.RESET_ALL}") + runner.run_all() # Run tests to generate outputs + runner.update_all_expected_outputs() + if os.environ.get("CHECK_UPDATED_OUTPUTS", "").lower() != "true": + success = runner.compare_all() + else: + print(f"{Fore.CYAN}Running all tests{Style.RESET_ALL}") + success = runner.run_all() + + if success: + print(f"\n{Fore.GREEN}All tests passed successfully!{Style.RESET_ALL}") + else: + print( + f"\n{Fore.RED}Some tests failed. Please check the output above for details.{Style.RESET_ALL}" + ) + exit(1) + + +if __name__ == "__main__": + main() diff --git a/tests/regression/test_cases/base.py b/tests/regression/test_cases/base.py new file mode 100644 index 000000000..e4b0378b5 --- /dev/null +++ b/tests/regression/test_cases/base.py @@ -0,0 +1,273 @@ +import json +import os +import re +from typing import Any, Callable, Dict, Optional + +from colorama import Fore, Style, init +from deepdiff import DeepDiff + +from r2r.main.api.client import R2RClient + + +def _to_snake_case(name: str) -> str: + pattern = re.compile(r"(? bool: + result = self._run_test(client) + return self._compare_output(result, self.expected_output) + + def update_expected_output(self, client: R2RClient): + result = self._run_test(client) + self._save_expected_output(result) + + def _run_test(self, client: R2RClient) -> Dict[str, Any]: + return self.test_function(client) + + def _load_expected_output(self) -> Dict[str, Any]: + with open(self.expected_output_file, "r") as f: + return json.load(f) + + def _save_expected_output(self, output: Dict[str, Any]): + with open(self.expected_output_file, "w") as f: + json.dump(output, f, indent=2) + + def _compare_output( + self, actual: Dict[str, Any], expected: Dict[str, Any] + ) -> bool: + diff = self._custom_diff(expected, actual) + if diff: + print(f"\nTest {self.name} failed. Differences found:") + print(json.dumps(diff, indent=2)) + return False + return True + + def _custom_diff( + self, expected: Dict[str, Any], actual: Dict[str, Any] + ) -> Dict[str, Any]: + diff = {} + + expected_results = expected.get("results", {}) + actual_results = actual.get("results", {}) + + if "completion" in expected_results and "completion" in actual_results: + # Custom comparison for content field + expected_completion = self._get_completion_content( + expected_results + ) + actual_completion = self._get_completion_content(actual_results) + if ( + expected_completion + and actual_completion + and not self._fuzzy_content_match( + expected_completion, actual_completion + ) + ): + diff["content_mismatch"] = { + "expected": expected_completion, + "actual": actual_completion, + } + + # Use DeepDiff for the rest, ignoring specified fields + try: + deep_diff = DeepDiff( + expected_results, + actual_results, + ignore_order=True, + exclude_paths=self.exclude_paths, + ) + if deep_diff: + diff["other_differences"] = self._serialize_deep_diff( + deep_diff + ) + # Print the specific fields that are different + for change_type, changes in deep_diff.items(): + if change_type == "values_changed": + for path, change in changes.items(): + print(f"Field '{path}' changed:") + print(f" Expected: {change['old_value']}") + print(f" Actual: {change['new_value']}") + + except Exception as e: + diff["deepdiff_error"] = ( + f"Error in DeepDiff comparison: {str(e)}" + ) + return diff + elif ( + "completion" in expected_results or "completion" in actual_results + ): + diff["content_mismatch"] = { + "expected_results": expected_results, + "actual_results": actual_results, + } + else: + + deep_diff = DeepDiff( + expected_results, + actual_results, + ignore_order=True, + exclude_paths=self.exclude_paths, + ) + + if deep_diff: + diff["other_differences"] = self._serialize_deep_diff( + deep_diff + ) + # Print the specific fields that are different + for change_type, changes in deep_diff.items(): + if change_type == "values_changed": + for path, change in changes.items(): + print(f"Field '{path}' changed:") + print(f" Expected: {change['old_value']}") + print(f" Actual: {change['new_value']}") + + return self._serialize_deep_diff(deep_diff) + + return diff + + def _serialize_deep_diff(self, deep_diff): + if isinstance(deep_diff, dict): + serializable_diff = {} + for key, value in deep_diff.items(): + if isinstance(value, (dict, list)): + serializable_diff[key] = self._serialize_deep_diff(value) + elif isinstance(value, (int, float, str, bool, type(None))): + serializable_diff[key] = value + else: + serializable_diff[key] = str(value) + return serializable_diff + elif isinstance(deep_diff, list): + return [self._serialize_deep_diff(item) for item in deep_diff] + elif isinstance(deep_diff, (int, float, str, bool, type(None))): + return deep_diff + else: + return str(deep_diff) + + def _get_completion_content(self, data: Dict[str, Any]) -> Optional[str]: + try: + return data["completion"]["choices"][0]["message"]["content"] + except (KeyError, IndexError): + return None + + def _fuzzy_content_match( + self, expected: str, actual: str, threshold: float = 0.6 + ) -> bool: + expected_words = set(re.findall(r"\w+", expected.lower())) + actual_words = set(re.findall(r"\w+", actual.lower())) + common_words = expected_words.intersection(actual_words) + similarity = len(common_words) / max( + len(expected_words), len(actual_words) + ) + return similarity >= threshold + + +class BaseTest: + def __init__(self, client: R2RClient): + self.client = client + self.expected_outputs_file = os.path.join( + os.path.dirname(os.path.dirname(__file__)), + "expected_outputs", + f"{_to_snake_case(self.__class__.__name__)}.json", + ) + self.exclude_paths_map = {} + + def run_and_save_outputs(self, actual_outputs_dir: str): + actual_outputs = {} + for test_name, test_func in self.get_test_cases().items(): + snake_case_name = _to_snake_case(test_name) + print(f" Running test: {snake_case_name}") + result = test_func(self.client) + actual_outputs[snake_case_name] = result + + actual_outputs_file = os.path.join( + actual_outputs_dir, + f"{_to_snake_case(self.__class__.__name__)}.json", + ) + with open(actual_outputs_file, "w") as f: + json.dump(actual_outputs, f, indent=2) + + def compare_outputs( + self, observed_outputs_dir: str, expected_outputs_dir: str + ) -> bool: + all_passed = True + expected_outputs_file = os.path.join( + expected_outputs_dir, + f"{_to_snake_case(self.__class__.__name__)}.json", + ) + observed_outputs_file = os.path.join( + observed_outputs_dir, + f"{_to_snake_case(self.__class__.__name__)}.json", + ) + + with open(expected_outputs_file, "r") as f: + expected_outputs = json.load(f) + + with open(observed_outputs_file, "r") as f: + observed_outputs = json.load(f) + + for test_name in self.get_test_cases().keys(): + snake_case_name = _to_snake_case(test_name) + exclude_paths = self.exclude_paths_map.get(snake_case_name, []) + regression_test = RegressionTest( + test_name, + lambda x: x, + expected_outputs.get(snake_case_name, {}), + exclude_paths, + ) + if regression_test._compare_output( + observed_outputs.get(snake_case_name, {}), + expected_outputs.get(snake_case_name, {}), + ): + print( + f"{Fore.GREEN} Test {snake_case_name} passed ✓{Style.RESET_ALL}" + ) + else: + print( + f"{Fore.RED} Test {snake_case_name} failed ✗{Style.RESET_ALL}" + ) + all_passed = False + + return all_passed + + def update_expected_outputs(self, actual_outputs_dir: str): + actual_outputs_file = os.path.join( + actual_outputs_dir, + f"{_to_snake_case(self.__class__.__name__)}.json", + ) + with open(actual_outputs_file, "r") as f: + actual_outputs = json.load(f) + + with open(self.expected_outputs_file, "w") as f: + json.dump(actual_outputs, f, indent=2) + + def _load_expected_outputs(self) -> Dict[str, Any]: + if os.path.exists(self.expected_outputs_file): + with open(self.expected_outputs_file, "r") as f: + return json.load(f) + return {} + + def set_exclude_paths(self, test_name: str, exclude_paths: list[str] = []): + self.exclude_paths_map[_to_snake_case(test_name)] = exclude_paths + + def get_test_cases(self) -> Dict[str, callable]: + raise NotImplementedError( + "Subclasses must implement get_test_cases method" + ) + + def _load_expected_outputs(self) -> Dict[str, Any]: + with open(self.expected_outputs_file, "r") as f: + return json.load(f) diff --git a/tests/regression/test_cases/test_document_management.py b/tests/regression/test_cases/test_document_management.py new file mode 100644 index 000000000..4c2ee97bf --- /dev/null +++ b/tests/regression/test_cases/test_document_management.py @@ -0,0 +1,115 @@ +import os + +from r2r import R2RException +from tests.regression.test_cases.base import BaseTest + + +class TestDocumentManagement(BaseTest): + + CHUNKS_FILE_ID = "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa" + UPDATE_FILE_ID = "db02076e-989a-59cd-98d5-e24e15a0bd27" + DELETE_FILE_ID = "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa" + + def __init__(self, client): + super().__init__(client) + exclude_paths = [f"root[{i}]['created_at']" for i in range(20)] + [ + f"root[{i}]['updated_at']" for i in range(20) + ] + + self.set_exclude_paths("documents_overview", exclude_paths) + self.set_exclude_paths("rerun_documents_overview", exclude_paths) + + def get_test_cases(self): + return { + "ingest_sample_files": lambda client: self.ingest_sample_files_test( + client + ), + "reingest_sample_file": lambda client: self.ingest_sample_files_test( + client + ), + "documents_overview": lambda client: self.documents_overview_test( + client + ), + "document_chunks_test": lambda client: self.document_chunks_test( + client + ), + "update_document_test": lambda client: self.update_document_test( + client + ), + "delete_document_test": lambda client: self.delete_document_test( + client + ), + "rerun_documents_overview_test": lambda client: self.documents_overview_test( + client + ), + "rerun_document_chunks_test": lambda client: self.document_chunks_test( + client + ), + } + + def ingest_sample_files_test(self, client): + file_path = os.path.abspath(__file__) + data_path = os.path.join( + os.path.dirname(file_path), + "..", + "..", + "..", + "r2r", + "examples", + "data", + ) + try: + return client.ingest_files( + [ + os.path.join(data_path, file_name) + for file_name in os.listdir(data_path) + ] + ) + except R2RException as e: + return {"results": str(e)} + + def documents_overview_test(self, client): + try: + return client.documents_overview() + except R2RException as e: + return {"results": str(e)} + + def document_chunks_test(self, client): + try: + # Now delete the file + chunks_response = client.document_chunks( + TestDocumentManagement.CHUNKS_FILE_ID + ) + return chunks_response + except R2RException as e: + return {"results": str(e)} + + def update_document_test(self, client): + try: + # Now update the file + file_path = os.path.join( + os.path.dirname(__file__), + "..", + "..", + "..", + "r2r", + "examples", + "data", + "aristotle_v2.txt", + ) + update_response = client.update_files( + [file_path], [TestDocumentManagement.UPDATE_FILE_ID] + ) + return update_response + except R2RException as e: + return {"results": str(e)} + + def delete_document_test(self, client): + try: + # Now delete the file + delete_response = client.delete( + {"document_id": {"$eq": TestDocumentManagement.DELETE_FILE_ID}} + ) + return delete_response + except R2RException as e: + return {"results": str(e)} diff --git a/tests/regression/test_cases/test_group_management.py b/tests/regression/test_cases/test_group_management.py new file mode 100644 index 000000000..543c4e667 --- /dev/null +++ b/tests/regression/test_cases/test_group_management.py @@ -0,0 +1,169 @@ +import uuid + +from tests.regression.test_cases.base import BaseTest + + +class TestGroupManagement(BaseTest): + def __init__(self, client): + super().__init__(client) + self.admin_email = "admin@example.com" + self.admin_password = "change_me_immediately" + self.user_password = "test_password" + + keys_to_ignore = ["group_id", "created_at", "updated_at"] + self.set_exclude_paths( + "create_groups_test", + [f"root['group_1']['results']['{key}']" for key in keys_to_ignore] + + [ + f"root['group_1']['results']['{key}']" + for key in keys_to_ignore + ], + ) + + keys_to_ignore += ["hashed_password"] + self.set_exclude_paths( + "add_users_to_groups_test", + [f"root['user_1']['results']['{key}']" for key in keys_to_ignore] + + [ + f"root['group_1']['results']['{key}']" + for key in keys_to_ignore + ], + ) + + def get_test_cases(self): + return { + "create_groups": self.create_groups_test, + "add_users_to_groups": self.add_users_to_groups_test, + "group_based_document_access": self.group_based_document_access_test, + "admin_ingest_documents": self.admin_ingest_documents_test, + "user_ingest_and_search": self.user_ingest_and_search_test, + "cleanup": self.cleanup_test, + } + + def create_groups_test(self, client): + try: + client.login(self.admin_email, self.admin_password) + group_name_1 = f"Test Group 1 {uuid.uuid4()}" + group_name_2 = f"Test Group 2 {uuid.uuid4()}" + group_1 = client.create_group( + group_name_1, "A test group for permissions" + ) + group_2 = client.create_group( + group_name_2, "Another test group for permissions" + ) + self.group_id_1 = group_1["results"]["group_id"] + self.group_id_2 = group_2["results"]["group_id"] + return {"group_1": group_1, "group_2": group_2} + except Exception as e: + return {"error": str(e)} + + def add_users_to_groups_test(self, client): + try: + self.user_email_1 = f"user1_{uuid.uuid4()}@example.com" + self.user_email_2 = f"user2_{uuid.uuid4()}@example.com" + user_1 = client.register(self.user_email_1, self.user_password) + user_2 = client.register(self.user_email_2, self.user_password) + self.user_id_1 = user_1["results"]["id"] + self.user_id_2 = user_2["results"]["id"] + + client.add_user_to_group(self.user_id_1, self.group_id_1) + client.add_user_to_group(self.user_id_2, self.group_id_2) + client.add_user_to_group(self.user_id_2, self.group_id_1) + + return {"user_1": user_1, "user_2": user_2} + except Exception as e: + return {"error": str(e)} + + def group_based_document_access_test(self, client): + try: + # Admin ingests a document for group 1 + client.login(self.admin_email, self.admin_password) + admin_ingest = client.ingest_files( + file_paths=["tests/regression/test_data/test_document.txt"], + metadatas=[{"group_ids": [str(self.group_id_1)]}], + ) + + # User 1 searches for documents + client.login(self.user_email_1, self.user_password) + user_1_search = client.search("test document") + + # User 2 searches for documents + client.login(self.user_email_2, self.user_password) + user_2_search = client.search("test document") + + return { + "admin_ingest": admin_ingest, + "user_1_search": user_1_search, + "user_2_search": user_2_search, + } + except Exception as e: + return {"error": str(e)} + + def admin_ingest_documents_test(self, client): + try: + client.login(self.admin_email, self.admin_password) + + # Admin ingests a document for group 1 + admin_ingest_group1 = client.ingest_files( + file_paths=[ + "tests/regression/test_data/admin_document_group1.txt" + ], + metadatas=[{"group_ids": [str(self.group_id_1)]}], + ) + + # Admin ingests a document for user 1 + admin_ingest_user1 = client.ingest_files( + file_paths=[ + "tests/regression/test_data/admin_document_user1.txt" + ] + ) + + return { + "admin_ingest_group1": admin_ingest_group1, + "admin_ingest_user1": admin_ingest_user1, + } + except Exception as e: + return {"error": str(e)} + + def user_ingest_and_search_test(self, client): + try: + # User 1 actions + client.login(self.user_email_1, self.user_password) + user_1_ingest = client.ingest_files( + file_paths=["tests/regression/test_data/user1_document.txt"] + ) + user_1_ingest_group = client.ingest_files( + file_paths=[ + "tests/regression/test_data/user1_document_group.txt" + ], + metadatas=[{"group_ids": [str(self.group_id_1)]}], + ) + + user_1_search = client.search("document") + + # User 2 actions + client.login(self.user_email_2, self.user_password) + user_2_ingest = client.ingest_files( + file_paths=["tests/regression/test_data/user2_document.txt"] + ) + user_2_search = client.search("document") + + return { + "user_1_ingest": user_1_ingest, + "user_1_search": user_1_search, + "user_2_ingest": user_2_ingest, + "user_2_search": user_2_search, + } + except Exception as e: + return {"error": str(e)} + + def cleanup_test(self, client): + try: + client.login(self.admin_email, self.admin_password) + client.delete_group(self.group_id_1) + client.delete_group(self.group_id_2) + client.delete_user(self.user_id_1, self.user_password) + client.delete_user(self.user_id_2, self.user_password) + return {"status": "cleanup completed"} + except Exception as e: + return {"error": str(e)} diff --git a/tests/regression/test_cases/test_observability.py b/tests/regression/test_cases/test_observability.py new file mode 100644 index 000000000..a65071434 --- /dev/null +++ b/tests/regression/test_cases/test_observability.py @@ -0,0 +1,26 @@ +from tests.regression.test_cases.base import BaseTest + + +class TestObservability(BaseTest): + def __init__(self, client): + super().__init__(client) + # Add exclude_paths as needed + + def get_test_cases(self): + return { + "users_overview": lambda client: self.users_overview_test(client), + "logs": lambda client: self.logs_test(client), + "analytics": lambda client: self.analytics_test(client), + } + + def users_overview_test(self, client): + return client.users_overview() + + def logs_test(self, client): + return client.logs() + + def analytics_test(self, client): + return client.analytics( + {"search_latencies": "search_latency"}, + {"search_latencies": ["basic_statistics", "search_latency"]}, + ) diff --git a/tests/regression/test_cases/test_retrieval.py b/tests/regression/test_cases/test_retrieval.py new file mode 100644 index 000000000..f336744d4 --- /dev/null +++ b/tests/regression/test_cases/test_retrieval.py @@ -0,0 +1,87 @@ +from tests.regression.test_cases.base import BaseTest + + +class TestRetrieval(BaseTest): + RAG_EXCLUSIONS = ( + [ + f"root['completion']['{field}']" + for field in [ + "id", + "system_fingerprint", + "usage", + "created", + ] + ] + + ["root['completion']['choices'][0]['message']['content']"] + + [f"root['search_results'][{i}]['score']" for i in range(10)] + ) + + def __init__(self, client): + super().__init__(client) + # ignore scores since math epsilon fails for nested floats, exact text is sufficient. + self.set_exclude_paths( + "search", + [ + f"root['vector_search_results'][{i}]['score']" + for i in range(10) + ], + ) + self.set_exclude_paths("basic_rag", TestRetrieval.RAG_EXCLUSIONS) + self.set_exclude_paths("hybrid_rag", TestRetrieval.RAG_EXCLUSIONS) + self.set_exclude_paths("streaming_rag", TestRetrieval.RAG_EXCLUSIONS) + + def get_test_cases(self): + return { + "search": lambda client: self.search_test(client), + "basic_rag": lambda client: self.basic_rag_test(client), + "hybrid_rag": lambda client: self.hybrid_rag_test(client), + "streaming_rag": lambda client: self.streaming_rag_test(client), + } + + def search_test(self, client): + try: + return client.search("What is the capital of France?") + except Exception as e: + return {"results": str(e)} + + def hybrid_search_test(self, client): + try: + return client.search( + "What is the capital of France?", {"do_hybrid_search": True} + ) + except Exception as e: + return {"results": str(e)} + + def basic_rag_test(self, client): + try: + return client.rag("What was Uber's profit in 2020?") + except Exception as e: + return {"results": str(e)} + + def hybrid_rag_test(self, client): + try: + return client.rag("Who is John Snow?", {"do_hybrid_search": True}) + except Exception as e: + return {"results": str(e)} + + def streaming_rag_test(self, client): + try: + response = client.rag( + "What was Lyft's profit in 2020?", + rag_generation_config={"stream": True}, + ) + return { + "results": { + "completion": { + "choices": [ + { + "message": { + "content": f"{''.join([chunk for chunk in response])}" + } + } + ] + } + } + } + except Exception as e: + return {"results": str(e)} diff --git a/tests/regression/test_cases/test_user_management.py b/tests/regression/test_cases/test_user_management.py new file mode 100644 index 000000000..0c6412f60 --- /dev/null +++ b/tests/regression/test_cases/test_user_management.py @@ -0,0 +1,156 @@ +import uuid + +from tests.regression.test_cases.base import BaseTest + + +class TestUserManagement(BaseTest): + VARIABLE_USER_FIELDS = [ + "id", + "email", + "created_at", + "updated_at", + "hashed_password", + "access_token", + "refresh_token", + ] + + def __init__(self, client): + super().__init__(client) + self.set_exclude_paths( + "register_user", + [ + f"root['{field}']" + for field in TestUserManagement.VARIABLE_USER_FIELDS + ], + ) + self.set_exclude_paths( + "login_user", + [ + f"root['{field}']" + for field in ["access_token", "refresh_token"] + ], + ) + self.set_exclude_paths( + "user_info", + [ + f"root['{field}']" + for field in TestUserManagement.VARIABLE_USER_FIELDS + ], + ) + self.set_exclude_paths( + "change_password", + [ + f"root['{field}']" + for field in TestUserManagement.VARIABLE_USER_FIELDS + ], + ) + self.set_exclude_paths( + "update_profile", + [ + f"root['{field}']" + for field in TestUserManagement.VARIABLE_USER_FIELDS + ], + ) + self.set_exclude_paths( + "refresh_token", + [ + f"root['{field}']" + for field in TestUserManagement.VARIABLE_USER_FIELDS + ], + ) + self.user_id_string = str(uuid.uuid4()).split("-")[0] + self.user_id_string_2 = str(uuid.uuid4()).split("-")[0] + + def get_test_cases(self): + return { + "register_user": lambda client: self.register_user_test(client), + # "login_user": lambda client: self.login_user_test(client), + # "user_info": lambda client: self.user_info_test(client), + # "change_password": lambda client: self.change_password_test( + # client + # ), + # # "reset_password": lambda client: self.reset_password_test(client), + # "update_profile": lambda client: self.update_profile_test(client), + # "refresh_token": lambda client: self.refresh_token_test(client), + # "superuser_test": lambda client: self.superuser_test(client), + # "logout": lambda client: self.logout_test(client), + # "delete_account": lambda client: self.delete_user_test(client), + # "login_user": lambda client: self.login_user_test(client), + # "refresh_token": lambda client: self.refresh_token_test(client), + } + + def register_user_test(self, client): + try: + email = f"test_{self.user_id_string}@example.com" + password = "password123" + user = client.register(email, password) + self.user = user + return user + except Exception as e: + return {"results": str(e)} + + def login_user_test(self, client): + try: + email = f"test_{self.user_id_string}@example.com" + password = "password123" + login = client.login(email, password) + return login + except Exception as e: + return {"results": str(e)} + + def user_info_test(self, client): + try: + return client.user() + except Exception as e: + return {"results": str(e)} + + def change_password_test(self, client): + try: + return client.change_password("password123", "new_password") + except Exception as e: + return {"results": str(e)} + + # def reset_password_test(self, client): + # try: + # reset_request = client.request_password_reset("test@example.com") + # # In a real scenario, we'd need to get the reset token from the email + # reset_token = "mock_reset_token" + # return client.confirm_password_reset(reset_token, "new_password") + # except Exception as e: + # return {"results": str(e)} + + def update_profile_test(self, client): + try: + return client.update_user(name="John Doe", bio="R2R enthusiast") + except Exception as e: + return {"results": str(e)} + + def delete_user_test(self, client): + try: + email = f"test_{self.user_id_string_2}@example.com" + password = "password123" + user = client.register(email, password) + + return client.delete_user(user["results"]["id"], "password123") + except Exception as e: + return {"results": str(e)} + + def refresh_token_test(self, client): + try: + return client.refresh_access_token() + except Exception as e: + return {"results": str(e)} + + def superuser_test(self, client): + try: + # Login as admin + client.login("admin@example.com", "change_me_immediately") + return client.users_overview() + except Exception as e: + return {"results": str(e)} + + def logout_test(self, client): + try: + return client.logout() + except Exception as e: + return {"results": str(e)} diff --git a/tests/regression/test_data/admin_document_group1.txt b/tests/regression/test_data/admin_document_group1.txt new file mode 100644 index 000000000..4c2f5aba5 --- /dev/null +++ b/tests/regression/test_data/admin_document_group1.txt @@ -0,0 +1 @@ +admin_document_group1 diff --git a/tests/regression/test_data/admin_document_user1.txt b/tests/regression/test_data/admin_document_user1.txt new file mode 100644 index 000000000..2010bbe57 --- /dev/null +++ b/tests/regression/test_data/admin_document_user1.txt @@ -0,0 +1 @@ +admin_document_user1 diff --git a/tests/regression/test_data/test_document.txt b/tests/regression/test_data/test_document.txt new file mode 100644 index 000000000..402428f6c --- /dev/null +++ b/tests/regression/test_data/test_document.txt @@ -0,0 +1 @@ +this is a test document diff --git a/tests/regression/test_data/user1_document.txt b/tests/regression/test_data/user1_document.txt new file mode 100644 index 000000000..2eb90e11e --- /dev/null +++ b/tests/regression/test_data/user1_document.txt @@ -0,0 +1 @@ +user1_document diff --git a/tests/regression/test_data/user1_document_group.txt b/tests/regression/test_data/user1_document_group.txt new file mode 100644 index 000000000..1c6e16b61 --- /dev/null +++ b/tests/regression/test_data/user1_document_group.txt @@ -0,0 +1 @@ +user1_document_group diff --git a/tests/regression/test_data/user2_document.txt b/tests/regression/test_data/user2_document.txt new file mode 100644 index 000000000..79b842e10 --- /dev/null +++ b/tests/regression/test_data/user2_document.txt @@ -0,0 +1 @@ +user2_document diff --git a/tests/test_abstractions.py b/tests/test_abstractions.py index 9eeed69a6..72dac6964 100644 --- a/tests/test_abstractions.py +++ b/tests/test_abstractions.py @@ -10,7 +10,6 @@ Prompt, Vector, VectorEntry, - VectorSearchRequest, VectorSearchResult, VectorType, generate_id_from_label, @@ -100,59 +99,11 @@ def test_prompt_invalid_input_type(): prompt.format_prompt({"name": "Alice"}) -def test_search_request_with_optional_filters(): - request = VectorSearchRequest( - query="test", limit=10, filters={"category": "books"} - ) - assert request.query == "test" - assert request.limit == 10 - assert request.filters == {"category": "books"} - - -def test_search_result_to_string(): - result = VectorSearchResult( - id=generate_id_from_label("1"), - score=9.5, - metadata={"author": "John Doe"}, - ) - result_str = str(result) - assert ( - result_str - == f"VectorSearchResult(id={str(generate_id_from_label('1'))}, score=9.5, metadata={{'author': 'John Doe'}})" - ) - - -def test_search_result_repr(): - result = VectorSearchResult( - id=generate_id_from_label("1"), - score=9.5, - metadata={"author": "John Doe"}, - ) - assert ( - repr(result) - == f"VectorSearchResult(id={str(generate_id_from_label('1'))}, score=9.5, metadata={{'author': 'John Doe'}})" - ) - - def test_vector_fixed_length_validation(): with pytest.raises(ValueError): Vector(data=[1.0, 2.0], type=VectorType.FIXED, length=3) -def test_vector_entry_serialization(): - vector = Vector(data=[1.0, 2.0], type=VectorType.FIXED, length=2) - entry_id = uuid.uuid4() - entry = VectorEntry( - id=entry_id, vector=vector, metadata={"key": uuid.uuid4()} - ) - serializable = entry.to_serializable() - assert serializable["id"] == str(entry_id) - assert serializable["vector"] == [1.0, 2.0] - assert isinstance( - serializable["metadata"]["key"], str - ) # Check UUID conversion to string - - def test_message_type_enum(): assert str(MessageType.SYSTEM) == "system" assert str(MessageType.USER) == "user" @@ -257,10 +208,15 @@ def test_completion_record_serialization_with_none_values(): def test_completion_record_with_complex_search_results(): - from r2r import VectorSearchResult - search_result = VectorSearchResult( - id=uuid.uuid4(), score=0.95, metadata={"key": "value"} + fragment_id=uuid.uuid4(), + extraction_id=uuid.uuid4(), + document_id=uuid.uuid4(), + user_id=uuid.uuid4(), + group_ids=[], + score=0.95, + text="Sample text", + metadata={"key": "value"}, ) aggregate_result = AggregateSearchResult( vector_search_results=[search_result] @@ -276,10 +232,12 @@ def test_completion_record_with_complex_search_results(): record_dict["search_results"]["vector_search_results"], list ) assert len(record_dict["search_results"]["vector_search_results"]) == 1 - assert ( - record_dict["search_results"]["vector_search_results"][0]["score"] - == 0.95 - ) - assert record_dict["search_results"]["vector_search_results"][0][ - "metadata" - ] == {"key": "value"} + result = record_dict["search_results"]["vector_search_results"][0] + assert result["score"] == 0.95 + assert result["metadata"] == {"key": "value"} + assert "fragment_id" in result + assert "extraction_id" in result + assert "document_id" in result + assert "user_id" in result + assert result["text"] == "Sample text" + assert result["group_ids"] == [] diff --git a/tests/test_auth.py b/tests/test_auth.py index 782530e0e..eaef1c923 100644 --- a/tests/test_auth.py +++ b/tests/test_auth.py @@ -12,7 +12,6 @@ PostgresDBProvider, R2RAuthProvider, R2RException, - UserCreate, ) from r2r.main.services import AuthService @@ -86,9 +85,9 @@ def auth_service(auth_provider, auth_config, pg_vector_db): @pytest.mark.asyncio async def test_create_user(auth_service, auth_provider): - # Register a new user - user = UserCreate(email="create@example.com", password="password123") - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="create@example.com", password="password123" + ) assert new_user.email == "create@example.com" assert not new_user.is_verified fetched_user = auth_provider.db_provider.relational.get_user_by_email( @@ -100,26 +99,17 @@ async def test_create_user(auth_service, auth_provider): assert fetched_user.is_active == new_user.is_active -# @pytest.mark.asyncio -# async def test_create_user_twice(auth_service, auth_provider): -# # Register a new user -# user = UserCreate(email="create@example.com", password="password123") -# new_user = await auth_service.register(user) -# with pytest.raises(R2RException) as exc_info: -# await auth_service.register(user) - - @pytest.mark.asyncio async def test_verify_user(auth_service, auth_provider): - # Register a new user - user = UserCreate(email="verify@example.com", password="password123") # Mock the generate_verification_code method to return a known value with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="verify@example.com", password="password123" + ) # mock verification assert new_user.email == "verify@example.com" @@ -140,15 +130,14 @@ async def test_verify_user(auth_service, auth_provider): @pytest.mark.asyncio async def test_login_success(auth_service, auth_provider): # Register a new user - user = UserCreate( - email="login_test@example.com", password="correct_password" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="login_test@example.com", password="correct_password" + ) # Verify the user auth_provider.verify_email("123456") @@ -167,15 +156,14 @@ async def test_login_success(auth_service, auth_provider): @pytest.mark.asyncio async def test_login_failure_wrong_password(auth_service, auth_provider): # Register a new user - user = UserCreate( - email="login_fail@example.com", password="correct_password" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="login_fail@example.com", password="correct_password" + ) # Verify the user auth_provider.verify_email("123456") @@ -191,8 +179,9 @@ async def test_login_failure_wrong_password(auth_service, auth_provider): @pytest.mark.asyncio async def test_login_failure_unverified_user(auth_service, auth_provider): # Register a new user but don't verify - user = UserCreate(email="unverified@example.com", password="password123") - await auth_service.register(user) + await auth_service.register( + email="unverified@example.com", password="password123" + ) # Attempt login with correct password but unverified account with pytest.raises(R2RException) as exc_info: @@ -221,15 +210,14 @@ async def test_login_with_non_existent_user(auth_service): @pytest.mark.asyncio async def test_verify_email_with_expired_code(auth_service, auth_provider): - user = UserCreate( - email="verify_expired@example.com", password="password123" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="verify_expired@example.com", password="password123" + ) # Get the verification code @@ -246,13 +234,14 @@ async def test_verify_email_with_expired_code(auth_service, auth_provider): @pytest.mark.asyncio async def test_refresh_token_flow(auth_service, auth_provider): # Register and verify a user - user = UserCreate(email="refresh@example.com", password="password123") with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="refresh@example.com", password="password123" + ) await auth_service.verify_email("123456") @@ -271,22 +260,22 @@ async def test_refresh_token_flow(auth_service, auth_provider): @pytest.mark.asyncio async def test_refresh_token_with_wrong_user(auth_service, auth_provider): - # Register and verify two users - user1 = UserCreate(email="user1@example.com", password="password123") - user2 = UserCreate(email="user2@example.com", password="password123") - with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user1 = await auth_service.register(user1) + new_user1 = await auth_service.register( + email="user1@example.com", password="password123" + ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="1234567", ): - new_user2 = await auth_service.register(user2) + new_user2 = await auth_service.register( + email="user2@example.com", password="password123" + ) await auth_service.verify_email("123456") await auth_service.verify_email("1234567") @@ -307,15 +296,14 @@ async def test_refresh_token_with_wrong_user(auth_service, auth_provider): async def test_get_current_user_with_expired_token( auth_service, auth_provider ): - user = UserCreate( - email="expired_token@example.com", password="password123" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="expired_token@example.com", password="password123" + ) await auth_service.verify_email("123456") @@ -343,15 +331,14 @@ async def test_get_current_user_with_expired_token( @pytest.mark.asyncio async def test_change_password(auth_service, auth_provider): # Register and verify a user - user = UserCreate( - email="change_password@example.com", password="old_password" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="change_password@example.com", password="old_password" + ) await auth_service.verify_email("123456") # Change password @@ -375,16 +362,14 @@ async def test_change_password(auth_service, auth_provider): async def test_reset_password_flow( auth_service, auth_provider, mock_email_provider ): - # Register and verify a user - user = UserCreate( - email="reset_password@example.com", password="old_password" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="reset_password@example.com", password="old_password" + ) await auth_service.verify_email("123456") # Request password reset @@ -418,13 +403,14 @@ async def test_reset_password_flow( @pytest.mark.asyncio async def test_logout(auth_service, auth_provider): # Register and verify a user - user = UserCreate(email="logout@example.com", password="password123") with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="logout@example.com", password="password123" + ) await auth_service.verify_email("123456") # Login to get tokens @@ -443,13 +429,14 @@ async def test_logout(auth_service, auth_provider): @pytest.mark.asyncio async def test_get_user_profile(auth_service, auth_provider): # Register and verify a user - user = UserCreate(email="profile@example.com", password="password123") with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="profile@example.com", password="password123" + ) await auth_service.verify_email("123456") # Get user profile @@ -462,25 +449,22 @@ async def test_get_user_profile(auth_service, auth_provider): @pytest.mark.asyncio async def test_update_user_profile(auth_service, auth_provider): # Register and verify a user - user = UserCreate( - email="update_profile@example.com", password="password123" - ) with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="update_profile@example.com", password="password123" + ) await auth_service.verify_email("123456") # Update user profile updated_profile = await auth_service.update_user( new_user.id, - { - "name": "John Doe", - "bio": "Test bio", - "profile_picture": "http://example.com/pic.jpg", - }, + name="John Doe", + bio="Test bio", + profile_picture="http://example.com/pic.jpg", ) assert updated_profile.name == "John Doe" assert updated_profile.bio == "Test bio" @@ -496,13 +480,14 @@ async def test_update_user_profile(auth_service, auth_provider): @pytest.mark.asyncio async def test_delete_user_account(auth_service, auth_provider): # Register and verify a user - user = UserCreate(email="delete_user@example.com", password="password123") with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - new_user = await auth_service.register(user) + new_user = await auth_service.register( + email="delete_user@example.com", password="password123" + ) await auth_service.verify_email("123456") # Delete user account @@ -522,13 +507,14 @@ async def test_delete_user_account(auth_service, auth_provider): @pytest.mark.asyncio async def test_token_blacklist_cleanup(auth_service, auth_provider): # Register and verify a user - user = UserCreate(email="cleanup@example.com", password="password123") with patch.object( auth_provider.crypto_provider, "generate_verification_code", return_value="123456", ): - await auth_service.register(user) + await auth_service.register( + email="cleanup@example.com", password="password123" + ) await auth_service.verify_email("123456") # Login and logout to create a blacklisted token @@ -560,3 +546,161 @@ async def test_token_blacklist_cleanup(auth_service, auth_provider): assert auth_provider.db_provider.relational.is_token_blacklisted( access_token ) + + +@pytest.mark.asyncio +async def test_register_and_verify(auth_service, auth_provider): + # new_user = await auth_service.register(user) + # Mock verification code generation + with patch.object( + auth_provider.crypto_provider, + "generate_verification_code", + return_value="123456", + ): + new_user = await auth_service.register( + email="newuser@example.com", password="password123" + ) + assert new_user.email == "newuser@example.com" + assert not new_user.is_verified + + await auth_service.verify_email("123456") + + new_user = auth_provider.db_provider.relational.get_user_by_email( + "newuser@example.com" + ) + assert new_user.email == "newuser@example.com" + assert new_user.is_verified + + +@pytest.mark.asyncio +async def test_login_logout(auth_service, auth_provider): + # Mock reset token generation + with patch.object( + auth_provider.crypto_provider, + "generate_verification_code", + return_value="123456", + ): + await auth_service.register( + email="loginuser@example.com", password="password123" + ) + await auth_service.verify_email("123456") + + tokens = await auth_service.login("loginuser@example.com", "password123") + assert "access_token" in tokens + assert "refresh_token" in tokens + + logout_result = await auth_service.logout(tokens["access_token"].token) + assert logout_result["message"] == "Logged out successfully" + + +@pytest.mark.asyncio +async def test_refresh_token(auth_service, auth_provider): + # Mock reset token generation + with patch.object( + auth_provider.crypto_provider, + "generate_verification_code", + return_value="123456", + ): + await auth_service.register( + email="refreshuser@example.com", password="password123" + ) + await auth_service.verify_email("123456") + + tokens = await auth_service.login("refreshuser@example.com", "password123") + new_tokens = await auth_service.refresh_access_token( + "refreshuser@example.com", tokens["refresh_token"].token + ) + assert new_tokens["access_token"].token != tokens["access_token"].token + + +@pytest.mark.asyncio +async def test_change_password(auth_service, auth_provider): + with patch.object( + auth_provider.crypto_provider, + "generate_verification_code", + return_value="123456", + ): + new_user = await auth_service.register( + email="changepass@example.com", password="oldpassword" + ) + await auth_service.verify_email("123456") + + result = await auth_service.change_password( + new_user, "oldpassword", "newpassword" + ) + assert result["message"] == "Password changed successfully" + + with pytest.raises(R2RException): + await auth_service.login("changepass@example.com", "oldpassword") + + tokens = await auth_service.login("changepass@example.com", "newpassword") + assert "access_token" in tokens + + +@pytest.mark.asyncio +async def test_request_reset_password(auth_service): + await auth_service.register( + email="resetpass@example.com", password="password123" + ) + + result = await auth_service.request_password_reset("resetpass@example.com") + assert ( + result["message"] == "If the email exists, a reset link has been sent" + ) + + +@pytest.mark.asyncio +async def test_confirm_reset_password(auth_service, auth_provider): + # Mock reset token generation + with patch.object( + auth_provider.crypto_provider, + "generate_verification_code", + return_value="123456", + ): + await auth_service.register( + email="confirmreset@example.com", password="oldpassword" + ) + await auth_service.verify_email("123456") + await auth_service.request_password_reset("confirmreset@example.com") + result = await auth_service.confirm_password_reset( + "123456", "newpassword" + ) + assert result["message"] == "Password reset successfully" + + tokens = await auth_service.login( + "confirmreset@example.com", "newpassword" + ) + assert "access_token" in tokens + + +@pytest.mark.asyncio +async def test_get_user_profile(auth_service): + new_user = await auth_service.register( + email="profile@example.com", password="password123" + ) + + profile = await auth_service.get_user_profile(new_user.id) + assert profile.email == "profile@example.com" + + +@pytest.mark.asyncio +async def test_update_user_profile(auth_service): + new_user = await auth_service.register( + email="updateprofile@example.com", password="password123" + ) + + updated_user = await auth_service.update_user(new_user.id, name="John Doe") + assert updated_user.name == "John Doe" + + +@pytest.mark.asyncio +async def test_delete_user_account_2(auth_service): + new_user = await auth_service.register( + email="deleteuser@example.com", password="password123" + ) + + result = await auth_service.delete_user(new_user.id, "password123") + assert "deleted" in result["message"] + + with pytest.raises(R2RException): + await auth_service.login("deleteuser@example.com", "password123") diff --git a/tests/test_cli.py b/tests/test_cli.py index ab5ee478e..3466609a4 100644 --- a/tests/test_cli.py +++ b/tests/test_cli.py @@ -39,20 +39,27 @@ def test_delete_command(runner, mock_r2r_execution_wrapper): mock_instance = mock_r2r_execution_wrapper.return_value mock_instance.delete.return_value = "Deleted successfully" - result = runner.invoke( - cli, ["delete", "--keys", "key1", "--values", "value1"] - ) + result = runner.invoke(cli, ["delete", "--filter", "key1:eq:value1"]) assert result.exit_code == 0 assert "Deleted successfully" in result.output - mock_instance.delete.assert_called_once_with(["key1"], ["value1"]) + mock_instance.delete.assert_called_once_with( + filters={"key1": {"$eq": "value1"}} + ) -def test_delete_command_mismatched_keys_values(runner): +def test_multiple_deletes(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.delete.return_value = "Deleted successfully" + result = runner.invoke( - cli, ["delete", "--keys", "key1", "--values", "value1", "value2"] + cli, + ["delete", "--filter", "key1:eq:value1", "--filter", "key2:eq:value2"], + ) + assert result.exit_code == 0 + assert "Deleted successfully" in result.output + mock_instance.delete.assert_called_once_with( + filters={"key1": {"$eq": "value1"}, "key2": {"$eq": "value2"}} ) - assert result.exit_code != 0 - assert "Got unexpected extra argument" in result.output def test_documents_overview(runner, mock_r2r_execution_wrapper): @@ -75,9 +82,7 @@ def test_documents_overview(runner, mock_r2r_execution_wrapper): assert result.exit_code == 0 assert "Document 1" in result.output assert "Document 2" in result.output - mock_instance.documents_overview.assert_called_once_with( - ["id1", "id2"], None - ) + mock_instance.documents_overview.assert_called_once_with(["id1", "id2"]) def test_document_chunks(runner, mock_r2r_execution_wrapper): @@ -196,7 +201,7 @@ def test_logs(runner, mock_r2r_execution_wrapper): } ] - result = runner.invoke(cli, ["logs", "--log-type-filter", "error"]) + result = runner.invoke(cli, ["logs", "--run-type-filter", "error"]) assert result.exit_code == 0 assert "Run ID: test-run-id" in result.output assert "Run Type: test" in result.output diff --git a/tests/test_client.py b/tests/test_client.py index d41d3e623..40f029398 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -14,18 +14,17 @@ R2REngine, R2RException, Token, - User, - UserCreate, + UserResponse, ) oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") -def create_user(user_create: UserCreate): - return User( +def create_user(email: str, password: str): + return UserResponse( id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email=user_create.email, - hashed_password="hashed_" + user_create.password, + email=email, + hashed_password="hashed_" + password, is_active=True, is_superuser=False, is_verified=False, @@ -40,7 +39,7 @@ def create_user(user_create: UserCreate): @pytest.fixture(scope="function") def mock_auth_wrapper(): def auth_wrapper(token: str = Depends(oauth2_scheme)): - return User( + return UserResponse( id=uuid.UUID("12345678-1234-5678-1234-567812345678"), email="test@example.com", is_active=True, @@ -60,13 +59,11 @@ def mock_db(): db.relational.create_user.side_effect = create_user db.relational.get_user_by_id.return_value = create_user( - UserCreate(email="test@example.com", password="password") + email="test@example.com", password="password" ) def update_user(user): - updated_user = create_user( - UserCreate(email=user.email, password="password") - ) + updated_user = create_user(email=user.email, password="password") updated_user.name = user.name updated_user.bio = user.bio updated_user.profile_picture = user.profile_picture @@ -81,10 +78,44 @@ async def mock_asearch(*args, **kwargs): return { "vector_search_results": [ { - "id": "doc1", - "metadata": {"text": "Sample search result"}, - "score": 0.95, - } + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + { + "fragment_id": "f0b40c99-e200-507b-a4b9-e931e0b5f321", + "extraction_id": "0348ae71-bccb-58d1-8b5f-36810e46245a", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.22033508121967305, + "text": "s, could also restrict our future access to the capital markets.ITEM 1B. UNRESOLVED STAFF\n COMMENTSNot applicable.\nITEM 2. PROPERTIES\nAs\n of December 31, 2021, we leased and owned office facilities around the world totaling 10.6 million square feet, including 2.6 million square feet for ourcorporate headquarte\nrs in the San Francisco Bay Area, California.We", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + { + "fragment_id": "967c4291-0629-55b6-9323-e2291de8730d", + "extraction_id": "7595cdf2-d1b0-5f13-b853-8ce6857ca5f5", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.21763332188129403, + "text": "RFR means, for any RFR Loan denominated in (a) British Pounds, SONIA and (b) Swiss Francs, SARON. \nRFR Borrowing means, as to any Borrowing, the RFR Loans comprising such Borrowing. \nRFR Business Day means, for any Loan denominated in (a) British Pounds, any day except for (i) a Saturday, (ii) a Sunday or (iii) a day on which banks are closed for general business in London and (b) Swiss Francs, any day except for (i) a Saturday, (ii) a Sunday or", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, ] } @@ -134,7 +165,7 @@ def r2r_client(app_client): def test_health_check(r2r_client): response = r2r_client.health() - assert response == {"response": "ok"} + assert response["results"] == {"response": "ok"} def test_register_user(r2r_client, mock_db): @@ -147,31 +178,12 @@ def test_register_user(r2r_client, mock_db): mock_db.relational.create_user.assert_called_once() -# def test_register_existing_user(r2r_client, mock_db): -# user_data = {"email": "existing@example.com", "password": "testpassword"} - -# mock_db.relational.get_user_by_email.return_value = User( -# id=uuid.UUID("12345678-1234-5678-1234-567812345678"), -# email=user_data["email"], -# hashed_password="hashed_password", -# is_active=True, -# is_superuser=False, -# verification_code_expiry=None, -# ) - -# with pytest.raises(R2RException) as exc_info: -# r2r_client.register(**user_data) - -# assert exc_info.value.status_code == 400 -# assert "Email already registered" in str(exc_info.value) - - def test_login_user(r2r_client, mock_db): user_data = {"email": "login_test@example.com", "password": "testpassword"} mock_db.relational.get_user_by_email.return_value = None response = r2r_client.register(**user_data) - mock_db.relational.get_user_by_email.return_value = User( + mock_db.relational.get_user_by_email.return_value = UserResponse( id=uuid.UUID("12345678-1234-5678-1234-567812345678"), email=user_data["email"], hashed_password="hashed_" + user_data["password"], @@ -200,12 +212,15 @@ def test_authenticated_search(r2r_client, mock_db): results = search_response["results"] assert "vector_search_results" in results assert len(results["vector_search_results"]) > 0 - assert results["vector_search_results"][0]["id"] == "doc1" assert ( - results["vector_search_results"][0]["metadata"]["text"] - == "Sample search result" + results["vector_search_results"][0]["fragment_id"] + == "c68dc72e-fc23-5452-8f49-d7bd46088a96" ) - assert results["vector_search_results"][0]["score"] == 0.95 + assert ( + results["vector_search_results"][0]["text"] + == "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period" + ) + assert results["vector_search_results"][0]["score"] == 0.23943702876567796 @pytest.mark.asyncio @@ -290,29 +305,6 @@ async def test_user_profile(r2r_client, mock_db): # assert profile["results"]["email"] == "profile@example.com" # Update user profile - updated_profile = r2r_client.update_user( - {"name": "John Doe", "bio": "Test bio"} - ) + updated_profile = r2r_client.update_user(name="John Doe", bio="Test bio") assert updated_profile["results"]["name"] == "John Doe" assert updated_profile["results"]["bio"] == "Test bio" - - -# TODO - Fix this test -# @pytest.mark.asyncio -# async def test_delete_user(r2r_client, mock_db): -# # Register and login -# user_data = {"email": "delete@example.com", "password": "password123"} -# r2r_client.register(**user_data) -# r2r_client.login(**user_data) - -# # Delete account -# delete_response = r2r_client.delete_user("password123") -# assert "message" in delete_response["results"] - -# # Ensure client's tokens are cleared -# assert r2r_client.access_token is None -# assert r2r_client._refresh_token is None - -# # Try to login with deleted account (should fail) -# with pytest.raises(R2RException): -# r2r_client.login(**user_data) diff --git a/tests/test_database.py b/tests/test_database.py index 041352c54..b9662a6fe 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -1,4 +1,5 @@ import random +import uuid import pytest from dotenv import load_dotenv @@ -20,7 +21,14 @@ def generate_random_vector_entry(id: str, dimension: int) -> VectorEntry: vector = [random.random() for _ in range(dimension)] metadata = {"key": f"value_{id}"} return VectorEntry( - id=generate_id_from_label(id), vector=Vector(vector), metadata=metadata + fragment_id=generate_id_from_label(id), + extraction_id=uuid.uuid4(), + document_id=uuid.uuid4(), + user_id=uuid.uuid4(), + group_ids=[uuid.uuid4()], + vector=Vector(vector), + text=f"Sample text for {id}", + metadata=metadata, ) @@ -49,18 +57,6 @@ def pg_vector_db(): ) -@pytest.mark.parametrize("db_fixture", ["pg_vector_db"]) -def test_get_metadatas(request, db_fixture): - db = request.getfixturevalue(db_fixture) - for entry in sample_entries: - db.vector.upsert(entry) - - unique_metadatas = db.vector.get_metadatas(metadata_fields=["key"]) - unique_values = set([ele["key"] for ele in unique_metadatas]) - assert len(unique_values) == num_entries - assert all(f"value_id_{i}" in unique_values for i in range(num_entries)) - - @pytest.mark.parametrize("db_fixture", ["pg_vector_db"]) def test_db_initialization(request, db_fixture): db = request.getfixturevalue(db_fixture) @@ -73,7 +69,7 @@ def test_db_copy_and_search(request, db_fixture): db.vector.upsert(sample_entries[0]) results = db.vector.search(query_vector=sample_entries[0].vector.data) assert len(results) == 1 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -83,7 +79,7 @@ def test_db_upsert_and_search(request, db_fixture): db.vector.upsert(sample_entries[0]) results = db.vector.search(query_vector=sample_entries[0].vector.data) assert len(results) == 1 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -94,7 +90,7 @@ def test_imperfect_match(request, db_fixture): query_vector = [val + 0.1 for val in sample_entries[0].vector.data] results = db.vector.search(query_vector=query_vector) assert len(results) == 1 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score < 1.0 @@ -107,7 +103,7 @@ def test_bulk_insert_and_search(request, db_fixture): query_vector = sample_entries[0].vector.data results = db.vector.search(query_vector=query_vector, limit=5) assert len(results) == 5 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -123,20 +119,18 @@ def test_search_with_filters(request, db_fixture): query_vector=query_vector, filters={"key": filtered_id} ) assert len(results) == 1 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].metadata["key"] == filtered_id @pytest.mark.parametrize("db_fixture", ["pg_vector_db"]) -def test_delete_by_metadata(request, db_fixture): +def test_delete(request, db_fixture): db = request.getfixturevalue(db_fixture) for entry in sample_entries: db.vector.upsert(entry) key_to_delete = sample_entries[0].metadata["key"] - db.vector.delete_by_metadata( - metadata_fields=["key"], metadata_values=[key_to_delete] - ) + db.vector.delete(filters={"key": {"$eq": key_to_delete}}) results = db.vector.search(query_vector=sample_entries[0].vector.data) assert all(result.metadata["key"] != key_to_delete for result in results) @@ -147,13 +141,19 @@ def test_upsert(request, db_fixture): db = request.getfixturevalue(db_fixture) db.vector.upsert(sample_entries[0]) modified_entry = VectorEntry( - id=sample_entries[0].id, + fragment_id=sample_entries[0].fragment_id, + extraction_id=sample_entries[0].extraction_id, + document_id=sample_entries[0].document_id, + user_id=sample_entries[0].user_id, + group_ids=sample_entries[0].group_ids, vector=Vector([0.5, 0.5, 0.5]), + text="Modified text", metadata={"key": "new_value"}, ) db.vector.upsert(modified_entry) results = db.vector.search(query_vector=[0.5, 0.5, 0.5]) assert len(results) == 1 - assert results[0].id == sample_entries[0].id + assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].metadata["key"] == "new_value" + assert results[0].text == "Modified text" diff --git a/tests/test_end_to_end.py b/tests/test_end_to_end.py index e46d64a6f..4aa0e8615 100644 --- a/tests/test_end_to_end.py +++ b/tests/test_end_to_end.py @@ -7,13 +7,17 @@ from r2r import ( Document, + DocumentInfo, + DocumentStatus, + DocumentType, GenerationConfig, - KVLoggingSingleton, R2RConfig, R2REngine, R2RPipeFactory, R2RPipelineFactory, R2RProviderFactory, + RunLoggingSingleton, + UserResponse, VectorSearchSettings, generate_id_from_label, ) @@ -55,9 +59,12 @@ def app(request): ) try: - KVLoggingSingleton.configure(config.logging) + if os.path.exists(config.logging.logging_path): + os.remove(config.logging.logging_path) + + RunLoggingSingleton.configure(config.logging) except: - KVLoggingSingleton._config.logging_path = ( + RunLoggingSingleton._config.logging_path = ( config.logging.logging_path ) @@ -69,27 +76,51 @@ def app(request): @pytest.fixture def logging_connection(): - return KVLoggingSingleton() + return RunLoggingSingleton() + + +@pytest.fixture +def user(): + return UserResponse( + id=generate_id_from_label("user"), + email="test@test.com", + hashed_password="test", + ) @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio async def test_ingest_txt_document(app, logging_connection): + user_id = uuid.uuid4() + group_id = uuid.uuid4() + doc_id = uuid.uuid4() await app.aingest_documents( [ Document( - id=generate_id_from_label("doc_1"), + id=doc_id, + group_ids=[group_id], + user_id=user_id, data="The quick brown fox jumps over the lazy dog.", - type="txt", + type=DocumentType.TXT, metadata={"author": "John Doe"}, ), ] ) + # Verify the document was ingested correctly + docs_overview = await app.adocuments_overview(document_ids=[doc_id]) + assert len(docs_overview) == 1 + assert docs_overview[0].id == doc_id + assert docs_overview[0].group_ids == [group_id] + assert docs_overview[0].user_id == user_id + assert docs_overview[0].type == DocumentType.TXT + assert docs_overview[0].metadata["author"] == "John Doe" + assert docs_overview[0].status == DocumentStatus.SUCCESS + @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio -async def test_ingest_txt_file(app, logging_connection): +async def test_ingest_txt_file(app, user): # Prepare the test data metadata = {"author": "John Doe"} files = [ @@ -113,13 +144,16 @@ async def test_ingest_txt_file(app, logging_connection): file.file.seek(0, 2) # Move to the end of the file file.size = file.file.tell() # Get the file size file.file.seek(0) # Move back to the start of the file - - await app.aingest_files(metadatas=[metadata], files=files) + await app.aingest_files(metadatas=[metadata], files=files, user=user) @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio -async def test_ingest_search_txt_file(app, logging_connection): +async def test_ingest_search_txt_file(app, user, logging_connection): + + # Convert metadata to JSON string + run_info = await logging_connection.get_info_logs(run_type_filter="search") + # Prepare the test data metadata = {} files = [ @@ -146,14 +180,20 @@ async def test_ingest_search_txt_file(app, logging_connection): file.file.seek(0) # Move back to the start of the file # Convert metadata to JSON string + run_info = await logging_connection.get_info_logs(run_type_filter="search") + + ingestion_result = await app.aingest_files( + files=files, user=user, metadatas=[metadata] + ) - await app.aingest_files(metadatas=[metadata], files=files) + run_info = await logging_connection.get_info_logs(run_type_filter="search") search_results = await app.asearch("who was aristotle?") + print("search results = ", search_results["vector_search_results"][0]) assert len(search_results["vector_search_results"]) == 10 assert ( "was an Ancient Greek philosopher and polymath" - in search_results["vector_search_results"][0]["metadata"]["text"] + in search_results["vector_search_results"][0]["text"] ) search_results = await app.asearch( @@ -163,17 +203,8 @@ async def test_ingest_search_txt_file(app, logging_connection): assert len(search_results["vector_search_results"]) == 20 assert ( "was an Ancient Greek philosopher and polymath" - in search_results["vector_search_results"][0]["metadata"]["text"] - ) - run_info = await logging_connection.get_run_info(log_type_filter="search") - - assert len(run_info) == 2, f"Expected 2 runs, but got {len(run_info)}" - - logs = await logging_connection.get_logs( - [run.run_id for run in run_info], 100 + in search_results["vector_search_results"][0]["text"] ) - assert len(logs) == 6, f"Expected 6 logs, but got {len(logs)}" - ## test stream response = await app.arag( query="Who was aristotle?", @@ -191,6 +222,42 @@ async def test_ingest_search_txt_file(app, logging_connection): assert "Ancient" in collector +@pytest.mark.parametrize("app", ["postgres"], indirect=True) +@pytest.mark.asyncio +async def test_double_ingest(app, logging_connection): + await app.aingest_documents( + [ + Document( + id=generate_id_from_label("doc_1"), + group_ids=[generate_id_from_label("group_1")], + user_id=generate_id_from_label("user_id"), + data="The quick brown fox jumps over the lazy dog.", + type=DocumentType.TXT, + metadata={"author": "John Doe"}, + ), + ] + ) + search_results = await app.asearch("who was aristotle?") + + assert len(search_results["vector_search_results"]) == 1 + with pytest.raises(Exception): + try: + await app.aingest_documents( + [ + Document( + id=generate_id_from_label("doc_1"), + group_ids=[generate_id_from_label("group_1")], + user_id=generate_id_from_label("user_id"), + data="The quick brown fox jumps over the lazy dog.", + type=DocumentType.TXT, + metadata={"author": "John Doe"}, + ), + ] + ) + except asyncio.CancelledError: + pass + + @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio async def test_ingest_search_then_delete(app, logging_connection): @@ -199,6 +266,8 @@ async def test_ingest_search_then_delete(app, logging_connection): [ Document( id=generate_id_from_label("doc_1"), + group_ids=[generate_id_from_label("group_1")], + user_id=generate_id_from_label("user_1"), data="The quick brown fox jumps over the lazy dog.", type="txt", metadata={"author": "John Doe"}, @@ -214,18 +283,17 @@ async def test_ingest_search_then_delete(app, logging_connection): len(search_results["vector_search_results"]) > 0 ), "Expected search results, but got none" assert ( - search_results["vector_search_results"][0]["metadata"]["text"] + search_results["vector_search_results"][0]["text"] == "The quick brown fox jumps over the lazy dog." ) # Delete the document - delete_result = await app.adelete(["author"], ["John Doe"]) + delete_result = await app.adelete(filters={"author": {"$eq": "John Doe"}}) # Verify the deletion was successful - expected_deletion_message = "deleted successfully" assert ( - expected_deletion_message in delete_result - ), f"Expected successful deletion message, but got {delete_result}" + len(delete_result) > 0 + ), f"Expected at least one document to be deleted, but got {delete_result}" # Search for the document again search_results_2 = await app.asearch("who was aristotle?") @@ -233,27 +301,34 @@ async def test_ingest_search_then_delete(app, logging_connection): # Verify that the search results are empty assert ( len(search_results_2["vector_search_results"]) == 0 - ), f"Expected no search results, but got {search_results_2['results']}" + ), f"Expected no search results, but got {search_results_2['vector_search_results']}" -@pytest.mark.parametrize("app", ["local", "postgres"], indirect=True) +@pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio async def test_ingest_user_documents(app, logging_connection): user_id_0 = generate_id_from_label("user_0") user_id_1 = generate_id_from_label("user_1") + doc_id_0 = generate_id_from_label("doc_01") + doc_id_1 = generate_id_from_label("doc_11") + await app.aingest_documents( [ Document( - id=generate_id_from_label("doc_01"), + id=doc_id_0, + group_ids=[generate_id_from_label("group_0")], + user_id=user_id_0, data="The quick brown fox jumps over the lazy dog.", type="txt", - metadata={"author": "John Doe", "user_id": user_id_0}, + metadata={"author": "John Doe"}, ), Document( - id=generate_id_from_label("doc_11"), + id=doc_id_1, + group_ids=[generate_id_from_label("group_1")], + user_id=user_id_1, data="The lazy dog jumps over the quick brown fox.", type="txt", - metadata={"author": "John Doe", "user_id": user_id_1}, + metadata={"author": "John Doe"}, ), ] ) @@ -271,21 +346,33 @@ async def test_ingest_user_documents(app, logging_connection): assert ( len(user_1_docs) == 1 ), f"Expected 1 document for user {user_id_1}, but got {len(user_1_docs)}" - assert user_0_docs[0].document_id == generate_id_from_label( - "doc_01" - ), f"Expected document id {str(generate_id_from_label('doc_0'))} for user {user_id_0}, but got {user_0_docs[0].document_id}" - assert user_1_docs[0].document_id == generate_id_from_label( - "doc_11" - ), f"Expected document id {str(generate_id_from_label('doc_1'))} for user {user_id_1}, but got {user_1_docs[0].document_id}" + assert ( + user_0_docs[0].id == doc_id_0 + ), f"Expected document id {doc_id_0} for user {user_id_0}, but got {user_0_docs[0].id}" + assert ( + user_1_docs[0].id == doc_id_1 + ), f"Expected document id {doc_id_1} for user {user_id_1}, but got {user_1_docs[0].id}" + + # Clean up + delete_result = await app.adelete( + filters={"document_id": {"$in": [doc_id_0, doc_id_1]}} + ) + + assert ( + len(delete_result) == 2 + ), f"Expected 2 chunks to be deleted, but got {len(delete_result)}" @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio async def test_delete_by_id(app, logging_connection): + doc_id = generate_id_from_label("doc_0") await app.aingest_documents( [ Document( - id=generate_id_from_label("doc_1"), + id=doc_id, + group_ids=[], + user_id=generate_id_from_label("user_0"), data="The quick brown fox jumps over the lazy dog.", type="txt", metadata={"author": "John Doe"}, @@ -295,312 +382,9 @@ async def test_delete_by_id(app, logging_connection): search_results = await app.asearch("who was aristotle?") assert len(search_results["vector_search_results"]) > 0 - await app.adelete(["document_id"], [str(generate_id_from_label("doc_1"))]) + delete_result = await app.adelete(filters={"document_id": {"$eq": doc_id}}) + assert ( + len(delete_result) > 0 + ), f"Expected at least one document to be deleted, but got {delete_result}" search_results = await app.asearch("who was aristotle?") assert len(search_results["vector_search_results"]) == 0 - - -@pytest.mark.parametrize("app", ["postgres"], indirect=True) -@pytest.mark.asyncio -async def test_double_ingest(app, logging_connection): - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - search_results = await app.asearch("who was aristotle?") - - assert len(search_results["vector_search_results"]) == 1 - with pytest.raises(Exception): - try: - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_ingest_txt_file(app, logging_connection): - try: - # Prepare the test data - metadata = {"author": "John Doe"} - files = [ - UploadFile( - filename="test.txt", - file=open( - os.path.join( - os.path.dirname(__file__), - "..", - "r2r", - "examples", - "data", - "test.txt", - ), - "rb", - ), - ) - ] - # Set file size manually - for file in files: - file.file.seek(0, 2) # Move to the end of the file - file.size = file.file.tell() # Get the file size - file.file.seek(0) # Move back to the start of the file - - await app.aingest_files(metadatas=[metadata], files=files) - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_ingest_search_txt_file(app, logging_connection): - try: - # Prepare the test data - metadata = {} - files = [ - UploadFile( - filename="aristotle.txt", - file=open( - os.path.join( - os.path.dirname(__file__), - "..", - "r2r", - "examples", - "data", - "aristotle.txt", - ), - "rb", - ), - ), - ] - - # Set file size manually - for file in files: - file.file.seek(0, 2) # Move to the end of the file - file.size = file.file.tell() # Get the file size - file.file.seek(0) # Move back to the start of the file - - result = await app.aingest_files(metadatas=[metadata], files=files) - print(result) - - search_results = await app.asearch("who was aristotle?") - print("search_results = ", search_results) - assert len(search_results["vector_search_results"]) == 10 - assert ( - "was an Ancient Greek philosopher and polymath" - in search_results["vector_search_results"][0]["metadata"]["text"] - ) - - search_results = await app.asearch( - "who was aristotle?", - vector_search_settings=VectorSearchSettings(search_limit=20), - ) - assert len(search_results["vector_search_results"]) == 20 - assert ( - "was an Ancient Greek philosopher and polymath" - in search_results["vector_search_results"][0]["metadata"]["text"] - ) - run_info = await logging_connection.get_run_info( - log_type_filter="search" - ) - - assert len(run_info) == 2, f"Expected 2 runs, but got {len(run_info)}" - - logs = await logging_connection.get_logs( - [run.run_id for run in run_info], 100 - ) - assert len(logs) == 6, f"Expected 6 logs, but got {len(logs)}" - - ## test stream - response = await app.arag( - query="Who was aristotle?", - rag_generation_config=GenerationConfig( - **{"model": "gpt-3.5-turbo", "stream": True} - ), - ) - collector = "" - async for chunk in response: - collector += chunk - assert "Aristotle" in collector - assert "Greek" in collector - assert "philosopher" in collector - assert "polymath" in collector - assert "Ancient" in collector - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_ingest_search_then_delete(app, logging_connection): - try: - # Ingest a document - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - - # Search for the document - search_results = await app.asearch("who was aristotle?") - - # Verify that the search results are not empty - assert ( - len(search_results["vector_search_results"]) > 0 - ), "Expected search results, but got none" - assert ( - search_results["vector_search_results"][0]["metadata"]["text"] - == "The quick brown fox jumps over the lazy dog." - ) - - # Delete the document - delete_result = await app.adelete(["author"], ["John Doe"]) - - # Verify the deletion was successful - expected_deletion_message = "deleted successfully" - assert ( - expected_deletion_message in delete_result - ), f"Expected successful deletion message, but got {delete_result}" - - # Search for the document again - search_results_2 = await app.asearch("who was aristotle?") - - # Verify that the search results are empty - assert ( - len(search_results_2["vector_search_results"]) == 0 - ), f"Expected no search results, but got {search_results_2['results']}" - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["local", "pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_ingest_user_documents(app, logging_connection): - try: - user_id_0 = generate_id_from_label("user_0") - user_id_1 = generate_id_from_label("user_1") - - try: - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_01"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe", "user_id": user_id_0}, - ), - Document( - id=generate_id_from_label("doc_11"), - data="The lazy dog jumps over the quick brown fox.", - type="txt", - metadata={"author": "John Doe", "user_id": user_id_1}, - ), - ] - ) - user_id_results = await app.ausers_overview([user_id_0, user_id_1]) - assert set([stats.user_id for stats in user_id_results]) == set( - [user_id_0, user_id_1] - ), f"Expected user ids {user_id_0} and {user_id_1}, but got {user_id_results}" - - user_0_docs = await app.adocuments_overview(user_ids=[user_id_0]) - user_1_docs = await app.adocuments_overview(user_ids=[user_id_1]) - - assert ( - len(user_0_docs) == 1 - ), f"Expected 1 document for user {user_id_0}, but got {len(user_0_docs)}" - assert ( - len(user_1_docs) == 1 - ), f"Expected 1 document for user {user_id_1}, but got {len(user_1_docs)}" - assert user_0_docs[0].document_id == generate_id_from_label( - "doc_01" - ), f"Expected document id {str(generate_id_from_label('doc_0'))} for user {user_id_0}, but got {user_0_docs[0].document_id}" - assert user_1_docs[0].document_id == generate_id_from_label( - "doc_11" - ), f"Expected document id {str(generate_id_from_label('doc_1'))} for user {user_id_1}, but got {user_1_docs[0].document_id}" - finally: - await app.adelete( - ["document_id", "document_id"], - [ - str(generate_id_from_label("doc_01")), - str(generate_id_from_label("doc_11")), - ], - ) - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_delete_by_id(app, logging_connection): - try: - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - search_results = await app.asearch("who was aristotle?") - - assert len(search_results["vector_search_results"]) > 0 - await app.adelete( - ["document_id"], [str(generate_id_from_label("doc_1"))] - ) - search_results = await app.asearch("who was aristotle?") - assert len(search_results["vector_search_results"]) == 0 - except asyncio.CancelledError: - pass - - -@pytest.mark.parametrize("app", ["pgvector"], indirect=True) -@pytest.mark.asyncio -async def test_double_ingest(app, logging_connection): - try: - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - search_results = await app.asearch("who was aristotle?") - - assert len(search_results["vector_search_results"]) == 1 - with pytest.raises(Exception): - await app.aingest_documents( - [ - Document( - id=generate_id_from_label("doc_1"), - data="The quick brown fox jumps over the lazy dog.", - type="txt", - metadata={"author": "John Doe"}, - ), - ] - ) - except asyncio.CancelledError: - pass diff --git a/tests/test_groups.py b/tests/test_groups.py new file mode 100644 index 000000000..c6eb6c8a2 --- /dev/null +++ b/tests/test_groups.py @@ -0,0 +1,415 @@ +import random +from datetime import datetime +from uuid import UUID + +import pytest + +from r2r import DatabaseConfig, R2RException +from r2r.base.abstractions import DocumentInfo, DocumentStatus, DocumentType +from r2r.providers import BCryptConfig, BCryptProvider, PostgresDBProvider + + +# Add this fixture to create test documents +@pytest.fixture +def test_documents(pg_db, test_group): + documents = [] + for i in range(5): + doc = DocumentInfo( + id=UUID(f"00000000-0000-0000-0000-{i:012d}"), + group_ids=[test_group.group_id], + user_id=UUID("00000000-0000-0000-0000-000000000000"), + type=DocumentType.PDF, + metadata={}, + title=f"Test Document {i}", + version="1.0", + size_in_bytes=1000, + status=DocumentStatus.PROCESSING, + ) + pg_db.relational.upsert_documents_overview([doc]) + documents.append(doc) + yield documents + # Clean up documents after the test + for doc in documents: + pg_db.relational.delete_from_documents_overview(doc.id) + + +# Fixture for PostgresDBProvider +@pytest.fixture(scope="function") +def pg_db(): + config = DatabaseConfig.create( + provider="postgres", + vecs_collection=f"test_collection_{random.randint(1, 1_000_000_000_000_000_000)}", + ) + crypto_provider = BCryptProvider(BCryptConfig()) + db = PostgresDBProvider( + config, dimension=3, crypto_provider=crypto_provider + ) + yield db + # Teardown + db.vx.delete_collection(db.collection_name) + + +# Improvement: Use a fixture for creating a test group +@pytest.fixture +def test_group(pg_db): + group = pg_db.relational.create_group( + "Test Group", "This is a test group." + ) + yield group + pg_db.relational.delete_group(group.group_id) + + +# Improvement: Use a fixture for creating a test user +@pytest.fixture +def test_user(pg_db): + + created_user = pg_db.relational.create_user( + email=f"test_{datetime.now().timestamp()}@example.com", + password="password", + ) + yield created_user + pg_db.relational.delete_user(created_user.id) + + +def test_create_group(pg_db): + group_name = "Test Group" + group_description = "This is a test group." + group = pg_db.relational.create_group( + name=group_name, description=group_description + ) + assert isinstance(group.group_id, UUID) + assert group.name == group_name + assert group.description == group_description + # Improvement: Check for created_at and updated_at fields + assert isinstance(group.created_at, datetime) + assert isinstance(group.updated_at, datetime) + + +def test_get_group(pg_db, test_group): + fetched_group = pg_db.relational.get_group(test_group.group_id) + assert fetched_group == test_group + + +def test_update_group(pg_db, test_group): + new_name = "Updated Group" + new_description = "This is an updated test group." + updated = pg_db.relational.update_group( + test_group.group_id, name=new_name, description=new_description + ) + assert updated + fetched_group = pg_db.relational.get_group(test_group.group_id) + assert fetched_group.name == new_name + assert fetched_group.description == new_description + # Improvement: Check that updated_at has changed + assert fetched_group.updated_at > test_group.updated_at + + +def test_delete_group(pg_db): + group = pg_db.relational.create_group( + "Temporary Group", "This group will be deleted" + ) + pg_db.relational.delete_group(group.group_id) + with pytest.raises(R2RException): + fetched_group = pg_db.relational.get_group(group.group_id) + + +def test_list_groups(pg_db, test_group): + # First, ensure we have at least two groups + second_group = pg_db.relational.create_group( + "Second Test Group", "This is another test group." + ) + + # Now test listing groups + groups = pg_db.relational.list_groups() + assert len(groups) >= 2 + assert any(group.group_id == test_group.group_id for group in groups) + assert any(group.group_id == second_group.group_id for group in groups) + + # Test pagination + first_page = pg_db.relational.list_groups(limit=1) + assert len(first_page) == 1 + second_page = pg_db.relational.list_groups(offset=1, limit=1) + assert len(second_page) == 1 + + # Ensure first and second pages are different + assert first_page[0].group_id != second_page[0].group_id + + # Test requesting more groups than exist + all_groups = pg_db.relational.list_groups(limit=1000) + assert len(all_groups) >= 2 + + # Clean up the second group + pg_db.relational.delete_group(second_group.group_id) + + +def test_add_user_to_group(pg_db, test_group, test_user): + added = pg_db.relational.add_user_to_group( + test_user.id, test_group.group_id + ) + user_groups = pg_db.relational.get_groups_for_user(test_user.id) + assert any(g.group_id == test_group.group_id for g in user_groups) + + test_group = pg_db.relational.create_group( + "Another Group", "Another test group" + ) + # # Improvement: Test adding the same user twice + pg_db.relational.add_user_to_group(test_user.id, test_group.group_id) + + +def test_remove_user_from_group(pg_db, test_group, test_user): + # TODO - modify this test to use a fixture for creating a test group + test_group_ = pg_db.relational.create_group( + "Another Group", "Another test group" + ) + + pg_db.relational.add_user_to_group(test_user.id, test_group_.group_id) + removed = pg_db.relational.remove_user_from_group( + test_user.id, test_group_.group_id + ) + user_groups = pg_db.relational.get_groups_for_user(test_user.id) + assert all(g.group_id != test_group_.group_id for g in user_groups) + # Improvement: Test removing a user that's not in the group + with pytest.raises(R2RException): + pg_db.relational.remove_user_from_group( + test_user.id, test_group_.group_id + ) + + +def test_get_users_in_group(pg_db, test_group, test_user): + pg_db.relational.add_user_to_group(test_user.id, test_group.group_id) + users_in_group = pg_db.relational.get_users_in_group(test_group.group_id) + assert any(u.id == test_user.id for u in users_in_group) + # Improvement: Test pagination + first_page = pg_db.relational.get_users_in_group( + test_group.group_id, limit=1 + ) + assert len(first_page) == 1 + + +def test_get_all_groups(pg_db, test_group): + # Create multiple groups + group1 = pg_db.relational.create_group("Group 1", "Description 1") + group2 = pg_db.relational.create_group("Group 2", "Description 2") + + all_groups = pg_db.relational.list_groups() + + assert len(all_groups) >= 3 # Including test_group + assert any(g.group_id == test_group.group_id for g in all_groups) + assert any(g.group_id == group1.group_id for g in all_groups) + assert any(g.group_id == group2.group_id for g in all_groups) + + +def test_get_groups_by_ids(pg_db): + group1 = pg_db.relational.create_group("Group 1", "Description 1") + group2 = pg_db.relational.create_group("Group 2", "Description 2") + + groups = pg_db.relational.get_groups_by_ids( + [group1.group_id, group2.group_id] + ) + + assert len(groups) == 2 + assert any(g.group_id == group1.group_id for g in groups) + assert any(g.group_id == group2.group_id for g in groups) + + +def test_get_group_count(pg_db, test_group): + initial_count = pg_db.relational.get_group_count() + + pg_db.relational.create_group("New Group", "New Description") + + new_count = pg_db.relational.get_group_count() + assert new_count == initial_count + 1 + + +def test_get_groups_overview(pg_db, test_group, test_user): + pg_db.relational.add_user_to_group(test_user.id, test_group.group_id) + + overview = pg_db.relational.get_groups_overview([test_group.group_id]) + + assert len(overview) == 1 + assert overview[0].group_id == test_group.group_id + assert overview[0].name == test_group.name + assert overview[0].description == test_group.description + assert overview[0].user_count == 1 + + +# Test for adding the same user twice (idempotency) +def test_add_user_to_group_idempotency(pg_db, test_group, test_user): + # Add user for the first time + added1 = pg_db.relational.add_user_to_group( + test_user.id, test_group.group_id + ) + assert added1 + + # Try to add the same user again + added2 = pg_db.relational.add_user_to_group( + test_user.id, test_group.group_id + ) + assert not added2 # Should return False as user is already in the group + + # Verify user is in the group only once + users_in_group = pg_db.relational.get_users_in_group(test_group.group_id) + assert len([u for u in users_in_group if u.id == test_user.id]) == 1 + + +# Test for removing a user that's not in the group +def test_remove_user_not_in_group(pg_db, test_group, test_user): + # Ensure user is not in the group + pg_db.relational.add_user_to_group(test_user.id, test_group.group_id) + pg_db.relational.remove_user_from_group(test_user.id, test_group.group_id) + + # Try to remove the user again + with pytest.raises(R2RException): + pg_db.relational.remove_user_from_group( + test_user.id, test_group.group_id + ) + + +# Improvement: Add test for non-existent group and user +def test_edge_cases(pg_db): + non_existent_id = UUID("00000000-0000-0000-0000-000000000000") + # assert pg_db.relational.get_group(non_existent_id) is None + # ensure error + with pytest.raises(R2RException): + pg_db.relational.get_group(non_existent_id) + with pytest.raises(R2RException): + pg_db.relational.update_group( + non_existent_id, name="New Name", description="New Description" + ) + with pytest.raises(R2RException): + pg_db.relational.delete_group(non_existent_id) + with pytest.raises(R2RException): + pg_db.relational.add_user_to_group(non_existent_id, non_existent_id) + with pytest.raises(R2RException): + assert not pg_db.relational.remove_user_from_group( + non_existent_id, non_existent_id + ) + with pytest.raises(R2RException): + assert pg_db.relational.get_users_in_group(non_existent_id) == [] + + +def test_get_users_in_group_with_pagination(pg_db, test_group): + # Create multiple users and add them to the group + users = [] + for i in range(5): + user = pg_db.relational.create_user( + email=f"test_user_{i}@example.com", password="password" + ) + pg_db.relational.add_user_to_group(user.id, test_group.group_id) + users.append(user) + + # Test first page + first_page = pg_db.relational.get_users_in_group( + test_group.group_id, offset=0, limit=3 + ) + assert len(first_page) == 3 + + # Test second page + second_page = pg_db.relational.get_users_in_group( + test_group.group_id, offset=3, limit=3 + ) + assert len(second_page) == 2 + + # Ensure all users are different + all_users = first_page + second_page + assert len(set(u.id for u in all_users)) == 5 + + # Clean up + for user in users: + pg_db.relational.delete_user(user.id) + + +def test_get_groups_overview_with_pagination(pg_db): + # Create multiple groups + groups = [ + pg_db.relational.create_group(f"Group {i}", f"Description {i}") + for i in range(5) + ] + + # Test first page + first_page = pg_db.relational.get_groups_overview(offset=0, limit=3) + assert len(first_page) == 3 + + # Test second page + second_page = pg_db.relational.get_groups_overview(offset=3, limit=3) + assert len(second_page) == 2 + + # Ensure all groups are different + all_groups = first_page + second_page + assert len(set(g.group_id for g in all_groups)) == 5 + + # Clean up + for group in groups: + pg_db.relational.delete_group(group.group_id) + + +def test_get_groups_for_user_with_pagination(pg_db, test_user): + # Create multiple groups and add the user to them + groups = [] + for i in range(5): + group = pg_db.relational.create_group(f"Group {i}", f"Description {i}") + pg_db.relational.add_user_to_group(test_user.id, group.group_id) + groups.append(group) + + # Test first page + first_page = pg_db.relational.get_groups_for_user( + test_user.id, offset=0, limit=3 + ) + assert len(first_page) == 3 + + # Test second page + second_page = pg_db.relational.get_groups_for_user( + test_user.id, offset=3, limit=3 + ) + assert len(second_page) == 2 + + # Ensure all groups are different + all_groups = first_page + second_page + assert len(set(g.group_id for g in all_groups)) == 5 + + # Clean up + for group in groups: + pg_db.relational.delete_group(group.group_id) + + +def test_get_documents_in_group(pg_db, test_group, test_documents): + # Test getting all documents + all_docs = pg_db.relational.get_documents_in_group(test_group.group_id) + assert len(all_docs) == 5 + assert all(isinstance(doc, DocumentInfo) for doc in all_docs) + assert all(test_group.group_id in doc.group_ids for doc in all_docs) + + # Test pagination - first page + first_page = pg_db.relational.get_documents_in_group( + test_group.group_id, offset=0, limit=3 + ) + assert len(first_page) == 3 + + # Test pagination - second page + second_page = pg_db.relational.get_documents_in_group( + test_group.group_id, offset=3, limit=3 + ) + assert len(second_page) == 2 + + # Ensure all documents are different + all_docs = first_page + second_page + assert len(set(doc.id for doc in all_docs)) == 5 + + # Test ordering (should be in descending order of created_at) + assert all( + all_docs[i].created_at >= all_docs[i + 1].created_at + for i in range(len(all_docs) - 1) + ) + + # Test with non-existent group + non_existent_id = UUID("00000000-0000-0000-0000-000000000000") + with pytest.raises(R2RException): + pg_db.relational.get_documents_in_group(non_existent_id) + + # Test with empty group + empty_group = pg_db.relational.create_group("Empty Group", "No documents") + empty_docs = pg_db.relational.get_documents_in_group(empty_group.group_id) + assert len(empty_docs) == 0 + + # Clean up + pg_db.relational.delete_group(empty_group.group_id) diff --git a/tests/test_groups_client.py b/tests/test_groups_client.py new file mode 100644 index 000000000..a9319b9cd --- /dev/null +++ b/tests/test_groups_client.py @@ -0,0 +1,376 @@ +import uuid +from datetime import datetime +from unittest.mock import MagicMock + +import pytest +from fastapi import Depends +from fastapi.security import OAuth2PasswordBearer +from fastapi.testclient import TestClient + +from r2r import R2RApp, R2RBuilder, R2RClient, R2REngine, Token, UserResponse +from r2r.base import GroupResponse + +oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") + + +def create_superuser(email: str, password: str): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email=email, + hashed_password="hashed_" + password, + is_active=True, + is_superuser=True, + is_verified=True, + name="Test Superuser", + bio="Test Superuser Bio", + profile_picture="http://example.com/superuser_pic.jpg", + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ) + + +@pytest.fixture(scope="function") +def mock_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="admin@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=True, + ) + + return auth_wrapper + + +@pytest.fixture(scope="function") +def mock_db(): + db = MagicMock() + db.relational.get_user_by_email.return_value = ( + None # Simulate empty database + ) + db.relational.create_user.side_effect = create_superuser + db.relational.get_user_by_id.return_value = create_superuser( + email="admin@example.com", password="adminpassword" + ) + + def mock_update_user(user): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email=user.email, + hashed_password="hashed_password", + is_active=True, + is_superuser=True, + is_verified=True, + name=user.name, + bio=user.bio, + profile_picture=user.profile_picture, + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ) + + db.relational.update_user.side_effect = mock_update_user + + def mock_create_group(**kwargs): + return GroupResponse( + group_id=uuid.uuid4(), + name=kwargs.get("name", "Test Group"), + description=kwargs.get("description", "A test group"), + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ).dict() + + db.relational.create_group = MagicMock(side_effect=mock_create_group) + + def mock_get_group(group_id): + return GroupResponse( + group_id=group_id, + name="Test Group", + description="A test group", + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ).dict() + + db.relational.get_group = MagicMock(side_effect=mock_get_group) + + def mock_update_group(group_id, name, description): + return GroupResponse( + group_id=group_id, + name=name, + description=description, + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ).dict() + + db.relational.update_group = MagicMock(side_effect=mock_update_group) + + db.relational.delete_group = MagicMock(return_value=True) + + def mock_list_groups(offset=0, limit=100): + return [ + GroupResponse( + group_id=uuid.uuid4(), + name=f"Group {i}", + description=f"Description {i}", + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ).dict() + for i in range(1, 3) + ] + + db.relational.list_groups = MagicMock(side_effect=mock_list_groups) + + db.relational.add_user_to_group = MagicMock(return_value=True) + db.relational.remove_user_from_group = MagicMock(return_value=True) + db.relational.get_users_in_group = MagicMock( + return_value=[ + UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test1@gmail.com", + hashed_password="hashed_password", + is_active=True, + is_superuser=True, + is_verified=True, + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ), + UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test2@gmail.com", + hashed_password="hashed_password", + is_active=True, + is_superuser=True, + is_verified=True, + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ), + ] + ) + db.relational.get_groups_for_user = MagicMock(side_effect=mock_list_groups) + + def mock_groups_overview(group_ids): + return [ + { + "group_id": str(uuid.uuid4()), + "name": f"Group {i}", + "description": f"Description {i}", + "created_at": datetime.utcnow(), + "updated_at": datetime.utcnow(), + "user_count": i * 2, + "document_count": i * 2, + } + for i in range(1, 3) + ] + + db.relational.get_groups_overview = MagicMock( + side_effect=mock_groups_overview + ) + + return db + + +@pytest.fixture(scope="function") +def r2r_client(app_client): + return R2RClient(base_url="http://testserver", custom_client=app_client) + + +def authenticate_superuser(r2r_client, mock_db): + user_data = {"email": "admin@example.com", "password": "adminpassword"} + mock_db.relational.get_user_by_email.return_value = None + r2r_client.register(**user_data) + + # Create a superuser + superuser = UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email=user_data["email"], + hashed_password="hashed_" + user_data["password"], + is_active=True, + is_superuser=True, + verification_code_expiry=None, + ) + + mock_db.relational.get_user_by_email.return_value = superuser + mock_db.relational.get_user_by_id.return_value = superuser + + # Login as superuser + response = r2r_client.login(**user_data) + assert "access_token" in response["results"] + + +@pytest.fixture(scope="function") +def app_client(mock_db, mock_auth_wrapper): + config = R2RBuilder._get_config("auth") + providers = MagicMock() + providers.auth.login.return_value = { + "access_token": Token(token="access_token", token_type="access"), + "refresh_token": Token(token="refresh_token", token_type="refresh"), + } + providers.auth.auth_wrapper = mock_auth_wrapper + providers.auth.register.side_effect = mock_db.relational.create_user + providers.auth.verify_email.return_value = { + "message": "Email verified successfully" + } + providers.auth.change_password.return_value = { + "message": "Password changed successfully" + } + providers.auth.request_password_reset.return_value = { + "message": "If the email exists, a reset link has been sent" + } + providers.auth.confirm_password_reset.return_value = { + "message": "Password reset successfully" + } + providers.auth.logout.return_value = {"message": "Logged out successfully"} + + providers.database = mock_db + pipelines = MagicMock() + agents = MagicMock() + engine = R2REngine( + config=config, + providers=providers, + pipelines=pipelines, + agents=agents, + ) + + async def mock_asearch(*args, **kwargs): + return { + "vector_search_results": [ + { + "id": "doc1", + "metadata": {"text": "Sample search result"}, + "score": 0.95, + } + ] + } + + engine.asearch = mock_asearch + app = R2RApp(engine) + return TestClient(app.app) + + +@pytest.fixture +def group_id(): + return uuid.uuid4() + + +@pytest.fixture +def user_id(): + return uuid.uuid4() + + +@pytest.mark.asyncio +async def test_user_profile(r2r_client, mock_db): + r2r_client.register(email="profile@example.com", password="password123") + r2r_client.login(email="profile@example.com", password="password123") + + updated_profile = r2r_client.update_user(name="John Doe", bio="Test bio") + assert updated_profile["results"]["name"] == "John Doe" + assert updated_profile["results"]["bio"] == "Test bio" + + +# TODO - Revive these tests later. +# def test_create_group(r2r_client, mock_db): +# authenticate_superuser(r2r_client, mock_db) +# group_data = {"name": "Test Group", "description": "A test group"} +# response = r2r_client.create_group(**group_data) +# assert "results" in response +# print('response = ', response) +# assert response["results"]["name"] == group_data["name"] +# assert response["results"]["description"] == group_data["description"] +# mock_db.relational.create_group.assert_called_once_with(**group_data) + + +@pytest.mark.asyncio +async def test_get_group(r2r_client, mock_db, group_id): + authenticate_superuser(r2r_client, mock_db) + response = r2r_client.get_group(group_id) + assert "results" in response + assert response["results"]["group_id"] == str(group_id) + assert response["results"]["name"] == "Test Group" + mock_db.relational.get_group.assert_called_once_with(group_id) + + +@pytest.mark.asyncio +async def test_update_group(r2r_client, mock_db, group_id): + authenticate_superuser(r2r_client, mock_db) + update_data = { + "name": "Test Group", + "description": "An updated test group", + } + # mock_db.relational.update_group.return_value = True + response = r2r_client.update_group(group_id, **update_data) + assert "results" in response + assert ( + response["results"]["description"] == "An updated test group" + ) # is True + mock_db.relational.update_group.assert_called_once_with( + *(group_id, "Test Group", "An updated test group") + ) + + +@pytest.mark.asyncio +async def test_list_groups(r2r_client, mock_db): + authenticate_superuser(r2r_client, mock_db) + # mock_db.relational.list_groups.return_value = mock_groups + response = r2r_client.list_groups() + assert "results" in response + assert len(response["results"]) == 2 + mock_db.relational.list_groups.assert_called_once_with(offset=0, limit=100) + + +@pytest.mark.asyncio +async def test_get_users_in_group(r2r_client, mock_db, group_id): + authenticate_superuser(r2r_client, mock_db) + response = r2r_client.get_users_in_group(group_id) + assert "results" in response + assert len(response["results"]) == 2 + mock_db.relational.get_users_in_group.assert_called_once_with( + group_id, 0, 100 + ) + + +@pytest.mark.asyncio +async def test_get_groups_for_user(r2r_client, mock_db, user_id): + authenticate_superuser(r2r_client, mock_db) + # mock_groups = [ + # {"id": str(uuid.uuid4()), "name": "Group 1"}, + # {"id": str(uuid.uuid4()), "name": "Group 2"}, + # ] + # mock_db.relational.get_groups_for_user.return_value = mock_groups + response = r2r_client.get_groups_for_user(user_id) + assert "results" in response + assert len(response["results"]) == 2 + # assert response["results"] == mock_groups + mock_db.relational.get_groups_for_user.assert_called_once_with(user_id) + + +@pytest.mark.asyncio +async def test_groups_overview(r2r_client, mock_db): + authenticate_superuser(r2r_client, mock_db) + # mock_overview = [ + # {"id": str(uuid.uuid4()), "name": "Group 1", "member_count": 5}, + # {"id": str(uuid.uuid4()), "name": "Group 2", "member_count": 3}, + # ] + # mock_db.relational.get_groups_overview.return_value = mock_overview + response = r2r_client.groups_overview() + assert "results" in response + assert len(response["results"]) == 2 + # assert response["results"] == mock_overview + mock_db.relational.get_groups_overview.assert_called_once_with(None) + + +@pytest.mark.asyncio +async def test_groups_overview_with_ids(r2r_client, mock_db): + authenticate_superuser(r2r_client, mock_db) + group_ids = [uuid.uuid4(), uuid.uuid4()] + # mock_overview = [ + # {"id": str(group_ids[0]), "name": "Group 1", "member_count": 5}, + # {"id": str(group_ids[1]), "name": "Group 2", "member_count": 3}, + # ] + # mock_db.relational.get_groups_overview.return_value = mock_overview + response = r2r_client.groups_overview(group_ids) + assert "results" in response + assert len(response["results"]) == 2 + # assert response["results"] == mock_overview + mock_db.relational.get_groups_overview.assert_called_once_with( + [str(gid) for gid in group_ids] + ) diff --git a/tests/test_ingestion_service.py b/tests/test_ingestion_service.py index c3dfc08be..e76973643 100644 --- a/tests/test_ingestion_service.py +++ b/tests/test_ingestion_service.py @@ -15,6 +15,7 @@ R2RDocumentProcessingError, R2RException, RunManager, + UserResponse, generate_id_from_label, ) from r2r.main import R2RPipelines, R2RProviders @@ -82,8 +83,10 @@ def ingestion_service(mock_vector_db, mock_embedding_model): async def test_ingest_single_document(ingestion_service, mock_vector_db): document = Document( id=generate_id_from_label("test_id"), - data="Test content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", + data="Test content", metadata={}, ) @@ -96,9 +99,9 @@ async def test_ingest_single_document(ingestion_service, mock_vector_db): result = await ingestion_service.ingest_documents([document]) - assert result["processed_documents"] == [ - f"Document '{document.id}' processed successfully." - ] + assert result["processed_documents"][0].id == generate_id_from_label( + "test_id" + ) assert not result["failed_documents"] assert not result["skipped_documents"] @@ -107,18 +110,22 @@ async def test_ingest_single_document(ingestion_service, mock_vector_db): async def test_ingest_duplicate_document(ingestion_service, mock_vector_db): document = Document( id=generate_id_from_label("test_id"), - data="Test content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", + data="Test content", metadata={}, ) mock_vector_db.relational.get_documents_overview.return_value = [ DocumentInfo( - document_id=document.id, + id=document.id, + group_ids=[], + user_id=generate_id_from_label("user_1"), version="v0", size_in_bytes=len(document.data), metadata={}, title=str(document.id), - user_id=None, + type="txt", created_at=datetime.now(), updated_at=datetime.now(), status="success", @@ -141,13 +148,18 @@ async def test_ingest_file(ingestion_service): file_mock.file.seek(0) file_mock.size = len(file_content) # Set file size manually + user = UserResponse( + id=generate_id_from_label("user1"), + email="email@test.com", + hashed_password="password", + ) ingestion_service.pipelines.ingestion_pipeline.run.return_value = { "embedding_pipeline_output": [ - (generate_id_from_label("test.txt"), None) + (generate_id_from_label(f"test.txt-{user.id}"), None) ] } - result = await ingestion_service.ingest_files([file_mock]) + result = await ingestion_service.ingest_files([file_mock], user=user) assert len(result["processed_documents"]) == 1 assert not result["failed_documents"] @@ -162,6 +174,8 @@ async def test_ingest_mixed_success_and_failure( Document( id=generate_id_from_label("success_id"), data="Success content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ), @@ -169,6 +183,8 @@ async def test_ingest_mixed_success_and_failure( id=generate_id_from_label("failure_id"), data="Failure content", type="txt", + group_ids=[], + user_id=generate_id_from_label("user_1"), metadata={}, ), ] @@ -193,18 +209,20 @@ async def test_ingest_mixed_success_and_failure( assert len(result["processed_documents"]) == 1 assert len(result["failed_documents"]) == 1 - assert str(documents[0].id) in result["processed_documents"][0] - assert str(documents[1].id) in result["failed_documents"][0] - assert "Embedding failed" in result["failed_documents"][0] + assert documents[0].id in [doc.id for doc in result["processed_documents"]] + assert documents[1].id in [ + doc["document_id"] for doc in result["failed_documents"] + ] + assert "Embedding failed" in str(result["failed_documents"][0]["result"]) assert mock_vector_db.relational.upsert_documents_overview.call_count == 2 upserted_docs = ( mock_vector_db.relational.upsert_documents_overview.call_args[0][0] ) assert len(upserted_docs) == 2 - assert upserted_docs[0].document_id == documents[0].id + assert upserted_docs[0].id == documents[0].id assert upserted_docs[0].status == "success" - assert upserted_docs[1].document_id == documents[1].id + assert upserted_docs[1].id == documents[1].id assert upserted_docs[1].status == "failure" @@ -216,64 +234,42 @@ async def test_ingest_unsupported_file_type(ingestion_service): file_mock.file.seek(0) file_mock.size = 12 # Set file size manually + user = UserResponse( + id=generate_id_from_label("user1"), + email="email@test.com", + hashed_password="password", + ) + with pytest.raises(R2RException) as exc_info: - await ingestion_service.ingest_files([file_mock]) + await ingestion_service.ingest_files([file_mock], user=user) assert "is not a valid DocumentType" in str(exc_info.value) -# @pytest.mark.asyncio -# async def test_ingest_large_file(ingestion_service): -# large_content = b"Large content" * 1000000 # 12MB content -# file_mock = UploadFile( -# filename="large_file.txt", file=io.BytesIO(large_content) -# ) -# file_mock.file.seek(0) -# file_mock.size = len(large_content) # Set file size manually - -# ingestion_service.config.app.get.return_value = ( -# 10 # Set max file size to 10MB -# ) - -# with pytest.raises(R2RException) as exc_info: -# await ingestion_service.ingest_files([file_mock]) - -# assert "File size exceeds maximum allowed size" in str(exc_info.value) - - -# @pytest.mark.asyncio -# async def test_concurrent_ingestion(ingestion_service, mock_vector_db): -# document = Document(id=generate_id_from_label("test_id"), data="Test content", type="txt", metadata={}) - -# async def ingestion_task(): -# return await ingestion_service.ingest_documents([document]) - -# # Simulate concurrent ingestion attempts -# results = await asyncio.gather(ingestion_task(), ingestion_task(), ingestion_task()) - -# # Check that only one ingestion succeeded and others were skipped -# assert sum(len(r["processed_documents"]) for r in results) == 1 -# assert sum(len(r["skipped_documents"]) for r in results) == 2 - - @pytest.mark.asyncio async def test_partial_ingestion_success(ingestion_service, mock_vector_db): documents = [ Document( id=generate_id_from_label("success_1"), data="Success content 1", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ), Document( id=generate_id_from_label("fail"), data="Fail content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ), Document( id=generate_id_from_label("success_2"), data="Success content 2", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ), @@ -297,20 +293,34 @@ async def test_partial_ingestion_success(ingestion_service, mock_vector_db): assert len(result["processed_documents"]) == 2 assert len(result["failed_documents"]) == 1 - assert str(documents[1].id) in result["failed_documents"][0] + assert documents[1].id in [ + doc["document_id"] for doc in result["failed_documents"] + ] @pytest.mark.asyncio async def test_version_increment(ingestion_service, mock_vector_db): + + user = UserResponse( + id=generate_id_from_label("user1"), + email="email@test.com", + hashed_password="password", + ) + document = Document( id=generate_id_from_label("test_id"), data="Test content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ) mock_vector_db.relational.get_documents_overview.return_value = [ DocumentInfo( - document_id=document.id, + id=document.id, + group_ids=[], + user_id=generate_id_from_label("user_1"), + type="txt", version="v2", status="success", size_in_bytes=0, @@ -321,7 +331,7 @@ async def test_version_increment(ingestion_service, mock_vector_db): file_mock = UploadFile( filename="test.txt", file=io.BytesIO(b"Updated content") ) - await ingestion_service.update_files([file_mock], [document.id]) + await ingestion_service.update_files([file_mock], [document.id], user=user) calls = mock_vector_db.relational.upsert_documents_overview.call_args_list assert len(calls) == 2 @@ -332,7 +342,10 @@ async def test_version_increment(ingestion_service, mock_vector_db): async def test_process_ingestion_results_error_handling(ingestion_service): document_infos = [ DocumentInfo( - document_id=uuid.uuid4(), + id=uuid.uuid4(), + group_ids=[], + user_id=generate_id_from_label("user_1"), + type="txt", version="v0", status="processing", size_in_bytes=0, @@ -342,10 +355,10 @@ async def test_process_ingestion_results_error_handling(ingestion_service): ingestion_results = { "embedding_pipeline_output": [ ( - document_infos[0].document_id, + document_infos[0].id, R2RDocumentProcessingError( "Unexpected error", - document_id=document_infos[0].document_id, + document_id=document_infos[0].id, ), ) ] @@ -355,40 +368,10 @@ async def test_process_ingestion_results_error_handling(ingestion_service): ingestion_results, document_infos, [], - {document_infos[0].document_id: "test"}, ) assert len(result["failed_documents"]) == 1 - assert "Unexpected error" in result["failed_documents"][0] - - -# @pytest.mark.asyncio -# async def test_file_size_limit_edge_cases(ingestion_service): -# ingestion_service.config.app.get.return_value = 1 # 1MB limit - -# just_under_limit = b"x" * (1024 * 1024 - 1) -# at_limit = b"x" * (1024 * 1024) -# over_limit = b"x" * (1024 * 1024 + 1) - -# file_under = UploadFile( -# filename="under.txt", -# file=io.BytesIO(just_under_limit), -# size=1024 * 1024 - 1, -# ) -# file_at = UploadFile( -# filename="at.txt", file=io.BytesIO(at_limit), size=1024 * 1024 -# ) -# file_over = UploadFile( -# filename="over.txt", file=io.BytesIO(over_limit), size=1024 * 1024 + 1 -# ) - -# await ingestion_service.ingest_files([file_under]) # Should succeed -# await ingestion_service.ingest_files([file_at]) # Should succeed - -# with pytest.raises( -# R2RException, match="File size exceeds maximum allowed size" -# ): -# await ingestion_service.ingest_files([file_over]) + assert "Unexpected error" in str(result["failed_documents"][0]) @pytest.mark.asyncio @@ -398,6 +381,8 @@ async def test_document_status_update_after_ingestion( document = Document( id=generate_id_from_label("test_id"), data="Test content", + group_ids=[], + user_id=generate_id_from_label("user_1"), type="txt", metadata={}, ) @@ -421,5 +406,5 @@ async def test_document_status_update_after_ingestion( ][0] ) assert len(second_call_args) == 1 - assert second_call_args[0].document_id == document.id + assert second_call_args[0].id == document.id assert second_call_args[0].status == "success" diff --git a/tests/test_kg.py b/tests/test_kg.py new file mode 100644 index 000000000..4111971ce --- /dev/null +++ b/tests/test_kg.py @@ -0,0 +1,139 @@ +import json +import uuid +from unittest.mock import Mock, patch + +import pytest + +from r2r.base.abstractions.document import DocumentFragment +from r2r.base.abstractions.graph import Entity, Triple +from r2r.base.providers.kg import KGConfig +from r2r.providers.kg.neo4j.provider import Neo4jKGProvider + + +@pytest.fixture +def neo4j_kg_provider(): + extra_fields = { + "user": "neo4j", + "password": "ineedastrongerpassword", + "url": "bolt://localhost:7688", + "database": "neo4j", + } + config = KGConfig(provider="neo4j", extra_fields=extra_fields) + return Neo4jKGProvider(config) + + +@pytest.fixture(autouse=True) +def clean_graph(neo4j_kg_provider): + neo4j_kg_provider.delete_all_nodes() + yield + neo4j_kg_provider.delete_all_nodes() + + +def get_uuid(): + return str(uuid.uuid4()) + + +@pytest.fixture +def test_chunks(): + return [ + DocumentFragment( + id=get_uuid(), + data="Test chunk 1", + metadata={"testkey": "testvalue"}, + document_id=get_uuid(), + extraction_id=get_uuid(), + ), + DocumentFragment( + id=get_uuid(), + data="Test chunk 2", + metadata={"testkey": "testvalue"}, + document_id=get_uuid(), + extraction_id=get_uuid(), + ), + ] + + +@pytest.fixture +def test_entities(): + return [ + Entity( + id=get_uuid(), + category="Test category 1", + subcategory=None, + value="Test entity 1", + description="Test entity 1 description", + description_embedding=[1.0, 2.0, 3.0], + name_embedding=[1.0, 2.0, 3.0], + graph_embedding=[1.0, 2.0, 3.0], + community_ids=[get_uuid()], + text_unit_ids=[get_uuid()], + document_ids=[get_uuid(), get_uuid()], + rank=1, + attributes={"testkey": "testvalue"}, + ), + # Entity(id=get_uuid(), category="Test category 2", subcategory=None, value="Test entity 2", description="Test entity 2 description", description_embedding=[1.0, 2.0, 3.0], name_embedding=[1.0, 2.0, 3.0], graph_embedding=[1.0, 2.0, 3.0], community_ids=[get_uuid()], text_unit_ids=[get_uuid()], document_ids=[get_uuid(), get_uuid()], rank=1, attributes={"testkey": "testvalue"}) + ] + + +@pytest.fixture +def test_triples(): + return [ + Triple( + id=get_uuid(), + subject=get_uuid(), + predicate="test_predicate", + object=get_uuid(), + weight=1.0, + description="Test triple description", + predicate_embedding=[1.0, 2.0, 3.0], + text_unit_ids=[get_uuid()], + document_ids=[get_uuid()], + attributes={"testkey": "testvalue"}, + ) + ] + + +def test_upsert_chunks(neo4j_kg_provider, test_chunks, clean_graph): + neo4j_kg_provider.upsert_chunks(test_chunks) + neo4j_output = neo4j_kg_provider.get_chunks() + chunks = [record["c"]._properties for record in neo4j_output.records] + assert len(chunks) == len(test_chunks) + for chunk, test_chunk in zip(chunks, test_chunks): + assert chunk["id"] == str(test_chunk.id) + assert chunk["data"] == test_chunk.data + assert json.loads(chunk["metadata"]) == test_chunk.metadata + assert chunk["document_id"] == str(test_chunk.document_id) + assert chunk["extraction_id"] == str(test_chunk.extraction_id) + + +def test_upsert_entities(neo4j_kg_provider, test_entities): + neo4j_kg_provider.upsert_entities(test_entities) + neo4j_output = neo4j_kg_provider.get_entities() + entities = [record["e"]._properties for record in neo4j_output.records] + assert len(entities) == len(test_entities) + for entity, test_entity in zip(entities, test_entities): + assert entity["id"] == test_entity.id + assert entity["category"] == test_entity.category + assert entity["value"] == test_entity.value + assert entity["description"] == test_entity.description + + +def test_upsert_triples(neo4j_kg_provider, test_triples): + triples_count = neo4j_kg_provider.upsert_triples(test_triples) + triples = neo4j_kg_provider.get_triples() + assert len(triples) == len(test_triples) + for triple, test_triple in zip(triples, test_triples): + assert triple.id == test_triple.id + assert triple.subject == test_triple.subject + assert triple.predicate == test_triple.predicate + assert triple.object == test_triple.object + + +def test_upsert_communities(neo4j_kg_provider, test_communities): + neo4j_kg_provider.upsert_communities(test_communities) + neo4j_output = neo4j_kg_provider.get_communities() + communities = [record["c"]._properties for record in neo4j_output.records] + assert len(communities) == len(test_communities) + for community, test_community in zip(communities, test_communities): + assert community["id"] == test_community.id + assert community["name"] == test_community.name diff --git a/tests/test_logging.py b/tests/test_logging.py index d0255d37e..7e4372a5e 100644 --- a/tests/test_logging.py +++ b/tests/test_logging.py @@ -2,16 +2,17 @@ import logging import os import uuid +from uuid import UUID import pytest from r2r import ( - LocalKVLoggingProvider, + LocalRunLoggingProvider, LoggingConfig, - PostgresKVLoggingProvider, PostgresLoggingConfig, - RedisKVLoggingProvider, + PostgresRunLoggingProvider, RedisLoggingConfig, + RedisRunLoggingProvider, generate_run_id, ) @@ -35,267 +36,172 @@ async def cleanup_tasks(): async def local_provider(): unique_id = str(uuid.uuid4()) logging_path = f"test_{unique_id}.sqlite" - provider = LocalKVLoggingProvider(LoggingConfig(logging_path=logging_path)) - await provider.init() + provider = LocalRunLoggingProvider( + LoggingConfig(logging_path=logging_path) + ) + await provider._init() yield provider await provider.close() if os.path.exists(logging_path): os.remove(logging_path) -@pytest.mark.asyncio -async def test_local_logging(local_provider): - run_id = generate_run_id() - await local_provider.log(run_id, "key", "value") - logs = await local_provider.get_logs([run_id]) - assert len(logs) == 1 - assert logs[0]["key"] == "key" - assert logs[0]["value"] == "value" - - -# FIXME: This test is causing Pytest to hang -# @pytest.mark.asyncio -# async def test_multiple_log_entries(local_provider): -# """Test logging multiple entries and retrieving them.""" -# run_id_0 = generate_run_id() -# run_id_1 = generate_run_id() -# run_id_2 = generate_run_id() -# await local_provider.init() - -# entries = [ -# (run_id_0, "key_0", "value_0"), -# (run_id_1, "key_1", "value_1"), -# (run_id_2, "key_2", "value_2"), -# ] -# for run_id, key, value in entries: -# await local_provider.log(run_id, key, value) - -# logs = await local_provider.get_logs([run_id_0, run_id_1, run_id_2]) -# assert len(logs) == 3 - -# # Check that logs are returned in the correct order (most recent first if applicable) -# for log in logs: -# selected_entry = [ -# entry for entry in entries if entry[0] == log["log_id"] -# ][0] -# assert log["log_id"] == selected_entry[0] -# assert log["key"] == selected_entry[1] -# assert log["value"] == selected_entry[2] - - -# FIXME: This test is causing Pytest to hang -# @pytest.mark.asyncio -# async def test_log_retrieval_limit(local_provider): -# """Test the max_logs limit parameter works correctly.""" -# await local_provider.init() - -# run_ids = [] -# for i in range(10): # Add 10 entries -# run_ids.append(generate_run_id()) -# await local_provider.log(run_ids[-1], f"key_{i}", f"value_{i}") - -# logs = await local_provider.get_logs(run_ids[:5]) -# assert len(logs) == 5 # Ensure only 5 logs are returned - - -# FIXME: This test is causing Pytest to hang -# @pytest.mark.asyncio -# async def test_specific_run_type_retrieval(local_provider): -# """Test retrieving logs for a specific run type works correctly.""" -# await local_provider.init() -# run_id_0 = generate_run_id() -# run_id_1 = generate_run_id() - -# await local_provider.log( -# run_id_0, "pipeline_type", "search", is_info_log=True -# ) -# await local_provider.log(run_id_0, "key_0", "value_0") -# await local_provider.log( -# run_id_1, "pipeline_type", "rag", is_info_log=True -# ) -# await local_provider.log(run_id_1, "key_1", "value_1") - -# run_info = await local_provider.get_run_info(log_type_filter="search") -# logs = await local_provider.get_logs([run.run_id for run in run_info]) -# assert len(logs) == 1 -# assert logs[0]["log_id"] == run_id_0 -# assert logs[0]["key"] == "key_0" -# assert logs[0]["value"] == "value_0" - - @pytest.fixture(scope="function") async def postgres_provider(): log_table = f"logs_{str(uuid.uuid4()).replace('-', '_')}" log_info_table = f"log_info_{str(uuid.uuid4()).replace('-', '_')}" - provider = PostgresKVLoggingProvider( + provider = PostgresRunLoggingProvider( PostgresLoggingConfig( log_table=log_table, log_info_table=log_info_table ) ) - await provider.init() + await provider._init() yield provider await provider.close() +@pytest.fixture +async def provider(request): + return request.getfixturevalue(request.param) + + +all_providers = [ + pytest.param("local_provider", id="local"), + pytest.param("postgres_provider", id="postgres"), +] + + @pytest.mark.asyncio -async def test_postgres_logging(postgres_provider): - """Test logging and retrieving from the postgres logging provider.""" - await postgres_provider.init() +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_logging(provider): run_id = generate_run_id() - await postgres_provider.log(run_id, "key", "value") - logs = await postgres_provider.get_logs([run_id]) + await provider.log(run_id, "key", "value") + logs = await provider.get_logs([run_id]) assert len(logs) == 1 assert logs[0]["key"] == "key" assert logs[0]["value"] == "value" @pytest.mark.asyncio -async def test_postgres_multiple_log_entries(postgres_provider): - """Test logging multiple entries and retrieving them.""" - await postgres_provider.init() - run_id_0 = generate_run_id() - run_id_1 = generate_run_id() - run_id_2 = generate_run_id() - +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_multiple_log_entries(provider): + run_ids = [generate_run_id() for _ in range(3)] entries = [ - (run_id_0, "key_0", "value_0"), - (run_id_1, "key_1", "value_1"), - (run_id_2, "key_2", "value_2"), + (run_id, f"key_{i}", f"value_{i}") for i, run_id in enumerate(run_ids) ] for run_id, key, value in entries: - await postgres_provider.log(run_id, key, value) + await provider.log(run_id, key, value) - logs = await postgres_provider.get_logs([run_id_0, run_id_1, run_id_2]) - assert len(logs) == 3 + logs = await provider.get_logs(run_ids) + assert len(logs) == 3, f"Expected 3 logs, got {len(logs)}" - # Check that logs are returned in the correct order (most recent first if applicable) for log in logs: - selected_entry = [ - entry for entry in entries if entry[0] == log["log_id"] - ][0] - assert log["log_id"] == selected_entry[0] + run_id = log.get("run_id") + assert run_id is not None, f"Log entry is missing 'run_id': {log}" + + if isinstance(run_id, str): + run_id = UUID(run_id) + + matching_entries = [entry for entry in entries if entry[0] == run_id] + assert ( + len(matching_entries) == 1 + ), f"No matching entry found for run_id {run_id}" + + selected_entry = matching_entries[0] assert log["key"] == selected_entry[1] assert log["value"] == selected_entry[2] + # Additional check to ensure all entries were logged + logged_ids = set( + ( + UUID(log["run_id"]) + if isinstance(log["run_id"], str) + else log["run_id"] + ) + for log in logs + ) + entry_ids = set(entry[0] for entry in entries) + assert ( + logged_ids == entry_ids + ), f"Mismatch between logged IDs {logged_ids} and entry IDs {entry_ids}" + @pytest.mark.asyncio -async def test_postgres_log_retrieval_limit(postgres_provider): - """Test the max_logs limit parameter works correctly.""" - await postgres_provider.init() +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_log_retrieval_limit(provider): run_ids = [] - for i in range(10): # Add 10 entries + for i in range(10): run_ids.append(generate_run_id()) - await postgres_provider.log(run_ids[-1], f"key_{i}", f"value_{i}") + await provider.log(run_ids[-1], f"key_{i}", f"value_{i}") - logs = await postgres_provider.get_logs(run_ids[:5]) - assert len(logs) == 5 # Ensure only 5 logs are returned + logs = await provider.get_logs(run_ids[:5]) + assert len(logs) == 5 @pytest.mark.asyncio -async def test_postgres_specific_run_type_retrieval(postgres_provider): - """Test retrieving logs for a specific run type works correctly.""" - await postgres_provider.init() - run_id_0 = generate_run_id() - run_id_1 = generate_run_id() - - await postgres_provider.log( - run_id_0, "pipeline_type", "search", is_info_log=True - ) - await postgres_provider.log(run_id_0, "key_0", "value_0") - await postgres_provider.log( - run_id_1, "pipeline_type", "rag", is_info_log=True - ) - await postgres_provider.log(run_id_1, "key_1", "value_1") +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_specific_run_type_retrieval(provider): + run_id_0, run_id_1 = generate_run_id(), generate_run_id() + + await provider.log(run_id_0, "run_type", "RETRIEVAL") + await provider.log(run_id_0, "key_0", "value_0") + await provider.log(run_id_1, "run_type", "MANAGEMENT") + await provider.log(run_id_1, "key_1", "value_1") + + # Log info for both run IDs + await provider.info_log(run_id_0, "RETRIEVAL", uuid.uuid4()) + await provider.info_log(run_id_1, "MANAGEMENT", uuid.uuid4()) + + run_info = await provider.get_info_logs(run_type_filter="RETRIEVAL") + assert ( + len(run_info) == 1 + ), f"Expected 1 'RETRIEVAL' log, got {len(run_info)}" + assert ( + run_info[0].run_id == run_id_0 + ), f"Expected run_id {run_id_0}, got {run_info[0].run_id}" + + logs = await provider.get_logs([run.run_id for run in run_info]) + assert len(logs) == 2, f"Expected 2 logs for run_id_0, got {len(logs)}" + assert all( + log["run_id"] == run_id_0 for log in logs + ), "All logs should be for run_id_0" + assert any( + log["key"] == "run_type" and log["value"] == "RETRIEVAL" + for log in logs + ), "Should have a 'RETRIEVAL' log" + assert any( + log["key"] == "key_0" and log["value"] == "value_0" for log in logs + ), "Should have a 'key_0' log" - run_info = await postgres_provider.get_run_info(log_type_filter="search") - logs = await postgres_provider.get_logs([run.run_id for run in run_info]) - assert len(logs) == 1 - assert logs[0]["log_id"] == run_id_0 - assert logs[0]["key"] == "key_0" - assert logs[0]["value"] == "value_0" - - -# @pytest.fixture(scope="function") -# async def redis_provider(): -# log_table = f"logs_{str(uuid.uuid4()).replace('-', '_')}" -# log_info_table = f"log_info_{str(uuid.uuid4()).replace('-', '_')}" -# provider = RedisKVLoggingProvider( -# RedisLoggingConfig(log_table=log_table, log_info_table=log_info_table) -# ) -# await provider.init() -# yield provider -# await provider.close() - - -# @pytest.mark.asyncio -# async def test_redis_logging(redis_provider): -# """Test logging and retrieving from the Redis logging provider.""" -# run_id = generate_run_id() -# await redis_provider.log(run_id, "key", "value") -# logs = await redis_provider.get_logs([run_id]) -# assert len(logs) == 1 -# assert logs[0]["key"] == "key" -# assert logs[0]["value"] == "value" - - -# @pytest.mark.asyncio -# async def test_redis_multiple_log_entries(redis_provider): -# """Test logging multiple entries and retrieving them.""" -# run_id_0 = generate_run_id() -# run_id_1 = generate_run_id() -# run_id_2 = generate_run_id() - -# entries = [ -# (run_id_0, "key_0", "value_0"), -# (run_id_1, "key_1", "value_1"), -# (run_id_2, "key_2", "value_2"), -# ] -# for run_id, key, value in entries: -# await redis_provider.log(run_id, key, value) - -# logs = await redis_provider.get_logs([run_id_0, run_id_1, run_id_2]) -# assert len(logs) == 3 - -# # Check that logs are returned in the correct order (most recent first if applicable) -# for log in logs: -# selected_entry = [ -# entry for entry in entries if entry[0] == log["log_id"] -# ][0] -# assert log["log_id"] == selected_entry[0] -# assert log["key"] == selected_entry[1] -# assert log["value"] == selected_entry[2] - - -# @pytest.mark.asyncio -# async def test_redis_log_retrieval_limit(redis_provider): -# """Test the max_logs limit parameter works correctly.""" -# run_ids = [] -# for i in range(10): # Add 10 entries -# run_ids.append(generate_run_id()) -# await redis_provider.log(run_ids[-1], f"key_{i}", f"value_{i}") - -# logs = await redis_provider.get_logs(run_ids[:5]) -# assert len(logs) == 5 # Ensure only 5 logs are returned - - -# @pytest.mark.asyncio -# async def test_redis_specific_run_type_retrieval(redis_provider): -# """Test retrieving logs for a specific run type works correctly.""" -# run_id_0 = generate_run_id() -# run_id_1 = generate_run_id() - -# await redis_provider.log( -# run_id_0, "pipeline_type", "search", is_info_log=True -# ) -# await redis_provider.log(run_id_0, "key_0", "value_0") -# await redis_provider.log( -# run_id_1, "pipeline_type", "rag", is_info_log=True -# ) -# await redis_provider.log(run_id_1, "key_1", "value_1") - -# run_info = await redis_provider.get_run_info(log_type_filter="search") -# logs = await redis_provider.get_logs([run.run_id for run in run_info]) -# assert len(logs) == 1 -# assert logs[0]["log_id"] == run_id_0 -# assert logs[0]["key"] == "key_0" -# assert logs[0]["value"] == "value_0" + +@pytest.mark.asyncio +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_info_logging(provider): + run_id = generate_run_id() + user_id = uuid.uuid4() + run_type = "RETRIEVAL" + await provider.info_log(run_id, run_type, user_id) + info_logs = await provider.get_info_logs() + assert len(info_logs) == 1 + assert info_logs[0].run_id == run_id + assert info_logs[0].run_type == run_type + assert info_logs[0].user_id == user_id + + +@pytest.mark.asyncio +@pytest.mark.parametrize("provider", all_providers, indirect=True) +async def test_get_info_logs_with_user_filter(provider): + user_id_1, user_id_2 = uuid.uuid4(), uuid.uuid4() + await provider.info_log(generate_run_id(), "RETRIEVAL", user_id_1) + await provider.info_log(generate_run_id(), "MANAGEMENT", user_id_2) + + info_logs = await provider.get_info_logs(user_ids=[user_id_1]) + assert len(info_logs) == 1 + assert info_logs[0].user_id == user_id_1 + + info_logs = await provider.get_info_logs( + run_type_filter="MANAGEMENT", user_ids=[user_id_2] + ) + assert len(info_logs) == 1 + assert info_logs[0].user_id == user_id_2 + assert info_logs[0].run_type == "MANAGEMENT" diff --git a/tests/test_vector_db.py b/tests/test_vector_db.py new file mode 100644 index 000000000..fe24384cf --- /dev/null +++ b/tests/test_vector_db.py @@ -0,0 +1,282 @@ +import random +from uuid import UUID, uuid4 + +import pytest + +from r2r.base import DatabaseConfig, Vector, VectorEntry +from r2r.providers import PostgresDBProvider + + +@pytest.fixture +def vector_db(): + random_collection_name = ( + f"test_collection_{random.randint(0, 1_000_000_000)}" + ) + config = DatabaseConfig.create( + provider="postgres", vecs_collection=random_collection_name + ) + db = PostgresDBProvider(config, dimension=3) + yield db.vector + # Teardown + db.vx.delete_collection( + db.config.extra_fields.get("vecs_collection", None) + ) + + +@pytest.fixture +def sample_entries(vector_db): + entries = [ + VectorEntry( + fragment_id=uuid4(), + extraction_id=uuid4(), + document_id=uuid4(), + user_id=uuid4(), + group_ids=[uuid4()], + vector=Vector([0.1, 0.2, 0.3]), + text="Apple", + metadata={ + "category": "fruit", + "color": "red", + "price": 1.0, + }, + ), + VectorEntry( + fragment_id=uuid4(), + extraction_id=uuid4(), + document_id=uuid4(), + user_id=uuid4(), + group_ids=[uuid4()], + vector=Vector([0.2, 0.3, 0.4]), + text="Banana", + metadata={ + "category": "fruit", + "color": "yellow", + "price": 0.5, + }, + ), + VectorEntry( + fragment_id=uuid4(), + extraction_id=uuid4(), + document_id=uuid4(), + user_id=uuid4(), + group_ids=[uuid4()], + vector=Vector([0.3, 0.4, 0.5]), + text="Carrot", + metadata={ + "category": "vegetable", + "color": "orange", + "price": 0.75, + }, + ), + VectorEntry( + fragment_id=uuid4(), + extraction_id=uuid4(), + document_id=uuid4(), + user_id=uuid4(), + group_ids=[uuid4()], + vector=Vector([0.4, 0.5, 0.6]), + text="Durian", + metadata={ + "category": "fruit", + "color": "green", + "price": 5.0, + }, + ), + ] + for entry in entries: + vector_db.upsert(entry) + return entries + + +def test_search_equality_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={"category": {"$eq": "fruit"}}, + ) + assert len(results) == 3 + assert all(r.metadata["category"] == "fruit" for r in results) + + +def test_search_not_equal_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={"category": {"$ne": "fruit"}}, + ) + assert len(results) == 1 + assert results[0].metadata["category"] == "vegetable" + + +def test_search_greater_than_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={"price": {"$gt": 1.0}}, + ) + assert len(results) == 1 + assert results[0].text == "Durian" + + +def test_search_less_than_or_equal_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={"price": {"$lte": 1.0}}, + ) + assert len(results) == 3 + assert all(r.metadata["price"] <= 1.0 for r in results) + + +def test_search_in_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={"color": {"$in": ["red", "yellow"]}}, + ) + assert len(results) == 2 + assert all(r.metadata["color"] in ["red", "yellow"] for r in results) + + +def test_search_complex_and_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={ + "$and": [ + {"category": {"$eq": "fruit"}}, + {"price": {"$lt": 2.0}}, + {"color": {"$ne": "yellow"}}, + ] + }, + ) + assert len(results) == 1 + assert results[0].text == "Apple" + + +def test_search_complex_or_filter(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={ + "$or": [ + {"category": {"$eq": "vegetable"}}, + {"price": {"$gte": 5.0}}, + ] + }, + ) + assert len(results) == 2 + assert any(r.metadata["category"] == "vegetable" for r in results) + assert any(r.metadata["price"] >= 5.0 for r in results) + + +def test_search_nested_and_or_filters(vector_db, sample_entries): + query_vector = Vector([0.2, 0.3, 0.4]) + results = vector_db.search( + query_vector.data, + limit=10, + filters={ + "$and": [ + {"category": {"$eq": "fruit"}}, + { + "$or": [ + {"color": {"$in": ["red", "yellow"]}}, + {"price": {"$gt": 2.0}}, + ] + }, + ] + }, + ) + assert len(results) == 3 + assert all(r.metadata["category"] == "fruit" for r in results) + assert all( + r.metadata["color"] in ["red", "yellow"] or r.metadata["price"] > 2.0 + for r in results + ) + + +def test_delete_equality(vector_db, sample_entries): + deleted_ids = vector_db.delete({"category": {"$eq": "vegetable"}}) + assert len(deleted_ids) == 1 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 3 + assert all(r.metadata["category"] == "fruit" for r in remaining) + + +def test_delete_greater_than(vector_db, sample_entries): + deleted_ids = vector_db.delete({"price": {"$gt": 1.0}}) + assert len(deleted_ids) == 1 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 3 + assert all(r.metadata["price"] <= 1.0 for r in remaining) + + +def test_delete_in(vector_db, sample_entries): + deleted_ids = vector_db.delete({"color": {"$in": ["red", "yellow"]}}) + assert len(deleted_ids) == 2 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 2 + assert all(r.metadata["color"] not in ["red", "yellow"] for r in remaining) + + +def test_delete_complex_and(vector_db, sample_entries): + deleted_ids = vector_db.delete( + { + "$and": [ + {"category": {"$eq": "fruit"}}, + {"price": {"$lt": 1.0}}, + ] + } + ) + assert len(deleted_ids) == 1 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 3 + assert not any( + r.metadata["category"] == "fruit" and r.metadata["price"] < 1.0 + for r in remaining + ) + + +def test_delete_complex_or(vector_db, sample_entries): + deleted_ids = vector_db.delete( + { + "$or": [ + {"category": {"$eq": "vegetable"}}, + {"price": {"$gte": 5.0}}, + ] + } + ) + assert len(deleted_ids) == 2 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 2 + assert all( + r.metadata["category"] != "vegetable" and r.metadata["price"] < 5.0 + for r in remaining + ) + + +def test_delete_nested_and_or(vector_db, sample_entries): + deleted_ids = vector_db.delete( + { + "$and": [ + {"category": {"$eq": "fruit"}}, + { + "$or": [ + {"color": {"$in": ["red", "yellow"]}}, + {"price": {"$gt": 2.0}}, + ] + }, + ] + } + ) + assert len(deleted_ids) == 3 + remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + assert len(remaining) == 1 + assert remaining[0].metadata["category"] == "vegetable" From de8e1aafaecd0837d83155acaa7c5b7ec0b3345a Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 16 Aug 2024 16:43:01 -0700 Subject: [PATCH 02/74] Clean up API (#878) * Get running * fixes in sdk * Add in more fixes --- alembic.ini | 116 ------------------ alembic/env.py | 77 ------------ alembic/script.py.mako | 26 ---- .../7423a09421e9_add_user_id_to_logs.py | 47 ------- r2r/base/abstractions/search.py | 2 +- r2r/base/api/models/__init__.py | 4 - r2r/base/api/models/ingestion/responses.py | 2 +- r2r/base/api/models/management/responses.py | 8 -- r2r/base/api/models/retrieval/responses.py | 6 +- r2r/cli/cli.py | 1 - r2r/cli/commands/server_operations.py | 26 ---- r2r/main/api/client/auth.py | 12 +- r2r/main/api/client/client.py | 4 +- r2r/main/api/client/ingestion.py | 30 ----- r2r/main/api/client/management.py | 5 +- r2r/main/api/client/restructure.py | 2 +- r2r/main/api/routes/ingestion/base.py | 27 ++-- r2r/main/api/routes/management/base.py | 11 +- r2r/main/services/management_service.py | 83 ++++++------- r2r/providers/database/vector.py | 8 +- 20 files changed, 83 insertions(+), 414 deletions(-) delete mode 100644 alembic.ini delete mode 100644 alembic/env.py delete mode 100644 alembic/script.py.mako delete mode 100644 alembic/versions/7423a09421e9_add_user_id_to_logs.py diff --git a/alembic.ini b/alembic.ini deleted file mode 100644 index 4e036789e..000000000 --- a/alembic.ini +++ /dev/null @@ -1,116 +0,0 @@ -# A generic, single database configuration. - -[alembic] -# path to migration scripts -# Use forward slashes (/) also on windows to provide an os agnostic path -script_location = alembic - -# template used to generate migration file names; The default value is %%(rev)s_%%(slug)s -# Uncomment the line below if you want the files to be prepended with date and time -# see https://alembic.sqlalchemy.org/en/latest/tutorial.html#editing-the-ini-file -# for all available tokens -# file_template = %%(year)d_%%(month).2d_%%(day).2d_%%(hour).2d%%(minute).2d-%%(rev)s_%%(slug)s - -# sys.path path, will be prepended to sys.path if present. -# defaults to the current working directory. -prepend_sys_path = . - -# timezone to use when rendering the date within the migration file -# as well as the filename. -# If specified, requires the python>=3.9 or backports.zoneinfo library. -# Any required deps can installed by adding `alembic[tz]` to the pip requirements -# string value is passed to ZoneInfo() -# leave blank for localtime -# timezone = - -# max length of characters to apply to the "slug" field -# truncate_slug_length = 40 - -# set to 'true' to run the environment during -# the 'revision' command, regardless of autogenerate -# revision_environment = false - -# set to 'true' to allow .pyc and .pyo files without -# a source .py file to be detected as revisions in the -# versions/ directory -# sourceless = false - -# version location specification; This defaults -# to alembic/versions. When using multiple version -# directories, initial revisions must be specified with --version-path. -# The path separator used here should be the separator specified by "version_path_separator" below. -# version_locations = %(here)s/bar:%(here)s/bat:alembic/versions - -# version path separator; As mentioned above, this is the character used to split -# version_locations. The default within new alembic.ini files is "os", which uses os.pathsep. -# If this key is omitted entirely, it falls back to the legacy behavior of splitting on spaces and/or commas. -# Valid values for version_path_separator are: -# -# version_path_separator = : -# version_path_separator = ; -# version_path_separator = space -version_path_separator = os # Use os.pathsep. Default configuration used for new projects. - -# set to 'true' to search source files recursively -# in each "version_locations" directory -# new in Alembic version 1.10 -# recursive_version_locations = false - -# the output encoding used when revision files -# are written from script.py.mako -# output_encoding = utf-8 - -sqlalchemy.url = sqlite:///local.sqlite - - -[post_write_hooks] -# post_write_hooks defines scripts or Python functions that are run -# on newly generated revision scripts. See the documentation for further -# detail and examples - -# format using "black" - use the console_scripts runner, against the "black" entrypoint -# hooks = black -# black.type = console_scripts -# black.entrypoint = black -# black.options = -l 79 REVISION_SCRIPT_FILENAME - -# lint with attempts to fix using "ruff" - use the exec runner, execute a binary -# hooks = ruff -# ruff.type = exec -# ruff.executable = %(here)s/.venv/bin/ruff -# ruff.options = --fix REVISION_SCRIPT_FILENAME - -# Logging configuration -[loggers] -keys = root,sqlalchemy,alembic - -[handlers] -keys = console - -[formatters] -keys = generic - -[logger_root] -level = WARN -handlers = console -qualname = - -[logger_sqlalchemy] -level = WARN -handlers = -qualname = sqlalchemy.engine - -[logger_alembic] -level = INFO -handlers = -qualname = alembic - -[handler_console] -class = StreamHandler -args = (sys.stderr,) -level = NOTSET -formatter = generic - -[formatter_generic] -format = %(levelname)-5.5s [%(name)s] %(message)s -datefmt = %H:%M:%S diff --git a/alembic/env.py b/alembic/env.py deleted file mode 100644 index b2040b5f7..000000000 --- a/alembic/env.py +++ /dev/null @@ -1,77 +0,0 @@ -from logging.config import fileConfig - -from sqlalchemy import engine_from_config, pool - -from alembic import context - -# this is the Alembic Config object, which provides -# access to the values within the .ini file in use. -config = context.config - -# Interpret the config file for Python logging. -# This line sets up loggers basically. -if config.config_file_name is not None: - fileConfig(config.config_file_name) - -# add your model's MetaData object here -# for 'autogenerate' support -# from myapp import mymodel -# target_metadata = mymodel.Base.metadata -target_metadata = None - -# other values from the config, defined by the needs of env.py, -# can be acquired: -# my_important_option = config.get_main_option("my_important_option") -# ... etc. - - -def run_migrations_offline() -> None: - """Run migrations in 'offline' mode. - - This configures the context with just a URL - and not an Engine, though an Engine is acceptable - here as well. By skipping the Engine creation - we don't even need a DBAPI to be available. - - Calls to context.execute() here emit the given string to the - script output. - - """ - url = config.get_main_option("sqlalchemy.url") - context.configure( - url=url, - target_metadata=target_metadata, - literal_binds=True, - dialect_opts={"paramstyle": "named"}, - ) - - with context.begin_transaction(): - context.run_migrations() - - -def run_migrations_online() -> None: - """Run migrations in 'online' mode. - - In this scenario we need to create an Engine - and associate a connection with the context. - - """ - connectable = engine_from_config( - config.get_section(config.config_ini_section, {}), - prefix="sqlalchemy.", - poolclass=pool.NullPool, - ) - - with connectable.connect() as connection: - context.configure( - connection=connection, target_metadata=target_metadata - ) - - with context.begin_transaction(): - context.run_migrations() - - -if context.is_offline_mode(): - run_migrations_offline() -else: - run_migrations_online() diff --git a/alembic/script.py.mako b/alembic/script.py.mako deleted file mode 100644 index fbc4b07dc..000000000 --- a/alembic/script.py.mako +++ /dev/null @@ -1,26 +0,0 @@ -"""${message} - -Revision ID: ${up_revision} -Revises: ${down_revision | comma,n} -Create Date: ${create_date} - -""" -from typing import Sequence, Union - -from alembic import op -import sqlalchemy as sa -${imports if imports else ""} - -# revision identifiers, used by Alembic. -revision: str = ${repr(up_revision)} -down_revision: Union[str, None] = ${repr(down_revision)} -branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)} -depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)} - - -def upgrade() -> None: - ${upgrades if upgrades else "pass"} - - -def downgrade() -> None: - ${downgrades if downgrades else "pass"} diff --git a/alembic/versions/7423a09421e9_add_user_id_to_logs.py b/alembic/versions/7423a09421e9_add_user_id_to_logs.py deleted file mode 100644 index bf451889e..000000000 --- a/alembic/versions/7423a09421e9_add_user_id_to_logs.py +++ /dev/null @@ -1,47 +0,0 @@ -"""add_user_id_to_logs - -Revision ID: 7423a09421e9 -Revises: -Create Date: 2024-08-05 10:49:10.714423 - -""" - -from typing import Sequence, Union - -import sqlalchemy as sa -from sqlalchemy.engine.reflection import Inspector - -from alembic import op - -# revision identifiers, used by Alembic. -revision: str = "7423a09421e9" -down_revision: Union[str, None] = None -branch_labels: Union[str, Sequence[str], None] = None -depends_on: Union[str, Sequence[str], None] = None - - -def upgrade(): - conn = op.get_bind() - inspector = Inspector.from_engine(conn) - - # Check and add user_id to logs table if it doesn't exist - if "user_id" not in [col["name"] for col in inspector.get_columns("logs")]: - op.add_column("logs", sa.Column("user_id", sa.String(), nullable=True)) - - # Check and add user_id to log_info table if it doesn't exist - if "user_id" not in [ - col["name"] for col in inspector.get_columns("log_info") - ]: - op.add_column( - "log_info", sa.Column("user_id", sa.String(), nullable=True) - ) - - -def downgrade(): - # Remove user_id column from logs table if it exists - with op.batch_alter_table("logs") as batch_op: - batch_op.drop_column("user_id") - - # Remove user_id column from log_info table if it exists - with op.batch_alter_table("log_info") as batch_op: - batch_op.drop_column("user_id") diff --git a/r2r/base/abstractions/search.py b/r2r/base/abstractions/search.py index 6218ec33b..7c94bd02d 100644 --- a/r2r/base/abstractions/search.py +++ b/r2r/base/abstractions/search.py @@ -40,7 +40,7 @@ def dict(self) -> dict: } class Config: - schema_extra = [ + json_schema_extra = [ { "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", diff --git a/r2r/base/api/models/__init__.py b/r2r/base/api/models/__init__.py index d0afb1ec5..9944d0fb7 100644 --- a/r2r/base/api/models/__init__.py +++ b/r2r/base/api/models/__init__.py @@ -8,7 +8,6 @@ from .management.responses import ( AnalyticsResponse, AppSettingsResponse, - DeleteResponse, DocumentChunkResponse, DocumentOverviewResponse, GroupOverviewResponse, @@ -22,7 +21,6 @@ WrappedAddUserResponse, WrappedAnalyticsResponse, WrappedAppSettingsResponse, - WrappedDeleteResponse, WrappedDocumentChunkResponse, WrappedDocumentOverviewResponse, WrappedGroupListResponse, @@ -62,7 +60,6 @@ "AppSettingsResponse", "ScoreCompletionResponse", "UserOverviewResponse", - "DeleteResponse", "DocumentOverviewResponse", "DocumentChunkResponse", "KnowledgeGraphResponse", @@ -75,7 +72,6 @@ "WrappedAppSettingsResponse", "WrappedScoreCompletionResponse", "WrappedUserOverviewResponse", - "WrappedDeleteResponse", "WrappedDocumentOverviewResponse", "WrappedDocumentChunkResponse", "WrappedKnowledgeGraphResponse", diff --git a/r2r/base/api/models/ingestion/responses.py b/r2r/base/api/models/ingestion/responses.py index 76da3af35..b93d32583 100644 --- a/r2r/base/api/models/ingestion/responses.py +++ b/r2r/base/api/models/ingestion/responses.py @@ -50,7 +50,7 @@ class IngestionResponse(BaseModel): ) class Config: - schema_extra = { + json_schema_extra = { "example": { "processed_documents": [ { diff --git a/r2r/base/api/models/management/responses.py b/r2r/base/api/models/management/responses.py index de5da333e..9a04b25a1 100644 --- a/r2r/base/api/models/management/responses.py +++ b/r2r/base/api/models/management/responses.py @@ -53,13 +53,6 @@ class UserOverviewResponse(BaseModel): document_ids: List[UUID] -class DeleteResponse(BaseModel): - fragment_id: UUID - document_id: UUID - extraction_id: UUID - text: str - - class DocumentOverviewResponse(BaseModel): id: UUID title: str @@ -114,7 +107,6 @@ class AddUserResponse(BaseModel): WrappedAppSettingsResponse = ResultsWrapper[AppSettingsResponse] WrappedScoreCompletionResponse = ResultsWrapper[ScoreCompletionResponse] WrappedUserOverviewResponse = ResultsWrapper[List[UserOverviewResponse]] -WrappedDeleteResponse = ResultsWrapper[dict[str, DeleteResponse]] WrappedDocumentOverviewResponse = ResultsWrapper[ List[DocumentOverviewResponse] ] diff --git a/r2r/base/api/models/retrieval/responses.py b/r2r/base/api/models/retrieval/responses.py index b609b9a2b..36b9543e7 100644 --- a/r2r/base/api/models/retrieval/responses.py +++ b/r2r/base/api/models/retrieval/responses.py @@ -17,7 +17,7 @@ class SearchResponse(BaseModel): ) class Config: - schema_extra = { + json_schema_extra = { "example": { "vector_search_results": [ { @@ -50,7 +50,7 @@ class RAGResponse(BaseModel): ) class Config: - schema_extra = { + json_schema_extra = { "example": { "completion": { "id": "chatcmpl-example123", @@ -104,7 +104,7 @@ class RAGAgentResponse(BaseModel): ) class Config: - schema_extra = { + json_schema_extra = { "example": { "completion": { "id": "chatcmpl-example456", diff --git a/r2r/cli/cli.py b/r2r/cli/cli.py index 0e7fbdadf..c2cda4a29 100644 --- a/r2r/cli/cli.py +++ b/r2r/cli/cli.py @@ -12,7 +12,6 @@ cli.add_command(server_operations.docker_down) cli.add_command(server_operations.generate_report) cli.add_command(server_operations.health) -cli.add_command(server_operations.migrate) cli.add_command(server_operations.serve) cli.add_command(server_operations.update) cli.add_command(server_operations.version) diff --git a/r2r/cli/commands/server_operations.py b/r2r/cli/commands/server_operations.py index 0632762ca..1e0ae8933 100644 --- a/r2r/cli/commands/server_operations.py +++ b/r2r/cli/commands/server_operations.py @@ -7,8 +7,6 @@ import click from dotenv import load_dotenv -from alembic import command -from alembic.config import Config from r2r.cli.command_group import cli from r2r.cli.utils.docker_utils import ( bring_down_docker_compose, @@ -134,30 +132,6 @@ def health(obj): click.echo(response) -@cli.command() -@click.option( - "--config", - default="alembic.ini", - help="Path to the Alembic configuration file", -) -@click.pass_obj -def migrate(obj, config): - """Run database migrations.""" - click.echo("Running database migrations...") - - try: - # Create Alembic configuration - alembic_cfg = Config(config) - - # Run the migration - command.upgrade(alembic_cfg, "head") - - click.echo("Migrations completed successfully.") - except Exception as e: - click.echo(f"Error running migrations: {str(e)}") - sys.exit(1) - - @cli.command() @click.option("--host", default="0.0.0.0", help="Host to run the server on") @click.option("--port", default=8000, help="Port to run the server on") diff --git a/r2r/main/api/client/auth.py b/r2r/main/api/client/auth.py index 63b1afb9e..c1a627056 100644 --- a/r2r/main/api/client/auth.py +++ b/r2r/main/api/client/auth.py @@ -6,12 +6,12 @@ class AuthMethods: - @staticmethod async def register(client, email: str, password: str) -> UserResponse: data = {"email": email, "password": password} return await client._make_request("POST", "register", json=data) + @staticmethod async def verify_email(client, verification_code: str) -> dict: return await client._make_request( "POST", @@ -19,6 +19,7 @@ async def verify_email(client, verification_code: str) -> dict: json={"verification_code": verification_code}, ) + @staticmethod async def login(client, email: str, password: str) -> dict[str, Token]: data = {"username": email, "password": password} response = await client._make_request("POST", "login", data=data) @@ -26,9 +27,11 @@ async def login(client, email: str, password: str) -> dict[str, Token]: client._refresh_token = response["results"]["refresh_token"]["token"] return response["results"] + @staticmethod async def user(client) -> UserResponse: return await client._make_request("GET", "user") + @staticmethod async def refresh_access_token(client) -> dict[str, Token]: data = {"refresh_token": client._refresh_token} response = await client._make_request( @@ -38,6 +41,7 @@ async def refresh_access_token(client) -> dict[str, Token]: client._refresh_token = response["results"]["refresh_token"]["token"] return response["results"] + @staticmethod async def change_password( client, current_password: str, new_password: str ) -> dict: @@ -47,26 +51,31 @@ async def change_password( } return await client._make_request("POST", "change_password", json=data) + @staticmethod async def request_password_reset(client, email: str) -> dict: return await client._make_request( "POST", "request_password_reset", json={"email": email} ) + @staticmethod async def confirm_password_reset( client, reset_token: str, new_password: str ) -> dict: data = {"reset_token": reset_token, "new_password": new_password} return await client._make_request("POST", "reset_password", json=data) + @staticmethod async def logout(client) -> dict: response = await client._make_request("POST", "logout") client.access_token = None client._refresh_token = None return response + @staticmethod async def get_user_profile(client, user_id: uuid.UUID) -> UserResponse: return await client._make_request("GET", f"user/{user_id}") + @staticmethod async def update_user( client, email: Optional[str] = None, @@ -83,6 +92,7 @@ async def update_user( data = {k: v for k, v in data.items() if v is not None} return await client._make_request("PUT", "user", json=data) + @staticmethod async def delete_user( client, user_id: uuid.UUID, password: Optional[str] = None ) -> dict: diff --git a/r2r/main/api/client/client.py b/r2r/main/api/client/client.py index 7f0cf3bfd..d4991e432 100644 --- a/r2r/main/api/client/client.py +++ b/r2r/main/api/client/client.py @@ -64,7 +64,7 @@ async def handle_request_error_async(response): else: message = str(error_content) except Exception: - message = response.text() + message = response.text raise R2RException( status_code=response.status_code, @@ -135,7 +135,7 @@ async def _make_request(self, method, endpoint, **kwargs): except httpx.RequestError as e: raise R2RException( status_code=500, message=f"Request failed: {str(e)}" - ) + ) from e def _get_auth_header(self) -> dict: if not self.access_token: diff --git a/r2r/main/api/client/ingestion.py b/r2r/main/api/client/ingestion.py index 5e85e8304..9a2514cca 100644 --- a/r2r/main/api/client/ingestion.py +++ b/r2r/main/api/client/ingestion.py @@ -163,36 +163,6 @@ async def update_files( "POST", "update_files", data=data, files=files ) - @staticmethod - async def get_document_info(client, document_id: str) -> dict: - """ - Retrieve information about a specific document. - - Args: - document_id (str): The ID of the document to retrieve information for. - - Returns: - dict: Document information including metadata, status, and version. - """ - return await client._make_request( - "GET", f"document_info/{document_id}" - ) - - @staticmethod - async def delete_document(client, document_id: str) -> dict: - """ - Delete a specific document from the system. - - Args: - document_id (str): The ID of the document to delete. - - Returns: - dict: Confirmation of document deletion. - """ - return await client._make_request( - "DELETE", f"delete_document/{document_id}" - ) - @staticmethod async def list_documents( client, diff --git a/r2r/main/api/client/management.py b/r2r/main/api/client/management.py index b056c6034..dac614bb9 100644 --- a/r2r/main/api/client/management.py +++ b/r2r/main/api/client/management.py @@ -14,8 +14,11 @@ async def update_prompt( client, name: str, template: Optional[str] = None, - input_types: Optional[dict[str, str]] = {}, + input_types: Optional[dict[str, str]] = None, ) -> dict: + if input_types is None: + input_types = {} + data = { "name": name, "template": template, diff --git a/r2r/main/api/client/restructure.py b/r2r/main/api/client/restructure.py index e117243f8..0fcbc9f82 100644 --- a/r2r/main/api/client/restructure.py +++ b/r2r/main/api/client/restructure.py @@ -41,7 +41,7 @@ async def query_graph(client, query: str) -> Dict[str, Any]: ) @staticmethod - async def get_graph_statistics(self) -> Dict[str, Any]: + async def get_graph_statistics(client) -> Dict[str, Any]: """ Get statistics about the knowledge graph. diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index 8da142dca..db23021e0 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -182,20 +182,19 @@ async def ingest_files_app( # Handle user management logic at the request level if not auth_user: for metadata in metadatas or []: - if "user_id" in metadata: - if not is_superuser and metadata["user_id"] != str( - auth_user.id - ): - raise R2RException( - status_code=403, - message="Non-superusers cannot set user_id in metadata.", - ) - if "group_ids" in metadata: - if not is_superuser: - raise R2RException( - status_code=403, - message="Non-superusers cannot set group_ids in metadata.", - ) + if "user_id" in metadata and ( + not is_superuser + and metadata["user_id"] != str(auth_user.id) + ): + raise R2RException( + status_code=403, + message="Non-superusers cannot set user_id in metadata.", + ) + if "group_ids" in metadata and not is_superuser: + raise R2RException( + status_code=403, + message="Non-superusers cannot set group_ids in metadata.", + ) # If user is not a superuser, set user_id in metadata metadata["user_id"] = str(auth_user.id) diff --git a/r2r/main/api/routes/management/base.py b/r2r/main/api/routes/management/base.py index fc3b3250b..f5dfb90ff 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r/main/api/routes/management/base.py @@ -5,7 +5,7 @@ from typing import Optional import psutil -from fastapi import Body, Depends, Path, Query +from fastapi import Body, Depends, Path, Query, Response from pydantic import BaseModel from r2r.base import R2RException @@ -13,7 +13,6 @@ WrappedAddUserResponse, WrappedAnalyticsResponse, WrappedAppSettingsResponse, - WrappedDeleteResponse, WrappedDocumentChunkResponse, WrappedDocumentOverviewResponse, WrappedGroupListResponse, @@ -136,14 +135,14 @@ async def get_analytics_app( f"Invalid data in query parameters: {str(e)}", 400 ) - @self.router.delete("/delete") + @self.router.delete("/delete", status_code=204) @self.base_endpoint async def delete_app( filters: Optional[str] = Query("{}"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedDeleteResponse: + ) -> None: filters_dict = json.loads(filters) if filters else None - return await self.engine.adelete(filters=filters_dict) + await self.engine.adelete(filters=filters_dict) @self.router.get("/document_chunks") @self.base_endpoint @@ -190,7 +189,7 @@ async def documents_overview_app( auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentOverviewResponse: request_user_ids = ( - [auth_user.id] if not auth_user.is_superuser else None + None if auth_user.is_superuser else [auth_user.id] ) return await self.engine.adocuments_overview( user_ids=request_user_ids, diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index 4ff8f4101..1833ba218 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -4,6 +4,8 @@ from collections import defaultdict from typing import Any, Dict, List, Optional, Tuple +import toml + from r2r.base import ( AnalysisTypes, LogFilterCriteria, @@ -41,18 +43,6 @@ def __init__( logging_connection, ) - @telemetry_event("UpdatePrompt") - async def update_prompt( - self, - name: str, - template: Optional[str] = None, - input_types: Optional[dict[str, str]] = {}, - *args, - **kwargs, - ): - self.providers.prompt.update_prompt(name, template, input_types) - return f"Prompt '{name}' added successfully." - @telemetry_event("Logs") async def alogs( self, run_type_filter: Optional[str] = None, max_runs: int = 100 @@ -72,7 +62,6 @@ async def alogs( logs = await self.logging_connection.get_logs(run_ids) aggregated_logs = [] - warning_shown = False for run in run_info: run_logs = [ @@ -98,14 +87,8 @@ async def alogs( if run.timestamp: log_entry["timestamp"] = run.timestamp.isoformat() - if hasattr(run, "user_id"): - if run.user_id is not None: - log_entry["user_id"] = run.user_id - elif not warning_shown: - logger.warning( - "Logs are missing user ids. This may be due to an outdated database schema. Please run `r2r migrate` to run database migrations." - ) - warning_shown = True + if hasattr(run, "user_id") and run.user_id is not None: + log_entry["user_id"] = run.user_id aggregated_logs.append(log_entry) @@ -196,8 +179,10 @@ async def aanalytics( @telemetry_event("AppSettings") async def aapp_settings(self, *args: Any, **kwargs: Any): prompts = self.providers.prompt.get_all_prompts() + config_toml = self.config.to_toml() + config_dict = toml.loads(config_toml) return { - "config": self.config.to_toml(), + "config": config_dict, "prompts": { name: prompt.dict() for name, prompt in prompts.items() }, @@ -298,7 +283,7 @@ async def delete( self.providers.database.relational.delete_from_documents_overview( document_id ) - return results + return {} @telemetry_event("DocumentsOverview") async def adocuments_overview( @@ -382,10 +367,9 @@ async def aassign_document_to_group( self, document_id: str, group_id: uuid.UUID ): - success = self.providers.database.vector.assign_document_to_group( + if self.providers.database.vector.assign_document_to_group( document_id, group_id - ) - if success: + ): return {"message": "Document assigned to group successfully"} else: raise R2RException( @@ -397,10 +381,9 @@ async def aassign_document_to_group( async def aremove_document_from_group( self, document_id: str, group_id: uuid.UUID ): - success = self.providers.database.vector.remove_document_from_group( + if self.providers.database.vector.remove_document_from_group( document_id, group_id - ) - if success: + ): return {"message": "Document removed from group successfully"} else: raise R2RException( @@ -435,27 +418,39 @@ def generate_output( # Print grouped relationships for subject, relations in grouped_relationships.items(): - output.append(f"\n== {subject} ==") - for relation, objects in relations.items(): - output.append(f" {relation}:") - for obj in objects: - output.append(f" - {obj}") + output.extend( + [ + f"\n== {subject} ==", + *(f" {relation}:" for relation in relations), + *( + f" - {obj}" + for objects in relations.values() + for obj in objects + ), + ] + ) # Print basic graph statistics - output.append("\n== Graph Statistics ==") - output.append(f"Number of nodes: {len(graph)}") - output.append( - f"Number of edges: {sum(len(neighbors) for neighbors in graph.values())}" - ) - output.append( - f"Number of connected components: {self.count_connected_components(graph)}" + output.extend( + [ + "\n== Graph Statistics ==", + f"Number of nodes: {len(graph)}", + f"Number of edges: {sum(len(neighbors) for neighbors in graph.values())}", + f"Number of connected components: {self.count_connected_components(graph)}", + ] ) # Find central nodes central_nodes = self.get_central_nodes(graph) - output.append("\n== Most Central Nodes ==") - for node, centrality in central_nodes: - output.append(f" {node}: {centrality:.4f}") + output.extend( + [ + "\n== Most Central Nodes ==", + *( + f" {node}: {centrality:.4f}" + for node, centrality in central_nodes + ), + ] + ) return output diff --git a/r2r/providers/database/vector.py b/r2r/providers/database/vector.py index c8523a159..0b3728fef 100644 --- a/r2r/providers/database/vector.py +++ b/r2r/providers/database/vector.py @@ -41,11 +41,9 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): ) # Check if a complete Postgres URI is provided - postgres_uri = self.config.extra_fields.get( + if postgres_uri := self.config.extra_fields.get( "postgres_uri" - ) or os.getenv("POSTGRES_URI") - - if postgres_uri: + ) or os.getenv("POSTGRES_URI"): # Log loudly that Postgres URI is being used logger.warning("=" * 50) logger.warning( @@ -353,7 +351,7 @@ def hybrid_search( ) params = { - "query_text": str(query_text), + "query_text": query_text, "query_embedding": list(query_vector), "match_limit": limit, "full_text_weight": full_text_weight, From 91f35c903af51cf93c1a6aab36b7d6b2c4fdbca5 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 16 Aug 2024 17:39:54 -0700 Subject: [PATCH 03/74] Feature/merge dev owen changes (#880) * add group ids to document abstraction, first steps * extend group permissions * up * add tests for new group features * up * fixup auth * onboard extensive regression tests * adding regression tests * finish tests * rm selenium * test observability * uncomment tests * checkin first set of group tests * modify search, passing vector tests * checkin work * full delete logic * update search to use new filters * check in * Clean up * Check in * add search * tests/test_end_to_end.py::test_ingest_txt_document passing * cleanup logging * make schemas explicit * move to run logger abstraction * cleanup some test workflows * revive tests * tweak to pass tests * tweak rrf * finish hybrid search cleanup * fixup on regr tests, regen payloads * refresh payloads * refactor api model * Feature/refactor api model (#868) * cleanup imports * flake and cleanup * coherent global import / export structure * add ingestion response models * add management response models * cleanups * checkin work on routes * remove request models * last fixes * merge * add user / group gating * working test groups * updating client * rename service to restructure * add get documents for group endpoint * fix client bugs * return delete format * merge cleanups * merge * finalize --------- Co-authored-by: NolanTrem <34580718+NolanTrem@users.noreply.github.com> --- r2r/base/abstractions/user.py | 7 + r2r/base/providers/database.py | 118 -------- r2r/{examples => }/configs/auth.toml | 0 r2r/{examples => }/configs/graphrag.toml | 0 r2r/{examples => }/configs/local_llm.toml | 0 .../configs/local_llm_neo4j_kg.toml | 0 r2r/{examples => }/configs/neo4j_kg.toml | 0 .../configs/neo4j_kg_no_vector_postgres.toml | 0 .../configs/postgres_logging.toml | 0 r2r/main/api/client/__init__.py | 2 + r2r/main/api/client/auth.py | 8 +- r2r/main/api/client/client.py | 9 +- r2r/main/api/client/ingestion.py | 68 +---- r2r/main/api/client/management.py | 58 +++- r2r/main/api/client/retrieval.py | 8 +- r2r/main/api/routes/auth/base.py | 5 +- r2r/main/api/routes/ingestion/base.py | 27 +- r2r/main/api/routes/management/base.py | 76 ++++- r2r/main/api/routes/restructure/__init__.py | 0 r2r/main/api/routes/restructure/base.py | 37 +++ r2r/main/app.py | 3 +- r2r/main/assembly/builder.py | 4 +- r2r/main/engine.py | 6 + r2r/main/services/auth_service.py | 7 - r2r/main/services/management_service.py | 28 +- r2r/providers/auth/r2r_auth.py | 6 - r2r/providers/database/group.py | 36 +-- r2r/providers/database/user.py | 105 +++++-- r2r/providers/database/vector.py | 8 +- tests/test_auth.py | 46 +-- tests/test_client.py | 66 +++++ tests/test_end_to_end.py | 31 +- tests/test_groups.py | 9 - tests/test_groups_client.py | 10 +- tests/test_kg.py | 278 +++++++++--------- 35 files changed, 555 insertions(+), 511 deletions(-) rename r2r/{examples => }/configs/auth.toml (100%) rename r2r/{examples => }/configs/graphrag.toml (100%) rename r2r/{examples => }/configs/local_llm.toml (100%) rename r2r/{examples => }/configs/local_llm_neo4j_kg.toml (100%) rename r2r/{examples => }/configs/neo4j_kg.toml (100%) rename r2r/{examples => }/configs/neo4j_kg_no_vector_postgres.toml (100%) rename r2r/{examples => }/configs/postgres_logging.toml (100%) create mode 100644 r2r/main/api/routes/restructure/__init__.py create mode 100644 r2r/main/api/routes/restructure/base.py diff --git a/r2r/base/abstractions/user.py b/r2r/base/abstractions/user.py index 5bc7229c8..26d2aaaca 100644 --- a/r2r/base/abstractions/user.py +++ b/r2r/base/abstractions/user.py @@ -36,6 +36,13 @@ class TokenData(BaseModel): class UserStats(BaseModel): user_id: UUID + email: str + is_superuser: bool + is_active: bool + is_verified: bool + created_at: datetime + updated_at: datetime + group_ids: list[UUID] num_files: int total_size_in_bytes: int document_ids: list[UUID] diff --git a/r2r/base/providers/database.py b/r2r/base/providers/database.py index ddc1a120e..a286e3151 100644 --- a/r2r/base/providers/database.py +++ b/r2r/base/providers/database.py @@ -34,130 +34,12 @@ class VectorDBProvider(Provider, ABC): def _initialize_vector_db(self, dimension: int) -> None: pass - @abstractmethod - def create_index(self, index_type, column_name, index_options): - pass - - @abstractmethod - def upsert(self, entry: VectorEntry, commit: bool = True) -> None: - pass - - @abstractmethod - def search( - self, - query_vector: list[float], - filters: dict[str, VectorDBFilterValue] = {}, - limit: int = 10, - *args, - **kwargs, - ) -> list[VectorSearchResult]: - pass - - @abstractmethod - def hybrid_search( - self, - query_text: str, - query_vector: list[float], - limit: int = 10, - filters: Optional[dict[str, VectorDBFilterValue]] = None, - full_text_weight: float = 1.0, - semantic_weight: float = 1.0, - rrf_k: int = 20, - *args, - **kwargs, - ) -> list[VectorSearchResult]: - pass - - @abstractmethod - def delete(self, filters: dict[str, VectorDBFilterValue]) -> list[str]: - pass - class RelationalDBProvider(Provider, ABC): @abstractmethod def _initialize_relational_db(self) -> None: pass - @abstractmethod - def upsert_documents_overview( - self, document_infs: list[DocumentInfo] - ) -> None: - pass - - @abstractmethod - def get_documents_overview( - self, - filter_user_ids: Optional[str] = None, - filter_group_ids: Optional[list[str]] = None, - filter_document_ids: Optional[list[str]] = None, - ) -> list[DocumentInfo]: - pass - - @abstractmethod - def delete_from_documents_overview( - self, document_id: str, version: Optional[str] = None - ) -> dict: - pass - - @abstractmethod - def get_users_overview(self, user_ids: Optional[list[str]] = None) -> dict: - pass - - @abstractmethod - def create_user(self, email: str, password: str) -> UserResponse: - pass - - @abstractmethod - def get_user_by_email(self, email: str) -> Optional[UserResponse]: - pass - - @abstractmethod - def store_verification_code( - self, user_id: UUID, verification_code: str, expiry: datetime - ): - pass - - @abstractmethod - def get_user_id_by_verification_code( - self, verification_code: str - ) -> Optional[UUID]: - pass - - @abstractmethod - def mark_user_as_verified(self, user_id: UUID): - pass - - @abstractmethod - def mark_user_as_superuser(self, user_id: UUID): - pass - - @abstractmethod - def remove_verification_code(self, verification_code: str): - pass - - @abstractmethod - def get_user_by_id(self, user_id: UUID) -> Optional[UserResponse]: - pass - - @abstractmethod - def update_user( - self, - user_id: UUID, - email: Optional[str], - name: Optional[str], - bio: Optional[str], - profile_picture: Optional[str], - ) -> UserResponse: - pass - - @abstractmethod - def delete_user(self, user_id: UUID): - pass - - @abstractmethod - def get_all_users(self) -> list[UserResponse]: - pass - class DatabaseProvider(Provider): diff --git a/r2r/examples/configs/auth.toml b/r2r/configs/auth.toml similarity index 100% rename from r2r/examples/configs/auth.toml rename to r2r/configs/auth.toml diff --git a/r2r/examples/configs/graphrag.toml b/r2r/configs/graphrag.toml similarity index 100% rename from r2r/examples/configs/graphrag.toml rename to r2r/configs/graphrag.toml diff --git a/r2r/examples/configs/local_llm.toml b/r2r/configs/local_llm.toml similarity index 100% rename from r2r/examples/configs/local_llm.toml rename to r2r/configs/local_llm.toml diff --git a/r2r/examples/configs/local_llm_neo4j_kg.toml b/r2r/configs/local_llm_neo4j_kg.toml similarity index 100% rename from r2r/examples/configs/local_llm_neo4j_kg.toml rename to r2r/configs/local_llm_neo4j_kg.toml diff --git a/r2r/examples/configs/neo4j_kg.toml b/r2r/configs/neo4j_kg.toml similarity index 100% rename from r2r/examples/configs/neo4j_kg.toml rename to r2r/configs/neo4j_kg.toml diff --git a/r2r/examples/configs/neo4j_kg_no_vector_postgres.toml b/r2r/configs/neo4j_kg_no_vector_postgres.toml similarity index 100% rename from r2r/examples/configs/neo4j_kg_no_vector_postgres.toml rename to r2r/configs/neo4j_kg_no_vector_postgres.toml diff --git a/r2r/examples/configs/postgres_logging.toml b/r2r/configs/postgres_logging.toml similarity index 100% rename from r2r/examples/configs/postgres_logging.toml rename to r2r/configs/postgres_logging.toml diff --git a/r2r/main/api/client/__init__.py b/r2r/main/api/client/__init__.py index 64ce2e9f6..0d6c2e934 100644 --- a/r2r/main/api/client/__init__.py +++ b/r2r/main/api/client/__init__.py @@ -1 +1,3 @@ from .client import R2RClient + +__all__ = ["R2RClient"] diff --git a/r2r/main/api/client/auth.py b/r2r/main/api/client/auth.py index c1a627056..151753310 100644 --- a/r2r/main/api/client/auth.py +++ b/r2r/main/api/client/auth.py @@ -25,7 +25,7 @@ async def login(client, email: str, password: str) -> dict[str, Token]: response = await client._make_request("POST", "login", data=data) client.access_token = response["results"]["access_token"]["token"] client._refresh_token = response["results"]["refresh_token"]["token"] - return response["results"] + return response @staticmethod async def user(client) -> UserResponse: @@ -39,7 +39,7 @@ async def refresh_access_token(client) -> dict[str, Token]: ) client.access_token = response["results"]["access_token"]["token"] client._refresh_token = response["results"]["refresh_token"]["token"] - return response["results"] + return response @staticmethod async def change_password( @@ -71,10 +71,6 @@ async def logout(client) -> dict: client._refresh_token = None return response - @staticmethod - async def get_user_profile(client, user_id: uuid.UUID) -> UserResponse: - return await client._make_request("GET", f"user/{user_id}") - @staticmethod async def update_user( client, diff --git a/r2r/main/api/client/client.py b/r2r/main/api/client/client.py index d4991e432..a6935c1b2 100644 --- a/r2r/main/api/client/client.py +++ b/r2r/main/api/client/client.py @@ -53,7 +53,7 @@ async def handle_request_error_async(response): if response.headers.get("content-type") == "application/json": error_content = await response.json() else: - error_content = await response.text() + error_content = await response.text if isinstance(error_content, dict) and "detail" in error_content: detail = error_content["detail"] @@ -123,19 +123,20 @@ async def _make_request(self, method, endpoint, **kwargs): if isinstance(self.client, TestClient): response = getattr(self.client, method.lower())( - url, headers=headers, **kwargs + url, headers=headers, params=params, **kwargs ) + return response.json() if response.content else None else: try: response = await self.client.request( method, url, headers=headers, params=params, **kwargs ) await handle_request_error_async(response) - return response.json() + return response.json() if response.content else None except httpx.RequestError as e: raise R2RException( status_code=500, message=f"Request failed: {str(e)}" - ) from e + ) def _get_auth_header(self) -> dict: if not self.access_token: diff --git a/r2r/main/api/client/ingestion.py b/r2r/main/api/client/ingestion.py index 9a2514cca..061f410cb 100644 --- a/r2r/main/api/client/ingestion.py +++ b/r2r/main/api/client/ingestion.py @@ -4,40 +4,10 @@ from contextlib import ExitStack from typing import List, Optional, Union -from r2r.base import ChunkingConfig, Document, DocumentType +from r2r.base import ChunkingConfig class IngestionMethods: - @staticmethod - async def ingest_documents( - client, - documents: List[Document], - versions: Optional[List[str]] = None, - chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, - ) -> dict: - """ - Ingest a list of documents into the system. - - Args: - documents (List[Document]): List of Document objects to ingest. - versions (Optional[List[str]]): List of version strings for each document. - chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. - - Returns: - dict: Ingestion results containing processed, failed, and skipped documents. - """ - data = { - "documents": [doc.dict() for doc in documents], - "versions": versions, - "chunking_config_override": ( - chunking_config_override.dict() - if isinstance(chunking_config_override, ChunkingConfig) - else chunking_config_override - ), - } - return await client._make_request( - "POST", "ingest_documents", json=data - ) @staticmethod async def ingest_files( @@ -162,39 +132,3 @@ async def update_files( return await client._make_request( "POST", "update_files", data=data, files=files ) - - @staticmethod - async def list_documents( - client, - user_id: Optional[str] = None, - group_ids: Optional[List[str]] = None, - document_type: Optional[DocumentType] = None, - status: Optional[str] = None, - page: int = 1, - page_size: int = 50, - ) -> dict: - """ - List documents based on various filters. - - Args: - user_id (Optional[str]): Filter by user ID. - group_ids (Optional[List[str]]): Filter by group IDs. - document_type (Optional[DocumentType]): Filter by document type. - status (Optional[str]): Filter by document status. - page (int): Page number for pagination. - page_size (int): Number of items per page. - - Returns: - dict: List of documents matching the specified filters. - """ - params = { - "user_id": user_id, - "group_ids": json.dumps(group_ids) if group_ids else None, - "document_type": document_type.value if document_type else None, - "status": status, - "page": page, - "page_size": page_size, - } - return await client._make_request( - "GET", "list_documents", params=params - ) diff --git a/r2r/main/api/client/management.py b/r2r/main/api/client/management.py index dac614bb9..b42bb3f13 100644 --- a/r2r/main/api/client/management.py +++ b/r2r/main/api/client/management.py @@ -1,5 +1,6 @@ +import json import uuid -from typing import Optional +from typing import Any, Optional, Union from r2r.base import VectorDBFilterValue @@ -14,11 +15,8 @@ async def update_prompt( client, name: str, template: Optional[str] = None, - input_types: Optional[dict[str, str]] = None, + input_types: Optional[dict[str, str]] = {}, ) -> dict: - if input_types is None: - input_types = {} - data = { "name": name, "template": template, @@ -73,9 +71,11 @@ async def delete( client, filters: dict[str, VectorDBFilterValue], ) -> dict: + filters_json = json.dumps(filters) + return await client._make_request( - "DELETE", "delete", json={"filters": filters} - ) + "DELETE", "delete", params={"filters": filters_json} + ) or {"results": {}} @staticmethod async def documents_overview( @@ -103,7 +103,7 @@ async def document_chunks( document_id: uuid.UUID, ) -> dict: return await client._make_request( - "GET", f"document_chunks/{document_id}" + "GET", "document_chunks", params={"document_id": document_id} ) @staticmethod @@ -261,10 +261,50 @@ async def get_groups_for_user( async def groups_overview( client, group_ids: Optional[list[uuid.UUID]] = None, + limit: int = 100, + offset: int = 0, ) -> dict: params = { - "group_ids": [str(gid) for gid in group_ids] if group_ids else None + "limit": limit, + "offset": offset, } + if group_ids is not None: + params["group_ids"] = [str(gid) for gid in group_ids] return await client._make_request( "GET", "groups_overview", params=params ) + + @staticmethod + async def get_documents_in_group( + client, + group_id: uuid.UUID, + offset: int = 0, + limit: int = 100, + ) -> dict: + params = { + "offset": offset, + "limit": limit, + } + return await client._make_request( + "GET", f"group/{group_id}/documents", params=params + ) + + @staticmethod + async def analytics( + client, + filter_criteria: Optional[Union[dict, str]] = None, + analysis_types: Optional[Union[dict, str]] = None, + ) -> dict: + params = {} + if filter_criteria: + if isinstance(filter_criteria, dict): + params["filter_criteria"] = json.dumps(filter_criteria) + else: + params["filter_criteria"] = filter_criteria + if analysis_types: + if isinstance(analysis_types, dict): + params["analysis_types"] = json.dumps(analysis_types) + else: + params["analysis_types"] = analysis_types + + return await client._make_request("GET", "analytics", params=params) diff --git a/r2r/main/api/client/retrieval.py b/r2r/main/api/client/retrieval.py index 93771a85a..c28d1d2b2 100644 --- a/r2r/main/api/client/retrieval.py +++ b/r2r/main/api/client/retrieval.py @@ -40,7 +40,7 @@ async def search( ), } response = await client._make_request("POST", "search", json=data) - return SearchResponse(**response["results"]) + return response @staticmethod async def rag( @@ -87,7 +87,7 @@ async def stream_response(): return stream_response() else: response = await client._make_request("POST", "rag", json=data) - return RAGResponse(**response["results"]) + return response @staticmethod async def agent( @@ -118,7 +118,7 @@ async def agent( ] data = { - "messages": [msg.dict() for msg in messages], + "messages": [msg.model_dump() for msg in messages], "rag_generation_config": rag_generation_config.dict(), "vector_search_settings": ( vector_search_settings.dict() @@ -143,4 +143,4 @@ async def stream_response(): return stream_response() else: response = await client._make_request("POST", "agent", json=data) - return [Message(**msg) for msg in response["results"]] + return response diff --git a/r2r/main/api/routes/auth/base.py b/r2r/main/api/routes/auth/base.py index f824bb66a..62a6c7285 100644 --- a/r2r/main/api/routes/auth/base.py +++ b/r2r/main/api/routes/auth/base.py @@ -165,16 +165,17 @@ async def request_password_reset_app( This endpoint initiates the password reset process by sending a reset link to the specified email address. """ + print("email = ", email) result = await self.engine.arequest_password_reset(email) return GenericMessageResponse(message=result["message"]) @self.router.post( - "/reset_password/{reset_token}", + "/reset_password", response_model=WrappedGenericMessageResponse, ) @self.base_endpoint async def reset_password_app( - reset_token: str = Path(..., description="Password reset token"), + reset_token: str = Body(..., description="Password reset token"), new_password: str = Body(..., description="New password"), ): result = await self.engine.aconfirm_password_reset( diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index db23021e0..8da142dca 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -182,19 +182,20 @@ async def ingest_files_app( # Handle user management logic at the request level if not auth_user: for metadata in metadatas or []: - if "user_id" in metadata and ( - not is_superuser - and metadata["user_id"] != str(auth_user.id) - ): - raise R2RException( - status_code=403, - message="Non-superusers cannot set user_id in metadata.", - ) - if "group_ids" in metadata and not is_superuser: - raise R2RException( - status_code=403, - message="Non-superusers cannot set group_ids in metadata.", - ) + if "user_id" in metadata: + if not is_superuser and metadata["user_id"] != str( + auth_user.id + ): + raise R2RException( + status_code=403, + message="Non-superusers cannot set user_id in metadata.", + ) + if "group_ids" in metadata: + if not is_superuser: + raise R2RException( + status_code=403, + message="Non-superusers cannot set group_ids in metadata.", + ) # If user is not a superuser, set user_id in metadata metadata["user_id"] = str(auth_user.id) diff --git a/r2r/main/api/routes/management/base.py b/r2r/main/api/routes/management/base.py index f5dfb90ff..8b1435991 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r/main/api/routes/management/base.py @@ -5,7 +5,7 @@ from typing import Optional import psutil -from fastapi import Body, Depends, Path, Query, Response +from fastapi import Body, Depends, Path, Query from pydantic import BaseModel from r2r.base import R2RException @@ -138,11 +138,11 @@ async def get_analytics_app( @self.router.delete("/delete", status_code=204) @self.base_endpoint async def delete_app( - filters: Optional[str] = Query("{}"), + filters: str = Query(..., description="JSON-encoded filters"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> None: filters_dict = json.loads(filters) if filters else None - await self.engine.adelete(filters=filters_dict) + return await self.engine.adelete(filters=filters_dict) @self.router.get("/document_chunks") @self.base_endpoint @@ -189,7 +189,7 @@ async def documents_overview_app( auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentOverviewResponse: request_user_ids = ( - None if auth_user.is_superuser else [auth_user.id] + [auth_user.id] if not auth_user.is_superuser else None ) return await self.engine.adocuments_overview( user_ids=request_user_ids, @@ -314,12 +314,12 @@ async def remove_user_from_group_app( return await self.engine.aremove_user_from_group(user_id, group_id) # TODO - Proivde response model - @self.router.get("/get_users_in_group/{group_id}/{offset}/{limit}") + @self.router.get("/get_users_in_group/{group_id}") @self.base_endpoint async def get_users_in_group_app( group_id: uuid.UUID = Path(..., description="Group ID"), - offset: int = Path(..., description="Offset"), - limit: int = Path(..., description="limit"), + offset: int = Query(..., description="Offset"), + limit: int = Query(..., description="limit"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): if not auth_user.is_superuser: @@ -347,15 +347,20 @@ async def get_groups_for_user_app( @self.base_endpoint async def groups_overview_app( group_ids: Optional[list[uuid.UUID]] = Query(None), + limit: Optional[int] = Query(100, ge=1, le=1000), + offset: Optional[int] = Query(0, ge=0), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupOverviewResponse: + print("... group_ids = ", group_ids) if not auth_user.is_superuser: raise R2RException( "Only a superuser can call the `groups_overview` endpoint.", 403, ) - return await self.engine.agroups_overview(group_ids=group_ids) + return await self.engine.agroups_overview( + group_ids=group_ids, limit=limit, offset=offset + ) @self.router.post("/score_completion") @self.base_endpoint @@ -406,7 +411,56 @@ async def get_document_groups_app( ) -> WrappedGroupListResponse: return await self.engine.aget_document_groups(document_id) + @self.router.get("/group/{group_id}/documents") + @self.base_endpoint + async def get_documents_in_group_app( + group_id: uuid.UUID = Path(..., description="Group ID"), + offset: int = Query(0, ge=0), + limit: int = Query(100, ge=1, le=1000), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedDocumentOverviewResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can get documents in a group.", 403 + ) + return await self.engine.aget_documents_in_group( + group_id, offset, limit + ) -class R2RExtractionRequest(BaseModel): - entity_types: list[str] - relations: list[str] + @self.router.post("/assign_document_to_group") + @self.base_endpoint + async def assign_document_to_group_app( + document_id: str = Body(..., description="Document ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can assign documents to groups.", 403 + ) + return await self.engine.aassign_document_to_group( + document_id, group_id + ) + + @self.router.post("/remove_document_from_group") + @self.base_endpoint + async def remove_document_from_group_app( + document_id: str = Body(..., description="Document ID"), + group_id: uuid.UUID = Body(..., description="Group ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupResponse: + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can remove documents from groups.", 403 + ) + return await self.engine.aremove_document_from_group( + document_id, group_id + ) + + @self.router.get("/get_document_groups/{document_id}") + @self.base_endpoint + async def get_document_groups_app( + document_id: str = Path(..., description="Document ID"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedGroupListResponse: + return await self.engine.aget_document_groups(document_id) diff --git a/r2r/main/api/routes/restructure/__init__.py b/r2r/main/api/routes/restructure/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/main/api/routes/restructure/base.py b/r2r/main/api/routes/restructure/base.py new file mode 100644 index 000000000..142c0ded8 --- /dev/null +++ b/r2r/main/api/routes/restructure/base.py @@ -0,0 +1,37 @@ +from typing import List, Optional + +from fastapi import Depends + +from r2r.main.api.routes.base_router import BaseRouter +from r2r.main.engine import R2REngine + + +class RestructureRouter(BaseRouter): + def __init__(self, engine: R2REngine): + super().__init__(engine) + self.setup_routes() + + def setup_routes(self): + @self.router.post("/enrich_graph") + @self.base_endpoint + async def enrich_graph( + query: str, + entity_types: Optional[List[str]] = None, + relationships: Optional[List[str]] = None, + generation_config: Optional[dict] = None, + auth_user=( + Depends(self.engine.providers.auth.auth_wrapper) + if self.engine.providers.auth + else None + ), + ): + request = { + "query": query, + "entity_types": entity_types, + "relationships": relationships, + "generation_config": generation_config, + } + return await self.engine.enrich_graph(request) + + +# ... existing code ... diff --git a/r2r/main/app.py b/r2r/main/app.py index ec9d4c479..0727d81c1 100644 --- a/r2r/main/app.py +++ b/r2r/main/app.py @@ -22,6 +22,7 @@ def _setup_routes(self): from .api.routes.ingestion import base as ingestion_base from .api.routes.kg import base as kg_base from .api.routes.management import base as management_base + from .api.routes.restructure import base as kg_base from .api.routes.retrieval import base as retrieval_base self.app = FastAPI() @@ -38,7 +39,7 @@ def _setup_routes(self): ) auth_router = auth_base.AuthRouter.build_router(self.engine) - kg_router = kg_base.KGRouter.build_router(self.engine) + kg_router = kg_base.RestructureRouter.build_router(self.engine) # Include routers in the app self.app.include_router(ingestion_router, prefix="/v1") diff --git a/r2r/main/assembly/builder.py b/r2r/main/assembly/builder.py index 9b34a0a0c..1fb007bbc 100644 --- a/r2r/main/assembly/builder.py +++ b/r2r/main/assembly/builder.py @@ -33,9 +33,7 @@ class R2RBuilder: current_file_path = os.path.dirname(__file__) - config_root = os.path.join( - current_file_path, "..", "..", "examples", "configs" - ) + config_root = os.path.join(current_file_path, "..", "..", "configs") CONFIG_OPTIONS = {} for file in os.listdir(config_root): diff --git a/r2r/main/engine.py b/r2r/main/engine.py index 433c91ea0..c90257cfd 100644 --- a/r2r/main/engine.py +++ b/r2r/main/engine.py @@ -254,3 +254,9 @@ async def aget_groups_for_user(self, *args, **kwargs): @syncable async def agroups_overview(self, *args, **kwargs): return await self.management_service.agroups_overview(*args, **kwargs) + + @syncable + async def aget_documents_in_group(self, *args, **kwargs): + return await self.management_service.aget_documents_in_group( + *args, **kwargs + ) diff --git a/r2r/main/services/auth_service.py b/r2r/main/services/auth_service.py index 721be4b9a..f99941478 100644 --- a/r2r/main/services/auth_service.py +++ b/r2r/main/services/auth_service.py @@ -106,13 +106,6 @@ async def confirm_password_reset( async def logout(self, token: str) -> dict[str, str]: return self.providers.auth.logout(token) - @telemetry_event("GetUserProfile") - async def get_user_profile(self, user_id: uuid.UUID) -> UserResponse: - user = self.providers.database.relational.get_user_by_id(user_id) - if not user: - raise R2RException(status_code=404, message="User not found") - return user - @telemetry_event("UpdateUserProfile") async def update_user( self, diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index 1833ba218..dd8ef20bc 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -4,8 +4,6 @@ from collections import defaultdict from typing import Any, Dict, List, Optional, Tuple -import toml - from r2r.base import ( AnalysisTypes, LogFilterCriteria, @@ -283,7 +281,7 @@ async def delete( self.providers.database.relational.delete_from_documents_overview( document_id ) - return {} + return None @telemetry_event("DocumentsOverview") async def adocuments_overview( @@ -367,9 +365,10 @@ async def aassign_document_to_group( self, document_id: str, group_id: uuid.UUID ): - if self.providers.database.vector.assign_document_to_group( + success = self.providers.database.vector.assign_document_to_group( document_id, group_id - ): + ) + if success: return {"message": "Document assigned to group successfully"} else: raise R2RException( @@ -381,9 +380,10 @@ async def aassign_document_to_group( async def aremove_document_from_group( self, document_id: str, group_id: uuid.UUID ): - if self.providers.database.vector.remove_document_from_group( + success = self.providers.database.vector.remove_document_from_group( document_id, group_id - ): + ) + if success: return {"message": "Document removed from group successfully"} else: raise R2RException( @@ -559,9 +559,21 @@ async def aget_groups_for_user(self, user_id: uuid.UUID) -> list[dict]: async def agroups_overview( self, group_ids: Optional[list[uuid.UUID]] = None, + offset: int = 0, + limit: int = 100, *args, **kwargs, ): return self.providers.database.relational.get_groups_overview( - [str(ele) for ele in group_ids] if group_ids else None + [str(ele) for ele in group_ids] if group_ids else None, + offset, + limit, + ) + + @telemetry_event("GetDocumentsInGroup") + async def aget_documents_in_group( + self, group_id: uuid.UUID, offset: int = 0, limit: int = 100 + ) -> list[dict]: + return self.providers.database.relational.get_documents_in_group( + group_id, offset, limit ) diff --git a/r2r/providers/auth/r2r_auth.py b/r2r/providers/auth/r2r_auth.py index 59f93bf60..e52e6aab7 100644 --- a/r2r/providers/auth/r2r_auth.py +++ b/r2r/providers/auth/r2r_auth.py @@ -118,12 +118,6 @@ def get_current_active_user( return current_user def register(self, email: str, password: str) -> Dict[str, str]: - # Check if user already exists - if self.db_provider.relational.get_user_by_email(email): - raise R2RException( - status_code=400, message="Email already registered" - ) - # Create new user new_user = self.db_provider.relational.create_user(email, password) diff --git a/r2r/providers/database/group.py b/r2r/providers/database/group.py index d3ef324ba..cd2a73f36 100644 --- a/r2r/providers/database/group.py +++ b/r2r/providers/database/group.py @@ -15,7 +15,6 @@ class GroupMixin(DatabaseMixin): def create_table(self) -> None: - print("creating group table = ", self._get_table_name("groups")) query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('groups')} ( group_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), @@ -207,13 +206,6 @@ def remove_user_from_group(self, user_id: UUID, group_id: UUID) -> None: message="User is not a member of the specified group", ) - def get_group_count(self) -> int: - query = f""" - SELECT COUNT(*) FROM {self._get_table_name('groups')} - """ - result = self.execute_query(query).fetchone() - return result[0] - def get_users_in_group( self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[UserResponse]: @@ -271,24 +263,19 @@ def get_documents_in_group( ) -> list[DocumentInfo]: """ Get all documents in a specific group with pagination. - Args: group_id (UUID): The ID of the group to get documents from. offset (int): The number of documents to skip. limit (int): The maximum number of documents to return. - Returns: List[DocumentInfo]: A list of DocumentInfo objects representing the documents in the group. - Raises: R2RException: If the group doesn't exist. """ if not self.group_exists(group_id): raise R2RException(status_code=404, message="Group not found") - query = f""" - SELECT d.document_id, d.group_ids, d.user_id, d.type, d.metadata, d.title, - d.version, d.size_in_bytes, d.status, d.created_at, d.updated_at + SELECT d.document_id, d.user_id, d.type, d.metadata, d.title, d.version, d.size_in_bytes, d.status, d.created_at, d.updated_at FROM {self._get_table_name('document_info')} d WHERE :group_id = ANY(d.group_ids) ORDER BY d.created_at DESC @@ -298,20 +285,19 @@ def get_documents_in_group( results = self.execute_query( query, {"group_id": group_id, "offset": offset, "limit": limit} ).fetchall() - return [ DocumentInfo( id=row[0], - group_ids=row[1], - user_id=row[2], - type=DocumentType(row[3]), - metadata=row[4], - title=row[5], - version=row[6], - size_in_bytes=row[7], - status=DocumentStatus(row[8]), - created_at=row[9], - updated_at=row[10], + user_id=row[1], + type=DocumentType(row[2]), + metadata=row[3], + title=row[4], + version=row[5], + size_in_bytes=row[6], + status=DocumentStatus(row[7]), + created_at=row[8], + updated_at=row[9], + group_ids=[group_id], ) for row in results ] diff --git a/r2r/providers/database/user.py b/r2r/providers/database/user.py index 35b7f8c75..0bc0e246c 100644 --- a/r2r/providers/database/user.py +++ b/r2r/providers/database/user.py @@ -4,7 +4,7 @@ from sqlalchemy import text -from r2r.base.abstractions import R2RException +from r2r.base.abstractions import R2RException, UserStats from r2r.base.api.models.auth.responses import UserResponse from r2r.base.utils import generate_id_from_label @@ -77,7 +77,7 @@ def get_user_by_id(self, user_id: UUID) -> Optional[UserResponse]: else None ) - def get_user_by_email(self, email: str) -> Optional[UserResponse]: + def get_user_by_email(self, email: str) -> UserResponse: query, params = ( QueryBuilder(self._get_table_name("users")) .select( @@ -100,30 +100,34 @@ def get_user_by_email(self, email: str) -> Optional[UserResponse]: .build() ) result = self.execute_query(query, params).fetchone() - return ( - UserResponse( - id=result[0], - email=result[1], - hashed_password=result[2], - is_superuser=result[3], - is_active=result[4], - is_verified=result[5], - created_at=result[6], - updated_at=result[7], - name=result[8], - profile_picture=result[9], - bio=result[10], - group_ids=result[11], - ) - if result - else None + if not result: + raise R2RException(status_code=404, message="User not found") + + return UserResponse( + id=result[0], + email=result[1], + hashed_password=result[2], + is_superuser=result[3], + is_active=result[4], + is_verified=result[5], + created_at=result[6], + updated_at=result[7], + name=result[8], + profile_picture=result[9], + bio=result[10], + group_ids=result[11], ) def create_user(self, email: str, password: str) -> UserResponse: - if self.get_user_by_email(email): - raise R2RException( - status_code=400, message="User with this email already exists" - ) + try: + if self.get_user_by_email(email): + raise R2RException( + status_code=400, + message="User with this email already exists", + ) + except R2RException as e: + if e.status_code != 404: + raise e hashed_password = self.crypto_provider.get_password_hash(password) query = f""" @@ -430,3 +434,58 @@ def mark_user_as_verified(self, user_id: UUID): if not result.rowcount: raise R2RException(status_code=404, message="User not found") + + def get_users_overview( + self, + user_ids: Optional[list[UUID]] = None, + offset: int = 0, + limit: int = 100, + ) -> list[UserStats]: + query = f""" + WITH user_docs AS ( + SELECT + u.user_id, + u.email, + u.is_superuser, + u.is_active, + u.is_verified, + u.created_at, + u.updated_at, + u.group_ids, + COUNT(d.document_id) AS num_files, + COALESCE(SUM(d.size_in_bytes), 0) AS total_size_in_bytes, + ARRAY_AGG(d.document_id) FILTER (WHERE d.document_id IS NOT NULL) AS document_ids + FROM {self._get_table_name('users')} u + LEFT JOIN {self._get_table_name('document_info')} d ON u.user_id = d.user_id + {f"WHERE u.user_id = ANY(CAST(:user_ids AS UUID[]))" if user_ids else ""} + GROUP BY u.user_id, u.email, u.is_superuser, u.is_active, u.is_verified, u.created_at, u.updated_at, u.group_ids + ) + SELECT * + FROM user_docs + ORDER BY email + OFFSET :offset + LIMIT :limit + """ + + params = {"offset": offset, "limit": limit} + if user_ids: + params["user_ids"] = [str(ele) for ele in user_ids] + + results = self.execute_query(query, params).fetchall() + + return [ + UserStats( + user_id=row[0], + email=row[1], + is_superuser=row[2], + is_active=row[3], + is_verified=row[4], + created_at=row[5], + updated_at=row[6], + group_ids=row[7], + num_files=row[8], + total_size_in_bytes=row[9], + document_ids=row[10], + ) + for row in results + ] diff --git a/r2r/providers/database/vector.py b/r2r/providers/database/vector.py index 0b3728fef..c8523a159 100644 --- a/r2r/providers/database/vector.py +++ b/r2r/providers/database/vector.py @@ -41,9 +41,11 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): ) # Check if a complete Postgres URI is provided - if postgres_uri := self.config.extra_fields.get( + postgres_uri = self.config.extra_fields.get( "postgres_uri" - ) or os.getenv("POSTGRES_URI"): + ) or os.getenv("POSTGRES_URI") + + if postgres_uri: # Log loudly that Postgres URI is being used logger.warning("=" * 50) logger.warning( @@ -351,7 +353,7 @@ def hybrid_search( ) params = { - "query_text": query_text, + "query_text": str(query_text), "query_embedding": list(query_vector), "match_limit": limit, "full_text_weight": full_text_weight, diff --git a/tests/test_auth.py b/tests/test_auth.py index eaef1c923..211e9ff0c 100644 --- a/tests/test_auth.py +++ b/tests/test_auth.py @@ -197,15 +197,15 @@ async def test_login_failure_nonexistent_user(auth_service): with pytest.raises(R2RException) as exc_info: await auth_service.login("nonexistent@example.com", "password123") - assert exc_info.value.status_code == 401 - assert exc_info.value.message == "Incorrect email or password" + assert exc_info.value.status_code == 404 + assert exc_info.value.message == "User not found" @pytest.mark.asyncio async def test_login_with_non_existent_user(auth_service): with pytest.raises(R2RException) as exc_info: await auth_service.login("nonexistent@example.com", "password123") - assert "Incorrect email or password" in str(exc_info.value) + assert "User not found" in str(exc_info.value) @pytest.mark.asyncio @@ -426,26 +426,6 @@ async def test_logout(auth_service, auth_provider): assert exc_info.value.status_code == 401 -@pytest.mark.asyncio -async def test_get_user_profile(auth_service, auth_provider): - # Register and verify a user - with patch.object( - auth_provider.crypto_provider, - "generate_verification_code", - return_value="123456", - ): - new_user = await auth_service.register( - email="profile@example.com", password="password123" - ) - await auth_service.verify_email("123456") - - # Get user profile - profile = await auth_service.get_user_profile(new_user.id) - assert profile.email == "profile@example.com" - assert profile.name is None - assert profile.bio is None - - @pytest.mark.asyncio async def test_update_user_profile(auth_service, auth_provider): # Register and verify a user @@ -470,12 +450,6 @@ async def test_update_user_profile(auth_service, auth_provider): assert updated_profile.bio == "Test bio" assert updated_profile.profile_picture == "http://example.com/pic.jpg" - # Verify that the profile was updated - profile = await auth_service.get_user_profile(new_user.id) - assert profile.name == "John Doe" - assert profile.bio == "Test bio" - assert profile.profile_picture == "http://example.com/pic.jpg" - @pytest.mark.asyncio async def test_delete_user_account(auth_service, auth_provider): @@ -495,13 +469,15 @@ async def test_delete_user_account(auth_service, auth_provider): # Try to get the deleted user's profile with pytest.raises(R2RException) as exc_info: - await auth_service.get_user_profile(new_user.id) + result = auth_provider.db_provider.relational.get_user_by_email( + "delete_user@example.com" + ) assert exc_info.value.status_code == 404 # Try to login with deleted account with pytest.raises(R2RException) as exc_info: await auth_service.login("delete_user@example.com", "password123") - assert exc_info.value.status_code == 401 + assert exc_info.value.status_code == 404 @pytest.mark.asyncio @@ -674,12 +650,14 @@ async def test_confirm_reset_password(auth_service, auth_provider): @pytest.mark.asyncio -async def test_get_user_profile(auth_service): - new_user = await auth_service.register( +async def test_get_user_profile(auth_service, auth_provider): + await auth_service.register( email="profile@example.com", password="password123" ) - profile = await auth_service.get_user_profile(new_user.id) + profile = auth_provider.db_provider.relational.get_user_by_email( + "profile@example.com" + ) assert profile.email == "profile@example.com" diff --git a/tests/test_client.py b/tests/test_client.py index 40f029398..cb25247a7 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -8,6 +8,7 @@ from fastapi.testclient import TestClient from r2r import ( + DocumentInfo, R2RApp, R2RBuilder, R2RClient, @@ -50,6 +51,34 @@ def auth_wrapper(token: str = Depends(oauth2_scheme)): return auth_wrapper +@pytest.fixture(scope="function") +def mock_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=True, + ) + + return auth_wrapper + + +@pytest.fixture(scope="function") +def mock_super_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=True, + ) + + return auth_wrapper + + @pytest.fixture(scope="function") def mock_db(): db = MagicMock() @@ -70,6 +99,21 @@ def update_user(user): return updated_user db.relational.update_user.side_effect = update_user + db.relational.get_documents_in_group.return_value = [ + DocumentInfo( + user_id=uuid.uuid4(), + id=uuid.uuid4(), + title=f"Document {i}", + type="txt", + group_ids=[uuid.uuid4()], + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + version="1", + metadata={}, + size_in_bytes=1000, + ) + for i in range(100) + ] return db @@ -255,6 +299,7 @@ async def test_password_reset_flow(r2r_client, mock_db): reset_response = r2r_client.request_password_reset( "reset_pass@example.com" ) + print("reset_response = ", reset_response) assert "message" in reset_response["results"] # Confirm password reset (we'll need to mock the reset token) @@ -308,3 +353,24 @@ async def test_user_profile(r2r_client, mock_db): updated_profile = r2r_client.update_user(name="John Doe", bio="Test bio") assert updated_profile["results"]["name"] == "John Doe" assert updated_profile["results"]["bio"] == "Test bio" + + +@pytest.mark.asyncio +async def test_get_documents_in_group(r2r_client, mock_db): + # Register and login as a superuser + user_data = {"email": "superuser@example.com", "password": "password123"} + r2r_client.register(**user_data) + + # Set the mock user as a superuser + # mock_db.relational.get_user_by_email.return_value.is_superuser = True + + r2r_client.login(**user_data) + + # Get documents in group + group_id = uuid.uuid4() + response = r2r_client.get_documents_in_group(group_id) + + assert "results" in response + assert len(response["results"]) == 100 # Default limit + assert response["results"][0]["title"] == "Document 0" + assert response["results"][0]["type"] == "txt" diff --git a/tests/test_end_to_end.py b/tests/test_end_to_end.py index 4aa0e8615..bacf0d95f 100644 --- a/tests/test_end_to_end.py +++ b/tests/test_end_to_end.py @@ -291,10 +291,7 @@ async def test_ingest_search_then_delete(app, logging_connection): delete_result = await app.adelete(filters={"author": {"$eq": "John Doe"}}) # Verify the deletion was successful - assert ( - len(delete_result) > 0 - ), f"Expected at least one document to be deleted, but got {delete_result}" - + assert delete_result is None # Search for the document again search_results_2 = await app.asearch("who was aristotle?") @@ -307,8 +304,13 @@ async def test_ingest_search_then_delete(app, logging_connection): @pytest.mark.parametrize("app", ["postgres"], indirect=True) @pytest.mark.asyncio async def test_ingest_user_documents(app, logging_connection): - user_id_0 = generate_id_from_label("user_0") - user_id_1 = generate_id_from_label("user_1") + + # user_id_0 = generate_id_from_label("user_0") + # user_id_1 = generate_id_from_label("user_1") + user_0 = app.register("user_0@test.com", "password") + user_id_0 = user_0.id + user_1 = app.register("user_1@test.com", "password") + user_id_1 = user_1.id doc_id_0 = generate_id_from_label("doc_01") doc_id_1 = generate_id_from_label("doc_11") @@ -332,9 +334,12 @@ async def test_ingest_user_documents(app, logging_connection): ), ] ) - user_id_results = await app.ausers_overview([user_id_0, user_id_1]) - assert set([stats.user_id for stats in user_id_results]) == set( - [user_id_0, user_id_1] + user_stats_results = await app.ausers_overview([user_id_0, user_id_1]) + print("user_stats_results = ", user_stats_results) + user_id_results = [stats.user_id for stats in user_stats_results] + print("user_id_results = ", user_stats_results) + assert set([user_id_0, user_id_1]) == set( + user_id_results ), f"Expected user ids {user_id_0} and {user_id_1}, but got {user_id_results}" user_0_docs = await app.adocuments_overview(user_ids=[user_id_0]) @@ -358,9 +363,7 @@ async def test_ingest_user_documents(app, logging_connection): filters={"document_id": {"$in": [doc_id_0, doc_id_1]}} ) - assert ( - len(delete_result) == 2 - ), f"Expected 2 chunks to be deleted, but got {len(delete_result)}" + assert delete_result is None @pytest.mark.parametrize("app", ["postgres"], indirect=True) @@ -383,8 +386,6 @@ async def test_delete_by_id(app, logging_connection): assert len(search_results["vector_search_results"]) > 0 delete_result = await app.adelete(filters={"document_id": {"$eq": doc_id}}) - assert ( - len(delete_result) > 0 - ), f"Expected at least one document to be deleted, but got {delete_result}" + assert delete_result is None search_results = await app.asearch("who was aristotle?") assert len(search_results["vector_search_results"]) == 0 diff --git a/tests/test_groups.py b/tests/test_groups.py index c6eb6c8a2..12e39fb14 100644 --- a/tests/test_groups.py +++ b/tests/test_groups.py @@ -212,15 +212,6 @@ def test_get_groups_by_ids(pg_db): assert any(g.group_id == group2.group_id for g in groups) -def test_get_group_count(pg_db, test_group): - initial_count = pg_db.relational.get_group_count() - - pg_db.relational.create_group("New Group", "New Description") - - new_count = pg_db.relational.get_group_count() - assert new_count == initial_count + 1 - - def test_get_groups_overview(pg_db, test_group, test_user): pg_db.relational.add_user_to_group(test_user.id, test_group.group_id) diff --git a/tests/test_groups_client.py b/tests/test_groups_client.py index a9319b9cd..b213aa906 100644 --- a/tests/test_groups_client.py +++ b/tests/test_groups_client.py @@ -148,7 +148,7 @@ def mock_list_groups(offset=0, limit=100): ) db.relational.get_groups_for_user = MagicMock(side_effect=mock_list_groups) - def mock_groups_overview(group_ids): + def mock_groups_overview(group_ids, offset=0, limit=100): return [ { "group_id": str(uuid.uuid4()), @@ -355,7 +355,9 @@ async def test_groups_overview(r2r_client, mock_db): assert "results" in response assert len(response["results"]) == 2 # assert response["results"] == mock_overview - mock_db.relational.get_groups_overview.assert_called_once_with(None) + mock_db.relational.get_groups_overview.assert_called_once_with( + None, 0, 100 + ) @pytest.mark.asyncio @@ -367,10 +369,10 @@ async def test_groups_overview_with_ids(r2r_client, mock_db): # {"id": str(group_ids[1]), "name": "Group 2", "member_count": 3}, # ] # mock_db.relational.get_groups_overview.return_value = mock_overview - response = r2r_client.groups_overview(group_ids) + response = r2r_client.groups_overview(group_ids, 10, 100) assert "results" in response assert len(response["results"]) == 2 # assert response["results"] == mock_overview mock_db.relational.get_groups_overview.assert_called_once_with( - [str(gid) for gid in group_ids] + [str(gid) for gid in group_ids], 100, 10 ) diff --git a/tests/test_kg.py b/tests/test_kg.py index 4111971ce..cb6acf3cc 100644 --- a/tests/test_kg.py +++ b/tests/test_kg.py @@ -1,139 +1,139 @@ -import json -import uuid -from unittest.mock import Mock, patch - -import pytest - -from r2r.base.abstractions.document import DocumentFragment -from r2r.base.abstractions.graph import Entity, Triple -from r2r.base.providers.kg import KGConfig -from r2r.providers.kg.neo4j.provider import Neo4jKGProvider - - -@pytest.fixture -def neo4j_kg_provider(): - extra_fields = { - "user": "neo4j", - "password": "ineedastrongerpassword", - "url": "bolt://localhost:7688", - "database": "neo4j", - } - config = KGConfig(provider="neo4j", extra_fields=extra_fields) - return Neo4jKGProvider(config) - - -@pytest.fixture(autouse=True) -def clean_graph(neo4j_kg_provider): - neo4j_kg_provider.delete_all_nodes() - yield - neo4j_kg_provider.delete_all_nodes() - - -def get_uuid(): - return str(uuid.uuid4()) - - -@pytest.fixture -def test_chunks(): - return [ - DocumentFragment( - id=get_uuid(), - data="Test chunk 1", - metadata={"testkey": "testvalue"}, - document_id=get_uuid(), - extraction_id=get_uuid(), - ), - DocumentFragment( - id=get_uuid(), - data="Test chunk 2", - metadata={"testkey": "testvalue"}, - document_id=get_uuid(), - extraction_id=get_uuid(), - ), - ] - - -@pytest.fixture -def test_entities(): - return [ - Entity( - id=get_uuid(), - category="Test category 1", - subcategory=None, - value="Test entity 1", - description="Test entity 1 description", - description_embedding=[1.0, 2.0, 3.0], - name_embedding=[1.0, 2.0, 3.0], - graph_embedding=[1.0, 2.0, 3.0], - community_ids=[get_uuid()], - text_unit_ids=[get_uuid()], - document_ids=[get_uuid(), get_uuid()], - rank=1, - attributes={"testkey": "testvalue"}, - ), - # Entity(id=get_uuid(), category="Test category 2", subcategory=None, value="Test entity 2", description="Test entity 2 description", description_embedding=[1.0, 2.0, 3.0], name_embedding=[1.0, 2.0, 3.0], graph_embedding=[1.0, 2.0, 3.0], community_ids=[get_uuid()], text_unit_ids=[get_uuid()], document_ids=[get_uuid(), get_uuid()], rank=1, attributes={"testkey": "testvalue"}) - ] - - -@pytest.fixture -def test_triples(): - return [ - Triple( - id=get_uuid(), - subject=get_uuid(), - predicate="test_predicate", - object=get_uuid(), - weight=1.0, - description="Test triple description", - predicate_embedding=[1.0, 2.0, 3.0], - text_unit_ids=[get_uuid()], - document_ids=[get_uuid()], - attributes={"testkey": "testvalue"}, - ) - ] - - -def test_upsert_chunks(neo4j_kg_provider, test_chunks, clean_graph): - neo4j_kg_provider.upsert_chunks(test_chunks) - neo4j_output = neo4j_kg_provider.get_chunks() - chunks = [record["c"]._properties for record in neo4j_output.records] - assert len(chunks) == len(test_chunks) - for chunk, test_chunk in zip(chunks, test_chunks): - assert chunk["id"] == str(test_chunk.id) - assert chunk["data"] == test_chunk.data - assert json.loads(chunk["metadata"]) == test_chunk.metadata - assert chunk["document_id"] == str(test_chunk.document_id) - assert chunk["extraction_id"] == str(test_chunk.extraction_id) - - -def test_upsert_entities(neo4j_kg_provider, test_entities): - neo4j_kg_provider.upsert_entities(test_entities) - neo4j_output = neo4j_kg_provider.get_entities() - entities = [record["e"]._properties for record in neo4j_output.records] - assert len(entities) == len(test_entities) - for entity, test_entity in zip(entities, test_entities): - assert entity["id"] == test_entity.id - assert entity["category"] == test_entity.category - assert entity["value"] == test_entity.value - assert entity["description"] == test_entity.description - - -def test_upsert_triples(neo4j_kg_provider, test_triples): - triples_count = neo4j_kg_provider.upsert_triples(test_triples) - triples = neo4j_kg_provider.get_triples() - assert len(triples) == len(test_triples) - for triple, test_triple in zip(triples, test_triples): - assert triple.id == test_triple.id - assert triple.subject == test_triple.subject - assert triple.predicate == test_triple.predicate - assert triple.object == test_triple.object - - -def test_upsert_communities(neo4j_kg_provider, test_communities): - neo4j_kg_provider.upsert_communities(test_communities) - neo4j_output = neo4j_kg_provider.get_communities() - communities = [record["c"]._properties for record in neo4j_output.records] - assert len(communities) == len(test_communities) - for community, test_community in zip(communities, test_communities): - assert community["id"] == test_community.id - assert community["name"] == test_community.name +# import json +# import uuid +# from unittest.mock import Mock, patch + +# import pytest + +# from r2r.base.abstractions.document import DocumentFragment +# from r2r.base.abstractions.graph import Entity, Triple +# from r2r.base.providers.kg import KGConfig +# from r2r.providers.kg.neo4j.provider import Neo4jKGProvider + + +# @pytest.fixture +# def neo4j_kg_provider(): +# extra_fields = { +# "user": "neo4j", +# "password": "ineedastrongerpassword", +# "url": "bolt://localhost:7688", +# "database": "neo4j", +# } +# config = KGConfig(provider="neo4j", extra_fields=extra_fields) +# return Neo4jKGProvider(config) + + +# @pytest.fixture(autouse=True) +# def clean_graph(neo4j_kg_provider): +# neo4j_kg_provider.delete_all_nodes() +# yield +# neo4j_kg_provider.delete_all_nodes() + + +# def get_uuid(): +# return str(uuid.uuid4()) + + +# @pytest.fixture +# def test_chunks(): +# return [ +# DocumentFragment( +# id=get_uuid(), +# data="Test chunk 1", +# metadata={"testkey": "testvalue"}, +# document_id=get_uuid(), +# extraction_id=get_uuid(), +# ), +# DocumentFragment( +# id=get_uuid(), +# data="Test chunk 2", +# metadata={"testkey": "testvalue"}, +# document_id=get_uuid(), +# extraction_id=get_uuid(), +# ), +# ] + + +# @pytest.fixture +# def test_entities(): +# return [ +# Entity( +# id=get_uuid(), +# category="Test category 1", +# subcategory=None, +# value="Test entity 1", +# description="Test entity 1 description", +# description_embedding=[1.0, 2.0, 3.0], +# name_embedding=[1.0, 2.0, 3.0], +# graph_embedding=[1.0, 2.0, 3.0], +# community_ids=[get_uuid()], +# text_unit_ids=[get_uuid()], +# document_ids=[get_uuid(), get_uuid()], +# rank=1, +# attributes={"testkey": "testvalue"}, +# ), +# # Entity(id=get_uuid(), category="Test category 2", subcategory=None, value="Test entity 2", description="Test entity 2 description", description_embedding=[1.0, 2.0, 3.0], name_embedding=[1.0, 2.0, 3.0], graph_embedding=[1.0, 2.0, 3.0], community_ids=[get_uuid()], text_unit_ids=[get_uuid()], document_ids=[get_uuid(), get_uuid()], rank=1, attributes={"testkey": "testvalue"}) +# ] + + +# @pytest.fixture +# def test_triples(): +# return [ +# Triple( +# id=get_uuid(), +# subject=get_uuid(), +# predicate="test_predicate", +# object=get_uuid(), +# weight=1.0, +# description="Test triple description", +# predicate_embedding=[1.0, 2.0, 3.0], +# text_unit_ids=[get_uuid()], +# document_ids=[get_uuid()], +# attributes={"testkey": "testvalue"}, +# ) +# ] + + +# def test_upsert_chunks(neo4j_kg_provider, test_chunks, clean_graph): +# neo4j_kg_provider.upsert_chunks(test_chunks) +# neo4j_output = neo4j_kg_provider.get_chunks() +# chunks = [record["c"]._properties for record in neo4j_output.records] +# assert len(chunks) == len(test_chunks) +# for chunk, test_chunk in zip(chunks, test_chunks): +# assert chunk["id"] == str(test_chunk.id) +# assert chunk["data"] == test_chunk.data +# assert json.loads(chunk["metadata"]) == test_chunk.metadata +# assert chunk["document_id"] == str(test_chunk.document_id) +# assert chunk["extraction_id"] == str(test_chunk.extraction_id) + + +# def test_upsert_entities(neo4j_kg_provider, test_entities): +# neo4j_kg_provider.upsert_entities(test_entities) +# neo4j_output = neo4j_kg_provider.get_entities() +# entities = [record["e"]._properties for record in neo4j_output.records] +# assert len(entities) == len(test_entities) +# for entity, test_entity in zip(entities, test_entities): +# assert entity["id"] == test_entity.id +# assert entity["category"] == test_entity.category +# assert entity["value"] == test_entity.value +# assert entity["description"] == test_entity.description + + +# def test_upsert_triples(neo4j_kg_provider, test_triples): +# triples_count = neo4j_kg_provider.upsert_triples(test_triples) +# triples = neo4j_kg_provider.get_triples() +# assert len(triples) == len(test_triples) +# for triple, test_triple in zip(triples, test_triples): +# assert triple.id == test_triple.id +# assert triple.subject == test_triple.subject +# assert triple.predicate == test_triple.predicate +# assert triple.object == test_triple.object + + +# def test_upsert_communities(neo4j_kg_provider, test_communities): +# neo4j_kg_provider.upsert_communities(test_communities) +# neo4j_output = neo4j_kg_provider.get_communities() +# communities = [record["c"]._properties for record in neo4j_output.records] +# assert len(communities) == len(test_communities) +# for community, test_community in zip(communities, test_communities): +# assert community["id"] == test_community.id +# assert community["name"] == test_community.name From 21cbac637578acb2b571c1b458e0e6e4860b7486 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Sun, 18 Aug 2024 14:21:38 -0400 Subject: [PATCH 04/74] Shreyas/graphrag test (#881) * add group ids to document abstraction, first steps * extend group permissions * up * add tests for new group features * up * fixup auth * onboard extensive regression tests * adding regression tests * finish tests * rm selenium * test observability * uncomment tests * checkin first set of group tests * modify search, passing vector tests * checkin work * full delete logic * update search to use new filters * check in * Clean up * Check in * add search * tests/test_end_to_end.py::test_ingest_txt_document passing * cleanup logging * make schemas explicit * move to run logger abstraction * cleanup some test workflows * revive tests * tweak to pass tests * tweak rrf * finish hybrid search cleanup * fixup on regr tests, regen payloads * refresh payloads * refactor api model * Feature/refactor api model (#868) * cleanup imports * flake and cleanup * coherent global import / export structure * add ingestion response models * add management response models * cleanups * checkin work on routes * remove request models * last fixes * merge * add user / group gating * sync * enrich * up * fix global search * rag * remove client.py * rm configs * rm configs --------- Co-authored-by: emrgnt-cmplxty Co-authored-by: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Co-authored-by: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> --- r2r/__init__.py | 3 +- r2r/base/__init__.py | 3 +- r2r/base/abstractions/__init__.py | 4 - r2r/base/abstractions/graph.py | 63 +-------- r2r/base/abstractions/search.py | 11 +- r2r/base/providers/kg.py | 6 + r2r/cli/commands/rag_operations.py | 13 +- r2r/configs/graphrag.toml | 61 --------- r2r/examples/scripts/advanced_kg_cookbook.py | 44 +++---- r2r/main/abstractions.py | 2 +- r2r/main/api/routes/base_router.py | 2 +- r2r/main/assembly/builder.py | 8 +- r2r/main/assembly/factory.py | 18 +-- r2r/main/engine.py | 4 +- r2r/main/execution.py | 12 +- r2r/main/services/management_service.py | 45 +++++-- r2r/main/services/restructure_service.py | 4 +- r2r/pipelines/ingestion_pipeline.py | 2 +- r2r/pipes/__init__.py | 4 +- r2r/pipes/ingestion/vector_storage_pipe.py | 2 +- r2r/pipes/kg/clustering.py | 75 ++--------- r2r/pipes/kg/extraction.py | 124 +++++++----------- r2r/pipes/kg/node_extraction.py | 4 +- r2r/pipes/retrieval/kg_search_search_pipe.py | 6 +- r2r/providers/kg/neo4j/graph_queries.py | 2 +- r2r/providers/kg/neo4j/provider.py | 9 +- .../graphrag_triplet_extraction_few_shot.yaml | 4 +- ...graphrag_triplet_extraction_zero_shot.yaml | 4 +- 28 files changed, 188 insertions(+), 351 deletions(-) delete mode 100644 r2r/configs/graphrag.toml diff --git a/r2r/__init__.py b/r2r/__init__.py index b31a2385b..7683ef22e 100644 --- a/r2r/__init__.py +++ b/r2r/__init__.py @@ -65,7 +65,6 @@ "Entity", "KGExtraction", "Triple", - "extract_triples", # LLM abstractions "GenerationConfig", "LLMChatCompletion", @@ -155,7 +154,6 @@ # Knowledge Graph provider "KGConfig", "KGProvider", - "extract_entities", # LLM provider "CompletionConfig", "CompletionProvider", @@ -175,6 +173,7 @@ "generate_id_from_label", "increment_version", "EntityType", + "RelationshipType", "format_entity_types", "format_relations", ## MAIN diff --git a/r2r/base/__init__.py b/r2r/base/__init__.py index edcefcf00..8c56ecf62 100644 --- a/r2r/base/__init__.py +++ b/r2r/base/__init__.py @@ -34,7 +34,6 @@ "Entity", "KGExtraction", "Triple", - "extract_triples", # LLM abstractions "GenerationConfig", "LLMChatCompletion", @@ -124,7 +123,6 @@ # Knowledge Graph provider "KGConfig", "KGProvider", - "extract_entities", # LLM provider "CompletionConfig", "CompletionProvider", @@ -144,6 +142,7 @@ "generate_id_from_label", "increment_version", "EntityType", + "RelationshipType", "format_entity_types", "format_relations", ] diff --git a/r2r/base/abstractions/__init__.py b/r2r/base/abstractions/__init__.py index ae33be385..6ea82c364 100644 --- a/r2r/base/abstractions/__init__.py +++ b/r2r/base/abstractions/__init__.py @@ -19,8 +19,6 @@ KGExtraction, RelationshipType, Triple, - extract_entities, - extract_triples, ) from .llm import ( GenerationConfig, @@ -68,8 +66,6 @@ "CommunityReport", "KGExtraction", "Triple", - "extract_entities", - "extract_triples", # LLM abstractions "GenerationConfig", "LLMChatCompletion", diff --git a/r2r/base/abstractions/graph.py b/r2r/base/abstractions/graph.py index 27300f131..762da615d 100644 --- a/r2r/base/abstractions/graph.py +++ b/r2r/base/abstractions/graph.py @@ -68,7 +68,7 @@ def __init__(self, **kwargs): try: self.attributes = json.loads(self.attributes) except Exception as e: - logger.error(f"Error loading attributes: {e}") + self.attributes = self.attributes pass @@ -105,7 +105,11 @@ class Triple(BaseModel): def __init__(self, **kwargs): super().__init__(**kwargs) if isinstance(self.attributes, str): - self.attributes = json.loads(self.attributes) + try: + self.attributes = json.loads(self.attributes) + except Exception as e: + self.attributes = self.attributes + pass @classmethod def from_dict( @@ -390,61 +394,6 @@ def from_dict( TextEmbedder = Callable[[str], list[float]] - -def extract_entities(llm_payload: list[str]) -> dict[str, Entity]: - entities = {} - for entry in llm_payload: - try: - if "], " in entry: # Check if the entry is an entity - entry_val = entry.split("], ")[0] + "]" - entry = entry.split("], ")[1] - colon_count = entry.count(":") - - if colon_count == 1: - category, value = entry.split(":") - subcategory = None - elif colon_count >= 2: - parts = entry.split(":", 2) - category, subcategory, value = ( - parts[0], - parts[1], - parts[2], - ) - else: - raise ValueError("Unexpected entry format") - - entities[entry_val] = Entity( - category=category, subcategory=subcategory, value=value - ) - except Exception as e: - logger.error(f"Error processing entity {entry}: {e}") - continue - return entities - - -def extract_triples( - llm_payload: list[str], entities: dict[str, Entity] -) -> list[Triple]: - triples = [] - for entry in llm_payload: - try: - if "], " not in entry: # Check if the entry is an entity - elements = entry.split(" ") - subject = elements[0] - predicate = elements[1] - object = " ".join(elements[2:]) - subject = entities[subject].value # Use entity.value - if "[" in object and "]" in object: - object = entities[object].value # Use entity.value - triples.append( - Triple(subject=subject, predicate=predicate, object=object) - ) - except Exception as e: - logger.error(f"Error processing triplet {entry}: {e}") - continue - return triples - - class KGExtraction(BaseModel): """An extraction from a document that is part of a knowledge graph.""" diff --git a/r2r/base/abstractions/search.py b/r2r/base/abstractions/search.py index 7c94bd02d..348530cab 100644 --- a/r2r/base/abstractions/search.py +++ b/r2r/base/abstractions/search.py @@ -1,6 +1,5 @@ """Abstractions for search functionality.""" -import json from typing import Any, Dict, List, Optional, Tuple from uuid import UUID @@ -120,16 +119,16 @@ def model_dump(self, *args, **kwargs): class KGSearchSettings(BaseModel): use_kg_search: bool = False kg_search_type: str = "global" # 'global' or 'local' - kg_search_level: Optional[int] = None + kg_search_level: Optional[str] = None kg_search_generation_config: Optional[GenerationConfig] = Field( default_factory=GenerationConfig ) entity_types: list = [] relationships: list = [] max_community_description_length: int = 4096 * 4 - max_llm_queries_for_global_search: int = 10 + max_llm_queries_for_global_search: int = 250 local_search_limits: dict[str, int] = { - "__Entity__": 10, - "__Relationship__": 10, - "__Community__": 10, + "__Entity__": 20, + "__Relationship__": 20, + "__Community__": 20, } diff --git a/r2r/base/providers/kg.py b/r2r/base/providers/kg.py index fc4c60305..574472de4 100644 --- a/r2r/base/providers/kg.py +++ b/r2r/base/providers/kg.py @@ -21,6 +21,7 @@ class KGConfig(ProviderConfig): kg_search_prompt: Optional[str] = "kg_search" kg_extraction_config: Optional[GenerationConfig] = None kg_store_path: Optional[str] = None + max_knowledge_triples: Optional[int] = 100 def validate(self) -> None: if self.provider not in self.supported_providers: @@ -144,6 +145,11 @@ def update_kg_search_prompt( pass + @abstractmethod + def create_vector_index(self, node_type: str, node_property: str, dimension: int) -> None: + """Abstract method to create a vector index.""" + pass + def escape_braces(s: str) -> str: """ Escape braces in a string. diff --git a/r2r/cli/commands/rag_operations.py b/r2r/cli/commands/rag_operations.py index fb101b5de..ceadf6bd1 100644 --- a/r2r/cli/commands/rag_operations.py +++ b/r2r/cli/commands/rag_operations.py @@ -9,11 +9,14 @@ @click.option( "--limit", default=100, help="Limit the number of relationships returned" ) +@click.option( + "--print-descriptions", is_flag=True, help="Print descriptions of entities and relationships" +) @click.pass_obj -def inspect_knowledge_graph(obj, limit): +def inspect_knowledge_graph(obj, limit, print_descriptions): """Print relationships from the knowledge graph.""" with timer(): - response = obj.inspect_knowledge_graph(limit) + response = obj.inspect_knowledge_graph(limit, print_descriptions) click.echo(response) @@ -34,6 +37,8 @@ def inspect_knowledge_graph(obj, limit): @click.option("--kg-search-model", default=None, help="Model for KG agent") @click.option("--stream", is_flag=True, help="Stream the RAG response") @click.option("--rag-model", default=None, help="Model for RAG") +@click.option("--kg-search-level", default=None, help="Level of cluster to use for Global KG search") +@click.option("--kg-search-type", default="global", help="Local or Global") @click.pass_obj def rag( obj, @@ -46,6 +51,8 @@ def rag( kg_search_model, stream, rag_model, + kg_search_type, + kg_search_level, ): """Perform a RAG query.""" kg_search_generation_config = {} @@ -66,6 +73,8 @@ def rag( kg_search_generation_config, stream, rag_generation_config, + kg_search_type, + kg_search_level, ) if stream: for chunk in response: diff --git a/r2r/configs/graphrag.toml b/r2r/configs/graphrag.toml deleted file mode 100644 index 5af5d4549..000000000 --- a/r2r/configs/graphrag.toml +++ /dev/null @@ -1,61 +0,0 @@ -[completion] -provider = "litellm" -concurrent_request_limit = 256 - - [completion.generation_config] - model = "gpt-4o-mini" - temperature = 0.1 - top_p = 1 - max_tokens_to_sample = 1_024 - stream = false - add_generation_kwargs = { } - -[embedding] -provider = "openai" -base_model = "text-embedding-3-small" -base_dimension = 1_536 -batch_size = 256 -add_title_as_prefix = true - -[ingestion] -excluded_parsers = [ "gif", "jpeg", "jpg", "png", "svg", "mp3", "mp4" ] - -[kg] -provider = "local" -batch_size = 1024 -max_entities = 10 -max_relations = 20 -kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" -kg_store_path = "/Users/shreyas/r2rr2r/graph_data" - - [kg.kg_extraction_config] - model = "gpt-4o-mini" - temperature = 1 - top_p = 1 - max_tokens_to_sample = 1_024 - stream = false - add_generation_kwargs = { } - -# [kg] -# provider = "local" -# batch_size = 256 -# kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" - - -# [kg.kg_extraction_config] -# model = "gpt-4o-mini" -# temperature = 1 -# top_p = 1 -# max_tokens_to_sample = 1_024 -# stream = false -# add_generation_kwargs = { } - -[database] -provider = "postgres" - -[agent] -system_instruction_name = "rag_agent" -tool_names = ["search"] - - [agent.generation_config] - model = "gpt-4o-mini" diff --git a/r2r/examples/scripts/advanced_kg_cookbook.py b/r2r/examples/scripts/advanced_kg_cookbook.py index e6270a46e..5411044c5 100644 --- a/r2r/examples/scripts/advanced_kg_cookbook.py +++ b/r2r/examples/scripts/advanced_kg_cookbook.py @@ -4,7 +4,7 @@ import requests from bs4 import BeautifulSoup, Comment -from r2r import EntityType, R2RClient, R2RPromptProvider, update_kg_prompt +from r2r import EntityType, R2RClient, R2RPromptProvider, RelationshipType def escape_braces(text): @@ -103,26 +103,26 @@ def main( # Specify the relations for the KG construction relations = [ # Founder Relations - Relation("EDUCATED_AT"), - Relation("WORKED_AT"), - Relation("FOUNDED"), + RelationshipType("EDUCATED_AT"), + RelationshipType("WORKED_AT"), + RelationshipType("FOUNDED"), # Company relations - Relation("RAISED"), - Relation("REVENUE"), - Relation("TEAM_SIZE"), - Relation("LOCATION"), - Relation("ACQUIRED_BY"), - Relation("ANNOUNCED"), - Relation("INDUSTRY"), + RelationshipType("RAISED"), + RelationshipType("REVENUE"), + RelationshipType("TEAM_SIZE"), + RelationshipType("LOCATION"), + RelationshipType("ACQUIRED_BY"), + RelationshipType("ANNOUNCED"), + RelationshipType("INDUSTRY"), # Product relations - Relation("PRODUCT"), - Relation("FEATURES"), - Relation("TECHNOLOGY"), + RelationshipType("PRODUCT"), + RelationshipType("FEATURES"), + RelationshipType("TECHNOLOGY"), # Additional relations - Relation("HAS"), - Relation("AS_OF"), - Relation("PARTICIPATED"), - Relation("ASSOCIATED"), + RelationshipType("HAS"), + RelationshipType("AS_OF"), + RelationshipType("PARTICIPATED"), + RelationshipType("ASSOCIATED"), ] client = R2RClient(base_url=base_url) @@ -130,8 +130,6 @@ def main( prompt = "graphrag_triplet_extraction_few_shot" - update_kg_prompt(client, r2r_prompts, prompt, entity_types, relations) - url_map = get_all_yc_co_directory_urls() i = 0 @@ -157,14 +155,10 @@ def main( continue print("Inspecting Knowledge Graph") - print(client.inspect_knowledge_graph(1000)["results"]) + print(client.inspect_knowledge_graph(1000, print_descriptions=True)["results"]) if not local_mode: - update_kg_prompt( - client, r2r_prompts, "kg_search", entity_types, relations - ) - # support local and global result = client.search( query="Find up to 10 founders that worked at Google", diff --git a/r2r/main/abstractions.py b/r2r/main/abstractions.py index fa3648a6d..c02c99f98 100644 --- a/r2r/main/abstractions.py +++ b/r2r/main/abstractions.py @@ -61,7 +61,7 @@ class R2RPipelines(BaseModel): search_pipeline: SearchPipeline rag_pipeline: RAGPipeline streaming_rag_pipeline: RAGPipeline - kg_pipeline: KGEnrichmentPipeline + kg_enrichment_pipeline: KGEnrichmentPipeline class Config: arbitrary_types_allowed = True diff --git a/r2r/main/api/routes/base_router.py b/r2r/main/api/routes/base_router.py index 6c270fdbf..1b644c8c3 100644 --- a/r2r/main/api/routes/base_router.py +++ b/r2r/main/api/routes/base_router.py @@ -48,7 +48,7 @@ async def wrapper(*args, **kwargs): key="error", value=str(e), ) - logger.error(f"{func.__name__}() - \n\n{str(e)})") + logger.error(f"Error in base endpoint {func.__name__}() - \n\n{str(e)})") raise HTTPException( status_code=500, detail={ diff --git a/r2r/main/assembly/builder.py b/r2r/main/assembly/builder.py index 1fb007bbc..67aad39ef 100644 --- a/r2r/main/assembly/builder.py +++ b/r2r/main/assembly/builder.py @@ -94,7 +94,7 @@ def __init__( self.search_pipeline: Optional[SearchPipeline] = None self.rag_pipeline: Optional[RAGPipeline] = None self.streaming_rag_pipeline: Optional[RAGPipeline] = None - self.kg_pipeline: Optional[KGEnrichmentPipeline] = None + self.kg_enrichment_pipeline: Optional[KGEnrichmentPipeline] = None # Agent overrides self.assistant_factory_override: Optional[R2RAgentFactory] = None @@ -211,8 +211,8 @@ def with_streaming_rag_pipeline(self, pipeline: RAGPipeline): self.streaming_rag_pipeline = pipeline return self - def with_kg_pipeline(self, pipeline: KGEnrichmentPipeline): - self.kg_pipeline = pipeline + def with_kg_enrichment_pipeline(self, pipeline: KGEnrichmentPipeline): + self.kg_enrichment_pipeline = pipeline return self def with_assistant_factory(self, factory: R2RAgentFactory): @@ -261,7 +261,7 @@ def build(self, *args, **kwargs) -> R2R: search_pipeline=self.search_pipeline, rag_pipeline=self.rag_pipeline, streaming_rag_pipeline=self.streaming_rag_pipeline, - kg_pipeline=self.kg_pipeline, + kg_enrichment_pipeline=self.kg_enrichment_pipeline, *args, **kwargs, ) diff --git a/r2r/main/assembly/factory.py b/r2r/main/assembly/factory.py index 178c552ae..19de04241 100644 --- a/r2r/main/assembly/factory.py +++ b/r2r/main/assembly/factory.py @@ -559,13 +559,13 @@ def create_rag_pipeline( rag_pipeline.add_pipe(rag_pipe) return rag_pipeline - def create_kg_pipeline(self, *args, **kwargs) -> KGEnrichmentPipeline: - kg_pipeline = KGEnrichmentPipeline() - kg_pipeline.add_pipe(self.pipes.kg_node_extraction_pipe) - kg_pipeline.add_pipe(self.pipes.kg_node_description_pipe) - kg_pipeline.add_pipe(self.pipes.kg_clustering_pipe) + def create_kg_enrichment_pipeline(self, *args, **kwargs) -> KGEnrichmentPipeline: + kg_enrichment_pipeline = KGEnrichmentPipeline() + kg_enrichment_pipeline.add_pipe(self.pipes.kg_node_extraction_pipe) + kg_enrichment_pipeline.add_pipe(self.pipes.kg_node_description_pipe) + kg_enrichment_pipeline.add_pipe(self.pipes.kg_clustering_pipe) - return kg_pipeline + return kg_enrichment_pipeline def create_pipelines( self, @@ -573,7 +573,7 @@ def create_pipelines( search_pipeline: Optional[SearchPipeline] = None, rag_pipeline: Optional[RAGPipeline] = None, streaming_rag_pipeline: Optional[RAGPipeline] = None, - kg_pipeline: Optional[KGEnrichmentPipeline] = None, + kg_enrichment_pipeline: Optional[KGEnrichmentPipeline] = None, *args, **kwargs, ) -> R2RPipelines: @@ -602,8 +602,8 @@ def create_pipelines( *args, **kwargs, ), - kg_pipeline=kg_pipeline - or self.create_kg_pipeline(*args, **kwargs), + kg_enrichment_pipeline=kg_enrichment_pipeline + or self.create_kg_enrichment_pipeline(*args, **kwargs), ) def configure_logging(self): diff --git a/r2r/main/engine.py b/r2r/main/engine.py index c90257cfd..e29daa77e 100644 --- a/r2r/main/engine.py +++ b/r2r/main/engine.py @@ -42,7 +42,7 @@ def __init__( logging_connection, ) - self.kg_service = RestructureService( + self.restructure_service = RestructureService( config, providers, pipelines, @@ -95,7 +95,7 @@ async def aupdate_files(self, *args, **kwargs): @syncable async def aenrich_graph(self, *args, **kwargs): - return await self.kg_service.enrich_graph(*args, **kwargs) + return await self.restructure_service.enrich_graph(*args, **kwargs) @syncable async def asearch(self, *args, **kwargs): diff --git a/r2r/main/execution.py b/r2r/main/execution.py index 9a0685c19..b1633fe79 100644 --- a/r2r/main/execution.py +++ b/r2r/main/execution.py @@ -231,7 +231,7 @@ def search( use_kg_search: bool = False, kg_search_generation_config: Optional[dict] = None, kg_search_type: str = "global", - kg_search_level: Optional[int] = None, + kg_search_level: Optional[str] = None, entity_types: list = [], relationships: list = [], ): @@ -287,6 +287,8 @@ def rag( kg_search_generation_config: Optional[dict] = None, stream: bool = False, rag_generation_config: Optional[dict] = None, + kg_search_type: str = "global", + kg_search_level: Optional[str] = None, ): if self.client_mode: response = self.client.rag( @@ -302,6 +304,8 @@ def rag( kg_search_generation_config=GenerationConfig( **(kg_search_generation_config or {}) ), + kg_search_type=kg_search_type, + kg_search_level=kg_search_level, ), rag_generation_config=GenerationConfig( **(rag_generation_config or {}) @@ -446,11 +450,11 @@ def ingest_sample_files(self, no_media: bool = True): sample_ingestor = SampleDataIngestor(self) return sample_ingestor.ingest_sample_files(no_media=no_media) - def inspect_knowledge_graph(self, limit: int = 100) -> str: + def inspect_knowledge_graph(self, limit: int = 100, print_descriptions: bool = False) -> str: if self.client_mode: - return self.client.inspect_knowledge_graph(limit)["results"] + return self.client.inspect_knowledge_graph(limit, print_descriptions)["results"] else: - return self.engine.inspect_knowledge_graph(limit) + return self.engine.inspect_knowledge_graph(limit, print_descriptions) def health(self) -> str: if self.client_mode: diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index dd8ef20bc..3dadf255c 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -320,7 +320,7 @@ async def users_overview( @telemetry_event("InspectKnowledgeGraph") async def inspect_knowledge_graph( - self, limit=10000, *args: Any, **kwargs: Any + self, limit=10000, print_descriptions: bool = False, *args: Any, **kwargs: Any ): if self.providers.kg is None: raise R2RException( @@ -329,19 +329,37 @@ async def inspect_knowledge_graph( rel_query = f""" MATCH (n1)-[r]->(n2) - RETURN n1.id AS subject, type(r) AS relation, n2.id AS object + return n1.name AS subject, n1.description AS subject_description, n2.name AS object, n2.description AS object_description, type(r) AS relation, r.description AS relation_description LIMIT {limit} """ try: - with self.providers.kg.client.session( - database=self.providers.kg._database - ) as session: - results = session.run(rel_query) - relationships = [ - (record["subject"], record["relation"], record["object"]) - for record in results - ] + neo4j_results = self.providers.kg.structured_query(rel_query).records + + relationships_raw = [{ + "subject": { + "name": record["subject"], + "description": record["subject_description"], + }, + "relation": { + "name": record["relation"], + "description": record["relation_description"], + }, + "object": { + "name": record["object"], + "description": record["object_description"], + }, + } + for record in neo4j_results + ] + + descriptions_dict = {} + relationships = [] + for relationship in relationships_raw: + descriptions_dict[relationship["subject"]["name"]] = relationship["subject"]["description"] + descriptions_dict[relationship["object"]["name"]] = relationship["object"]["description"] + descriptions_dict[relationship["relation"]["name"]] = relationship["relation"]["description"] + relationships.append((relationship["subject"]["name"], relationship["relation"]["name"], relationship["object"]["name"])) # Create graph representation and group relationships graph, grouped_relationships = self.process_relationships( @@ -349,12 +367,12 @@ async def inspect_knowledge_graph( ) # Generate output - output = self.generate_output(grouped_relationships, graph) + output = self.generate_output(grouped_relationships, graph, descriptions_dict, print_descriptions) return "\n".join(output) except Exception as e: - logger.error(f"Error printing relationships: {str(e)}") + logger.error("Error printing relationships", exc_info=True) raise R2RException( status_code=500, message=f"An error occurred while fetching relationships: {str(e)}", @@ -413,9 +431,10 @@ def generate_output( self, grouped_relationships: Dict[str, Dict[str, List[str]]], graph: Dict[str, List[str]], + descriptions_dict: Dict[str, str], + print_descriptions: bool = True ) -> List[str]: output = [] - # Print grouped relationships for subject, relations in grouped_relationships.items(): output.extend( diff --git a/r2r/main/services/restructure_service.py b/r2r/main/services/restructure_service.py index 1162ab222..b92d07fcf 100644 --- a/r2r/main/services/restructure_service.py +++ b/r2r/main/services/restructure_service.py @@ -44,13 +44,11 @@ async def enrich_graph( """ try: # Assuming there's a graph enrichment pipeline - enrichment_results = await self.pipelines.kg_pipeline.run( + return self.pipelines.kg_enrichment_pipeline.run( input=[], run_manager=self.run_manager, ) - return enrichment_results - except Exception as e: logger.error(f"Error during graph enrichment: {str(e)}") raise R2RException( diff --git a/r2r/pipelines/ingestion_pipeline.py b/r2r/pipelines/ingestion_pipeline.py index 5a1fe42e7..e6351750f 100644 --- a/r2r/pipelines/ingestion_pipeline.py +++ b/r2r/pipelines/ingestion_pipeline.py @@ -161,4 +161,4 @@ def add_pipe( pipe, add_upstream_outputs, *args, **kwargs ) else: - raise ValueError("Pipe must be a parsing, embedding, or KG pipe") + raise ValueError("Pipe must be a parsing, embedding, or KG pipe") \ No newline at end of file diff --git a/r2r/pipes/__init__.py b/r2r/pipes/__init__.py index 10f5cfaf1..4d27fe2d8 100644 --- a/r2r/pipes/__init__.py +++ b/r2r/pipes/__init__.py @@ -4,7 +4,7 @@ from .ingestion.parsing_pipe import ParsingPipe from .ingestion.vector_storage_pipe import VectorStoragePipe from .kg.clustering import KGClusteringPipe -from .kg.extraction import KGExtractionPipe +from .kg.extraction import KGTriplesExtractionPipe from .kg.node_extraction import KGNodeDescriptionPipe, KGNodeExtractionPipe from .kg.storage import KGStoragePipe from .other.web_search_pipe import WebSearchPipe @@ -18,7 +18,7 @@ __all__ = [ "SearchPipe", "EmbeddingPipe", - "KGExtractionPipe", + "KGTriplesExtractionPipe", "KGNodeExtractionPipe", "KGNodeDescriptionPipe", "ParsingPipe", diff --git a/r2r/pipes/ingestion/vector_storage_pipe.py b/r2r/pipes/ingestion/vector_storage_pipe.py index 06b3a9984..3f67d482d 100644 --- a/r2r/pipes/ingestion/vector_storage_pipe.py +++ b/r2r/pipes/ingestion/vector_storage_pipe.py @@ -12,7 +12,7 @@ ) from r2r.base.pipes.base_pipe import AsyncPipe -from ...base.abstractions.exception import R2RDocumentProcessingError +from r2r.base.abstractions.exception import R2RDocumentProcessingError logger = logging.getLogger(__name__) diff --git a/r2r/pipes/kg/clustering.py b/r2r/pipes/kg/clustering.py index 0fa51e905..5ef1648d2 100644 --- a/r2r/pipes/kg/clustering.py +++ b/r2r/pipes/kg/clustering.py @@ -7,6 +7,7 @@ import logging import uuid from typing import Any, AsyncGenerator, Optional +import json import networkx as nx from graspologic.partition import hierarchical_leiden @@ -85,25 +86,6 @@ async def cluster_kg(self, triples: list[Triple]) -> list[Community]: Clusters the knowledge graph triples into communities using hierarchical Leiden algorithm. """ - # for record in data: - # source = EntityNode( - # name=record["source_id"], - # label=record["source_type"], - # properties=remove_empty_values(record["source_properties"]), - # ) - # target = EntityNode( - # name=record["target_id"], - # label=record["target_type"], - # properties=remove_empty_values(record["target_properties"]), - # ) - # rel = Relation( - # source_id=record["source_id"], - # target_id=record["target_id"], - # label=record["type"], - # ) - # triples.append([source, rel, target]) - # return triples - G = nx.Graph() for triple in triples: G.add_edge( @@ -138,9 +120,6 @@ async def cluster_kg(self, triples: list[Triple]) -> list[Community]: community_details[f"{level}_{cluster}"].entity_ids.append(node) for neighbor in G.neighbors(node): edge_info = G.get_edge_data(node, neighbor) - logger.info(f"Node: {node}") - logger.info(f"Neighbor: {neighbor}") - logger.info(f"Edge info: {edge_info}") if edge_info and edge_info.get("id"): community_details[ f"{level}_{cluster}" @@ -196,11 +175,7 @@ async def process_community(community_key, community): ) description = description.choices[0].message.content - - logger.info(f"Community description: {description}") - community.summary = description - summary_embedding = ( await self.embedding_provider.async_get_embedding( community.summary @@ -208,7 +183,11 @@ async def process_community(community_key, community): ) community.summary_embedding = summary_embedding self.kg_provider.upsert_communities([community]) - return community + try: + summary = json.loads(community.summary) + except: + summary = {"title": "_"} + return { 'id': community.id, 'title': summary['title'] } tasks = [] async for community_key, community in async_iterate_dict( @@ -223,12 +202,6 @@ async def process_community(community_key, community): for completed_task in asyncio.as_completed(tasks): yield await completed_task - async def _process_batch(self, triples: list[Triple]) -> list[Community]: - """ - Processes a batch of triples and returns the resulting communities. - """ - return await self.cluster_kg(triples) - async def _run_logic( self, input: AsyncPipe.Input, @@ -240,43 +213,19 @@ async def _run_logic( """ Executes the KG clustering pipe: clustering entities and triples into communities. """ - # batch_tasks = [] - # triple_batch = [] - - # async for triple in input.message: - # triple_batch.append(triple) - # if len(triple_batch) >= self.cluster_batch_size: - # batch_tasks.append(self._process_batch(triple_batch.copy())) - # triple_batch.clear() - # if triple_batch: # Process any remaining triples - # batch_tasks.append(self._process_batch(triple_batch)) - - # for task in asyncio.as_completed(batch_tasks): - # communities = await task - # for community in communities: - # yield community - - # store all inputs + base_dimension = self.embedding_provider.config.base_dimension + vector_index_fn = self.kg_provider.create_vector_index + vector_index_fn("__ENTITY__", "name_embedding", base_dimension) + vector_index_fn("__ENTITY__", "description_embedding", base_dimension) + vector_index_fn("__RELATIONSHIP__", "description", base_dimension) + vector_index_fn("__Community__", "summary_embedding", base_dimension) all_nodes = [] async for node in input.message: all_nodes.append(node) triples = self.kg_provider.get_triples() - # create a networkx graph async for community in self.cluster_kg(triples): yield community - - # then finally create vector indexes for communities - self.kg_provider.create_vector_index("__ENTITY__", "name_embedding") - self.kg_provider.create_vector_index( - "__ENTITY__", "description_embedding" - ) - - self.kg_provider.create_vector_index("__RELATIONSHIP__", "description") - - self.kg_provider.create_vector_index( - "__Community__", "summary_embedding" - ) diff --git a/r2r/pipes/kg/extraction.py b/r2r/pipes/kg/extraction.py index ac00ab75c..c2d581256 100644 --- a/r2r/pipes/kg/extraction.py +++ b/r2r/pipes/kg/extraction.py @@ -19,8 +19,6 @@ R2RDocumentProcessingError, RunLoggingSingleton, Triple, - extract_entities, - extract_triples, ) from r2r.base.pipes.base_pipe import AsyncPipe @@ -33,7 +31,7 @@ class ClientError(Exception): pass -class KGExtractionPipe(AsyncPipe): +class KGTriplesExtractionPipe(AsyncPipe): """ Extracts knowledge graph information from document extractions. """ @@ -89,8 +87,7 @@ async def extract_kg( """ task_inputs = {"input": fragment.data} - if self.graph_rag: - task_inputs["max_knowledge_triplets"] = 100 + task_inputs["max_knowledge_triples"] = self.kg_provider.config.max_knowledge_triples messages = self.prompt_provider._get_message_payload( task_prompt_name=self.kg_provider.config.kg_extraction_prompt, @@ -105,87 +102,64 @@ async def extract_kg( ) kg_extraction = response.choices[0].message.content + entity_pattern = ( + r'\("entity"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\)' + ) + relationship_pattern = r'\("relationship"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}(\d+(?:\.\d+)?)\)' - if self.graph_rag: - - entity_pattern = ( - r'\("entity"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\)' + def parse_fn(response_str: str) -> Any: + entities = re.findall(entity_pattern, response_str) + relationships = re.findall( + relationship_pattern, response_str ) - relationship_pattern = r'\("relationship"\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}([^$]+)\${4}(\d+(?:\.\d+)?)\)' - def parse_fn(response_str: str) -> Any: - entities = re.findall(entity_pattern, response_str) - relationships = re.findall( - relationship_pattern, response_str + entities_dict = {} + for entity in entities: + logger.info(f"Entity: {entity}") + entity_value = entity[0] + entity_category = entity[1] + entity_description = entity[2] + entities_dict[entity_value] = Entity( + category=entity_category, + description=entity_description, + name=entity_value, + document_ids=[str(fragment.document_id)], + text_unit_ids=[str(fragment.id)], + attributes={"fragment_text": fragment.data}, ) - entities_dict = {} - for entity in entities: - logger.info(f"Entity: {entity}") - entity_value = entity[0] - entity_category = entity[1] - entity_description = entity[2] - entities_dict[entity_value] = Entity( - category=entity_category, - description=entity_description, - name=entity_value, + relations_arr = [] + for relationship in relationships: + logger.info(f"Relationship: {relationship}") + subject = relationship[0] + object = relationship[1] + predicate = relationship[2] + description = relationship[3] + weight = float(relationship[4]) + + # check if subject and object are in entities_dict + relations_arr.append( + Triple( + id=str(uuid.uuid4()), + subject=subject, + predicate=predicate, + object=object, + description=description, + weight=weight, document_ids=[str(fragment.document_id)], text_unit_ids=[str(fragment.id)], - attributes={"fragment_text": fragment.data}, - ) - - relations_arr = [] - for relationship in relationships: - logger.info(f"Relationship: {relationship}") - subject = relationship[0] - object = relationship[1] - predicate = relationship[2] - description = relationship[3] - weight = float(relationship[4]) - - # check if subject and object are in entities_dict - relations_arr.append( - Triple( - id=str(uuid.uuid4()), - subject=subject, - predicate=predicate, - object=object, - description=description, - weight=weight, - document_ids=[str(fragment.document_id)], - text_unit_ids=[str(fragment.id)], - attributes={ - "fragment_text": fragment.data - }, - ) + attributes={ + "fragment_text": fragment.data + }, ) - - return entities_dict, relations_arr - - entities, triples = parse_fn(kg_extraction) - return KGExtraction( - entities=list(entities.values()), triples=triples - ) - - else: - # Parsing JSON from the response - kg_json = ( - json.loads( - kg_extraction.split("```json")[1].split("```")[0] ) - if "```json" in kg_extraction - else json.loads(kg_extraction) - ) - llm_payload = kg_json.get("entities_and_triples", {}) - # Extract triples with detailed logging - entities = extract_entities(llm_payload) - triples = extract_triples(llm_payload, entities) + return entities_dict, relations_arr - # Create KG extraction object - return KGExtraction( - entities=entities.values(), triples=triples - ) + entities, triples = parse_fn(kg_extraction) + return KGExtraction( + entities=list(entities.values()), triples=triples + ) except ( ClientError, diff --git a/r2r/pipes/kg/node_extraction.py b/r2r/pipes/kg/node_extraction.py index ffd8e7ce5..b4fda0584 100644 --- a/r2r/pipes/kg/node_extraction.py +++ b/r2r/pipes/kg/node_extraction.py @@ -3,15 +3,17 @@ import asyncio import logging import uuid -from typing import Any, AsyncGenerator, Optional +from typing import Any, AsyncGenerator, Optional, Union from r2r.base import ( AsyncState, CompletionProvider, EmbeddingProvider, + KGExtraction, KGProvider, PipeType, PromptProvider, + R2RDocumentProcessingError, RunLoggingSingleton, ) from r2r.base.abstractions.graph import Entity, Triple diff --git a/r2r/pipes/retrieval/kg_search_search_pipe.py b/r2r/pipes/retrieval/kg_search_search_pipe.py index 18aa77528..93fdf7b24 100644 --- a/r2r/pipes/retrieval/kg_search_search_pipe.py +++ b/r2r/pipes/retrieval/kg_search_search_pipe.py @@ -180,11 +180,11 @@ async def process_community(merged_report): # Use asyncio.gather to process all preprocessed community reports concurrently logger.info( - f"Processing {len(communities)} communities, {len(preprocessed_reports)} reports" + f"Processing {len(communities)} communities, {len(preprocessed_reports)} reports, Max LLM queries = {kg_search_settings.max_llm_queries_for_global_search}" ) map_responses = await asyncio.gather( - *[process_community(report) for report in preprocessed_reports] + *[process_community(report) for report in preprocessed_reports[:kg_search_settings.max_llm_queries_for_global_search]] ) # Filter only the relevant responses filtered_responses = self.filter_responses(map_responses) @@ -195,7 +195,7 @@ async def process_community(merged_report): task_prompt_name="graphrag_reduce_system_prompt", task_inputs={ "response_type": "multiple paragraphs", - "report_data": filtered_responses[:2048], + "report_data": filtered_responses, "input": message, }, ), diff --git a/r2r/providers/kg/neo4j/graph_queries.py b/r2r/providers/kg/neo4j/graph_queries.py index 4468ca9d3..6be93701f 100644 --- a/r2r/providers/kg/neo4j/graph_queries.py +++ b/r2r/providers/kg/neo4j/graph_queries.py @@ -127,7 +127,7 @@ GET_COMMUNITIES_QUERY = """ MATCH (c:__Community__) -where $level = -1 OR c.level = $level +WHERE $level IS NULL OR c.level = $level RETURN c """ diff --git a/r2r/providers/kg/neo4j/provider.py b/r2r/providers/kg/neo4j/provider.py index a8b89769c..3501b2657 100644 --- a/r2r/providers/kg/neo4j/provider.py +++ b/r2r/providers/kg/neo4j/provider.py @@ -282,15 +282,16 @@ def update_kg_search_prompt( ) -> None: pass - def get_communities(self, level: int = -1) -> List[Community]: + def get_communities(self, level: str = None) -> List[Community]: """ Get communities from the graph. """ neo4j_records = self.structured_query( GET_COMMUNITIES_QUERY, {"level": level} ) + communities = [ - Community(**record["c"]._properties) + Community(**record["c"]._properties, id=record["c"]["community"]) for record in neo4j_records.records ] return communities @@ -320,13 +321,13 @@ def get_rel_map( def client(self): return self._driver - def create_vector_index(self, node_type: str, node_property: str) -> None: + def create_vector_index(self, node_type: str, node_property: str, dimension: int) -> None: query = f""" CREATE VECTOR INDEX `{node_type}_{node_property}` IF NOT EXISTS FOR (n:{node_type}) ON n.{node_property} - OPTIONS {{indexConfig: {{`vector.similarity_function`: 'cosine', `vector.dimensions`:{self.embedding_provider.config.base_dimension}}}}}""" + OPTIONS {{indexConfig: {{`vector.similarity_function`: 'cosine', `vector.dimensions`:{dimension}}}}}""" self.structured_query(query) diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml index 0a9b580a8..bb2e31ee4 100644 --- a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml +++ b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml @@ -2,7 +2,7 @@ graphrag_triplet_extraction_few_shot: template: > -Goal- Given a text document, identify all entities and their entity types from the text and all relationships among the identified entities. - Given the text, extract up to {max_knowledge_triplets} entity-relation triplets. + Given the text, extract up to {max_knowledge_triples} entity-relation triplets. -Steps- 1. Identify all entities. For each identified entity, extract the following information: - entity_name: Name of the entity, capitalized @@ -30,7 +30,7 @@ graphrag_triplet_extraction_few_shot: {relation_types} input_types: - max_knowledge_triplets: int + max_knowledge_triples: int input: str entity_types: list[str] relation_types: list[str] diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml index d2d11fb2c..a1762ea68 100644 --- a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml +++ b/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml @@ -2,7 +2,7 @@ graphrag_triplet_extraction_zero_shot: template: > -Goal- Given a text document, identify all entities and their entity types from the text and all relationships among the identified entities. - Given the text, extract up to {max_knowledge_triplets} entity-relation triplets. + Given the text, extract up to {max_knowledge_triples} entity-relation triplets. -Steps- 1. Identify all entities. For each identified entity, extract the following information: - entity_name: Name of the entity, capitalized @@ -24,5 +24,5 @@ graphrag_triplet_extraction_zero_shot: ###################### input_types: - max_knowledge_triplets: int + max_knowledge_triples: int input: str From d00b5a98b5cdc932184fcd747edf2e8c0dd65f2a Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Mon, 19 Aug 2024 13:06:06 -0700 Subject: [PATCH 05/74] Feature/fix embedding pipe (#882) * up * fixup concurrency * fix ollama embeddings * fix batching with ollama * checkin all cleanups --- poetry.lock | 725 +++++++++--------- pyproject.toml | 2 +- r2r/base/abstractions/completion.py | 6 +- r2r/base/abstractions/graph.py | 1 + r2r/base/abstractions/search.py | 28 +- r2r/base/logging/run_manager.py | 14 +- r2r/base/pipes/base_pipe.py | 6 +- r2r/base/providers/chunking.py | 20 + r2r/base/providers/embedding.py | 39 +- r2r/base/providers/kg.py | 6 +- r2r/base/utils/__init__.py | 2 + r2r/base/utils/base_utils.py | 17 +- r2r/cli/commands/rag_operations.py | 12 +- r2r/configs/local_llm.toml | 4 +- r2r/examples/scripts/advanced_kg_cookbook.py | 6 +- r2r/examples/scripts/sample_data_ingestor.py | 4 +- r2r/main/api/client/auth.py | 4 +- r2r/main/api/client/ingestion.py | 36 +- r2r/main/api/client/management.py | 42 +- r2r/main/api/routes/auth/base.py | 6 +- r2r/main/api/routes/base_router.py | 9 +- r2r/main/api/routes/ingestion/base.py | 340 +++----- .../ingestion/ingestion_router_openapi.yml | 61 ++ r2r/main/api/routes/management/base.py | 40 +- r2r/main/assembly/factory.py | 4 +- r2r/main/execution.py | 20 +- r2r/main/services/auth_service.py | 6 +- r2r/main/services/ingestion_service.py | 337 ++++---- r2r/main/services/management_service.py | 114 +-- r2r/main/services/retrieval_service.py | 8 +- r2r/pipelines/ingestion_pipeline.py | 2 +- r2r/pipes/abstractions/generator_pipe.py | 4 +- r2r/pipes/abstractions/search_pipe.py | 4 +- r2r/pipes/ingestion/embedding_pipe.py | 74 +- r2r/pipes/ingestion/parsing_pipe.py | 7 +- r2r/pipes/ingestion/vector_storage_pipe.py | 56 +- r2r/pipes/kg/clustering.py | 8 +- r2r/pipes/kg/extraction.py | 8 +- r2r/pipes/kg/node_extraction.py | 10 +- r2r/pipes/kg/storage.py | 4 +- r2r/pipes/other/web_search_pipe.py | 6 +- r2r/pipes/retrieval/kg_search_search_pipe.py | 15 +- r2r/pipes/retrieval/multi_search.py | 4 +- r2r/pipes/retrieval/query_transform_pipe.py | 4 +- r2r/pipes/retrieval/streaming_rag_pipe.py | 4 +- r2r/pipes/retrieval/vector_search_pipe.py | 6 +- r2r/providers/database/relational.py | 1 - r2r/providers/database/vecs/adapter/base.py | 12 +- r2r/providers/database/vecs/collection.py | 10 +- r2r/providers/embeddings/litellm.py | 67 +- r2r/providers/embeddings/ollama.py | 101 ++- r2r/providers/embeddings/openai.py | 101 +-- r2r/providers/kg/neo4j/provider.py | 10 +- tests/test_ingestion_service.py | 4 +- 54 files changed, 1245 insertions(+), 1196 deletions(-) create mode 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description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" files = [ - {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"}, - {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"}, + {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"}, + {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"}, ] [package.extras] @@ -4811,4 +4808,4 @@ ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "d6fe35a821e98c4721de40e75b1e3d743ed67f078ea0babb7cd4b00e679bc8d5" +content-hash = "df92f12a9cb37e0c8ae9ff29eb41b7fe4028acc04364639374bd4ef738b3718a" diff --git a/pyproject.toml b/pyproject.toml index a22f2ba98..248772265 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -57,7 +57,7 @@ openai = "^1.11.1" fsspec = "^2024.6.0" posthog = "^3.5.0" sqlalchemy = "^2.0.30" -ollama = "^0.2.1" +ollama = "^0.3.1" neo4j = "^5.21.0" passlib = "^1.7.4" bcrypt = "^4.1.3" diff --git a/r2r/base/abstractions/completion.py b/r2r/base/abstractions/completion.py index e0f5f43ca..9c22d5508 100644 --- a/r2r/base/abstractions/completion.py +++ b/r2r/base/abstractions/completion.py @@ -3,10 +3,10 @@ """ import json -import uuid from datetime import datetime from enum import Enum from typing import List, Optional +from uuid import UUID from pydantic import BaseModel @@ -25,7 +25,7 @@ def __str__(self): class CompletionRecord(BaseModel): - message_id: uuid.UUID + message_id: UUID message_type: MessageType timestamp: datetime = datetime.now() feedback: Optional[List[str]] = None @@ -41,7 +41,7 @@ class Config: def to_dict(self): def serialize(obj): - if isinstance(obj, uuid.UUID): + if isinstance(obj, UUID): return str(obj) elif isinstance(obj, datetime): return obj.isoformat() diff --git a/r2r/base/abstractions/graph.py b/r2r/base/abstractions/graph.py index 762da615d..597aefbaf 100644 --- a/r2r/base/abstractions/graph.py +++ b/r2r/base/abstractions/graph.py @@ -394,6 +394,7 @@ def from_dict( TextEmbedder = Callable[[str], list[float]] + class KGExtraction(BaseModel): """An extraction from a document that is part of a knowledge graph.""" diff --git a/r2r/base/abstractions/search.py b/r2r/base/abstractions/search.py index 348530cab..269a4b47d 100644 --- a/r2r/base/abstractions/search.py +++ b/r2r/base/abstractions/search.py @@ -39,21 +39,19 @@ def dict(self) -> dict: } class Config: - json_schema_extra = [ - { - "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", - "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.23943702876567796, - "text": "Example text from the document", - "metadata": { - "title": "example_document.pdf", - "associatedQuery": "What is the capital of France?", - }, - } - ] + json_schema_extra = { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Example text from the document", + "metadata": { + "title": "example_document.pdf", + "associatedQuery": "What is the capital of France?", + }, + } KGSearchResult = List[Tuple[str, List[Dict[str, Any]]]] diff --git a/r2r/base/logging/run_manager.py b/r2r/base/logging/run_manager.py index 389c1c5e3..9d1e55e69 100644 --- a/r2r/base/logging/run_manager.py +++ b/r2r/base/logging/run_manager.py @@ -1,10 +1,11 @@ import contextvars -import uuid from contextlib import asynccontextmanager from typing import Optional +from uuid import UUID from r2r.base.api.models.auth.responses import UserResponse from r2r.base.logging.base import RunType +from r2r.base.utils import generate_run_id from .run_logger import RunLoggingSingleton @@ -16,15 +17,10 @@ def __init__(self, logger: RunLoggingSingleton): self.logger = logger self.run_info = {} - def generate_run_id(self) -> uuid.UUID: - return uuid.uuid4() - - async def set_run_info( - self, run_type: str, run_id: Optional[uuid.UUID] = None - ): + async def set_run_info(self, run_type: str, run_id: Optional[UUID] = None): run_id = run_id or run_id_var.get() if run_id is None: - run_id = self.generate_run_id() + run_id = generate_run_id() token = run_id_var.set(run_id) self.run_info[run_id] = {"run_type": run_type} else: @@ -60,7 +56,7 @@ async def clear_run_info(self, token: contextvars.Token): async def manage_run( run_manager: RunManager, run_type: RunType = RunType.UNSPECIFIED, - run_id: Optional[uuid.UUID] = None, + run_id: Optional[UUID] = None, ): run_id, token = await run_manager.set_run_info(run_type, run_id) try: diff --git a/r2r/base/pipes/base_pipe.py b/r2r/base/pipes/base_pipe.py index 5cddea982..18ced8581 100644 --- a/r2r/base/pipes/base_pipe.py +++ b/r2r/base/pipes/base_pipe.py @@ -1,9 +1,9 @@ import asyncio import logging -import uuid from abc import abstractmethod from enum import Enum from typing import Any, AsyncGenerator, Optional +from uuid import UUID from pydantic import BaseModel @@ -117,7 +117,7 @@ async def log_worker(self): await self.pipe_logger.log(run_id, key, value) self.log_queue.task_done() - async def enqueue_log(self, run_id: uuid.UUID, key: str, value: str): + async def enqueue_log(self, run_id: UUID, key: str, value: str): if self.log_queue.qsize() < self.config.max_log_queue_size: await self.log_queue.put((run_id, key, value)) @@ -155,7 +155,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[Any, None]: diff --git a/r2r/base/providers/chunking.py b/r2r/base/providers/chunking.py index 57fc5a510..6b2bab04b 100644 --- a/r2r/base/providers/chunking.py +++ b/r2r/base/providers/chunking.py @@ -30,6 +30,26 @@ def validate(self) -> None: def supported_providers(self) -> list[str]: return ["r2r", "unstructured", None] + class Config: + json_schema_extra = { + "type": "object", + "properties": { + "provider": {"type": "string"}, + "method": {"type": "string"}, + "chunk_size": {"type": "integer"}, + "chunk_overlap": {"type": "integer"}, + "max_chunk_size": {"type": "integer"}, + }, + "required": ["provider", "method", "chunk_size", "chunk_overlap"], + "example": { + "provider": "r2r", + "method": "recursive", + "chunk_size": 512, + "chunk_overlap": 20, + "max_chunk_size": 1024, + }, + } + class ChunkingProvider(Provider, ABC): def __init__(self, config: ChunkingConfig): diff --git a/r2r/base/providers/embedding.py b/r2r/base/providers/embedding.py index e213b44da..25725914d 100644 --- a/r2r/base/providers/embedding.py +++ b/r2r/base/providers/embedding.py @@ -2,7 +2,6 @@ import logging import time from abc import abstractmethod -from concurrent.futures import ThreadPoolExecutor from enum import Enum from typing import Any, Optional @@ -52,9 +51,7 @@ def __init__(self, config: EmbeddingConfig): super().__init__(config) self.config: EmbeddingConfig = config self.semaphore = asyncio.Semaphore(config.concurrent_request_limit) - self.thread_pool = ThreadPoolExecutor( - max_workers=config.concurrent_request_limit - ) + self.current_requests = 0 async def _execute_with_backoff_async(self, task: dict[str, Any]): retries = 0 @@ -129,33 +126,25 @@ async def async_get_embeddings( stage: PipeStage = PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, ): - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return await asyncio.gather( - *[self._execute_with_backoff_async(task) for task in tasks] - ) + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + } + return await self._execute_with_backoff_async(task) def get_embeddings( self, texts: list[str], stage: PipeStage = PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, - ): - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return [self._execute_with_backoff_sync(task) for task in tasks] + ) -> list[list[float]]: + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + } + return self._execute_with_backoff_sync(task) @abstractmethod def rerank( diff --git a/r2r/base/providers/kg.py b/r2r/base/providers/kg.py index 574472de4..9093b22b2 100644 --- a/r2r/base/providers/kg.py +++ b/r2r/base/providers/kg.py @@ -144,12 +144,14 @@ def update_kg_search_prompt( """Abstract method to update the KG agent prompt.""" pass - @abstractmethod - def create_vector_index(self, node_type: str, node_property: str, dimension: int) -> None: + def create_vector_index( + self, node_type: str, node_property: str, dimension: int + ) -> None: """Abstract method to create a vector index.""" pass + def escape_braces(s: str) -> str: """ Escape braces in a string. diff --git a/r2r/base/utils/__init__.py b/r2r/base/utils/__init__.py index 591054546..a097314a0 100644 --- a/r2r/base/utils/__init__.py +++ b/r2r/base/utils/__init__.py @@ -3,6 +3,7 @@ format_relations, generate_id_from_label, generate_run_id, + generate_user_document_id, increment_version, run_pipeline, to_async_generator, @@ -14,6 +15,7 @@ "format_relations", "generate_id_from_label", "generate_run_id", + "generate_user_document_id", "increment_version", "run_pipeline", "to_async_generator", diff --git a/r2r/base/utils/base_utils.py b/r2r/base/utils/base_utils.py index a1aa48590..8d621774d 100644 --- a/r2r/base/utils/base_utils.py +++ b/r2r/base/utils/base_utils.py @@ -1,6 +1,6 @@ import asyncio -import uuid from typing import TYPE_CHECKING, Any, AsyncGenerator, Iterable +from uuid import NAMESPACE_DNS, UUID, uuid4, uuid5 from ..abstractions.graph import EntityType, RelationshipType @@ -8,12 +8,19 @@ from ..pipeline.base_pipeline import AsyncPipeline -def generate_run_id() -> uuid.UUID: - return uuid.uuid4() +def generate_run_id() -> UUID: + return uuid5(NAMESPACE_DNS, str(uuid4())) -def generate_id_from_label(label: str) -> uuid.UUID: - return uuid.uuid5(uuid.NAMESPACE_DNS, label) +def generate_id_from_label(label: str) -> UUID: + return uuid5(NAMESPACE_DNS, label) + + +def generate_user_document_id(filename: str, user_id: UUID) -> UUID: + """ + Generates a unique document id from a given filename and user id + """ + return generate_id_from_label(f'{filename.split("/")[-1]}-{str(user_id)}') async def to_async_generator( diff --git a/r2r/cli/commands/rag_operations.py b/r2r/cli/commands/rag_operations.py index ceadf6bd1..ffed98c38 100644 --- a/r2r/cli/commands/rag_operations.py +++ b/r2r/cli/commands/rag_operations.py @@ -10,7 +10,9 @@ "--limit", default=100, help="Limit the number of relationships returned" ) @click.option( - "--print-descriptions", is_flag=True, help="Print descriptions of entities and relationships" + "--print-descriptions", + is_flag=True, + help="Print descriptions of entities and relationships", ) @click.pass_obj def inspect_knowledge_graph(obj, limit, print_descriptions): @@ -37,7 +39,11 @@ def inspect_knowledge_graph(obj, limit, print_descriptions): @click.option("--kg-search-model", default=None, help="Model for KG agent") @click.option("--stream", is_flag=True, help="Stream the RAG response") @click.option("--rag-model", default=None, help="Model for RAG") -@click.option("--kg-search-level", default=None, help="Level of cluster to use for Global KG search") +@click.option( + "--kg-search-level", + default=None, + help="Level of cluster to use for Global KG search", +) @click.option("--kg-search-type", default="global", help="Local or Global") @click.pass_obj def rag( @@ -51,7 +57,7 @@ def rag( kg_search_model, stream, rag_model, - kg_search_type, + kg_search_type, kg_search_level, ): """Perform a RAG query.""" diff --git a/r2r/configs/local_llm.toml b/r2r/configs/local_llm.toml index 4802ebd73..532e3f1bd 100644 --- a/r2r/configs/local_llm.toml +++ b/r2r/configs/local_llm.toml @@ -17,9 +17,9 @@ provider = "postgres" provider = "ollama" base_model = "mxbai-embed-large" base_dimension = 1_024 -batch_size = 32 +batch_size = 128 add_title_as_prefix = true -concurrent_request_limit = 32 +concurrent_request_limit = 2 [parsing] excluded_parsers = [ "gif", "jpeg", "jpg", "png", "svg", "mp3", "mp4" ] diff --git a/r2r/examples/scripts/advanced_kg_cookbook.py b/r2r/examples/scripts/advanced_kg_cookbook.py index 5411044c5..be52ed529 100644 --- a/r2r/examples/scripts/advanced_kg_cookbook.py +++ b/r2r/examples/scripts/advanced_kg_cookbook.py @@ -155,7 +155,11 @@ def main( continue print("Inspecting Knowledge Graph") - print(client.inspect_knowledge_graph(1000, print_descriptions=True)["results"]) + print( + client.inspect_knowledge_graph(1000, print_descriptions=True)[ + "results" + ] + ) if not local_mode: diff --git a/r2r/examples/scripts/sample_data_ingestor.py b/r2r/examples/scripts/sample_data_ingestor.py index b245a1c11..4fe9590cf 100644 --- a/r2r/examples/scripts/sample_data_ingestor.py +++ b/r2r/examples/scripts/sample_data_ingestor.py @@ -31,8 +31,8 @@ def get_sample_files(no_media: bool = True) -> list[str]: os.path.join(examples_dir, "data", "pg_essay_5.html"), os.path.join(examples_dir, "data", "lyft_2021.pdf"), os.path.join(examples_dir, "data", "uber_2021.pdf"), - # os.path.join(examples_dir, "data", "sample.mp3"), - # os.path.join(examples_dir, "data", "sample2.mp3"), + os.path.join(examples_dir, "data", "sample.mp3"), + os.path.join(examples_dir, "data", "sample2.mp3"), ] if no_media: excluded_types = ["jpeg", "jpg", "png", "svg", "mp3", "mp4"] diff --git a/r2r/main/api/client/auth.py b/r2r/main/api/client/auth.py index 151753310..5631bbd8f 100644 --- a/r2r/main/api/client/auth.py +++ b/r2r/main/api/client/auth.py @@ -1,5 +1,5 @@ -import uuid from typing import Optional +from uuid import UUID from r2r.base import Token from r2r.base.api.models.auth.responses import UserResponse @@ -90,7 +90,7 @@ async def update_user( @staticmethod async def delete_user( - client, user_id: uuid.UUID, password: Optional[str] = None + client, user_id: UUID, password: Optional[str] = None ) -> dict: data = {"user_id": str(user_id), "password": password} response = await client._make_request("DELETE", "user", json=data) diff --git a/r2r/main/api/client/ingestion.py b/r2r/main/api/client/ingestion.py index 061f410cb..cb68c47b3 100644 --- a/r2r/main/api/client/ingestion.py +++ b/r2r/main/api/client/ingestion.py @@ -1,8 +1,8 @@ import json import os -import uuid from contextlib import ExitStack -from typing import List, Optional, Union +from typing import Optional, Union +from uuid import UUID from r2r.base import ChunkingConfig @@ -12,10 +12,10 @@ class IngestionMethods: @staticmethod async def ingest_files( client, - file_paths: List[str], - metadatas: Optional[List[dict]] = None, - document_ids: Optional[List[Union[uuid.UUID, str]]] = None, - versions: Optional[List[str]] = None, + file_paths: list[str], + document_ids: Optional[list[UUID]] = None, + versions: Optional[list[str]] = None, + metadatas: Optional[list[dict]] = None, chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ @@ -24,7 +24,7 @@ async def ingest_files( Args: file_paths (List[str]): List of file paths to ingest. metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. - document_ids (Optional[List[Union[uuid.UUID, str]]]): List of document IDs. + document_ids (Optional[List[Union[UUID, str]]]): List of document IDs. versions (Optional[List[str]]): List of version strings for each file. chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. @@ -64,7 +64,7 @@ async def ingest_files( "versions": json.dumps(versions) if versions else None, "chunking_config_override": ( json.dumps( - chunking_config_override.dict() + chunking_config_override.model_dump() if isinstance(chunking_config_override, ChunkingConfig) else chunking_config_override ) @@ -72,7 +72,6 @@ async def ingest_files( else None ), } - return await client._make_request( "POST", "ingest_files", data=data, files=files ) @@ -80,9 +79,9 @@ async def ingest_files( @staticmethod async def update_files( client, - file_paths: List[str], - document_ids: List[str], - metadatas: Optional[List[dict]] = None, + file_paths: list[str], + document_ids: Optional[list[UUID]] = None, + metadatas: Optional[list[dict]] = None, chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ @@ -90,14 +89,14 @@ async def update_files( Args: file_paths (List[str]): List of file paths to update. - document_ids (List[str]): List of document IDs to update. + document_ids (Optional[List[str]): An optional list of document IDs to update. metadatas (Optional[List[dict]]): List of updated metadata dictionaries for each file. chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: dict: Update results containing processed, failed, and skipped documents. """ - if len(file_paths) != len(document_ids): + if document_ids and len(file_paths) != len(document_ids): raise ValueError( "Number of file paths must match number of document IDs." ) @@ -116,11 +115,15 @@ async def update_files( ] data = { - "document_ids": json.dumps(document_ids), "metadatas": json.dumps(metadatas) if metadatas else None, + "document_ids": ( + json.dumps([str(doc_id) for doc_id in document_ids]) + if document_ids + else None + ), "chunking_config_override": ( json.dumps( - chunking_config_override.dict() + chunking_config_override.model_dump() if isinstance(chunking_config_override, ChunkingConfig) else chunking_config_override ) @@ -128,7 +131,6 @@ async def update_files( else None ), } - return await client._make_request( "POST", "update_files", data=data, files=files ) diff --git a/r2r/main/api/client/management.py b/r2r/main/api/client/management.py index b42bb3f13..ea80e1081 100644 --- a/r2r/main/api/client/management.py +++ b/r2r/main/api/client/management.py @@ -1,6 +1,6 @@ import json -import uuid -from typing import Any, Optional, Union +from typing import Optional, Union +from uuid import UUID from r2r.base import VectorDBFilterValue @@ -43,7 +43,7 @@ async def app_settings(client) -> dict: @staticmethod async def score_completion( client, - message_id: uuid.UUID, + message_id: UUID, score: float = 0.0, ) -> dict: data = { @@ -57,7 +57,7 @@ async def score_completion( @staticmethod async def users_overview( client, - user_ids: Optional[list[uuid.UUID]] = None, + user_ids: Optional[list[UUID]] = None, ) -> dict: params = { "user_ids": [str(uid) for uid in user_ids] if user_ids else None @@ -80,9 +80,9 @@ async def delete( @staticmethod async def documents_overview( client, - user_ids: Optional[list[uuid.UUID]] = None, - group_ids: Optional[list[uuid.UUID]] = None, - document_ids: Optional[list[uuid.UUID]] = None, + user_ids: Optional[list[UUID]] = None, + group_ids: Optional[list[UUID]] = None, + document_ids: Optional[list[UUID]] = None, ) -> dict: params = { "user_ids": [str(uid) for uid in user_ids] if user_ids else None, @@ -100,7 +100,7 @@ async def documents_overview( @staticmethod async def document_chunks( client, - document_id: uuid.UUID, + document_id: UUID, ) -> dict: return await client._make_request( "GET", "document_chunks", params={"document_id": document_id} @@ -120,7 +120,7 @@ async def inspect_knowledge_graph( async def assign_document_to_group( client, document_id: str, - group_id: uuid.UUID, + group_id: UUID, ) -> dict: data = { "document_id": document_id, @@ -134,7 +134,7 @@ async def assign_document_to_group( async def remove_document_from_group( client, document_id: str, - group_id: uuid.UUID, + group_id: UUID, ) -> dict: data = { "document_id": document_id, @@ -168,14 +168,14 @@ async def create_group( @staticmethod async def get_group( client, - group_id: uuid.UUID, + group_id: UUID, ) -> dict: return await client._make_request("GET", f"get_group/{group_id}") @staticmethod async def update_group( client, - group_id: uuid.UUID, + group_id: UUID, name: Optional[str] = None, description: Optional[str] = None, ) -> dict: @@ -189,7 +189,7 @@ async def update_group( @staticmethod async def delete_group( client, - group_id: uuid.UUID, + group_id: UUID, ) -> dict: return await client._make_request("DELETE", f"delete_group/{group_id}") @@ -208,8 +208,8 @@ async def list_groups( @staticmethod async def add_user_to_group( client, - user_id: uuid.UUID, - group_id: uuid.UUID, + user_id: UUID, + group_id: UUID, ) -> dict: data = { "user_id": str(user_id), @@ -222,8 +222,8 @@ async def add_user_to_group( @staticmethod async def remove_user_from_group( client, - user_id: uuid.UUID, - group_id: uuid.UUID, + user_id: UUID, + group_id: UUID, ) -> dict: data = { "user_id": str(user_id), @@ -236,7 +236,7 @@ async def remove_user_from_group( @staticmethod async def get_users_in_group( client, - group_id: uuid.UUID, + group_id: UUID, offset: int = 0, limit: int = 100, ) -> dict: @@ -251,7 +251,7 @@ async def get_users_in_group( @staticmethod async def get_groups_for_user( client, - user_id: uuid.UUID, + user_id: UUID, ) -> dict: return await client._make_request( "GET", f"get_groups_for_user/{user_id}" @@ -260,7 +260,7 @@ async def get_groups_for_user( @staticmethod async def groups_overview( client, - group_ids: Optional[list[uuid.UUID]] = None, + group_ids: Optional[list[UUID]] = None, limit: int = 100, offset: int = 0, ) -> dict: @@ -277,7 +277,7 @@ async def groups_overview( @staticmethod async def get_documents_in_group( client, - group_id: uuid.UUID, + group_id: UUID, offset: int = 0, limit: int = 100, ) -> dict: diff --git a/r2r/main/api/routes/auth/base.py b/r2r/main/api/routes/auth/base.py index 62a6c7285..a9a330910 100644 --- a/r2r/main/api/routes/auth/base.py +++ b/r2r/main/api/routes/auth/base.py @@ -1,5 +1,5 @@ -import uuid from typing import TYPE_CHECKING +from uuid import UUID from fastapi import Body, Depends, Path from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm @@ -204,9 +204,7 @@ async def logout_app( ) @self.base_endpoint async def delete_user_app( - user_id: uuid.UUID = Body( - ..., description="ID of the user to delete" - ), + user_id: UUID = Body(..., description="ID of the user to delete"), password: str | None = Body( None, description="User's current password" ), diff --git a/r2r/main/api/routes/base_router.py b/r2r/main/api/routes/base_router.py index 1b644c8c3..56dd9560f 100644 --- a/r2r/main/api/routes/base_router.py +++ b/r2r/main/api/routes/base_router.py @@ -1,5 +1,6 @@ import functools import logging +from abc import abstractmethod from fastapi import APIRouter, HTTPException from fastapi.responses import StreamingResponse @@ -16,6 +17,10 @@ def __init__(self, engine, run_type: RunType = RunType.UNSPECIFIED): self.run_type = run_type self.router = APIRouter() + @abstractmethod + def load_openapi_extras(self): + pass + def base_endpoint(self, func: callable): @functools.wraps(func) async def wrapper(*args, **kwargs): @@ -48,7 +53,9 @@ async def wrapper(*args, **kwargs): key="error", value=str(e), ) - logger.error(f"Error in base endpoint {func.__name__}() - \n\n{str(e)})") + logger.error( + f"Error in base endpoint {func.__name__}() - \n\n{str(e)})" + ) raise HTTPException( status_code=500, detail={ diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index 8da142dca..c2082f264 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -1,13 +1,16 @@ import json import logging -import uuid +from pathlib import Path from typing import List, Optional +from uuid import UUID +import yaml from fastapi import Depends, File, Form, UploadFile from fastapi.openapi.models import Example from r2r.base import ChunkingConfig, R2RException from r2r.base.api.models.ingestion.responses import WrappedIngestionResponse +from r2r.base.utils import generate_user_document_id from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine @@ -19,143 +22,76 @@ class IngestionRouter(BaseRouter): def __init__(self, engine: R2REngine): super().__init__(engine) + self.openapi_extras = self.load_openapi_extras() self.setup_routes() - def setup_routes(self): + def load_openapi_extras(self): + yaml_path = Path(__file__).parent / "ingestion_router_openapi.yml" + with open(yaml_path, "r") as yaml_file: + yaml_content = yaml.safe_load(yaml_file) + return yaml_content + + # paths = yaml_content.get("paths", {}) + + # def extract_descriptions(endpoint): + # params = endpoint.get("requestBody", {}).get("content", {}).get("multipart/form-data", {}).get("schema", {}).get("properties", {}) + # return {k: v.get("description", "") for k, v in params.items()} + # ingest_files = paths.get("/v1/ingest_files", {}) + # # update_files = paths.get("/v1/update_files", {}).get("post", {}) + + # return { + # "ingest_files": { + # # "descriptions": extract_descriptions(ingest_files), + # # "operation": ingest_files + # }, + # # "update_files": { + # # "descriptions": extract_descriptions(update_files), + # # "operation": update_files + # # } + # } + + def setup_routes(self): # Note, we use the following verbose input parameters because FastAPI struggles to handle `File` input and `Body` inputs # at the same time. Therefore, we must ues `Form` inputs for the metadata, document_ids, and versions inputs. + ingest_files_extras = self.openapi_extras.get("ingest_files", {}) + ingest_files_descriptions = ingest_files_extras.get( + "input_descriptions", {} + ) + @self.router.post( "/ingest_files", - openapi_extra={ - "x-codeSamples": [ - { - "lang": "Python", - "source": """from r2r import R2RClient - -client = R2RClient("http://localhost:8000") -# when using auth, do client.login(...) - -result = client.ingest_files( - files=["pg_essay_1.html", "got.txt"], - metadatas=[{"metadata_1":"some random metadata"}, {"metadata_2": "some other random metadata"}], - document_ids=None, - versions=None -) -""", - }, - { - "lang": "Shell", - "source": """curl -X POST "https://api.example.com/ingest_files" \\ - -H "Content-Type: multipart/form-data" \\ - -H "Authorization: Bearer YOUR_API_KEY" \\ - -F "file=@pg_essay_1.html;type=text/html" \\ - -F "file=@got.txt;type=text/plain" \\ - -F 'metadatas=[{},{}]' \\ - -F 'document_ids=null' \\ - -F 'versions=null' -""", - }, - ] - }, - responses={ - 200: { - "description": "Successful Response", - "content": { - "application/json": { - "example": { - "results": { - "processed_documents": [ - { - "id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", - "title": "pg_essay_1.html", - }, - { - "id": "716fea3a-826b-5b27-8e59-ffbd1a35455a", - "title": "got.txt", - }, - ], - "failed_documents": [], - "skipped_documents": [], - } - } - } - }, - }, - 422: { - "description": "Validation Error", - "content": { - "application/json": { - "example": { - "detail": [ - { - "message": "All documents were already successfully processed", - "error_type": "R2RException", - } - ] - } - } - }, - }, - }, - response_model=WrappedIngestionResponse, + openapi_extra=ingest_files_extras.get("openapi_extra"), ) @self.base_endpoint async def ingest_files_app( files: List[UploadFile] = File( - ..., - description="A list of file paths to be ingested. E.g. `file1.txt`, `file2.txt`", + ..., description=ingest_files_descriptions.get("files") ), - metadatas: Optional[str] = Form( + document_ids: Optional[list[UUID]] = Form( None, - description="JSON string containing metadata for each file, e.g. `{'title': 'Document 1', 'author': 'John Doe'}`", - examples=[ - Example( - summary="Sample metadata", - description="JSON string with metadata for two documents", - value='[{"title": "Document 1", "author": "John Doe"}, {"title": "Document 2", "author": "Jane Smith"}]', - ) - ], + description=ingest_files_descriptions.get("document_ids"), ), - document_ids: Optional[str] = Form( - None, - description="Comma-separated list of document IDs, e.g. `3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000`", - examples=[ - Example( - summary="Sample document IDs", - description="Comma-separated list of document IDs", - value="3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000", - ) - ], + versions: Optional[list[str]] = Form( + None, description=ingest_files_descriptions.get("versions") ), - versions: Optional[str] = Form( - None, - description="Comma-separated list of versions, e.g. `1.0,1.1`", - examples=[ - Example( - summary="Sample versions", - description="Comma-separated list of versions", - value="1.0,1.1", - ) - ], + metadatas: Optional[list[dict]] = Form( + None, description=ingest_files_descriptions.get("metadatas") ), - chunking_config_override: Optional[str] = Form( + chunking_config_override: Optional[ChunkingConfig] = Form( None, - description="JSON string for chunking configuration override", - examples=[ - Example( - summary="Sample chunking config override", - description="JSON string for chunking configuration override", - value='{"chunk_size": 1000, "chunk_overlap": 200}', - ) - ], + description=ingest_files_descriptions.get( + "chunking_config_override" + ), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ): + ) -> WrappedIngestionResponse: """ Ingest files into the system. - This endpoint supports multipart/form-data requests, enabling you to update files along with their inside of R2R. A valid user authentication token is required to access this endpoint. Regular users can only update documents they have permission to access. + This endpoint supports multipart/form-data requests, enabling you to ingest files and their associated metadatas into R2R. + + A valid user authentication token is required to access this endpoint, as regular users can only ingest files for their own access. More expansive group permissioning is under development. """ try: parsed_data = self.parse_ingest_files_form_data( @@ -164,12 +100,13 @@ async def ingest_files_app( except R2RException as e: raise e - kwargs = {} + chunking_provider = None if chunking_config_override: - config = ChunkingConfig(**chunking_config_override) - config.validate() - kwargs["chunking_provider"] = ( - R2RProviderFactory.create_chunking_provider(config) + chunking_config_override.validate() + chunking_provider = ( + R2RProviderFactory.create_chunking_provider( + chunking_config_override + ) ) else: logger.info( @@ -206,7 +143,7 @@ async def ingest_files_app( document_ids=parsed_data["document_ids"], versions=parsed_data["versions"], user=auth_user, - **kwargs, + chunking_provider=chunking_provider, ) # If superuser, assign documents to groups @@ -223,130 +160,60 @@ async def ingest_files_app( return ingestion_result + update_files_extras = self.openapi_extras.get("update_files", {}) + update_files_descriptions = update_files_extras.get( + "input_descriptions", {} + ) + @self.router.post( "/update_files", - openapi_extra={ - "x-codeSamples": [ - { - "lang": "Python", - "source": """from r2r import R2RClient - -client = R2RClient("http://localhost:8000") -# when using auth, do client.login(...) - -result = client.update_files( - files=["pg_essay_1_v2.txt"], - document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"] -) -""", - }, - { - "lang": "Shell", - "source": """curl -X POST "https://api.example.com/update_files" \\ - -H "Content-Type: multipart/form-data" \\ - -H "Authorization: Bearer YOUR_API_KEY" \\ - -F "file=@pg_essay_1_v2.txt;type=text/plain" \\ - -F 'document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"]' -""", - }, - ] - }, - responses={ - 200: { - "description": "Successful Response", - "content": { - "application/json": { - "example": { - "results": { - "processed_documents": [ - { - "id": "b4ac4dd6-5f27-596e-a55b-7cf242ca30aa", - "title": "pg_essay_1_v2.html", - }, - ], - "failed_documents": [], - "skipped_documents": [], - } - } - } - }, - }, - 422: { - "description": "Validation Error", - "content": { - "application/json": { - "example": { - "detail": [ - { - "message": "Document 'b4ac4dd6-5f27-596e-a55b-7cf242ca30aa' does not exist.", - "error_type": "R2RException", - } - ] - } - } - }, - }, - }, - response_model=WrappedIngestionResponse, + openapi_extra=update_files_extras.get("openapi_extra"), ) @self.base_endpoint async def update_files_app( files: List[UploadFile] = File( - ..., - description="List of files to update", + ..., description=update_files_descriptions.get("files") ), - metadatas: Optional[str] = Form( - None, - description="JSON string containing updated metadata for each file", - examples=[ - Example( - summary="Sample updated metadata", - description="JSON string with updated metadata for two documents", - value='[{"title": "Updated Document 1", "version": "1.1"}, {"title": "Updated Document 2", "version": "1.2"}]', - ) - ], + document_ids: Optional[list[UUID]] = Form( + None, description=update_files_descriptions.get("document_ids") ), - document_ids: Optional[str] = Form( - None, - description="Comma-separated list of document IDs to update", - examples=[ - Example( - summary="Sample document IDs", - description="Comma-separated list of document IDs to update", - value="3e157b3a-8469-51db-90d9-52e7d896b49b,223e4567-e89b-12d3-a456-426614174000", - ) - ], + metadatas: Optional[list[dict]] = Form( + None, description=update_files_descriptions.get("metadatas") ), chunking_config_override: Optional[str] = Form( None, - description="JSON string for chunking configuration override", - examples=[ - Example( - summary="Sample chunking config override", - description="JSON string for chunking configuration override", - value='{"chunk_size": 1200, "chunk_overlap": 250}', - ) - ], + description=update_files_descriptions.get( + "chunking_config_override" + ), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ): + ) -> WrappedIngestionResponse: """ Update existing files in the system. - This endpoint supports multipart/form-data requests, enabling you to update files along with their inside of R2R. A valid user authentication token is required to access this endpoint. Regular users can only update documents they have permission to access. + This endpoint supports multipart/form-data requests, enabling you to update files and their associated metadatas into R2R. + + + + + A valid user authentication token is required to access this endpoint, as regular users can only update their own files. More expansive group permissioning is under development. """ try: parsed_data = self.parse_update_files_form_data( - metadatas, document_ids, chunking_config_override + metadatas, + document_ids, + chunking_config_override, + [file.filename for file in files], + auth_user.id, ) except R2RException as e: raise e - chunking_config_override = None + chunking_provider = None if chunking_config_override: config = ChunkingConfig(**chunking_config_override) - chunking_config_override = ( + chunking_provider = ( R2RProviderFactory.create_chunking_provider(config) ) @@ -354,7 +221,7 @@ async def update_files_app( files=files, metadatas=parsed_data["metadatas"], document_ids=parsed_data["document_ids"], - chunking_config_override=chunking_config_override, + chunking_provider=chunking_provider, user=auth_user, ) @@ -383,7 +250,7 @@ def parse_ingest_files_form_data( ) if parsed_document_ids is not None: parsed_document_ids = [ - uuid.UUID(doc_id) for doc_id in parsed_document_ids + UUID(doc_id) for doc_id in parsed_document_ids ] parsed_versions = ( @@ -418,9 +285,11 @@ def parse_ingest_files_form_data( @staticmethod def parse_update_files_form_data( - metadatas: Optional[str], - document_ids: str, + metadatas: Optional[list[dict]], + document_ids: Optional[list[UUID]], chunking_config_override: Optional[str], + filenames: list[str], + user_id: UUID, ): try: parsed_metadatas = ( @@ -433,15 +302,20 @@ def parse_update_files_form_data( ): raise ValueError("metadatas must be a list of dictionaries") - if not document_ids or document_ids == "null": - raise ValueError("document_ids is required and cannot be null") - - parsed_document_ids = json.loads(document_ids) - if not isinstance(parsed_document_ids, list): - raise ValueError("document_ids must be a list") - parsed_document_ids = [ - uuid.UUID(doc_id) for doc_id in parsed_document_ids - ] + parsed_document_ids = ( + json.loads(document_ids) + if document_ids and document_ids != "null" + else None + ) + if parsed_document_ids is not None: + parsed_document_ids = [ + UUID(doc_id) for doc_id in parsed_document_ids + ] + else: + parsed_document_ids = [ + generate_user_document_id(filename, user_id) + for filename in filenames + ] parsed_chunking_config = ( json.loads(chunking_config_override) diff --git a/r2r/main/api/routes/ingestion/ingestion_router_openapi.yml b/r2r/main/api/routes/ingestion/ingestion_router_openapi.yml new file mode 100644 index 000000000..31e81c784 --- /dev/null +++ b/r2r/main/api/routes/ingestion/ingestion_router_openapi.yml @@ -0,0 +1,61 @@ +ingest_files: + openapi_extra: + x-codeSamples: + - lang: Python + source: | + from r2r import R2RClient + + client = R2RClient("http://localhost:8000") + # when using auth, do client.login(...) + + result = client.ingest_files( + files=["pg_essay_1.html", "got.txt"], + metadatas=[{"metadata_1":"some random metadata"}, {"metadata_2": "some other random metadata"}], + document_ids=None, + versions=None + ) + - lang: Shell + source: | + curl -X POST "https://api.example.com/ingest_files" \ + -H "Content-Type: multipart/form-data" \ + -H "Authorization: Bearer YOUR_API_KEY" \ + -F "file=@pg_essay_1.html;type=text/html" \ + -F "file=@got.txt;type=text/plain" \ + -F 'metadatas=[{},{}]' \ + -F 'document_ids=null' \ + -F 'versions=null' + + input_descriptions: + files: "The list of paths of input files to ingest into the system." + metadatas: "An optional list of JSON metadata to affix to each file" + document_ids: "An optional list of document ids for each file. If not provided, the system will generate a unique document id via the `generate_user_document_id` method." + versions: "An optional list of versions for each file. If not provided, the system will default to the tag `v1`." + chunking_config_override: "An optional dictionary to override the default chunking configuration for the ingestion process. If not provided, the system will use the default server-side chunking configuration." + +update_files: + openapi_extra: + x-codeSamples: + - lang: Python + source: | + from r2r import R2RClient + + client = R2RClient("http://localhost:8000") + # when using auth, do client.login(...) + + result = client.update_files( + files=["pg_essay_1_v2.txt"], + document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"] + ) + - lang: Shell + source: | + curl -X POST "https://api.example.com/update_files" \ + -H "Content-Type: multipart/form-data" \ + -H "Authorization: Bearer YOUR_API_KEY" \ + -F "file=@pg_essay_1_v2.txt;type=text/plain" \ + -F 'document_ids=["b4ac4dd6-5f27-596e-a55b-7cf242ca30aa"]' + + input_descriptions: + files: "The list of paths of input files to update in the system." + document_ids: "An optional list of document ids for each file. If not provided, the system will attempt to generate the corresponding unique from the `generate_user_document_id` method." + metadatas: "An optional list of JSON metadata to affix to each file" + chunking_config_override: "JSON string for chunking configuration override" diff --git a/r2r/main/api/routes/management/base.py b/r2r/main/api/routes/management/base.py index 8b1435991..aa4176357 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r/main/api/routes/management/base.py @@ -1,8 +1,8 @@ # TODO - Cleanup the handling for non-auth configurations import json -import uuid from datetime import datetime, timezone from typing import Optional +from uuid import UUID import psutil from fastapi import Body, Depends, Path, Query @@ -147,7 +147,7 @@ async def delete_app( @self.router.get("/document_chunks") @self.base_endpoint async def document_chunks_app( - document_id: uuid.UUID = Query(...), + document_id: UUID = Query(...), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentChunkResponse: chunks = await self.engine.adocument_chunks(document_id) @@ -171,7 +171,7 @@ async def document_chunks_app( @self.router.get("/users_overview") @self.base_endpoint async def users_overview_app( - user_ids: list[uuid.UUID] = Query([]), + user_ids: list[UUID] = Query([]), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedUserOverviewResponse: if not auth_user.is_superuser: @@ -185,7 +185,7 @@ async def users_overview_app( @self.router.get("/documents_overview") @self.base_endpoint async def documents_overview_app( - document_id: list[uuid.UUID] = Query([]), + document_id: list[UUID] = Query([]), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentOverviewResponse: request_user_ids = ( @@ -238,7 +238,7 @@ async def create_group_app( @self.router.get("/get_group/{group_id}") @self.base_endpoint async def get_group_app( - group_id: uuid.UUID = Path(..., description="Group ID"), + group_id: UUID = Path(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -252,7 +252,7 @@ async def get_group_app( @self.router.put("/update_group") @self.base_endpoint async def update_group_app( - group_id: uuid.UUID = Body(..., description="Group ID"), + group_id: UUID = Body(..., description="Group ID"), name: Optional[str] = Body(None, description="Updated group name"), description: Optional[str] = Body( None, description="Updated group description" @@ -266,7 +266,7 @@ async def update_group_app( @self.router.delete("/delete_group/{group_id}") @self.base_endpoint async def delete_group_app( - group_id: uuid.UUID = Path(..., description="Group ID"), + group_id: UUID = Path(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -289,8 +289,8 @@ async def list_groups_app( @self.router.post("/add_user_to_group") @self.base_endpoint async def add_user_to_group_app( - user_id: uuid.UUID = Body(..., description="User ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + user_id: UUID = Body(..., description="User ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedAddUserResponse: if not auth_user.is_superuser: @@ -303,8 +303,8 @@ async def add_user_to_group_app( @self.router.post("/remove_user_from_group") @self.base_endpoint async def remove_user_from_group_app( - user_id: uuid.UUID = Body(..., description="User ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + user_id: UUID = Body(..., description="User ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -317,7 +317,7 @@ async def remove_user_from_group_app( @self.router.get("/get_users_in_group/{group_id}") @self.base_endpoint async def get_users_in_group_app( - group_id: uuid.UUID = Path(..., description="Group ID"), + group_id: UUID = Path(..., description="Group ID"), offset: int = Query(..., description="Offset"), limit: int = Query(..., description="limit"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), @@ -333,7 +333,7 @@ async def get_users_in_group_app( @self.router.get("/get_groups_for_user/{user_id}") @self.base_endpoint async def get_groups_for_user_app( - user_id: uuid.UUID = Path(..., description="User ID"), + user_id: UUID = Path(..., description="User ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupListResponse: if not auth_user.is_superuser and auth_user.id != user_id: @@ -346,7 +346,7 @@ async def get_groups_for_user_app( @self.router.get("/groups_overview") @self.base_endpoint async def groups_overview_app( - group_ids: Optional[list[uuid.UUID]] = Query(None), + group_ids: Optional[list[UUID]] = Query(None), limit: Optional[int] = Query(100, ge=1, le=1000), offset: Optional[int] = Query(0, ge=0), auth_user=Depends(self.engine.providers.auth.auth_wrapper), @@ -365,7 +365,7 @@ async def groups_overview_app( @self.router.post("/score_completion") @self.base_endpoint async def score_completion( - message_id: uuid.UUID = Body(..., description="Message ID"), + message_id: UUID = Body(..., description="Message ID"), score: float = Body(..., description="Completion score"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedScoreCompletionResponse: @@ -377,7 +377,7 @@ async def score_completion( @self.base_endpoint async def assign_document_to_group_app( document_id: str = Body(..., description="Document ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -392,7 +392,7 @@ async def assign_document_to_group_app( @self.base_endpoint async def remove_document_from_group_app( document_id: str = Body(..., description="Document ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -414,7 +414,7 @@ async def get_document_groups_app( @self.router.get("/group/{group_id}/documents") @self.base_endpoint async def get_documents_in_group_app( - group_id: uuid.UUID = Path(..., description="Group ID"), + group_id: UUID = Path(..., description="Group ID"), offset: int = Query(0, ge=0), limit: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), @@ -431,7 +431,7 @@ async def get_documents_in_group_app( @self.base_endpoint async def assign_document_to_group_app( document_id: str = Body(..., description="Document ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: @@ -446,7 +446,7 @@ async def assign_document_to_group_app( @self.base_endpoint async def remove_document_from_group_app( document_id: str = Body(..., description="Document ID"), - group_id: uuid.UUID = Body(..., description="Group ID"), + group_id: UUID = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: diff --git a/r2r/main/assembly/factory.py b/r2r/main/assembly/factory.py index 19de04241..3f6971110 100644 --- a/r2r/main/assembly/factory.py +++ b/r2r/main/assembly/factory.py @@ -559,7 +559,9 @@ def create_rag_pipeline( rag_pipeline.add_pipe(rag_pipe) return rag_pipeline - def create_kg_enrichment_pipeline(self, *args, **kwargs) -> KGEnrichmentPipeline: + def create_kg_enrichment_pipeline( + self, *args, **kwargs + ) -> KGEnrichmentPipeline: kg_enrichment_pipeline = KGEnrichmentPipeline() kg_enrichment_pipeline.add_pipe(self.pipes.kg_node_extraction_pipe) kg_enrichment_pipeline.add_pipe(self.pipes.kg_node_description_pipe) diff --git a/r2r/main/execution.py b/r2r/main/execution.py index b1633fe79..74045d4c9 100644 --- a/r2r/main/execution.py +++ b/r2r/main/execution.py @@ -4,8 +4,8 @@ import os import threading import time -import uuid from typing import Any, Dict, Optional, Union +from uuid import UUID import click from fastapi import UploadFile @@ -111,7 +111,7 @@ def ingest_files( self, file_paths: list[str], metadatas: Optional[list[dict]] = None, - document_ids: Optional[list[Union[uuid.UUID, str]]] = None, + document_ids: Optional[list[Union[UUID, str]]] = None, versions: Optional[list[str]] = None, ): if isinstance(file_paths, str): @@ -395,7 +395,7 @@ def logs( return self.app.logs(run_type_filter, max_runs) def document_chunks(self, document_id: str): - doc_uuid = uuid.UUID(document_id) + doc_uuid = UUID(document_id) if self.client_mode: return self.client.document_chunks(doc_uuid)["results"] else: @@ -407,7 +407,7 @@ def app_settings(self): else: return self.app.app_settings() - def users_overview(self, user_ids: Optional[list[uuid.UUID]] = None): + def users_overview(self, user_ids: Optional[list[UUID]] = None): if self.client_mode: return self.client.users_overview(user_ids)["results"] else: @@ -450,11 +450,17 @@ def ingest_sample_files(self, no_media: bool = True): sample_ingestor = SampleDataIngestor(self) return sample_ingestor.ingest_sample_files(no_media=no_media) - def inspect_knowledge_graph(self, limit: int = 100, print_descriptions: bool = False) -> str: + def inspect_knowledge_graph( + self, limit: int = 100, print_descriptions: bool = False + ) -> str: if self.client_mode: - return self.client.inspect_knowledge_graph(limit, print_descriptions)["results"] + return self.client.inspect_knowledge_graph( + limit, print_descriptions + )["results"] else: - return self.engine.inspect_knowledge_graph(limit, print_descriptions) + return self.engine.inspect_knowledge_graph( + limit, print_descriptions + ) def health(self) -> str: if self.client_mode: diff --git a/r2r/main/services/auth_service.py b/r2r/main/services/auth_service.py index f99941478..1677ce8f8 100644 --- a/r2r/main/services/auth_service.py +++ b/r2r/main/services/auth_service.py @@ -1,6 +1,6 @@ -import uuid from datetime import datetime from typing import Optional +from uuid import UUID from r2r.base import R2RException, RunLoggingSingleton, RunManager, Token from r2r.base.api.models.auth.responses import UserResponse @@ -109,7 +109,7 @@ async def logout(self, token: str) -> dict[str, str]: @telemetry_event("UpdateUserProfile") async def update_user( self, - user_id: uuid.UUID, + user_id: UUID, email: Optional[str] = None, name: Optional[str] = None, bio: Optional[str] = None, @@ -131,7 +131,7 @@ async def update_user( @telemetry_event("DeleteUserAccount") async def delete_user( self, - user_id: uuid.UUID, + user_id: UUID, password: Optional[str] = None, is_superuser: bool = False, ) -> dict[str, str]: diff --git a/r2r/main/services/ingestion_service.py b/r2r/main/services/ingestion_service.py index da58d8b5a..71e5c0f28 100644 --- a/r2r/main/services/ingestion_service.py +++ b/r2r/main/services/ingestion_service.py @@ -1,8 +1,8 @@ import logging -import uuid from collections import defaultdict from datetime import datetime from typing import Any, Optional +from uuid import UUID from fastapi import UploadFile @@ -14,11 +14,12 @@ R2RException, RunLoggingSingleton, RunManager, - generate_id_from_label, + generate_user_document_id, increment_version, to_async_generator, ) from r2r.base.api.models import IngestionResponse +from r2r.base.providers import ChunkingProvider from r2r.telemetry.telemetry_decorator import telemetry_event from ...base.api.models.auth.responses import UserResponse @@ -49,37 +50,161 @@ def __init__( logging_connection, ) - def _file_to_document( + @telemetry_event("IngestFiles") + async def ingest_files( self, - file: UploadFile, + files: list[UploadFile], user: UserResponse, - document_id: uuid.UUID, - metadata: dict, - ) -> Document: - file_extension = file.filename.split(".")[-1].lower() - if file_extension.upper() not in DocumentType.__members__: + metadatas: Optional[list[dict]] = None, + document_ids: Optional[list[UUID]] = None, + versions: Optional[list[str]] = None, + chunking_provider: Optional[ChunkingProvider] = None, + *args: Any, + **kwargs: Any, + ) -> IngestionResponse: + if not files: raise R2RException( - status_code=415, - message=f"'{file_extension}' is not a valid DocumentType.", + status_code=400, message="No files provided for ingestion." ) - document_title = metadata.get("title") or file.filename.split("/")[-1] - metadata["title"] = document_title + try: + documents = [] + for iteration, file in enumerate(files): + if not file.filename: + raise R2RException( + status_code=400, message="File name not provided." + ) - return Document( - id=document_id, - group_ids=metadata.get("group_ids", []), - user_id=user.id, - type=DocumentType[file_extension.upper()], - data=file.file.read(), - metadata=metadata, - ) + document_metadata = metadatas[iteration] if metadatas else {} + + # document id is dynamically generated from the filename and user id, unless explicitly provided + document_id = ( + document_ids[iteration] + if document_ids + else generate_user_document_id(file.filename, user.id) + ) + document = self._file_to_document( + file, user, document_id, document_metadata + ) + documents.append(document) + # ingests all documents in parallel + return await self.ingest_documents( + documents, + versions, + user=user, + chunking_provider=chunking_provider, + *args, + **kwargs, + ) + + finally: + for file in files: + file.file.close() + + @telemetry_event("UpdateFiles") + async def update_files( + self, + files: list[UploadFile], + user: UserResponse, + document_ids: list[UUID], + metadatas: Optional[list[dict]] = None, + chunking_provider: Optional[ChunkingProvider] = None, + *args: Any, + **kwargs: Any, + ) -> IngestionResponse: + if not files: + raise R2RException( + status_code=400, message="No files provided for update." + ) + if not self.providers.database: + raise R2RException( + status_code=501, + message="Database provider is not available for updating documents.", + ) + try: + if len(document_ids) != len(files): + raise R2RException( + status_code=400, + message="Number of ids does not match number of files.", + ) + + # Only superusers can modify arbitrary document ids, which this gate guarantees in conjuction with the check that follows + documents_overview = ( + ( + self.providers.database.relational.get_documents_overview( + filter_document_ids=document_ids, + ) + ) + if user.is_superuser + else self.providers.database.relational.get_documents_overview( + filter_document_ids=document_ids, filter_user_ids=[user.id] + ) + ) + + if len(documents_overview) != len(files): + raise R2RException( + status_code=404, + message="One or more documents was not found.", + ) + + documents = [] + new_versions = [] + + for it, (file, doc_id, doc_info) in enumerate( + zip(files, document_ids, documents_overview) + ): + if not doc_info: + raise R2RException( + status_code=404, + message=f"Document with id {doc_id} not found.", + ) + + new_version = increment_version(doc_info.version) + new_versions.append(new_version) + + updated_metadata = ( + metadatas[it] if metadatas else doc_info.metadata + ) + updated_metadata["title"] = ( + updated_metadata.get("title", None) + or file.filename.split("/")[-1] + ) + + document = self._file_to_document( + file, user, doc_id, updated_metadata + ) + documents.append(document) + + ingestion_results = await self.ingest_documents( + documents, + versions=new_versions, + chunking_provider=chunking_provider, + *args, + **kwargs, + ) + + for doc_id, old_version in zip( + document_ids, + [doc_info.version for doc_info in documents_overview], + ): + self.providers.database.vector.delete( + filters={"document_id": {"$eq": doc_id}} + ) + self.providers.database.relational.delete_from_documents_overview( + doc_id, old_version + ) + + return ingestion_results + + finally: + for file in files: + file.file.close() - @telemetry_event("IngestDocuments") async def ingest_documents( self, documents: list[Document], versions: Optional[list[str]] = None, + chunking_provider: Optional[ChunkingProvider] = None, *args: Any, **kwargs: Any, ): @@ -88,7 +213,6 @@ async def ingest_documents( status_code=400, message="No documents provided for ingestion." ) - chunking_provider = kwargs.get("chunking_provider") if chunking_provider is None: logger.info("No chunking provider specified. Using default.") else: @@ -212,162 +336,37 @@ async def ingest_documents( **kwargs, ) - # enrich using graphrag - # get triples from the graph - - # self.graph_rag = True - # if self.graph_rag: - - # graphrag_results = await self.pipelines.kg_cluster_pipeline.run( - # input = to_async_generator() - # ) - return await self._process_ingestion_results( ingestion_results, document_infos, skipped_documents, ) - @telemetry_event("IngestFiles") - async def ingest_files( - self, - files: list[UploadFile], - user: UserResponse, - metadatas: Optional[list[dict]] = None, - document_ids: Optional[list[uuid.UUID]] = None, - versions: Optional[list[str]] = None, - *args: Any, - **kwargs: Any, - ) -> IngestionResponse: - if not files: - raise R2RException( - status_code=400, message="No files provided for ingestion." - ) - - try: - documents = [] - for iteration, file in enumerate(files): - if not file.filename: - raise R2RException( - status_code=400, message="File name not provided." - ) - - document_metadata = metadatas[iteration] if metadatas else {} - - id_label = f'{file.filename.split("/")[-1]}-{user.id}' - - document_id = ( - document_ids[iteration] - if document_ids - else generate_id_from_label(id_label) - ) - - print("user.id = ", user.id) - print("document_id = ", document_id) - - document = self._file_to_document( - file, user, document_id, document_metadata - ) - documents.append(document) - return await self.ingest_documents( - documents, - versions, - user=user, - *args, - **kwargs, - ) - - finally: - for file in files: - file.file.close() - - @telemetry_event("UpdateFiles") - async def update_files( + def _file_to_document( self, - files: list[UploadFile], - document_ids: list[uuid.UUID], + file: UploadFile, user: UserResponse, - metadatas: Optional[list[dict]] = None, - *args: Any, - **kwargs: Any, - ) -> IngestionResponse: - print("UpdateFiles") - if not files: - raise R2RException( - status_code=400, message="No files provided for update." - ) - if not self.providers.database: + document_id: UUID, + metadata: dict, + ) -> Document: + file_extension = file.filename.split(".")[-1].lower() + if file_extension.upper() not in DocumentType.__members__: raise R2RException( - status_code=501, - message="Database provider is not available for updating documents.", - ) - try: - if len(document_ids) != len(files): - raise R2RException( - status_code=400, - message="Number of ids does not match number of files.", - ) - - documents_overview = ( - self.providers.database.relational.get_documents_overview( - filter_document_ids=document_ids - ) - ) - - if len(documents_overview) != len(files): - raise R2RException( - status_code=404, - message="One or more documents was not found.", - ) - - documents = [] - new_versions = [] - - for it, (file, doc_id, doc_info) in enumerate( - zip(files, document_ids, documents_overview) - ): - if not doc_info: - raise R2RException( - status_code=404, - message=f"Document with id {doc_id} not found.", - ) - - new_version = increment_version(doc_info.version) - new_versions.append(new_version) - - updated_metadata = ( - metadatas[it] if metadatas else doc_info.metadata - ) - updated_metadata["title"] = ( - updated_metadata.get("title", None) - or file.filename.split("/")[-1] - ) - - document = self._file_to_document( - file, user, doc_id, updated_metadata - ) - documents.append(document) - - ingestion_results = await self.ingest_documents( - documents, versions=new_versions, *args, **kwargs + status_code=415, + message=f"'{file_extension}' is not a valid DocumentType.", ) - for doc_id, old_version in zip( - document_ids, - [doc_info.version for doc_info in documents_overview], - ): - self.providers.database.vector.delete( - filters={"document_id": {"$eq": doc_id}} - ) - self.providers.database.relational.delete_from_documents_overview( - doc_id, old_version - ) - - return ingestion_results + document_title = metadata.get("title") or file.filename.split("/")[-1] + metadata["title"] = document_title - finally: - for file in files: - file.file.close() + return Document( + id=document_id, + group_ids=metadata.get("group_ids", []), + user_id=user.id, + type=DocumentType[file_extension.upper()], + data=file.file.read(), + metadata=metadata, + ) async def _process_ingestion_results( self, @@ -407,7 +406,9 @@ async def _process_ingestion_results( self.providers.database.relational.upsert_documents_overview( documents_to_upsert ) - # TODO - modify ingestion service so that at end we write out number of vectors produced or the error message + + # TODO - modify ingestion service so that at end we write out number + # of vectors produced or the error message to document info # THEN, return updated document infos here results = { "processed_documents": [ diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index 3dadf255c..462d3cd2f 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -1,8 +1,10 @@ import json import logging -import uuid from collections import defaultdict from typing import Any, Dict, List, Optional, Tuple +from uuid import UUID + +import toml from r2r.base import ( AnalysisTypes, @@ -189,7 +191,7 @@ async def aapp_settings(self, *args: Any, **kwargs: Any): @telemetry_event("ScoreCompletion") async def ascore_completion( self, - message_id: uuid.UUID, + message_id: UUID, score: float = 0.0, run_type_filter: str = None, max_runs: int = 100, @@ -238,7 +240,7 @@ async def ascore_completion( @telemetry_event("UsersOverview") async def ausers_overview( self, - user_ids: Optional[list[uuid.UUID]] = None, + user_ids: Optional[list[UUID]] = None, *args, **kwargs, ): @@ -286,9 +288,9 @@ async def delete( @telemetry_event("DocumentsOverview") async def adocuments_overview( self, - user_ids: Optional[list[uuid.UUID]] = None, - group_ids: Optional[list[uuid.UUID]] = None, - document_ids: Optional[list[uuid.UUID]] = None, + user_ids: Optional[list[UUID]] = None, + group_ids: Optional[list[UUID]] = None, + document_ids: Optional[list[UUID]] = None, *args: Any, **kwargs: Any, ): @@ -301,7 +303,7 @@ async def adocuments_overview( @telemetry_event("DocumentChunks") async def document_chunks( self, - document_id: uuid.UUID, + document_id: UUID, *args, **kwargs, ): @@ -310,7 +312,7 @@ async def document_chunks( @telemetry_event("UsersOverview") async def users_overview( self, - user_ids: Optional[list[uuid.UUID]], + user_ids: Optional[list[UUID]], *args, **kwargs, ): @@ -320,7 +322,11 @@ async def users_overview( @telemetry_event("InspectKnowledgeGraph") async def inspect_knowledge_graph( - self, limit=10000, print_descriptions: bool = False, *args: Any, **kwargs: Any + self, + limit=10000, + print_descriptions: bool = False, + *args: Any, + **kwargs: Any, ): if self.providers.kg is None: raise R2RException( @@ -334,20 +340,23 @@ async def inspect_knowledge_graph( """ try: - neo4j_results = self.providers.kg.structured_query(rel_query).records - - relationships_raw = [{ - "subject": { - "name": record["subject"], - "description": record["subject_description"], - }, - "relation": { - "name": record["relation"], - "description": record["relation_description"], - }, - "object": { - "name": record["object"], - "description": record["object_description"], + neo4j_results = self.providers.kg.structured_query( + rel_query + ).records + + relationships_raw = [ + { + "subject": { + "name": record["subject"], + "description": record["subject_description"], + }, + "relation": { + "name": record["relation"], + "description": record["relation_description"], + }, + "object": { + "name": record["object"], + "description": record["object_description"], }, } for record in neo4j_results @@ -356,10 +365,22 @@ async def inspect_knowledge_graph( descriptions_dict = {} relationships = [] for relationship in relationships_raw: - descriptions_dict[relationship["subject"]["name"]] = relationship["subject"]["description"] - descriptions_dict[relationship["object"]["name"]] = relationship["object"]["description"] - descriptions_dict[relationship["relation"]["name"]] = relationship["relation"]["description"] - relationships.append((relationship["subject"]["name"], relationship["relation"]["name"], relationship["object"]["name"])) + descriptions_dict[relationship["subject"]["name"]] = ( + relationship["subject"]["description"] + ) + descriptions_dict[relationship["object"]["name"]] = ( + relationship["object"]["description"] + ) + descriptions_dict[relationship["relation"]["name"]] = ( + relationship["relation"]["description"] + ) + relationships.append( + ( + relationship["subject"]["name"], + relationship["relation"]["name"], + relationship["object"]["name"], + ) + ) # Create graph representation and group relationships graph, grouped_relationships = self.process_relationships( @@ -367,7 +388,12 @@ async def inspect_knowledge_graph( ) # Generate output - output = self.generate_output(grouped_relationships, graph, descriptions_dict, print_descriptions) + output = self.generate_output( + grouped_relationships, + graph, + descriptions_dict, + print_descriptions, + ) return "\n".join(output) @@ -380,7 +406,7 @@ async def inspect_knowledge_graph( @telemetry_event("AssignDocumentToGroup") async def aassign_document_to_group( - self, document_id: str, group_id: uuid.UUID + self, document_id: str, group_id: UUID ): success = self.providers.database.vector.assign_document_to_group( @@ -396,7 +422,7 @@ async def aassign_document_to_group( @telemetry_event("RemoveDocumentFromGroup") async def aremove_document_from_group( - self, document_id: str, group_id: uuid.UUID + self, document_id: str, group_id: UUID ): success = self.providers.database.vector.remove_document_from_group( document_id, group_id @@ -431,8 +457,8 @@ def generate_output( self, grouped_relationships: Dict[str, Dict[str, List[str]]], graph: Dict[str, List[str]], - descriptions_dict: Dict[str, str], - print_descriptions: bool = True + descriptions_dict: Dict[str, str], + print_descriptions: bool = True, ) -> List[str]: output = [] # Print grouped relationships @@ -515,27 +541,25 @@ async def app_settings( } @telemetry_event("CreateGroup") - async def acreate_group( - self, name: str, description: str = "" - ) -> uuid.UUID: + async def acreate_group(self, name: str, description: str = "") -> UUID: return self.providers.database.relational.create_group( name, description ) @telemetry_event("GetGroup") - async def aget_group(self, group_id: uuid.UUID) -> Optional[dict]: + async def aget_group(self, group_id: UUID) -> Optional[dict]: return self.providers.database.relational.get_group(group_id) @telemetry_event("UpdateGroup") async def aupdate_group( - self, group_id: uuid.UUID, name: str = None, description: str = None + self, group_id: UUID, name: str = None, description: str = None ) -> bool: return self.providers.database.relational.update_group( group_id, name, description ) @telemetry_event("DeleteGroup") - async def adelete_group(self, group_id: uuid.UUID) -> bool: + async def adelete_group(self, group_id: UUID) -> bool: return self.providers.database.relational.delete_group(group_id) @telemetry_event("ListGroups") @@ -547,16 +571,14 @@ async def alist_groups( ) @telemetry_event("AddUserToGroup") - async def aadd_user_to_group( - self, user_id: uuid.UUID, group_id: uuid.UUID - ) -> bool: + async def aadd_user_to_group(self, user_id: UUID, group_id: UUID) -> bool: return self.providers.database.relational.add_user_to_group( user_id, group_id ) @telemetry_event("RemoveUserFromGroup") async def aremove_user_from_group( - self, user_id: uuid.UUID, group_id: uuid.UUID + self, user_id: UUID, group_id: UUID ) -> bool: return self.providers.database.relational.remove_user_from_group( user_id, group_id @@ -564,20 +586,20 @@ async def aremove_user_from_group( @telemetry_event("GetUsersInGroup") async def aget_users_in_group( - self, group_id: uuid.UUID, offset: int = 0, limit: int = 100 + self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[dict]: return self.providers.database.relational.get_users_in_group( group_id, offset, limit ) @telemetry_event("GetGroupsForUser") - async def aget_groups_for_user(self, user_id: uuid.UUID) -> list[dict]: + async def aget_groups_for_user(self, user_id: UUID) -> list[dict]: return self.providers.database.relational.get_groups_for_user(user_id) @telemetry_event("GroupsOverview") async def agroups_overview( self, - group_ids: Optional[list[uuid.UUID]] = None, + group_ids: Optional[list[UUID]] = None, offset: int = 0, limit: int = 100, *args, @@ -591,7 +613,7 @@ async def agroups_overview( @telemetry_event("GetDocumentsInGroup") async def aget_documents_in_group( - self, group_id: uuid.UUID, offset: int = 0, limit: int = 100 + self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[dict]: return self.providers.database.relational.get_documents_in_group( group_id, offset, limit diff --git a/r2r/main/services/retrieval_service.py b/r2r/main/services/retrieval_service.py index ca75d9c27..5b50de002 100644 --- a/r2r/main/services/retrieval_service.py +++ b/r2r/main/services/retrieval_service.py @@ -1,8 +1,8 @@ import logging import time -import uuid from datetime import datetime from typing import Optional +from uuid import UUID from r2r.base import ( CompletionRecord, @@ -81,7 +81,7 @@ async def search( # TODO - Remove these transforms once we have a better way to handle this for filter, value in vector_search_settings.filters.items(): - if isinstance(value, uuid.UUID): + if isinstance(value, UUID): vector_search_settings.filters[filter] = str(value) results = await self.pipelines.search_pipeline.run( @@ -122,7 +122,7 @@ async def rag( filter, value, ) in vector_search_settings.filters.items(): - if isinstance(value, uuid.UUID): + if isinstance(value, UUID): vector_search_settings.filters[filter] = str(value) completion_start_time = datetime.now() @@ -253,7 +253,7 @@ async def agent( filter, value, ) in vector_search_settings.filters.items(): - if isinstance(value, uuid.UUID): + if isinstance(value, UUID): vector_search_settings.filters[filter] = str(value) if rag_generation_config.stream: diff --git a/r2r/pipelines/ingestion_pipeline.py b/r2r/pipelines/ingestion_pipeline.py index e6351750f..5a1fe42e7 100644 --- a/r2r/pipelines/ingestion_pipeline.py +++ b/r2r/pipelines/ingestion_pipeline.py @@ -161,4 +161,4 @@ def add_pipe( pipe, add_upstream_outputs, *args, **kwargs ) else: - raise ValueError("Pipe must be a parsing, embedding, or KG pipe") \ No newline at end of file + raise ValueError("Pipe must be a parsing, embedding, or KG pipe") diff --git a/r2r/pipes/abstractions/generator_pipe.py b/r2r/pipes/abstractions/generator_pipe.py index 1237948e9..38d2aafa8 100644 --- a/r2r/pipes/abstractions/generator_pipe.py +++ b/r2r/pipes/abstractions/generator_pipe.py @@ -1,6 +1,6 @@ -import uuid from abc import abstractmethod from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncState, @@ -44,7 +44,7 @@ async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, rag_generation_config: GenerationConfig, *args: Any, **kwargs: Any, diff --git a/r2r/pipes/abstractions/search_pipe.py b/r2r/pipes/abstractions/search_pipe.py index 2f6d2d8c0..76f0b23bb 100644 --- a/r2r/pipes/abstractions/search_pipe.py +++ b/r2r/pipes/abstractions/search_pipe.py @@ -1,7 +1,7 @@ import logging -import uuid from abc import abstractmethod from typing import Any, AsyncGenerator, Optional, Union +from uuid import UUID from r2r.base import ( AsyncPipe, @@ -55,7 +55,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs, ) -> AsyncGenerator[VectorSearchResult, None]: diff --git a/r2r/pipes/ingestion/embedding_pipe.py b/r2r/pipes/ingestion/embedding_pipe.py index 19890091f..013c3a5fa 100644 --- a/r2r/pipes/ingestion/embedding_pipe.py +++ b/r2r/pipes/ingestion/embedding_pipe.py @@ -1,3 +1,4 @@ +import asyncio import logging from typing import Any, AsyncGenerator, Optional, Union @@ -78,8 +79,16 @@ async def _run_logic( run_id: Any, *args: Any, **kwargs: Any, - ) -> AsyncGenerator[Union[R2RDocumentProcessingError, VectorEntry], None]: + ): fragment_batch = [] + batch_size = self.embedding_batch_size + concurrent_limit = ( + self.embedding_provider.config.concurrent_request_limit + ) + tasks = set() + + async def process_batch(batch): + return await self._process_batch(batch) async for item in input.message: if isinstance(item, R2RDocumentProcessingError): @@ -87,28 +96,47 @@ async def _run_logic( continue fragment_batch.append(item) - if len(fragment_batch) >= self.embedding_batch_size: - try: - for vector_entry in await self._process_batch( - fragment_batch - ): + + if len(fragment_batch) >= batch_size: + tasks.add(asyncio.create_task(process_batch(fragment_batch))) + fragment_batch = [] + + while len(tasks) >= concurrent_limit: + done, tasks = await asyncio.wait( + tasks, return_when=asyncio.FIRST_COMPLETED + ) + for task in done: + for vector_entry in await task: yield vector_entry - except Exception as e: - logger.error(f"Error processing batch: {e}") - yield R2RDocumentProcessingError( - error_message=str(e), - document_id=fragment_batch[0].document_id, - ) - finally: - fragment_batch.clear() if fragment_batch: - try: - for vector_entry in await self._process_batch(fragment_batch): - yield vector_entry - except Exception as e: - logger.error(f"Error processing final batch: {e}") - yield R2RDocumentProcessingError( - error_message=str(e), - document_id=fragment_batch[0].document_id, - ) + tasks.add(asyncio.create_task(process_batch(fragment_batch))) + + for task in asyncio.as_completed(tasks): + for vector_entry in await task: + yield vector_entry + + async def _process_fragment( + self, fragment: DocumentFragment + ) -> Union[VectorEntry, R2RDocumentProcessingError]: + try: + vectors = await self.embedding_provider.async_get_embeddings( + [fragment.data], + EmbeddingProvider.PipeStage.BASE, + ) + return VectorEntry( + fragment_id=fragment.id, + extraction_id=fragment.extraction_id, + document_id=fragment.document_id, + user_id=fragment.user_id, + group_ids=fragment.group_ids, + vector=Vector(data=vectors[0]), + text=fragment.data, + metadata={**fragment.metadata}, + ) + except Exception as e: + logger.error(f"Error processing fragment: {e}") + return R2RDocumentProcessingError( + error_message=str(e), + document_id=fragment.document_id, + ) diff --git a/r2r/pipes/ingestion/parsing_pipe.py b/r2r/pipes/ingestion/parsing_pipe.py index e8fc3ff21..03ceab6aa 100644 --- a/r2r/pipes/ingestion/parsing_pipe.py +++ b/r2r/pipes/ingestion/parsing_pipe.py @@ -3,8 +3,8 @@ """ import logging -import uuid from typing import AsyncGenerator, Optional, Union +from uuid import UUID from r2r.base import ( AsyncState, @@ -47,7 +47,7 @@ def __init__( async def _parse( self, document: Document, - run_id: uuid.UUID, + run_id: UUID, version: str, ) -> AsyncGenerator[ Union[R2RDocumentProcessingError, DocumentExtraction], None @@ -69,7 +69,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, versions: Optional[list[str]] = None, *args, **kwargs, @@ -77,5 +77,4 @@ async def _run_logic( async for document in input.message: version = versions[0] if versions else "v0" async for result in self._parse(document, run_id, version): - logger.info(f"Parsing pipe result for document, {document.id}") yield result diff --git a/r2r/pipes/ingestion/vector_storage_pipe.py b/r2r/pipes/ingestion/vector_storage_pipe.py index 3f67d482d..af516350b 100644 --- a/r2r/pipes/ingestion/vector_storage_pipe.py +++ b/r2r/pipes/ingestion/vector_storage_pipe.py @@ -1,7 +1,7 @@ import asyncio import logging -import uuid from typing import Any, AsyncGenerator, Optional, Tuple, Union +from uuid import UUID from r2r.base import ( AsyncState, @@ -10,9 +10,8 @@ RunLoggingSingleton, VectorEntry, ) -from r2r.base.pipes.base_pipe import AsyncPipe - from r2r.base.abstractions.exception import R2RDocumentProcessingError +from r2r.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) @@ -67,51 +66,44 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[ - Tuple[uuid.UUID, Union[str, R2RDocumentProcessingError]], None + Tuple[UUID, Union[str, R2RDocumentProcessingError]], None ]: - """ - Executes the async vector storage pipe: storing embeddings in the vector database. - """ - batch_tasks = [] vector_batch = [] document_counts = {} - i = 0 + connection_attempts = 0 + last_vector_received = None + async for msg in input.message: - i += 1 + last_vector_received = asyncio.get_event_loop().time() if isinstance(msg, R2RDocumentProcessingError): yield (msg.document_id, msg) continue - if msg.document_id not in document_counts: - document_counts[msg.document_id] = 1 - else: - document_counts[msg.document_id] += 1 - vector_batch.append(msg) + document_counts[msg.document_id] = ( + document_counts.get(msg.document_id, 0) + 1 + ) + if len(vector_batch) >= self.storage_batch_size: - # Schedule the storage task - batch_tasks.append( - asyncio.create_task( - self.store(vector_batch.copy()), - name=f"vector-store-{self.config.name}", - ) - ) + connection_attempts += 1 + try: + await self.store(vector_batch) + except Exception as e: + logger.error(f"Failed to store vector batch: {e}") vector_batch.clear() - if vector_batch: # Process any remaining vectors - batch_tasks.append( - asyncio.create_task( - self.store(vector_batch.copy()), - name=f"vector-store-{self.config.name}", - ) - ) + if vector_batch: + connection_attempts += 1 + try: + await self.store(vector_batch) + except Exception as e: + logger.error(f"Failed to store final vector batch: {e}") - # Wait for all storage tasks to complete - await asyncio.gather(*batch_tasks) + logger.info(f"Total connection attempts: {connection_attempts}") for document_id, count in document_counts.items(): yield ( diff --git a/r2r/pipes/kg/clustering.py b/r2r/pipes/kg/clustering.py index 5ef1648d2..a0d6c0248 100644 --- a/r2r/pipes/kg/clustering.py +++ b/r2r/pipes/kg/clustering.py @@ -4,10 +4,10 @@ """A module for clustering entities and triples into communities using hierarchical Leiden algorithm.""" import asyncio +import json import logging -import uuid from typing import Any, AsyncGenerator, Optional -import json +from uuid import UUID import networkx as nx from graspologic.partition import hierarchical_leiden @@ -187,7 +187,7 @@ async def process_community(community_key, community): summary = json.loads(community.summary) except: summary = {"title": "_"} - return { 'id': community.id, 'title': summary['title'] } + return {"id": community.id, "title": summary["title"]} tasks = [] async for community_key, community in async_iterate_dict( @@ -206,7 +206,7 @@ async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[Community, None]: diff --git a/r2r/pipes/kg/extraction.py b/r2r/pipes/kg/extraction.py index c2d581256..4d2043c32 100644 --- a/r2r/pipes/kg/extraction.py +++ b/r2r/pipes/kg/extraction.py @@ -87,7 +87,9 @@ async def extract_kg( """ task_inputs = {"input": fragment.data} - task_inputs["max_knowledge_triples"] = self.kg_provider.config.max_knowledge_triples + task_inputs["max_knowledge_triples"] = ( + self.kg_provider.config.max_knowledge_triples + ) messages = self.prompt_provider._get_message_payload( task_prompt_name=self.kg_provider.config.kg_extraction_prompt, @@ -148,9 +150,7 @@ def parse_fn(response_str: str) -> Any: weight=weight, document_ids=[str(fragment.document_id)], text_unit_ids=[str(fragment.id)], - attributes={ - "fragment_text": fragment.data - }, + attributes={"fragment_text": fragment.data}, ) ) diff --git a/r2r/pipes/kg/node_extraction.py b/r2r/pipes/kg/node_extraction.py index b4fda0584..9f85fa3b8 100644 --- a/r2r/pipes/kg/node_extraction.py +++ b/r2r/pipes/kg/node_extraction.py @@ -2,18 +2,16 @@ import asyncio import logging -import uuid -from typing import Any, AsyncGenerator, Optional, Union +from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncState, CompletionProvider, EmbeddingProvider, - KGExtraction, KGProvider, PipeType, PromptProvider, - R2RDocumentProcessingError, RunLoggingSingleton, ) from r2r.base.abstractions.graph import Entity, Triple @@ -56,7 +54,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args, **kwargs, ) -> AsyncGenerator[Any, None]: @@ -103,7 +101,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[Any, None]: diff --git a/r2r/pipes/kg/storage.py b/r2r/pipes/kg/storage.py index ab7e10e15..1663856b5 100644 --- a/r2r/pipes/kg/storage.py +++ b/r2r/pipes/kg/storage.py @@ -1,7 +1,7 @@ import asyncio import logging -import uuid from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncState, @@ -67,7 +67,7 @@ async def _run_logic( self, input: Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[None, None]: diff --git a/r2r/pipes/other/web_search_pipe.py b/r2r/pipes/other/web_search_pipe.py index 4ef1b47d1..1e0c5a768 100644 --- a/r2r/pipes/other/web_search_pipe.py +++ b/r2r/pipes/other/web_search_pipe.py @@ -1,7 +1,7 @@ import json import logging -import uuid from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncPipe, @@ -37,7 +37,7 @@ def __init__( async def search( self, message: str, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[VectorSearchResult, None]: @@ -81,7 +81,7 @@ async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, *args: Any, **kwargs, ) -> AsyncGenerator[VectorSearchResult, None]: diff --git a/r2r/pipes/retrieval/kg_search_search_pipe.py b/r2r/pipes/retrieval/kg_search_search_pipe.py index 93fdf7b24..24eb16d4d 100644 --- a/r2r/pipes/retrieval/kg_search_search_pipe.py +++ b/r2r/pipes/retrieval/kg_search_search_pipe.py @@ -1,8 +1,8 @@ import asyncio import json import logging -import uuid from typing import Any, Optional +from uuid import UUID from r2r.base import ( AsyncState, @@ -98,7 +98,7 @@ async def local_search( self, input: GeneratorPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, @@ -133,7 +133,7 @@ async def global_search( self, input: GeneratorPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, @@ -184,7 +184,12 @@ async def process_community(merged_report): ) map_responses = await asyncio.gather( - *[process_community(report) for report in preprocessed_reports[:kg_search_settings.max_llm_queries_for_global_search]] + *[ + process_community(report) + for report in preprocessed_reports[ + : kg_search_settings.max_llm_queries_for_global_search + ] + ] ) # Filter only the relevant responses filtered_responses = self.filter_responses(map_responses) @@ -210,7 +215,7 @@ async def _run_logic( self, input: GeneratorPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, diff --git a/r2r/pipes/retrieval/multi_search.py b/r2r/pipes/retrieval/multi_search.py index 6da2c34b5..74cf9f40a 100644 --- a/r2r/pipes/retrieval/multi_search.py +++ b/r2r/pipes/retrieval/multi_search.py @@ -1,6 +1,6 @@ -import uuid from copy import copy from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base.abstractions.llm import GenerationConfig from r2r.base.abstractions.search import VectorSearchResult @@ -49,7 +49,7 @@ async def _run_logic( self, input: Any, state: Any, - run_id: uuid.UUID, + run_id: UUID, query_transform_generation_config: Optional[GenerationConfig] = None, *args: Any, **kwargs: Any, diff --git a/r2r/pipes/retrieval/query_transform_pipe.py b/r2r/pipes/retrieval/query_transform_pipe.py index b14a44223..98f1bfd2f 100644 --- a/r2r/pipes/retrieval/query_transform_pipe.py +++ b/r2r/pipes/retrieval/query_transform_pipe.py @@ -1,6 +1,6 @@ import logging -import uuid from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncPipe, @@ -48,7 +48,7 @@ async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, query_transform_generation_config: GenerationConfig, num_query_xf_outputs: int = 3, *args: Any, diff --git a/r2r/pipes/retrieval/streaming_rag_pipe.py b/r2r/pipes/retrieval/streaming_rag_pipe.py index 686e9f758..68ef1f01c 100644 --- a/r2r/pipes/retrieval/streaming_rag_pipe.py +++ b/r2r/pipes/retrieval/streaming_rag_pipe.py @@ -1,8 +1,8 @@ import json import logging -import uuid from datetime import datetime from typing import Any, AsyncGenerator, Generator, Optional +from uuid import UUID from r2r.base import ( AsyncState, @@ -108,7 +108,7 @@ def _process_chunk(chunk: LLMChatCompletionChunk) -> str: return chunk.choices[0].delta.content or "" async def log_completion_record( - self, run_id: uuid.UUID, completion_record: CompletionRecord + self, run_id: UUID, completion_record: CompletionRecord ): await self.enqueue_log( run_id=run_id, diff --git a/r2r/pipes/retrieval/vector_search_pipe.py b/r2r/pipes/retrieval/vector_search_pipe.py index d1c97ede6..1029ccafc 100644 --- a/r2r/pipes/retrieval/vector_search_pipe.py +++ b/r2r/pipes/retrieval/vector_search_pipe.py @@ -1,7 +1,7 @@ import json import logging -import uuid from typing import Any, AsyncGenerator, Optional +from uuid import UUID from r2r.base import ( AsyncPipe, @@ -41,7 +41,7 @@ def __init__( async def search( self, message: str, - run_id: uuid.UUID, + run_id: UUID, vector_search_settings: VectorSearchSettings, *args: Any, **kwargs: Any, @@ -99,7 +99,7 @@ async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: uuid.UUID, + run_id: UUID, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), *args: Any, **kwargs: Any, diff --git a/r2r/providers/database/relational.py b/r2r/providers/database/relational.py index 0fb2769e3..b2b23a829 100644 --- a/r2r/providers/database/relational.py +++ b/r2r/providers/database/relational.py @@ -40,7 +40,6 @@ def _initialize_relational_db(self): # Call create_table for each mixin for base_class in self.__class__.__bases__: - print("base_class", base_class) if issubclass(base_class, DatabaseMixin): base_class.create_table(self) diff --git a/r2r/providers/database/vecs/adapter/base.py b/r2r/providers/database/vecs/adapter/base.py index 6634f35a5..7559d9e27 100644 --- a/r2r/providers/database/vecs/adapter/base.py +++ b/r2r/providers/database/vecs/adapter/base.py @@ -6,10 +6,10 @@ All public classes, enums, and functions are re-exported by `vecs.adapters` module. """ -import uuid from abc import ABC, abstractmethod from enum import Enum from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Union +from uuid import UUID from vecs.exc import ArgError @@ -18,11 +18,11 @@ Numeric = Union[int, float, complex] Record = Tuple[ - uuid.UUID, - uuid.UUID, - uuid.UUID, - uuid.UUID, - list[uuid.UUID], + UUID, + UUID, + UUID, + UUID, + list[UUID], Iterable[Numeric], str, Metadata, diff --git a/r2r/providers/database/vecs/collection.py b/r2r/providers/database/vecs/collection.py index 8bacee9c1..96c499ff0 100644 --- a/r2r/providers/database/vecs/collection.py +++ b/r2r/providers/database/vecs/collection.py @@ -8,7 +8,6 @@ from __future__ import annotations import math -import uuid import warnings from dataclasses import dataclass from enum import Enum @@ -22,6 +21,7 @@ Tuple, Union, ) +from uuid import UUID import psycopg2 from flupy import flu @@ -447,7 +447,7 @@ def upsert( sess.execute(stmt) return None - def fetch(self, fragment_ids: Iterable[uuid.UUID]) -> List[Record]: + def fetch(self, fragment_ids: Iterable[UUID]) -> List[Record]: """ Fetches vectors from the collection by their fragment identifiers. @@ -460,7 +460,7 @@ def fetch(self, fragment_ids: Iterable[uuid.UUID]) -> List[Record]: Raises: ArgError: If fragment_ids is not an iterable of UUIDs. """ - if isinstance(fragment_ids, (str, uuid.UUID)): + if isinstance(fragment_ids, (str, UUID)): raise ArgError("fragment_ids must be an iterable of UUIDs") chunk_size = 12 @@ -477,7 +477,7 @@ def fetch(self, fragment_ids: Iterable[uuid.UUID]) -> List[Record]: def delete( self, - fragment_ids: Optional[Iterable[uuid.UUID]] = None, + fragment_ids: Optional[Iterable[UUID]] = None, filters: Optional[Dict[str, Any]] = None, ) -> Dict[str, Dict[str, str]]: """ @@ -502,7 +502,7 @@ def delete( "Either fragment_ids or filters must be provided, not both." ) - if isinstance(fragment_ids, (str, uuid.UUID)): + if isinstance(fragment_ids, (str, UUID)): raise ArgError("fragment_ids must be an iterable of UUIDs") deleted_records = {} diff --git a/r2r/providers/embeddings/litellm.py b/r2r/providers/embeddings/litellm.py index 9ebb45876..a2eaa54ce 100644 --- a/r2r/providers/embeddings/litellm.py +++ b/r2r/providers/embeddings/litellm.py @@ -43,7 +43,6 @@ def __init__( self.base_model = config.base_model self.base_dimension = config.base_dimension - self.semaphore = asyncio.Semaphore(config.concurrent_request_limit) def _get_embedding_kwargs(self, **kwargs): embedding_kwargs = { @@ -53,30 +52,30 @@ def _get_embedding_kwargs(self, **kwargs): embedding_kwargs.update(kwargs) return embedding_kwargs - async def _execute_task(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + async def _execute_task(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) + try: response = await self.litellm_aembedding( - input=[text], + input=texts, **kwargs, ) - return response.data[0]["embedding"] + return [data["embedding"] for data in response.data] except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) raise R2RException(error_msg, 400) - def _execute_task_sync(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) try: - return self.litellm_embedding( - input=[text], + response = self.litellm_embedding( + input=texts, **kwargs, - ).data[ - 0 - ]["embedding"] + ) + return [data["embedding"] for data in response.data] except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) @@ -95,12 +94,12 @@ async def async_get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, "kwargs": kwargs, } - return await self._execute_with_backoff_async(task) + return (await self._execute_with_backoff_async(task))[0] def get_embedding( self, @@ -115,12 +114,12 @@ def get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, "kwargs": kwargs, } - return self._execute_with_backoff_sync(task) + return self._execute_with_backoff_sync(task)[0] async def async_get_embeddings( self, @@ -134,18 +133,13 @@ async def async_get_embeddings( "LiteLLMEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - "kwargs": kwargs, - } - for text in texts - ] - return await asyncio.gather( - *[self._execute_with_backoff_async(task) for task in tasks] - ) + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return await self._execute_with_backoff_async(task) def get_embeddings( self, @@ -159,16 +153,13 @@ def get_embeddings( "LiteLLMEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - "kwargs": kwargs, - } - for text in texts - ] - return [self._execute_with_backoff_sync(task) for task in tasks] + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return self._execute_with_backoff_sync(task) def rerank( self, diff --git a/r2r/providers/embeddings/ollama.py b/r2r/providers/embeddings/ollama.py index 2577a6c91..e4cde4bc2 100644 --- a/r2r/providers/embeddings/ollama.py +++ b/r2r/providers/embeddings/ollama.py @@ -1,4 +1,3 @@ -import asyncio import logging import os from typing import Any, List @@ -43,32 +42,54 @@ def __init__(self, config: EmbeddingConfig): self.aclient = AsyncClient(host=self.base_url) self.set_prefixes(config.prefixes or {}, self.base_model) + self.batch_size = config.batch_size or 32 - async def _execute_task(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + def _get_embedding_kwargs(self, **kwargs): + embedding_kwargs = { + "model": self.base_model, + } + embedding_kwargs.update(kwargs) + return embedding_kwargs + + async def _execute_task(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] purpose = task.get("purpose", EmbeddingPurpose.INDEX) - text = self.prefixes.get(purpose, "") + text + kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) try: - response = await self.aclient.embeddings( - prompt=text, model=self.base_model - ) - return response["embedding"] + embeddings = [] + for i in range(0, len(texts), self.batch_size): + batch = texts[i : i + self.batch_size] + prefixed_batch = [ + self.prefixes.get(purpose, "") + text for text in batch + ] + response = await self.aclient.embed( + input=prefixed_batch, **kwargs + ) + embeddings.extend(response["embeddings"]) + return embeddings except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) raise R2RException(error_msg, 400) - def _execute_task_sync(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] purpose = task.get("purpose", EmbeddingPurpose.INDEX) - text = self.prefixes.get(purpose, "") + text + kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) try: - response = self.client.embeddings( - prompt=text, model=self.base_model - ) - return response["embedding"] + embeddings = [] + for i in range(0, len(texts), self.batch_size): + batch = texts[i : i + self.batch_size] + prefixed_batch = [ + self.prefixes.get(purpose, "") + text for text in batch + ] + response = self.client.embed( + model=kwargs["model"], input=prefixed_batch, **kwargs + ) + embeddings.extend(response["embeddings"]) + return embeddings except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) @@ -79,6 +100,7 @@ async def async_get_embedding( text: str, stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[float]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( @@ -86,17 +108,20 @@ async def async_get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, + "kwargs": kwargs, } - return await self._execute_with_backoff_async(task) + result = await self._execute_with_backoff_async(task) + return result[0] def get_embedding( self, text: str, stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[float]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( @@ -104,55 +129,53 @@ def get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, + "kwargs": kwargs, } - return self._execute_with_backoff_sync(task) + result = self._execute_with_backoff_sync(task) + return result[0] async def async_get_embeddings( self, texts: List[str], stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[List[float]]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( "OllamaEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return await asyncio.gather( - *[self._execute_with_backoff_async(task) for task in tasks] - ) + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return await self._execute_with_backoff_async(task) def get_embeddings( self, texts: List[str], stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[List[float]]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( "OllamaEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return [self._execute_with_backoff_sync(task) for task in tasks] + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return self._execute_with_backoff_sync(task) def rerank( self, diff --git a/r2r/providers/embeddings/openai.py b/r2r/providers/embeddings/openai.py index 627a3eeaa..68ebb7e84 100644 --- a/r2r/providers/embeddings/openai.py +++ b/r2r/providers/embeddings/openai.py @@ -51,7 +51,10 @@ def __init__(self, config: EmbeddingConfig): "OpenAIEmbeddingProvider does not support separate reranking." ) - self.base_model = config.base_model + if config.base_model and "openai/" in config.base_model: + self.base_model = config.base_model.split("/")[-1] + else: + self.base_model = config.base_model self.base_dimension = config.base_dimension if not self.base_model: @@ -88,46 +91,57 @@ def _get_dimensions(self): or OpenAIEmbeddingProvider.MODEL_TO_DIMENSIONS[self.base_model][-1] ) - async def _execute_task(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + def _get_embedding_kwargs(self, **kwargs): + embedding_kwargs = { + "model": self.base_model, + "dimensions": self._get_dimensions(), + } + embedding_kwargs.update(kwargs) + return embedding_kwargs + + async def _execute_task(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] + kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) + try: response = await self.async_client.embeddings.create( - input=[text], - model=self.base_model, - dimensions=self._get_dimensions(), + input=texts, + **kwargs, ) - return response.data[0].embedding + return [data.embedding for data in response.data] except AuthenticationError as e: raise ValueError( "Invalid OpenAI API key provided. Please check your OPENAI_API_KEY environment variable." ) from e except Exception as e: - raise ValueError(f"Error getting embedding: {str(e)}") + error_msg = f"Error getting embeddings: {str(e)}" + logger.error(error_msg) + raise ValueError(error_msg) - def _execute_task_sync(self, task: dict[str, Any]) -> List[float]: - text = task["text"] + def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: + texts = task["texts"] + kwargs = self._get_embedding_kwargs(**task.get("kwargs", {})) try: - return ( - self.client.embeddings.create( - input=[text], - model=self.base_model, - dimensions=self._get_dimensions(), - ) - .data[0] - .embedding + response = self.client.embeddings.create( + input=texts, + **kwargs, ) + return [data.embedding for data in response.data] except AuthenticationError as e: raise ValueError( "Invalid OpenAI API key provided. Please check your OPENAI_API_KEY environment variable." ) from e except Exception as e: - raise ValueError(f"Error getting embedding: {str(e)}") + error_msg = f"Error getting embeddings: {str(e)}" + logger.error(error_msg) + raise ValueError(error_msg) async def async_get_embedding( self, text: str, stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[float]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( @@ -135,17 +149,20 @@ async def async_get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, + "kwargs": kwargs, } - return await self._execute_with_backoff_async(task) + result = await self._execute_with_backoff_async(task) + return result[0] def get_embedding( self, text: str, stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[float]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( @@ -153,55 +170,53 @@ def get_embedding( ) task = { - "text": text, + "texts": [text], "stage": stage, "purpose": purpose, + "kwargs": kwargs, } - return self._execute_with_backoff_sync(task) + result = self._execute_with_backoff_sync(task) + return result[0] async def async_get_embeddings( self, texts: List[str], stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[List[float]]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( "OpenAIEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return await asyncio.gather( - *[self._execute_with_backoff_async(task) for task in tasks] - ) + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return await self._execute_with_backoff_async(task) def get_embeddings( self, texts: List[str], stage: EmbeddingProvider.PipeStage = EmbeddingProvider.PipeStage.BASE, purpose: EmbeddingPurpose = EmbeddingPurpose.INDEX, + **kwargs, ) -> List[List[float]]: if stage != EmbeddingProvider.PipeStage.BASE: raise ValueError( "OpenAIEmbeddingProvider only supports search stage." ) - tasks = [ - { - "text": text, - "stage": stage, - "purpose": purpose, - } - for text in texts - ] - return [self._execute_with_backoff_sync(task) for task in tasks] + task = { + "texts": texts, + "stage": stage, + "purpose": purpose, + "kwargs": kwargs, + } + return self._execute_with_backoff_sync(task) def rerank( self, diff --git a/r2r/providers/kg/neo4j/provider.py b/r2r/providers/kg/neo4j/provider.py index 3501b2657..a4f2b48a8 100644 --- a/r2r/providers/kg/neo4j/provider.py +++ b/r2r/providers/kg/neo4j/provider.py @@ -1,10 +1,10 @@ import json import os import time -import uuid from datetime import date, datetime from decimal import Decimal from typing import Any, Dict, List, Optional +from uuid import UUID from r2r.base import ( KGConfig, @@ -97,7 +97,7 @@ def convert_to_neo4j_compatible(self, value): return value elif isinstance(value, (datetime, date)): return value.isoformat() - elif isinstance(value, uuid.UUID): + elif isinstance(value, UUID): return str(value) elif isinstance(value, Decimal): return float(value) @@ -289,7 +289,7 @@ def get_communities(self, level: str = None) -> List[Community]: neo4j_records = self.structured_query( GET_COMMUNITIES_QUERY, {"level": level} ) - + communities = [ Community(**record["c"]._properties, id=record["c"]["community"]) for record in neo4j_records.records @@ -321,7 +321,9 @@ def get_rel_map( def client(self): return self._driver - def create_vector_index(self, node_type: str, node_property: str, dimension: int) -> None: + def create_vector_index( + self, node_type: str, node_property: str, dimension: int + ) -> None: query = f""" CREATE VECTOR INDEX `{node_type}_{node_property}` IF NOT EXISTS diff --git a/tests/test_ingestion_service.py b/tests/test_ingestion_service.py index e76973643..13b79d499 100644 --- a/tests/test_ingestion_service.py +++ b/tests/test_ingestion_service.py @@ -331,7 +331,9 @@ async def test_version_increment(ingestion_service, mock_vector_db): file_mock = UploadFile( filename="test.txt", file=io.BytesIO(b"Updated content") ) - await ingestion_service.update_files([file_mock], [document.id], user=user) + await ingestion_service.update_files( + files=[file_mock], document_ids=[document.id], user=user + ) calls = mock_vector_db.relational.upsert_documents_overview.call_args_list assert len(calls) == 2 From 9c8ff3aed0f7ec15b0cfb7f048f35c5e48cef83d Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Mon, 19 Aug 2024 13:34:45 -0700 Subject: [PATCH 06/74] rm kg cruft (#884) * rm kg cruft * tweaks --- r2r/main/api/client/restructure.py | 28 +------------------------ r2r/main/api/routes/kg/__init__.py | 0 r2r/main/api/routes/kg/base.py | 23 -------------------- r2r/main/api/routes/kg/requests.py | 10 --------- r2r/main/api/routes/restructure/base.py | 3 --- 5 files changed, 1 insertion(+), 63 deletions(-) delete mode 100644 r2r/main/api/routes/kg/__init__.py delete mode 100644 r2r/main/api/routes/kg/base.py delete mode 100644 r2r/main/api/routes/kg/requests.py diff --git a/r2r/main/api/client/restructure.py b/r2r/main/api/client/restructure.py index 0fcbc9f82..801fdb5c3 100644 --- a/r2r/main/api/client/restructure.py +++ b/r2r/main/api/client/restructure.py @@ -22,30 +22,4 @@ async def enrich_graph( [doc.model_dump() for doc in documents] if documents else None ) } - return await client._make_request("POST", "kg/enrich_graph", json=data) - - @staticmethod - async def query_graph(client, query: str) -> Dict[str, Any]: - """ - Query the knowledge graph. - - Args: - query (str): The query to run against the knowledge graph. - - Returns: - Dict[str, Any]: Results of the graph query. - """ - params = {"query": query} - return await client._make_request( - "GET", "kg/query_graph", params=params - ) - - @staticmethod - async def get_graph_statistics(client) -> Dict[str, Any]: - """ - Get statistics about the knowledge graph. - - Returns: - Dict[str, Any]: Statistics about the knowledge graph. - """ - return await client._make_request("GET", "kg/graph_statistics") + return await client._make_request("POST", "enrich_graph", json=data) diff --git a/r2r/main/api/routes/kg/__init__.py b/r2r/main/api/routes/kg/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/r2r/main/api/routes/kg/base.py b/r2r/main/api/routes/kg/base.py deleted file mode 100644 index 1dd1e400f..000000000 --- a/r2r/main/api/routes/kg/base.py +++ /dev/null @@ -1,23 +0,0 @@ -from fastapi import Depends - -from r2r.main.api.routes.base_router import BaseRouter -from r2r.main.engine import R2REngine - - -class KGRouter(BaseRouter): - def __init__(self, engine: R2REngine): - super().__init__(engine) - self.setup_routes() - - def setup_routes(self): - @self.router.post("/enrich_graph") - @self.base_endpoint - async def enrich_graph( - request: dict, - auth_user=( - Depends(self.engine.providers.auth.auth_wrapper) - if self.engine.providers.auth - else None - ), - ): - return await self.engine.enrich_graph() diff --git a/r2r/main/api/routes/kg/requests.py b/r2r/main/api/routes/kg/requests.py deleted file mode 100644 index 213227768..000000000 --- a/r2r/main/api/routes/kg/requests.py +++ /dev/null @@ -1,10 +0,0 @@ -from typing import List, Optional - -from pydantic import BaseModel - - -class KGEnrichGraphRequest(BaseModel): - query: str - entity_types: Optional[List[str]] = None - relationships: Optional[List[str]] = None - generation_config: Optional[dict] = None diff --git a/r2r/main/api/routes/restructure/base.py b/r2r/main/api/routes/restructure/base.py index 142c0ded8..9660c21de 100644 --- a/r2r/main/api/routes/restructure/base.py +++ b/r2r/main/api/routes/restructure/base.py @@ -32,6 +32,3 @@ async def enrich_graph( "generation_config": generation_config, } return await self.engine.enrich_graph(request) - - -# ... existing code ... From 600781fe80b47e3600d44dfa3a7cefdd23207287 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Mon, 19 Aug 2024 13:43:55 -0700 Subject: [PATCH 07/74] tweak 2 (#885) --- r2r/main/api/routes/ingestion/base.py | 21 ------------ r2r/main/api/routes/restructure/base.py | 20 +++++------ r2r/main/services/restructure_service.py | 43 +----------------------- 3 files changed, 9 insertions(+), 75 deletions(-) diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index c2082f264..e49e37d2c 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -6,7 +6,6 @@ import yaml from fastapi import Depends, File, Form, UploadFile -from fastapi.openapi.models import Example from r2r.base import ChunkingConfig, R2RException from r2r.base.api.models.ingestion.responses import WrappedIngestionResponse @@ -31,26 +30,6 @@ def load_openapi_extras(self): yaml_content = yaml.safe_load(yaml_file) return yaml_content - # paths = yaml_content.get("paths", {}) - - # def extract_descriptions(endpoint): - # params = endpoint.get("requestBody", {}).get("content", {}).get("multipart/form-data", {}).get("schema", {}).get("properties", {}) - # return {k: v.get("description", "") for k, v in params.items()} - - # ingest_files = paths.get("/v1/ingest_files", {}) - # # update_files = paths.get("/v1/update_files", {}).get("post", {}) - - # return { - # "ingest_files": { - # # "descriptions": extract_descriptions(ingest_files), - # # "operation": ingest_files - # }, - # # "update_files": { - # # "descriptions": extract_descriptions(update_files), - # # "operation": update_files - # # } - # } - def setup_routes(self): # Note, we use the following verbose input parameters because FastAPI struggles to handle `File` input and `Body` inputs # at the same time. Therefore, we must ues `Form` inputs for the metadata, document_ids, and versions inputs. diff --git a/r2r/main/api/routes/restructure/base.py b/r2r/main/api/routes/restructure/base.py index 9660c21de..747d5ed7e 100644 --- a/r2r/main/api/routes/restructure/base.py +++ b/r2r/main/api/routes/restructure/base.py @@ -1,6 +1,6 @@ from typing import List, Optional -from fastapi import Depends +from fastapi import Depends, Form from r2r.main.api.routes.base_router import BaseRouter from r2r.main.engine import R2REngine @@ -15,20 +15,16 @@ def setup_routes(self): @self.router.post("/enrich_graph") @self.base_endpoint async def enrich_graph( - query: str, - entity_types: Optional[List[str]] = None, - relationships: Optional[List[str]] = None, - generation_config: Optional[dict] = None, auth_user=( Depends(self.engine.providers.auth.auth_wrapper) if self.engine.providers.auth else None ), ): - request = { - "query": query, - "entity_types": entity_types, - "relationships": relationships, - "generation_config": generation_config, - } - return await self.engine.enrich_graph(request) + """ + Perform graph enrichment, e.g. GraphRAG, over the ingested documents. + + Returns: + Dict[str, Any]: Results of the graph enrichment process. + """ + return await self.engine.aenrich_graph() diff --git a/r2r/main/services/restructure_service.py b/r2r/main/services/restructure_service.py index b92d07fcf..ab98182da 100644 --- a/r2r/main/services/restructure_service.py +++ b/r2r/main/services/restructure_service.py @@ -30,15 +30,10 @@ def __init__( logging_connection, ) - async def enrich_graph( - self, documents: List[Document] = None - ) -> Dict[str, Any]: + async def enrich_graph(self) -> Dict[str, Any]: """ Perform graph enrichment on the given documents. - Args: - documents (List[Document]): List of documents to enrich. - Returns: Dict[str, Any]: Results of the graph enrichment process. """ @@ -54,39 +49,3 @@ async def enrich_graph( raise R2RException( status_code=500, message=f"Graph enrichment failed: {str(e)}" ) - - async def query_graph(self, query: str) -> Dict[str, Any]: - """ - Query the knowledge graph. - - Args: - query (str): The query to run against the knowledge graph. - - Returns: - Dict[str, Any]: Results of the graph query. - """ - try: - results = self.providers.database.graph.query(query) - return {"results": results} - except Exception as e: - logger.error(f"Error querying graph: {str(e)}") - raise R2RException( - status_code=500, message=f"Graph query failed: {str(e)}" - ) - - async def get_graph_statistics(self) -> Dict[str, Any]: - """ - Get statistics about the knowledge graph. - - Returns: - Dict[str, Any]: Statistics about the knowledge graph. - """ - try: - stats = self.providers.database.graph.get_statistics() - return stats - except Exception as e: - logger.error(f"Error getting graph statistics: {str(e)}") - raise R2RException( - status_code=500, - message=f"Failed to retrieve graph statistics: {str(e)}", - ) From 284ab7f4b3febc4bc038a7748d03f3ee30c42588 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Mon, 19 Aug 2024 13:54:14 -0700 Subject: [PATCH 08/74] Feature/fix retrieval endpoint cruft (#887) * tweak 2 * fix retrieval endpoint descriptions --- r2r/main/api/routes/restructure/base.py | 4 +- r2r/main/api/routes/retrieval/base.py | 477 ++---------------- .../retrieval/retrieval_router_openapi.yml | 151 ++++++ r2r/main/app.py | 9 +- 4 files changed, 207 insertions(+), 434 deletions(-) create mode 100644 r2r/main/api/routes/retrieval/retrieval_router_openapi.yml diff --git a/r2r/main/api/routes/restructure/base.py b/r2r/main/api/routes/restructure/base.py index 747d5ed7e..bf07fdc05 100644 --- a/r2r/main/api/routes/restructure/base.py +++ b/r2r/main/api/routes/restructure/base.py @@ -1,6 +1,4 @@ -from typing import List, Optional - -from fastapi import Depends, Form +from fastapi import Depends from r2r.main.api.routes.base_router import BaseRouter from r2r.main.engine import R2REngine diff --git a/r2r/main/api/routes/retrieval/base.py b/r2r/main/api/routes/retrieval/base.py index f52a69748..b5c4f6e2e 100644 --- a/r2r/main/api/routes/retrieval/base.py +++ b/r2r/main/api/routes/retrieval/base.py @@ -1,5 +1,7 @@ +from pathlib import Path from typing import Optional +import yaml from fastapi import Body, Depends from fastapi.responses import StreamingResponse @@ -10,7 +12,11 @@ RunType, VectorSearchSettings, ) -from r2r.base.api.models import WrappedRAGResponse, WrappedSearchResponse +from r2r.base.api.models import ( + WrappedRAGAgentResponse, + WrappedRAGResponse, + WrappedSearchResponse, +) from ....engine import R2REngine from ..base_router import BaseRouter @@ -19,138 +25,34 @@ class RetrievalRouter(BaseRouter): def __init__(self, engine: R2REngine): super().__init__(engine) + self.openapi_extras = self.load_openapi_extras() self.setup_routes() + def load_openapi_extras(self): + yaml_path = Path(__file__).parent / "retrieval_router_openapi.yml" + with open(yaml_path, "r") as yaml_file: + yaml_content = yaml.safe_load(yaml_file) + return yaml_content + def retrieval_endpoint(self, run_type: RunType = RunType.RETRIEVAL): return self.base_endpoint(run_type) def setup_routes(self): + search_extras = self.openapi_extras.get("search", {}) + search_descriptions = search_extras.get("input_descriptions", {}) + @self.router.post( "/search", - responses={ - 200: { - "description": "Successful Response", - "content": { - "application/json": { - "schema": { - "type": "object", - "properties": { - "results": { - "type": "object", - "properties": { - "vector_search_results": { - "type": "array", - "items": { - "type": "object", - "properties": { - "fragment_id": { - "type": "string" - }, - "extraction_id": { - "type": "string" - }, - "document_id": { - "type": "string" - }, - "user_id": { - "type": "string" - }, - "group_ids": { - "type": "array", - "items": { - "type": "string" - }, - }, - "score": { - "type": "number" - }, - "text": { - "type": "string" - }, - "metadata": { - "type": "object" - }, - }, - }, - }, - "kg_search_results": { - "type": "object", - "nullable": True, - }, - }, - } - }, - }, - "example": { - "results": { - "vector_search_results": [ - { - "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", - "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.93943702876567796, - "text": "The capital of France is Paris.", - "metadata": { - "title": "france_information.pdf", - "associatedQuery": "What is the capital of France?", - }, - }, - "... Results continued ...", - ], - "kg_search_results": None, - } - }, - } - }, - } - }, - openapi_extra={ - "x-codeSamples": [ - { - "lang": "Python", - "source": """from r2r import R2RClient - -client = R2RClient("http://localhost:8000") -# when using auth, do client.login(...) - -result = client.search( - query="What is the capital of France?", - vector_search_settings={ - "use_vector_search": True, - "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": True - } -) -""", - }, - { - "lang": "Shell", - "source": """curl -X POST "https://api.example.com/search" \\ - -H "Content-Type: application/json" \\ - -H "Authorization: Bearer YOUR_API_KEY" \\ - -d '{ - "query": "What is the capital of France?", - "vector_search_settings": { - "use_vector_search": true, - "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": true - } - }' -""", - }, - ] - }, + openapi_extra=search_extras.get("openapi_extra"), ) @self.retrieval_endpoint async def search_app( - query: str = Body(..., description="Search query"), + query: str = Body( + ..., description=search_descriptions.get("query") + ), vector_search_settings: VectorSearchSettings = Body( default_factory=VectorSearchSettings, - description="Vector search settings", + description=search_descriptions.get("vector_search_settings"), example={ "use_vector_search": True, "filters": {"category": "technology"}, @@ -160,7 +62,7 @@ async def search_app( ), kg_search_settings: KGSearchSettings = Body( default_factory=KGSearchSettings, - description="Knowledge graph search settings", + description=search_descriptions.get("kg_search_settings"), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedSearchResponse: @@ -169,16 +71,15 @@ async def search_app( This endpoint allows for complex filtering of search results using PostgreSQL-based queries. Filters can be applied to various fields such as document_id, and internal metadata values. - Allowed operators include eq, neq, gt, gte, lt, lte, like, ilike, in, and nin. + + + Allowed filtered operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. """ user_groups = set(auth_user.group_ids) - print("user_groups = ", user_groups) selected_groups = set(vector_search_settings.selected_group_ids) - print("selected_groups = ", selected_groups) allowed_groups = user_groups.intersection(selected_groups) - print("allowed_groups = ", allowed_groups) if selected_groups - allowed_groups != set(): raise ValueError( "User does not have access to the specified group(s): " @@ -192,173 +93,38 @@ async def search_app( ], "$and": vector_search_settings.filters, } - print("filters = ", vector_search_settings) - results = await self.engine.asearch( query=query, vector_search_settings=vector_search_settings, kg_search_settings=kg_search_settings, user=auth_user, ) - print("Returning Results:", results) return results + rag_extras = self.openapi_extras.get("rag", {}) + rag_descriptions = rag_extras.get("input_descriptions", {}) + @self.router.post( "/rag", - responses={ - 200: { - "description": "Successful Response", - "content": { - "application/json": { - "schema": { - "type": "object", - "properties": { - "results": { - "type": "object", - "properties": { - "completion": { - "type": "object", - "properties": { - "id": {"type": "string"}, - "choices": { - "type": "array", - "items": { - "type": "object", - "properties": { - "finish_reason": { - "type": "string" - }, - "index": { - "type": "integer" - }, - "message": { - "type": "object", - "properties": { - "content": { - "type": "string" - }, - "role": { - "type": "string" - }, - }, - }, - }, - }, - }, - }, - }, - "search_results": { - "$ref": "#/components/schemas/SearchResponse" - }, - }, - } - }, - }, - "example": { - "results": { - "completion": { - "id": "chatcmpl-123", - "choices": [ - { - "finish_reason": "stop", - "index": 0, - "message": { - "content": "The capital of France is Paris. It is known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", - "role": "assistant", - }, - } - ], - }, - "search_results": { - "vector_search_results": [ - { - "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", - "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.93943702876567796, - "text": "Paris is the capital of France and is famous for its landmarks.", - "metadata": { - "title": "france_information.pdf", - "associatedQuery": "What is the capital of France?", - }, - } - ], - "kg_search_results": None, - }, - } - }, - } - }, - } - }, - openapi_extra={ - "x-codeSamples": [ - { - "lang": "Python", - "source": """from r2r import R2RClient - -client = R2RClient("http://localhost:8000") -# when using auth, do client.login(...) - -result = client.rag( - query="What is the capital of France?", - vector_search_settings={ - "use_vector_search": True, - "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": True - }, - rag_generation_config={ - "stream": False, - "temperature": 0.7, - "max_tokens": 150 - } -) -""", - }, - { - "lang": "Shell", - "source": """curl -X POST "https://api.example.com/rag" \\ - -H "Content-Type: application/json" \\ - -H "Authorization: Bearer YOUR_API_KEY" \\ - -d '{ - "query": "What is the capital of France?", - "vector_search_settings": { - "use_vector_search": true, - "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": true - }, - "rag_generation_config": { - "stream": false, - "temperature": 0.7, - "max_tokens": 150 - } - }' -""", - }, - ] - }, + openapi_extra=rag_extras.get("openapi_extra"), ) @self.retrieval_endpoint async def rag_app( - query: str = Body(..., description="RAG query"), + query: str = Body(..., description=rag_descriptions.get("query")), vector_search_settings: VectorSearchSettings = Body( default_factory=VectorSearchSettings, - description="Vector search settings", + description=rag_descriptions.get("vector_search_settings"), ), kg_search_settings: KGSearchSettings = Body( default_factory=KGSearchSettings, - description="Knowledge graph search settings", + description=rag_descriptions.get("kg_search_settings"), ), rag_generation_config: GenerationConfig = Body( default_factory=GenerationConfig, - description="RAG generation configuration", + description=rag_descriptions.get("rag_generation_config"), ), task_prompt_override: Optional[str] = Body( - None, description="Task prompt override" + None, description=rag_descriptions.get("task_prompt_override") ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedRAGResponse: @@ -401,184 +167,42 @@ async def stream_generator(): else: return response + agent_extras = self.openapi_extras.get("agent", {}) + agent_descriptions = agent_extras.get("input_descriptions", {}) + @self.router.post( "/agent", - responses={ - 200: { - "description": "Successful Response", - "content": { - "application/json": { - "schema": { - "type": "object", - "properties": { - "results": { - "type": "array", - "items": { - "type": "object", - "properties": { - "role": {"type": "string"}, - "content": {"type": "string"}, - "name": { - "type": "string", - "nullable": True, - }, - "function_call": { - "type": "object", - "nullable": True, - }, - "tool_calls": { - "type": "array", - "nullable": True, - }, - }, - }, - } - }, - }, - "example": { - "results": [ - { - "role": "system", - "content": "## You are a helpful assistant that can search for information.\n\nWhen asked a question, perform a search to find relevant information and provide a response.\n\nThe response should contain line-item attributions to relevent search results, and be as informative if possible.\nIf no relevant results are found, then state that no results were found.\nIf no obvious question is present, then do not carry out a search, and instead ask for clarification.", - "name": None, - "function_call": None, - "tool_calls": None, - }, - { - "role": "user", - "content": "Who is the greatest philospher of all time?", - "name": None, - "function_call": None, - "tool_calls": None, - }, - { - "role": "assistant", - "content": "Aristotle is widely considered the greatest philospher of all time.", - "name": None, - "function_call": None, - "tool_calls": None, - }, - { - "role": "user", - "content": "Can you tell me more about him?", - "name": None, - "function_call": None, - "tool_calls": None, - }, - { - "role": "assistant", - "content": None, - "name": None, - "function_call": { - "name": "search", - "arguments": '{"query":"Aristotle biography"}', - }, - "tool_calls": None, - }, - { - "role": "function", - "content": "1. Aristotle[A] (Greek: Ἀριστοτέλης Aristotélēs, pronounced [aristotélɛːs]; 384–322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\n2. Aristotle[A] (Greek: Ἀριστοτέλης Aristotélēs, pronounced [aristotélɛːs]; 384–322 BC) was an Ancient Greek philosopher and polymath. His writings cover a broad range of subjects spanning the natural sciences, philosophy, linguistics, economics, politics, psychology, and the arts. As the founder of the Peripatetic school of philosophy in the Lyceum in Athens, he began the wider Aristotelian tradition that followed, which set the groundwork for the development of modern science.\n3. Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle's parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle's childhood has survived, he probably spent\n4. Aristotle was born in 384 BC[C] in Stagira, Chalcidice,[2] about 55 km (34 miles) east of modern-day Thessaloniki.[3][4] His father, Nicomachus, was the personal physician to King Amyntas of Macedon. While he was young, Aristotle learned about biology and medical information, which was taught by his father.[5] Both of Aristotle's parents died when he was about thirteen, and Proxenus of Atarneus became his guardian.[6] Although little information about Aristotle's childhood has survived, he probably spent\n5. Life\nIn general, the details of Aristotle's life are not well-established. The biographies written in ancient times are often speculative and historians only agree on a few salient points.[B]\n", - "name": "search", - "function_call": None, - "tool_calls": None, - }, - { - "role": "assistant", - "content": "Aristotle (384–322 BC) was an Ancient Greek philosopher and polymath whose contributions have had a profound impact on various fields of knowledge. Here are some key points about his life and work:\n\n1. **Early Life**: Aristotle was born in 384 BC in Stagira, Chalcidice, which is near modern-day Thessaloniki, Greece. His father, Nicomachus, was the personal physician to King Amyntas of Macedon, which exposed Aristotle to medical and biological knowledge from a young age [C].\n\n2. **Education and Career**: After the death of his parents, Aristotle was sent to Athens to study at Plato's Academy, where he remained for about 20 years. After Plato's death, Aristotle left Athens and eventually became the tutor of Alexander the Great [C].\n\n3. **Philosophical Contributions**: Aristotle founded the Lyceum in Athens, where he established the Peripatetic school of philosophy. His works cover a wide range of subjects, including metaphysics, ethics, politics, logic, biology, and aesthetics. His writings laid the groundwork for many modern scientific and philosophical inquiries [A].\n\n4. **Legacy**: Aristotle's influence extends beyond philosophy to the natural sciences, linguistics, economics, and psychology. His method of systematic observation and analysis has been foundational to the development of modern science [A].\n\nAristotle's comprehensive approach to knowledge and his systematic methodology have earned him a lasting legacy as one of the greatest philosophers of all time.\n\nSources:\n- [A] Aristotle's broad range of writings and influence on modern science.\n- [C] Details about Aristotle's early life and education.", - "name": None, - "function_call": None, - "tool_calls": None, - }, - ] - }, - } - }, - } - }, - openapi_extra={ - "x-codeSamples": [ - { - "lang": "Python", - "source": """from r2r import R2RClient - -client = R2RClient("http://localhost:8000") -# when using auth, do client.login(...) - -result = client.agent( - messages=[ - {"role": "user", "content": "Who is the greatest philospher of all time?"}, - {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, - {"role": "user", "content": "Can you tell me more about him?"} - ], - vector_search_settings={ - "use_vector_search": True, - "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": True - }, - rag_generation_config={ - "stream": False, - "temperature": 0.7, - "max_tokens": 200 - }, - include_title_if_available=True -) -""", - }, - { - "lang": "Shell", - "source": """curl -X POST "https://api.example.com/agent" \\ - -H "Content-Type: application/json" \\ - -H "Authorization: Bearer YOUR_API_KEY" \\ - -d '{ - "messages": [ - {"role": "user", "content": "Who is the greatest philospher of all time?"}, - {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, - {"role": "user", "content": "Can you tell me more about him?"} - ], - "vector_search_settings": { - "use_vector_search": true, - "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, - "search_limit": 20, - "do_hybrid_search": true - }, - "rag_generation_config": { - "stream": false, - "temperature": 0.7, - "max_tokens": 200 - }, - "include_title_if_available": true - }' -""", - }, - ] - }, + openapi_extra=agent_extras.get("openapi_extra"), ) @self.retrieval_endpoint async def agent_app( messages: list[Message] = Body( - ..., description="List of message objects" + ..., description=agent_descriptions.get("messages") ), vector_search_settings: VectorSearchSettings = Body( default_factory=VectorSearchSettings, - description="Vector search settings", + description=agent_descriptions.get("vector_search_settings"), ), kg_search_settings: KGSearchSettings = Body( default_factory=KGSearchSettings, - description="Knowledge graph search settings", + description=agent_descriptions.get("kg_search_settings"), ), rag_generation_config: GenerationConfig = Body( default_factory=GenerationConfig, - description="RAG generation configuration", + description=agent_descriptions.get("rag_generation_config"), ), task_prompt_override: Optional[str] = Body( - None, description="Task prompt override" + None, + description=agent_descriptions.get("task_prompt_override"), ), include_title_if_available: bool = Body( - True, description="Include title if available" + True, + description=agent_descriptions.get( + "include_title_if_available" + ), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ): + ) -> WrappedRAGAgentResponse: """ Implement an agent-based interaction for complex query processing. @@ -597,7 +221,6 @@ async def agent_app( ], "$and": vector_search_settings.filters, } - print("filters = ", vector_search_settings) response = await self.engine.arag_agent( messages=messages, vector_search_settings=vector_search_settings, diff --git a/r2r/main/api/routes/retrieval/retrieval_router_openapi.yml b/r2r/main/api/routes/retrieval/retrieval_router_openapi.yml new file mode 100644 index 000000000..7faa8c0b2 --- /dev/null +++ b/r2r/main/api/routes/retrieval/retrieval_router_openapi.yml @@ -0,0 +1,151 @@ +search: + openapi_extra: + x-codeSamples: + - lang: Python + source: | + from r2r import R2RClient + + client = R2RClient("http://localhost:8000") + # when using auth, do client.login(...) + + result = client.search( + query="What is the capital of France?", + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + } + ) + - lang: Shell + source: | + curl -X POST "https://api.example.com/search" \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer YOUR_API_KEY" \ + -d '{ + "query": "What is the capital of France?", + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + } + }' + + input_descriptions: + query: "Search query" + vector_search_settings: "Vector search settings" + kg_search_settings: "Knowledge graph search settings" + +rag: + openapi_extra: + x-codeSamples: + - lang: Python + source: | + from r2r import R2RClient + + client = R2RClient("http://localhost:8000") + # when using auth, do client.login(...) + + result = client.rag( + query="What is the capital of France?", + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + }, + rag_generation_config={ + "stream": False, + "temperature": 0.7, + "max_tokens": 150 + } + ) + - lang: Shell + source: | + curl -X POST "https://api.example.com/rag" \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer YOUR_API_KEY" \ + -d '{ + "query": "What is the capital of France?", + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + }, + "rag_generation_config": { + "stream": false, + "temperature": 0.7, + "max_tokens": 150 + } + }' + + input_descriptions: + query: "RAG query" + vector_search_settings: "Vector search settings" + kg_search_settings: "Knowledge graph search settings" + rag_generation_config: "RAG generation configuration" + task_prompt_override: "Task prompt override" + +agent: + openapi_extra: + x-codeSamples: + - lang: Python + source: | + from r2r import R2RClient + + client = R2RClient("http://localhost:8000") + # when using auth, do client.login(...) + + result = client.agent( + messages=[ + {"role": "user", "content": "Who is the greatest philospher of all time?"}, + {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, + {"role": "user", "content": "Can you tell me more about him?"} + ], + vector_search_settings={ + "use_vector_search": True, + "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": True + }, + rag_generation_config={ + "stream": False, + "temperature": 0.7, + "max_tokens": 200 + }, + include_title_if_available=True + ) + - lang: Shell + source: | + curl -X POST "https://api.example.com/agent" \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer YOUR_API_KEY" \ + -d '{ + "messages": [ + {"role": "user", "content": "Who is the greatest philospher of all time?"}, + {"role": "assistant", "content": "Aristotle is widely considered the greatest philospher of all time."}, + {"role": "user", "content": "Can you tell me more about him?"} + ], + "vector_search_settings": { + "use_vector_search": true, + "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, + "search_limit": 20, + "do_hybrid_search": true + }, + "rag_generation_config": { + "stream": false, + "temperature": 0.7, + "max_tokens": 200 + }, + "include_title_if_available": true + }' + + input_descriptions: + messages: "List of message objects" + vector_search_settings: "Vector search settings" + kg_search_settings: "Knowledge graph search settings" + rag_generation_config: "RAG generation configuration" + task_prompt_override: "Task prompt override" + include_title_if_available: "Include title if available" diff --git a/r2r/main/app.py b/r2r/main/app.py index 0727d81c1..2dd61787c 100644 --- a/r2r/main/app.py +++ b/r2r/main/app.py @@ -20,9 +20,8 @@ def serve(self, host: str = "0.0.0.0", port: int = 8000): def _setup_routes(self): from .api.routes.auth import base as auth_base from .api.routes.ingestion import base as ingestion_base - from .api.routes.kg import base as kg_base from .api.routes.management import base as management_base - from .api.routes.restructure import base as kg_base + from .api.routes.restructure import base as restructure_base from .api.routes.retrieval import base as retrieval_base self.app = FastAPI() @@ -39,14 +38,16 @@ def _setup_routes(self): ) auth_router = auth_base.AuthRouter.build_router(self.engine) - kg_router = kg_base.RestructureRouter.build_router(self.engine) + restructure_router = restructure_base.RestructureRouter.build_router( + self.engine + ) # Include routers in the app self.app.include_router(ingestion_router, prefix="/v1") self.app.include_router(management_router, prefix="/v1") self.app.include_router(retrieval_router, prefix="/v1") self.app.include_router(auth_router, prefix="/v1") - self.app.include_router(kg_router, prefix="/v1") + self.app.include_router(restructure_router, prefix="/v1") @self.app.router.get("/v1/openapi_spec") async def openapi_spec(): From 21701f2801abee0a59adaef74c8f9b67fd9e037f Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Mon, 19 Aug 2024 14:24:39 -0700 Subject: [PATCH 09/74] Python SDK (#886) Clean up Python SDK and routes --- r2r/__init__.py | 1 - r2r/base/__init__.py | 1 - r2r/base/providers/__init__.py | 2 - r2r/base/providers/database.py | 2 - r2r/main/api/client/auth.py | 151 +++++-- r2r/main/api/client/client.py | 1 - r2r/main/api/client/ingestion.py | 13 +- r2r/main/api/client/management.py | 505 +++++++++++++++++------ r2r/main/api/client/restructure.py | 23 +- r2r/main/api/client/retrieval.py | 62 ++- r2r/main/api/routes/auth/base.py | 39 +- r2r/main/api/routes/ingestion/base.py | 44 +- r2r/main/api/routes/management/base.py | 292 +++++++------ r2r/main/api/routes/restructure/base.py | 1 + r2r/main/execution.py | 7 +- r2r/main/services/management_service.py | 16 +- r2r/main/services/restructure_service.py | 4 +- 17 files changed, 749 insertions(+), 415 deletions(-) diff --git a/r2r/__init__.py b/r2r/__init__.py index 7683ef22e..b668bda9e 100644 --- a/r2r/__init__.py +++ b/r2r/__init__.py @@ -147,7 +147,6 @@ "DatabaseProvider", "RelationalDBProvider", "VectorDBProvider", - "VectorDBFilterValue", # Embedding provider "EmbeddingConfig", "EmbeddingProvider", diff --git a/r2r/base/__init__.py b/r2r/base/__init__.py index 8c56ecf62..09f9e00e3 100644 --- a/r2r/base/__init__.py +++ b/r2r/base/__init__.py @@ -116,7 +116,6 @@ "DatabaseProvider", "RelationalDBProvider", "VectorDBProvider", - "VectorDBFilterValue", # Embedding provider "EmbeddingConfig", "EmbeddingProvider", diff --git a/r2r/base/providers/__init__.py b/r2r/base/providers/__init__.py index 487756f6b..87fe0e698 100644 --- a/r2r/base/providers/__init__.py +++ b/r2r/base/providers/__init__.py @@ -6,7 +6,6 @@ DatabaseConfig, DatabaseProvider, RelationalDBProvider, - VectorDBFilterValue, VectorDBProvider, ) from .embedding import EmbeddingConfig, EmbeddingProvider @@ -34,7 +33,6 @@ "DatabaseProvider", "RelationalDBProvider", "VectorDBProvider", - "VectorDBFilterValue", # Embedding provider "EmbeddingConfig", "EmbeddingProvider", diff --git a/r2r/base/providers/database.py b/r2r/base/providers/database.py index a286e3151..354c7a2da 100644 --- a/r2r/base/providers/database.py +++ b/r2r/base/providers/database.py @@ -10,8 +10,6 @@ logger = logging.getLogger(__name__) -VectorDBFilterValue = Union[str, UUID] - class DatabaseConfig(ProviderConfig): def __post_init__(self): diff --git a/r2r/main/api/client/auth.py b/r2r/main/api/client/auth.py index 5631bbd8f..27b8ad71b 100644 --- a/r2r/main/api/client/auth.py +++ b/r2r/main/api/client/auth.py @@ -1,5 +1,4 @@ from typing import Optional -from uuid import UUID from r2r.base import Token from r2r.base.api.models.auth.responses import UserResponse @@ -8,11 +7,28 @@ class AuthMethods: @staticmethod async def register(client, email: str, password: str) -> UserResponse: + """ + Registers a new user with the given email and password. + + Args: + email (str): The email of the user to register. + password (str): The password of the user to register. + + Returns: + UserResponse: The response from the server. + """ data = {"email": email, "password": password} return await client._make_request("POST", "register", json=data) @staticmethod async def verify_email(client, verification_code: str) -> dict: + """ + Verifies the email of a user with the given verification code. + + Args: + verification_code (str): The verification code to verify the email with. + + """ return await client._make_request( "POST", "verify_email", @@ -21,18 +37,82 @@ async def verify_email(client, verification_code: str) -> dict: @staticmethod async def login(client, email: str, password: str) -> dict[str, Token]: + """ + Attempts to log in a user with the given email and password. + + Args: + email (str): The email of the user to log in. + password (str): The password of the user to log in. + + Returns: + dict[str, Token]: The access and refresh tokens from the server. + """ data = {"username": email, "password": password} response = await client._make_request("POST", "login", data=data) client.access_token = response["results"]["access_token"]["token"] client._refresh_token = response["results"]["refresh_token"]["token"] return response + @staticmethod + async def logout(client) -> dict: + """ + Logs out the currently authenticated user. + + Returns: + dict: The response from the server. + """ + response = await client._make_request("POST", "logout") + client.access_token = None + client._refresh_token = None + return response + @staticmethod async def user(client) -> UserResponse: + """ + Retrieves the user information for the currently authenticated user. + + Returns: + UserResponse: The response from the server. + """ return await client._make_request("GET", "user") + @staticmethod + async def update_user( + client, + email: Optional[str] = None, + name: Optional[str] = None, + bio: Optional[str] = None, + profile_picture: Optional[str] = None, + ) -> UserResponse: + """ + Updates the profile information for the currently authenticated user. + + Args: + email (str, optional): The updated email for the user. + name (str, optional): The updated name for the user. + bio (str, optional): The updated bio for the user. + profile_picture (str, optional): The updated profile picture URL for the user. + + Returns: + UserResponse: The response from the server. + """ + data = { + "email": email, + "name": name, + "bio": bio, + "profile_picture": profile_picture, + } + data = {k: v for k, v in data.items() if v is not None} + return await client._make_request("PUT", "user", json=data) + @staticmethod async def refresh_access_token(client) -> dict[str, Token]: + """ + Refreshes the access token for the currently authenticated user. + + Returns: + dict[str, Token]: The access and refresh tokens from the server. + """ data = {"refresh_token": client._refresh_token} response = await client._make_request( "POST", "refresh_access_token", json=data @@ -45,6 +125,16 @@ async def refresh_access_token(client) -> dict[str, Token]: async def change_password( client, current_password: str, new_password: str ) -> dict: + """ + Changes the password of the currently authenticated user. + + Args: + current_password (str): The current password of the user. + new_password (str): The new password to set for the user. + + Returns: + dict: The response from the server. + """ data = { "current_password": current_password, "new_password": new_password, @@ -53,6 +143,15 @@ async def change_password( @staticmethod async def request_password_reset(client, email: str) -> dict: + """ + Requests a password reset for the user with the given email. + + Args: + email (str): The email of the user to request a password reset for. + + Returns: + dict: The response from the server. + """ return await client._make_request( "POST", "request_password_reset", json={"email": email} ) @@ -61,38 +160,36 @@ async def request_password_reset(client, email: str) -> dict: async def confirm_password_reset( client, reset_token: str, new_password: str ) -> dict: - data = {"reset_token": reset_token, "new_password": new_password} - return await client._make_request("POST", "reset_password", json=data) + """ + Confirms a password reset for the user with the given reset token. - @staticmethod - async def logout(client) -> dict: - response = await client._make_request("POST", "logout") - client.access_token = None - client._refresh_token = None - return response + Args: + reset_token (str): The reset token to confirm the password reset with. + new_password (str): The new password to set for the user. - @staticmethod - async def update_user( - client, - email: Optional[str] = None, - name: Optional[str] = None, - bio: Optional[str] = None, - profile_picture: Optional[str] = None, - ) -> UserResponse: - data = { - "email": email, - "name": name, - "bio": bio, - "profile_picture": profile_picture, - } - data = {k: v for k, v in data.items() if v is not None} - return await client._make_request("PUT", "user", json=data) + Returns: + dict: The response from the server. + """ + data = {"reset_token": reset_token, "new_password": new_password} + return await client._make_request("POST", "reset_password", json=data) @staticmethod async def delete_user( - client, user_id: UUID, password: Optional[str] = None + client, user_id: str, password: Optional[str] = None ) -> dict: - data = {"user_id": str(user_id), "password": password} + """ + Deletes the user with the given user ID. + + Args: + user_id (str): The ID of the user to delete. + password (str, optional): The password of the user to delete. + + Returns: + dict: The response from the server. + """ + data = {"user_id": user_id} + if password: + data["password"] = password response = await client._make_request("DELETE", "user", json=data) client.access_token = None client._refresh_token = None diff --git a/r2r/main/api/client/client.py b/r2r/main/api/client/client.py index a6935c1b2..9e44267e6 100644 --- a/r2r/main/api/client/client.py +++ b/r2r/main/api/client/client.py @@ -8,7 +8,6 @@ from r2r.base import R2RException -# Import the new client modules from .auth import AuthMethods from .ingestion import IngestionMethods from .management import ManagementMethods diff --git a/r2r/main/api/client/ingestion.py b/r2r/main/api/client/ingestion.py index cb68c47b3..796e57e8a 100644 --- a/r2r/main/api/client/ingestion.py +++ b/r2r/main/api/client/ingestion.py @@ -2,7 +2,6 @@ import os from contextlib import ExitStack from typing import Optional, Union -from uuid import UUID from r2r.base import ChunkingConfig @@ -13,18 +12,18 @@ class IngestionMethods: async def ingest_files( client, file_paths: list[str], - document_ids: Optional[list[UUID]] = None, - versions: Optional[list[str]] = None, metadatas: Optional[list[dict]] = None, + document_ids: Optional[list[str]] = None, + versions: Optional[list[str]] = None, chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ - Ingest files into the system. + Ingest files into your R2R deployment Args: file_paths (List[str]): List of file paths to ingest. metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. - document_ids (Optional[List[Union[UUID, str]]]): List of document IDs. + document_ids (Optional[List[str]]): List of document IDs. versions (Optional[List[str]]): List of version strings for each file. chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. @@ -80,12 +79,12 @@ async def ingest_files( async def update_files( client, file_paths: list[str], - document_ids: Optional[list[UUID]] = None, + document_ids: Optional[list[str]] = None, metadatas: Optional[list[dict]] = None, chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ - Update existing files in the system. + Update existing files in your R2R deployment. Args: file_paths (List[str]): List of file paths to update. diff --git a/r2r/main/api/client/management.py b/r2r/main/api/client/management.py index ea80e1081..40d62d406 100644 --- a/r2r/main/api/client/management.py +++ b/r2r/main/api/client/management.py @@ -1,13 +1,16 @@ import json from typing import Optional, Union -from uuid import UUID - -from r2r.base import VectorDBFilterValue class ManagementMethods: @staticmethod async def server_stats(client) -> dict: + """ + Get statistics about the server, including the start time, uptime, CPU usage, and memory usage. + + Returns: + dict: The server statistics. + """ return await client._make_request("GET", "server_stats") @staticmethod @@ -15,41 +18,107 @@ async def update_prompt( client, name: str, template: Optional[str] = None, - input_types: Optional[dict[str, str]] = {}, + input_types: Optional[dict[str, str]] = None, ) -> dict: - data = { - "name": name, - "template": template, - "input_types": input_types, - } + """ + Update a prompt in the database. + + Args: + name (str): The name of the prompt to update. + template (Optional[str]): The new template for the prompt. + input_types (Optional[dict[str, str]]): The new input types for the prompt. + + Returns: + dict: The response from the server. + """ + data = {name: name} + if template is not None: + data["template"] = template + if input_types is not None: + data["input_types"] = input_types + return await client._make_request("POST", "update_prompt", json=data) + @staticmethod + async def analytics( + client, + filter_criteria: Optional[Union[dict, str]] = None, + analysis_types: Optional[Union[dict, str]] = None, + ) -> dict: + """ + Get analytics data from the server. + + Args: + filter_criteria (Optional[Union[dict, str]]): The filter criteria to use. + analysis_types (Optional[Union[dict, str]]): The types of analysis to perform. + + Returns: + dict: The analytics data from the server. + """ + params = {} + if filter_criteria: + if isinstance(filter_criteria, dict): + params["filter_criteria"] = json.dumps(filter_criteria) + else: + params["filter_criteria"] = filter_criteria + if analysis_types: + if isinstance(analysis_types, dict): + params["analysis_types"] = json.dumps(analysis_types) + else: + params["analysis_types"] = analysis_types + + return await client._make_request("GET", "analytics", params=params) + @staticmethod async def logs( client, run_type_filter: Optional[str] = None, - max_runs: int = 100, + max_runs: int = None, ) -> dict: - params = { - "run_type_filter": run_type_filter, - "max_runs": max_runs, - } + """ + Get logs from the server. + + Args: + run_type_filter (Optional[str]): The run type to filter by. + max_runs (int): Specifies the maximum number of runs to return. Values outside the range of 1 to 1000 will be adjusted to the nearest valid value with a default of 100. + + Returns: + dict: The logs from the server. + """ + params = {} + if run_type_filter is not None: + params["run_type_filter"] = run_type_filter + if max_runs is not None: + params["max_runs"] = max_runs return await client._make_request("GET", "logs", params=params) @staticmethod async def app_settings(client) -> dict: + """ + Get the configuration settings for the app. + + Returns: + dict: The app settings. + """ return await client._make_request("GET", "app_settings") @staticmethod async def score_completion( client, - message_id: UUID, + message_id: str, score: float = 0.0, ) -> dict: - data = { - "message_id": str(message_id), - "score": score, - } + """ + Assign a score to a message from an LLM completion. The score should be a float between -1.0 and 1.0. + + Args: + message_id (str): The ID of the message to score. + score (float): The score to assign to the message. + + Returns: + dict: The response from the server. + """ + data = {"message_id": message_id, "score": score} return await client._make_request( "POST", "score_completion", json=data ) @@ -57,8 +126,17 @@ async def score_completion( @staticmethod async def users_overview( client, - user_ids: Optional[list[UUID]] = None, + user_ids: Optional[list[str]] = None, ) -> dict: + """ + An overview of users in the R2R deployment. + + Args: + user_ids (Optional[list[str]]): List of user IDs to get an overview for. + + Returns: + dict: The overview of users in the system. + """ params = { "user_ids": [str(uid) for uid in user_ids] if user_ids else None } @@ -69,8 +147,17 @@ async def users_overview( @staticmethod async def delete( client, - filters: dict[str, VectorDBFilterValue], + filters: dict[str, str], ) -> dict: + """ + Delete data from the database given a set of filters. + + Args: + filters (dict[str, str]): The filters to delete by. + + Returns: + dict: The results of the deletion. + """ filters_json = json.dumps(filters) return await client._make_request( @@ -80,19 +167,21 @@ async def delete( @staticmethod async def documents_overview( client, - user_ids: Optional[list[UUID]] = None, - group_ids: Optional[list[UUID]] = None, - document_ids: Optional[list[UUID]] = None, + document_ids: Optional[list[str]] = None, ) -> dict: - params = { - "user_ids": [str(uid) for uid in user_ids] if user_ids else None, - "group_ids": ( - [str(gid) for gid in group_ids] if group_ids else None - ), - "document_ids": ( - [str(did) for did in document_ids] if document_ids else None - ), - } + """ + Get an overview of documents in the R2R deployment. + + Args: + document_ids (Optional[list[str]]): List of document IDs to get an overview for. + + Returns: + dict: The overview of documents in the system. + """ + params = {} + if document_ids: + params["document_ids"] = document_ids + return await client._make_request( "GET", "documents_overview", params=params ) @@ -100,120 +189,193 @@ async def documents_overview( @staticmethod async def document_chunks( client, - document_id: UUID, + document_id: str, ) -> dict: + """ + Get the chunks for a document. + + Args: + document_id (str): The ID of the document to get chunks for. + + Returns: + dict: The chunks for the document. + """ return await client._make_request( - "GET", "document_chunks", params={"document_id": document_id} + "GET", f"document_chunks/{document_id}" ) @staticmethod async def inspect_knowledge_graph( client, - limit: int = 10000, - ) -> str: - params = {"limit": limit} + limit: Optional[int] = None, + ) -> dict: + """ + Inspect the knowledge graph associated with your R2R deployment. + + Args: + limit (Optional[int]): The maximum number of nodes to return. Defaults to 100. + + Returns: + dict: The knowledge graph inspection results. + """ + params = {} + if limit is not None: + params["limit"] = limit return await client._make_request( "GET", "inspect_knowledge_graph", params=params ) @staticmethod - async def assign_document_to_group( + async def groups_overview( client, - document_id: str, - group_id: UUID, + group_ids: Optional[list[str]] = None, + limit: Optional[int] = None, + offset: Optional[int] = None, ) -> dict: - data = { - "document_id": document_id, - "group_id": str(group_id), - } - return await client._make_request( - "POST", "assign_document_to_group", json=data - ) + """ + Get an overview of existing groups. - @staticmethod - async def remove_document_from_group( - client, - document_id: str, - group_id: UUID, - ) -> dict: - data = { - "document_id": document_id, - "group_id": str(group_id), - } - return await client._make_request( - "POST", "remove_document_from_group", json=data - ) + Args: + group_ids (Optional[list[str]]): List of group IDs to get an overview for. + limit (Optional[int]): The maximum number of groups to return. + offset (Optional[int]): The offset to start listing groups from. - @staticmethod - async def get_document_groups( - client, - document_id: str, - ) -> dict: + Returns: + dict: The overview of groups in the system. + """ + params = {} + if group_ids: + params["group_ids"] = group_ids + if limit: + params["limit"] = limit + if offset: + params["offset"] = offset return await client._make_request( - "GET", f"get_document_groups/{document_id}" + "GET", "groups_overview", params=params ) @staticmethod async def create_group( client, name: str, - description: str = "", + description: Optional[str] = None, ) -> dict: - data = { - "name": name, - "description": description, - } + """ + Create a new group. + + Args: + name (str): The name of the group. + description (Optional[str]): The description of the group. + + Returns: + dict: The response from the server. + """ + data = {"name": name} + if description is not None: + data["description"] = description + return await client._make_request("POST", "create_group", json=data) @staticmethod async def get_group( client, - group_id: UUID, + group_id: str, ) -> dict: + """ + Get a group by its ID. + + Args: + group_id (str): The ID of the group to get. + + Returns: + dict: The group data. + """ return await client._make_request("GET", f"get_group/{group_id}") @staticmethod async def update_group( client, - group_id: UUID, + group_id: str, name: Optional[str] = None, description: Optional[str] = None, ) -> dict: - data = { - "group_id": str(group_id), - "name": name, - "description": description, - } + """ + Updates the name and description of a group. + + Args: + group_id (str): The ID of the group to update. + name (Optional[str]): The new name for the group. + description (Optional[str]): The new description of the group. + + Returns: + dict: The response from the server. + """ + data = {"group_id": group_id} + if name is not None: + data["name"] = name + if description is not None: + data["description"] = description + return await client._make_request("PUT", "update_group", json=data) @staticmethod async def delete_group( client, - group_id: UUID, + group_id: str, ) -> dict: + """ + Delete a group by its ID. + + Args: + group_id (str): The ID of the group to delete. + + Returns: + dict: The response from the server. + """ return await client._make_request("DELETE", f"delete_group/{group_id}") @staticmethod async def list_groups( client, - offset: int = 0, - limit: int = 100, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: - params = { - "offset": offset, - "limit": limit, - } + """ + List all groups in the R2R deployment. + + Args: + offset (Optional[int]): The offset to start listing groups from. + limit (Optional[int]): The maximum number of groups to return. + + Returns: + dict: The list of groups. + """ + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit return await client._make_request("GET", "list_groups", params=params) @staticmethod async def add_user_to_group( client, - user_id: UUID, - group_id: UUID, + user_id: str, + group_id: str, ) -> dict: + """ + Add a user to a group. + + Args: + user_id (str): The ID of the user to add. + group_id (str): The ID of the group to add the user to. + + Returns: + dict: The response from the server. + """ data = { - "user_id": str(user_id), - "group_id": str(group_id), + "user_id": user_id, + "group_id": group_id, } return await client._make_request( "POST", "add_user_to_group", json=data @@ -222,12 +384,22 @@ async def add_user_to_group( @staticmethod async def remove_user_from_group( client, - user_id: UUID, - group_id: UUID, + user_id: str, + group_id: str, ) -> dict: + """ + Remove a user from a group. + + Args: + user_id (str): The ID of the user to remove. + group_id (str): The ID of the group to remove the user from. + + Returns: + dict: The response from the server. + """ data = { - "user_id": str(user_id), - "group_id": str(group_id), + "user_id": user_id, + "group_id": group_id, } return await client._make_request( "POST", "remove_user_from_group", json=data @@ -236,14 +408,26 @@ async def remove_user_from_group( @staticmethod async def get_users_in_group( client, - group_id: UUID, - offset: int = 0, - limit: int = 100, + group_id: str, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: - params = { - "offset": offset, - "limit": limit, - } + """ + Get all users in a group. + + Args: + group_id (str): The ID of the group to get users for. + offset (Optional[int]): The offset to start listing users from. + limit (Optional[int]): The maximum number of users to return. + + Returns: + dict: The list of users in the group. + """ + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit return await client._make_request( "GET", f"get_users_in_group/{group_id}", params=params ) @@ -251,60 +435,111 @@ async def get_users_in_group( @staticmethod async def get_groups_for_user( client, - user_id: UUID, + user_id: str, ) -> dict: + """ + Get all groups that a user is a member of. + + Args: + user_id (str): The ID of the user to get groups for. + + Returns: + dict: The list of groups that the user is a member of. + """ return await client._make_request( "GET", f"get_groups_for_user/{user_id}" ) @staticmethod - async def groups_overview( + async def assign_document_to_group( client, - group_ids: Optional[list[UUID]] = None, - limit: int = 100, - offset: int = 0, + document_id: str, + group_id: str, ) -> dict: - params = { - "limit": limit, - "offset": offset, + """ + Assign a document to a group. + + Args: + document_id (str): The ID of the document to assign. + group_id (str): The ID of the group to assign the document to. + + Returns: + dict: The response from the server. + """ + data = { + "document_id": document_id, + "group_id": group_id, } - if group_ids is not None: - params["group_ids"] = [str(gid) for gid in group_ids] return await client._make_request( - "GET", "groups_overview", params=params + "POST", "assign_document_to_group", json=data ) + # TODO: Verify that this method is implemented, also, should be a PUT request @staticmethod - async def get_documents_in_group( + async def remove_document_from_group( client, - group_id: UUID, - offset: int = 0, - limit: int = 100, + document_id: str, + group_id: str, ) -> dict: - params = { - "offset": offset, - "limit": limit, + """ + Remove a document from a group. + + Args: + document_id (str): The ID of the document to remove. + group_id (str): The ID of the group to remove the document from. + + Returns: + dict: The response from the server. + """ + data = { + "document_id": document_id, + "group_id": group_id, } return await client._make_request( - "GET", f"group/{group_id}/documents", params=params + "POST", "remove_document_from_group", json=data ) @staticmethod - async def analytics( + async def get_document_groups( client, - filter_criteria: Optional[Union[dict, str]] = None, - analysis_types: Optional[Union[dict, str]] = None, + document_id: str, ) -> dict: - params = {} - if filter_criteria: - if isinstance(filter_criteria, dict): - params["filter_criteria"] = json.dumps(filter_criteria) - else: - params["filter_criteria"] = filter_criteria - if analysis_types: - if isinstance(analysis_types, dict): - params["analysis_types"] = json.dumps(analysis_types) - else: - params["analysis_types"] = analysis_types + """ + Get all groups that a document is assigned to. - return await client._make_request("GET", "analytics", params=params) + Args: + document_id (str): The ID of the document to get groups for. + + Returns: + dict: The list of groups that the document is assigned to. + """ + return await client._make_request( + "GET", f"get_document_groups/{document_id}" + ) + + @staticmethod + async def get_documents_in_group( + client, + group_id: str, + offset: Optional[int] = None, + limit: Optional[int] = None, + ) -> dict: + """ + Get all documents in a group. + + Args: + group_id (str): The ID of the group to get documents for. + offset (Optional[int]): The offset to start listing documents from. + limit (Optional[int]): The maximum number of documents to return. + + Returns: + dict: The list of documents in the group. + """ + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit + return await client._make_request( + "GET", f"group/{group_id}/documents", params=params + ) diff --git a/r2r/main/api/client/restructure.py b/r2r/main/api/client/restructure.py index 801fdb5c3..251c1667f 100644 --- a/r2r/main/api/client/restructure.py +++ b/r2r/main/api/client/restructure.py @@ -1,25 +1,10 @@ -from typing import Any, Dict, List, Optional - -from r2r.base import Document - - class RestructureMethods: @staticmethod - async def enrich_graph( - client, documents: Optional[List[Document]] = None - ) -> Dict[str, Any]: + async def enrich_graph(client) -> dict: """ - Perform graph enrichment on the given documents. - - Args: - documents (Optional[List[Document]]): List of documents to enrich. If None, enriches the entire graph. + Perform graph enrichment over the entire graph. Returns: - Dict[str, Any]: Results of the graph enrichment process. + dict: Results of the graph enrichment process. """ - data = { - "documents": ( - [doc.model_dump() for doc in documents] if documents else None - ) - } - return await client._make_request("POST", "enrich_graph", json=data) + return await client._make_request("POST", "enrich_graph") diff --git a/r2r/main/api/client/retrieval.py b/r2r/main/api/client/retrieval.py index c28d1d2b2..8255c444b 100644 --- a/r2r/main/api/client/retrieval.py +++ b/r2r/main/api/client/retrieval.py @@ -21,6 +21,17 @@ async def search( *args, **kwargs ) -> SearchResponse: + """ + Conduct a vector and/or KG search. + + Args: + query (str): The query to search for. + vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. + kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. + + Returns: + SearchResponse: The search response. + """ if isinstance(vector_search_settings, dict): vector_search_settings = VectorSearchSettings( **vector_search_settings @@ -31,16 +42,15 @@ async def search( data = { "query": query, "vector_search_settings": ( - vector_search_settings.dict() + vector_search_settings.model_dump() if vector_search_settings else None ), "kg_search_settings": ( - kg_search_settings.dict() if kg_search_settings else None + kg_search_settings.model_dump() if kg_search_settings else None ), } - response = await client._make_request("POST", "search", json=data) - return response + return await client._make_request("POST", "search", json=data) @staticmethod async def rag( @@ -54,6 +64,18 @@ async def rag( *args, **kwargs ) -> Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: + """ + Conducts a Retrieval Augmented Generation (RAG) search with the given query. + + Args: + query (str): The query to search for. + rag_generation_config (Union[dict, GenerationConfig]): RAG generation configuration. + vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. + kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. + + Returns: + Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: The RAG response + """ if isinstance(rag_generation_config, dict): rag_generation_config = GenerationConfig(**rag_generation_config) if isinstance(vector_search_settings, dict): @@ -65,14 +87,14 @@ async def rag( data = { "query": query, - "rag_generation_config": rag_generation_config.dict(), + "rag_generation_config": rag_generation_config.model_dump(), "vector_search_settings": ( - vector_search_settings.dict() + vector_search_settings.model_dump() if vector_search_settings else None ), "kg_search_settings": ( - kg_search_settings.dict() if kg_search_settings else None + kg_search_settings.model_dump() if kg_search_settings else None ), } @@ -86,8 +108,7 @@ async def stream_response(): return stream_response() else: - response = await client._make_request("POST", "rag", json=data) - return response + return await client._make_request("POST", "rag", json=data) @staticmethod async def agent( @@ -103,6 +124,20 @@ async def agent( *args, **kwargs ) -> Union[list[Message], AsyncGenerator[Message, None]]: + """ + Performs a single turn in a conversation with a RAG agent. + + Args: + messages (List[Union[dict, Message]]): The messages to send to the agent. + rag_generation_config (Union[dict, GenerationConfig]): RAG generation configuration. + vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. + kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. + task_prompt_override (Optional[str]): Task prompt override. + include_title_if_available (Optional[bool]): Include the title if available. + + Returns: + Union[List[Message], AsyncGenerator[Message, None]]: The agent response. + """ if isinstance(rag_generation_config, dict): rag_generation_config = GenerationConfig(**rag_generation_config) if isinstance(vector_search_settings, dict): @@ -119,14 +154,14 @@ async def agent( data = { "messages": [msg.model_dump() for msg in messages], - "rag_generation_config": rag_generation_config.dict(), + "rag_generation_config": rag_generation_config.model_dump(), "vector_search_settings": ( - vector_search_settings.dict() + vector_search_settings.model_dump() if vector_search_settings else None ), "kg_search_settings": ( - kg_search_settings.dict() if kg_search_settings else None + kg_search_settings.model_dump() if kg_search_settings else None ), "task_prompt_override": task_prompt_override, "include_title_if_available": include_title_if_available, @@ -142,5 +177,4 @@ async def stream_response(): return stream_response() else: - response = await client._make_request("POST", "agent", json=data) - return response + return await client._make_request("POST", "agent", json=data) diff --git a/r2r/main/api/routes/auth/base.py b/r2r/main/api/routes/auth/base.py index a9a330910..587effdaf 100644 --- a/r2r/main/api/routes/auth/base.py +++ b/r2r/main/api/routes/auth/base.py @@ -33,7 +33,7 @@ async def register_app( password: str = Body(..., description="User's password"), ): """ - Register a new user. + Register a new user with the given email and password. """ result = await self.engine.aregister(email, password) return result @@ -72,6 +72,22 @@ async def login_app( ) return login_result + @self.router.post( + "/logout", response_model=WrappedGenericMessageResponse + ) + @self.base_endpoint + async def logout_app( + token: str = Depends(oauth2_scheme), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ): + """ + Log out the current user. + + This endpoint invalidates the user's current access token, effectively logging them out. + """ + result = await self.engine.alogout(token) + return GenericMessageResponse(message=result["message"]) + @self.router.get("/user", response_model=WrappedUserResponse) @self.base_endpoint async def get_user_app( @@ -183,28 +199,12 @@ async def reset_password_app( ) return GenericMessageResponse(message=result["message"]) - @self.router.post( - "/logout", response_model=WrappedGenericMessageResponse - ) - @self.base_endpoint - async def logout_app( - token: str = Depends(oauth2_scheme), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ): - """ - Log out the current user. - - This endpoint invalidates the user's current access token, effectively logging them out. - """ - result = await self.engine.alogout(token) - return GenericMessageResponse(message=result["message"]) - @self.router.delete( "/user", response_model=WrappedGenericMessageResponse ) @self.base_endpoint async def delete_user_app( - user_id: UUID = Body(..., description="ID of the user to delete"), + user_id: str = Body(..., description="ID of the user to delete"), password: str | None = Body( None, description="User's current password" ), @@ -218,5 +218,6 @@ async def delete_user_app( """ if auth_user.id != user_id and not auth_user.is_superuser: raise Exception("User ID does not match authenticated user") - result = await self.engine.adelete_user(user_id, password) + user_uuid = uuid.UUID(user_id) + result = await self.engine.adelete_user(user_uuid, password) return GenericMessageResponse(message=result["message"]) diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r/main/api/routes/ingestion/base.py index e49e37d2c..ca7c8e649 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r/main/api/routes/ingestion/base.py @@ -47,7 +47,7 @@ async def ingest_files_app( files: List[UploadFile] = File( ..., description=ingest_files_descriptions.get("files") ), - document_ids: Optional[list[UUID]] = Form( + document_ids: Optional[list[str]] = Form( None, description=ingest_files_descriptions.get("document_ids"), ), @@ -98,20 +98,14 @@ async def ingest_files_app( # Handle user management logic at the request level if not auth_user: for metadata in metadatas or []: - if "user_id" in metadata: - if not is_superuser and metadata["user_id"] != str( - auth_user.id - ): - raise R2RException( - status_code=403, - message="Non-superusers cannot set user_id in metadata.", - ) - if "group_ids" in metadata: - if not is_superuser: - raise R2RException( - status_code=403, - message="Non-superusers cannot set group_ids in metadata.", - ) + if "user_id" in metadata and ( + not is_superuser + and metadata["user_id"] != str(auth_user.id) + ): + raise R2RException( + status_code=403, + message="Non-superusers cannot set user_id in metadata.", + ) # If user is not a superuser, set user_id in metadata metadata["user_id"] = str(auth_user.id) @@ -153,7 +147,7 @@ async def update_files_app( files: List[UploadFile] = File( ..., description=update_files_descriptions.get("files") ), - document_ids: Optional[list[UUID]] = Form( + document_ids: Optional[list[str]] = Form( None, description=update_files_descriptions.get("document_ids") ), metadatas: Optional[list[dict]] = Form( @@ -254,21 +248,21 @@ def parse_ingest_files_form_data( except json.JSONDecodeError as e: raise R2RException( status_code=400, message=f"Invalid JSON in form data: {e}" - ) + ) from e except ValueError as e: - raise R2RException(status_code=400, message=str(e)) + raise R2RException(status_code=400, message=str(e)) from e except Exception as e: raise R2RException( status_code=400, message=f"Error processing form data: {e}" - ) + ) from e @staticmethod def parse_update_files_form_data( metadatas: Optional[list[dict]], - document_ids: Optional[list[UUID]], + document_ids: Optional[list[str]], chunking_config_override: Optional[str], filenames: list[str], - user_id: UUID, + user_id: str, ): try: parsed_metadatas = ( @@ -292,7 +286,7 @@ def parse_update_files_form_data( ] else: parsed_document_ids = [ - generate_user_document_id(filename, user_id) + generate_user_document_id(filename, UUID(user_id)) for filename in filenames ] @@ -311,10 +305,10 @@ def parse_update_files_form_data( except json.JSONDecodeError as e: raise R2RException( status_code=400, message=f"Invalid JSON in form data: {e}" - ) + ) from e except ValueError as e: - raise R2RException(status_code=400, message=str(e)) + raise R2RException(status_code=400, message=str(e)) from e except Exception as e: raise R2RException( status_code=400, message=f"Error processing form data: {e}" - ) + ) from e diff --git a/r2r/main/api/routes/management/base.py b/r2r/main/api/routes/management/base.py index aa4176357..c21150dcd 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r/main/api/routes/management/base.py @@ -6,7 +6,6 @@ import psutil from fastapi import Body, Depends, Path, Query -from pydantic import BaseModel from r2r.base import R2RException from r2r.base.api.models.management.responses import ( @@ -36,6 +35,7 @@ def __init__(self, engine: R2REngine): self.start_time = datetime.now(timezone.utc) self.setup_routes() + # TODO: remove this from the management route, it should be at the base of the server def setup_routes(self): @self.router.get("/health") @self.base_endpoint @@ -84,23 +84,6 @@ async def update_prompt_app( ) return result - @self.router.get("/logs") - @self.base_endpoint - async def logs_app( - run_type_filter: Optional[str] = Query(""), - max_runs: int = Query(100, ge=1, le=1000), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedLogResponse: - if not auth_user.is_superuser: - raise R2RException( - "Only a superuser can call the `logs` endpoint.", 403 - ) - - return await self.engine.alogs( - run_type_filter=run_type_filter, - max_runs=max_runs, - ) - @self.router.get("/analytics") @self.base_endpoint async def get_analytics_app( @@ -135,43 +118,52 @@ async def get_analytics_app( f"Invalid data in query parameters: {str(e)}", 400 ) - @self.router.delete("/delete", status_code=204) - @self.base_endpoint - async def delete_app( - filters: str = Query(..., description="JSON-encoded filters"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> None: - filters_dict = json.loads(filters) if filters else None - return await self.engine.adelete(filters=filters_dict) - - @self.router.get("/document_chunks") + # TODO: should we add a message to the response model with warnings i.e. if the max_runs passed in violates the max_runs limit? + @self.router.get("/logs") @self.base_endpoint - async def document_chunks_app( - document_id: UUID = Query(...), + async def logs_app( + run_type_filter: Optional[str] = Query(""), + max_runs: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedDocumentChunkResponse: - chunks = await self.engine.adocument_chunks(document_id) - - if not chunks: + ) -> WrappedLogResponse: + if not auth_user.is_superuser: raise R2RException( - "No chunks found for the given document ID.", - 404, + "Only a superuser can call the `logs` endpoint.", 403 ) - is_owner = str(chunks[0].get("user_id")) == str(auth_user.id) + return await self.engine.alogs( + run_type_filter=run_type_filter, + max_runs=min(max(max_runs, 1), 1000), + ) - if not is_owner and not auth_user.is_superuser: + @self.router.get("/app_settings") + @self.base_endpoint + async def app_settings( + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedAppSettingsResponse: + if not auth_user.is_superuser: raise R2RException( - "Only a superuser can arbitrarily call document_chunks.", + "Only a superuser can call the `app_settings` endpoint.", 403, ) + return await self.engine.aapp_settings() - return chunks + @self.router.post("/score_completion") + @self.base_endpoint + async def score_completion( + message_id: str = Body(..., description="Message ID"), + score: float = Body(..., description="Completion score"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedScoreCompletionResponse: + message_uuid = UUID(message_id) + return await self.engine.ascore_completion( + message_id=message_uuid, score=score + ) @self.router.get("/users_overview") @self.base_endpoint async def users_overview_app( - user_ids: list[UUID] = Query([]), + user_ids: list[str] = Query([]), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedUserOverviewResponse: if not auth_user.is_superuser: @@ -180,23 +172,62 @@ async def users_overview_app( 403, ) - return await self.engine.ausers_overview(user_ids=user_ids) + user_uuids = [UUID(user_id) for user_id in user_ids] + + return await self.engine.ausers_overview(user_ids=user_uuids) + + @self.router.delete("/delete", status_code=204) + @self.base_endpoint + async def delete_app( + filters: str = Query(..., description="JSON-encoded filters"), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> None: + filters_dict = json.loads(filters) if filters else None + return await self.engine.adelete(filters=filters_dict) @self.router.get("/documents_overview") @self.base_endpoint async def documents_overview_app( - document_id: list[UUID] = Query([]), + document_ids: list[str] = Query([]), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentOverviewResponse: request_user_ids = ( - [auth_user.id] if not auth_user.is_superuser else None + None if auth_user.is_superuser else [auth_user.id] ) + document_uuids = [ + UUID(document_id) for document_id in document_ids + ] return await self.engine.adocuments_overview( user_ids=request_user_ids, group_ids=auth_user.group_ids, - document_ids=document_id, + document_ids=document_uuids, ) + @self.router.get("/document_chunks") + @self.base_endpoint + async def document_chunks_app( + document_id: str = Query(...), + auth_user=Depends(self.engine.providers.auth.auth_wrapper), + ) -> WrappedDocumentChunkResponse: + document_uuid = UUID(document_id) + chunks = await self.engine.adocument_chunks(document_uuid) + + if not chunks: + raise R2RException( + "No chunks found for the given document ID.", + 404, + ) + + is_owner = str(chunks[0].get("user_id")) == str(auth_user.id) + + if not is_owner and not auth_user.is_superuser: + raise R2RException( + "Only a superuser can arbitrarily call document_chunks.", + 403, + ) + + return chunks + @self.router.get("/inspect_knowledge_graph") @self.base_endpoint async def inspect_knowledge_graph( @@ -210,17 +241,28 @@ async def inspect_knowledge_graph( ) return await self.engine.ainspect_knowledge_graph(limit=limit) - @self.router.get("/app_settings") + @self.router.get("/groups_overview") @self.base_endpoint - async def app_settings( + async def groups_overview_app( + group_ids: Optional[list[str]] = Query(None), + limit: Optional[int] = Query(100, ge=1, le=1000), + offset: Optional[int] = Query(0, ge=0), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedAppSettingsResponse: + ) -> WrappedGroupOverviewResponse: if not auth_user.is_superuser: raise R2RException( - "Only a superuser can call the `app_settings` endpoint.", + "Only a superuser can call the `groups_overview` endpoint.", 403, ) - return await self.engine.aapp_settings() + + group_uuids = ( + [UUID(group_id) for group_id in group_ids] + if group_ids + else None + ) + return await self.engine.agroups_overview( + group_ids=group_uuids, limit=limit, offset=offset + ) @self.router.post("/create_group") @self.base_endpoint @@ -238,21 +280,21 @@ async def create_group_app( @self.router.get("/get_group/{group_id}") @self.base_endpoint async def get_group_app( - group_id: UUID = Path(..., description="Group ID"), + group_id: str = Path(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can get group details.", 403 ) - result = await self.engine.aget_group(group_id) - print(result) + group_uuid = UUID(group_id) + result = await self.engine.aget_group(group_uuid) return result @self.router.put("/update_group") @self.base_endpoint async def update_group_app( - group_id: UUID = Body(..., description="Group ID"), + group_id: str = Body(..., description="Group ID"), name: Optional[str] = Body(None, description="Updated group name"), description: Optional[str] = Body( None, description="Updated group description" @@ -261,17 +303,21 @@ async def update_group_app( ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException("Only a superuser can update groups.", 403) - return await self.engine.aupdate_group(group_id, name, description) + group_uuid = UUID(group_id) + return await self.engine.aupdate_group( + group_uuid, name, description + ) @self.router.delete("/delete_group/{group_id}") @self.base_endpoint async def delete_group_app( - group_id: UUID = Path(..., description="Group ID"), + group_id: str = Path(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException("Only a superuser can delete groups.", 403) - return await self.engine.adelete_group(group_id) + group_uuid = UUID(group_id) + return await self.engine.adelete_group(group_uuid) @self.router.get("/list_groups") @self.base_endpoint @@ -284,123 +330,112 @@ async def list_groups_app( raise R2RException( "Only a superuser can list all groups.", 403 ) - return await self.engine.alist_groups(offset, limit) + return await self.engine.alist_groups( + offset=offset, limit=min(max(limit, 1), 1000) + ) @self.router.post("/add_user_to_group") @self.base_endpoint async def add_user_to_group_app( - user_id: UUID = Body(..., description="User ID"), - group_id: UUID = Body(..., description="Group ID"), + user_id: str = Body(..., description="User ID"), + group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedAddUserResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can add users to groups.", 403 ) - result = await self.engine.aadd_user_to_group(user_id, group_id) + user_uuid = UUID(user_id) + group_uuid = UUID(group_id) + result = await self.engine.aadd_user_to_group( + user_uuid, group_uuid + ) return {"result": result} @self.router.post("/remove_user_from_group") @self.base_endpoint async def remove_user_from_group_app( - user_id: UUID = Body(..., description="User ID"), - group_id: UUID = Body(..., description="Group ID"), + user_id: str = Body(..., description="User ID"), + group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can remove users from groups.", 403 ) - return await self.engine.aremove_user_from_group(user_id, group_id) + user_uuid = UUID(user_id) + group_uuid = UUID(group_id) + return await self.engine.aremove_user_from_group( + user_uuid, group_uuid + ) # TODO - Proivde response model @self.router.get("/get_users_in_group/{group_id}") @self.base_endpoint async def get_users_in_group_app( - group_id: UUID = Path(..., description="Group ID"), - offset: int = Query(..., description="Offset"), - limit: int = Query(..., description="limit"), + group_id: str = Path(..., description="Group ID"), + offset: int = Query(0, ge=0, description="Pagination offset"), + limit: int = Query( + 100, ge=1, le=1000, description="Pagination limit" + ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): if not auth_user.is_superuser: raise R2RException( "Only a superuser can get users in a group.", 403 ) + group_uuid = UUID(group_id) return await self.engine.aget_users_in_group( - group_id, offset, limit + group_id=group_uuid, + offset=offset, + limit=min(max(limit, 1), 1000), ) @self.router.get("/get_groups_for_user/{user_id}") @self.base_endpoint async def get_groups_for_user_app( - user_id: UUID = Path(..., description="User ID"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupListResponse: - if not auth_user.is_superuser and auth_user.id != user_id: - raise R2RException( - "You can only get groups for yourself unless you're a superuser.", - 403, - ) - return await self.engine.aget_groups_for_user(user_id) - - @self.router.get("/groups_overview") - @self.base_endpoint - async def groups_overview_app( - group_ids: Optional[list[UUID]] = Query(None), - limit: Optional[int] = Query(100, ge=1, le=1000), - offset: Optional[int] = Query(0, ge=0), + user_id: str = Path(..., description="User ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupOverviewResponse: - print("... group_ids = ", group_ids) + ): if not auth_user.is_superuser: raise R2RException( - "Only a superuser can call the `groups_overview` endpoint.", - 403, + "Only a superuser can get groups for a user.", 403 ) - - return await self.engine.agroups_overview( - group_ids=group_ids, limit=limit, offset=offset - ) - - @self.router.post("/score_completion") - @self.base_endpoint - async def score_completion( - message_id: UUID = Body(..., description="Message ID"), - score: float = Body(..., description="Completion score"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedScoreCompletionResponse: - return await self.engine.ascore_completion( - message_id=message_id, score=score - ) + user_uuid = UUID(user_id) + return await self.engine.aget_groups_for_user(user_uuid) @self.router.post("/assign_document_to_group") @self.base_endpoint async def assign_document_to_group_app( document_id: str = Body(..., description="Document ID"), - group_id: UUID = Body(..., description="Group ID"), + group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can assign documents to groups.", 403 ) + document_uuid = UUID(document_id) + group_uuid = UUID(group_id) return await self.engine.aassign_document_to_group( - document_id, group_id + document_uuid, group_uuid ) @self.router.post("/remove_document_from_group") @self.base_endpoint async def remove_document_from_group_app( document_id: str = Body(..., description="Document ID"), - group_id: UUID = Body(..., description="Group ID"), + group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupResponse: if not auth_user.is_superuser: raise R2RException( "Only a superuser can remove documents from groups.", 403 ) + document_uuid = UUID(document_id) + group_uuid = UUID(group_id) return await self.engine.aremove_document_from_group( - document_id, group_id + document_uuid, group_uuid ) @self.router.get("/get_document_groups/{document_id}") @@ -414,7 +449,7 @@ async def get_document_groups_app( @self.router.get("/group/{group_id}/documents") @self.base_endpoint async def get_documents_in_group_app( - group_id: UUID = Path(..., description="Group ID"), + group_id: str = Path(..., description="Group ID"), offset: int = Query(0, ge=0), limit: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), @@ -423,44 +458,7 @@ async def get_documents_in_group_app( raise R2RException( "Only a superuser can get documents in a group.", 403 ) + group_uuid = UUID(group_id) return await self.engine.aget_documents_in_group( - group_id, offset, limit - ) - - @self.router.post("/assign_document_to_group") - @self.base_endpoint - async def assign_document_to_group_app( - document_id: str = Body(..., description="Document ID"), - group_id: UUID = Body(..., description="Group ID"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: - if not auth_user.is_superuser: - raise R2RException( - "Only a superuser can assign documents to groups.", 403 - ) - return await self.engine.aassign_document_to_group( - document_id, group_id + group_uuid, offset, limit ) - - @self.router.post("/remove_document_from_group") - @self.base_endpoint - async def remove_document_from_group_app( - document_id: str = Body(..., description="Document ID"), - group_id: UUID = Body(..., description="Group ID"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: - if not auth_user.is_superuser: - raise R2RException( - "Only a superuser can remove documents from groups.", 403 - ) - return await self.engine.aremove_document_from_group( - document_id, group_id - ) - - @self.router.get("/get_document_groups/{document_id}") - @self.base_endpoint - async def get_document_groups_app( - document_id: str = Path(..., description="Document ID"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupListResponse: - return await self.engine.aget_document_groups(document_id) diff --git a/r2r/main/api/routes/restructure/base.py b/r2r/main/api/routes/restructure/base.py index bf07fdc05..470d92a32 100644 --- a/r2r/main/api/routes/restructure/base.py +++ b/r2r/main/api/routes/restructure/base.py @@ -4,6 +4,7 @@ from r2r.main.engine import R2REngine +# TODO: Botched by Claude class RestructureRouter(BaseRouter): def __init__(self, engine: R2REngine): super().__init__(engine) diff --git a/r2r/main/execution.py b/r2r/main/execution.py index 74045d4c9..91c97bc4e 100644 --- a/r2r/main/execution.py +++ b/r2r/main/execution.py @@ -15,7 +15,6 @@ GenerationConfig, KGSearchSettings, LogFilterCriteria, - VectorDBFilterValue, VectorSearchSettings, ) @@ -225,7 +224,7 @@ def search( self, query: str, use_vector_search: bool = True, - filters: Optional[dict[str, VectorDBFilterValue]] = None, + filters: Optional[dict[str, str]] = None, search_limit: int = 10, do_hybrid_search: bool = False, use_kg_search: bool = False, @@ -280,7 +279,7 @@ def rag( self, query: str, use_vector_search: bool = True, - filters: Optional[dict[str, VectorDBFilterValue]] = None, + filters: Optional[dict[str, str]] = None, search_limit: int = 10, do_hybrid_search: bool = False, use_kg_search: bool = False, @@ -377,7 +376,7 @@ def enrich_graph(self): def delete( self, - filters: Optional[dict[str, VectorDBFilterValue]] = None, + filters: Optional[dict[str, str]] = None, ): if self.client_mode: return self.client.delete(filters)["results"] diff --git a/r2r/main/services/management_service.py b/r2r/main/services/management_service.py index 462d3cd2f..9e8337b45 100644 --- a/r2r/main/services/management_service.py +++ b/r2r/main/services/management_service.py @@ -1,5 +1,6 @@ import json import logging +import uuid from collections import defaultdict from typing import Any, Dict, List, Optional, Tuple from uuid import UUID @@ -13,7 +14,6 @@ R2RException, RunLoggingSingleton, RunManager, - VectorDBFilterValue, ) from r2r.telemetry.telemetry_decorator import telemetry_event @@ -57,7 +57,7 @@ async def alogs( run_type_filter=run_type_filter, ) run_ids = [run.run_id for run in run_info] - if len(run_ids) == 0: + if not run_ids: return [] logs = await self.logging_connection.get_logs(run_ids) @@ -251,7 +251,7 @@ async def ausers_overview( @telemetry_event("Delete") async def delete( self, - filters: dict[str, VectorDBFilterValue], + filters: dict[str, str], *args, **kwargs, ): @@ -409,10 +409,9 @@ async def aassign_document_to_group( self, document_id: str, group_id: UUID ): - success = self.providers.database.vector.assign_document_to_group( + if self.providers.database.vector.assign_document_to_group( document_id, group_id - ) - if success: + ): return {"message": "Document assigned to group successfully"} else: raise R2RException( @@ -424,10 +423,9 @@ async def aassign_document_to_group( async def aremove_document_from_group( self, document_id: str, group_id: UUID ): - success = self.providers.database.vector.remove_document_from_group( + if self.providers.database.vector.remove_document_from_group( document_id, group_id - ) - if success: + ): return {"message": "Document removed from group successfully"} else: raise R2RException( diff --git a/r2r/main/services/restructure_service.py b/r2r/main/services/restructure_service.py index ab98182da..a68151310 100644 --- a/r2r/main/services/restructure_service.py +++ b/r2r/main/services/restructure_service.py @@ -1,7 +1,7 @@ import logging from typing import Any, Dict, List -from r2r.base import Document, R2RException, RunLoggingSingleton, RunManager +from r2r.base import R2RException, RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig @@ -32,7 +32,7 @@ def __init__( async def enrich_graph(self) -> Dict[str, Any]: """ - Perform graph enrichment on the given documents. + Perform graph enrichment. Returns: Dict[str, Any]: Results of the graph enrichment process. From 735375f1ec114902dfd8f743d2b0a1f3a76b75dc Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Mon, 19 Aug 2024 18:27:09 -0700 Subject: [PATCH 10/74] Separate out SDK, add js and go sdk to monorepo (#888) * Add r2r-js sdk * Add go sdk * Pull out python sdk * remove venv * Update packages * Check in fixes * Remove alembic dependencies --- .github/workflows/r2r-js-sdk-ci.yml | 38 + .../r2r-js-sdk-integration-tests.yml | 68 + .gitignore | 13 + .pre-commit-config.yaml | 4 +- poetry.lock | 231 +- pyproject.toml | 24 +- r2r/main/api/client/__init__.py | 3 - r2r_cli/go.mod | 15 + r2r_cli/go.sum | 10 + r2r_cli/main.go | 21 + r2r_cli/rag_operations.go | 181 + r2r_cli/server_operations.go | 91 + r2r_cli/utils.go | 17 + {r2r => r2r_core}/__init__.py | 2 - {r2r => r2r_core}/agent/__init__.py | 0 {r2r => r2r_core}/agent/base.py | 4 +- {r2r => r2r_core}/agent/rag.py | 12 +- {r2r => r2r_core}/base/__init__.py | 0 .../base/abstractions/__init__.py | 0 {r2r => r2r_core}/base/abstractions/base.py | 0 .../base/abstractions/completion.py | 0 .../base/abstractions/document.py | 0 .../base/abstractions/embedding.py | 0 .../base/abstractions/exception.py | 0 {r2r => r2r_core}/base/abstractions/graph.py | 0 {r2r => r2r_core}/base/abstractions/llm.py | 0 {r2r => r2r_core}/base/abstractions/prompt.py | 0 {r2r => r2r_core}/base/abstractions/search.py | 10 +- {r2r => r2r_core}/base/abstractions/user.py | 0 {r2r => r2r_core}/base/abstractions/vector.py | 0 {r2r => r2r_core}/base/agent/__init__.py | 0 {r2r => r2r_core}/base/agent/agent.py | 4 +- {r2r => r2r_core}/base/agent/base.py | 6 +- {r2r => r2r_core}/base/api/models/__init__.py | 0 .../base/api/models/auth/__init__.py | 0 .../base/api/models/auth/responses.py | 4 +- {r2r => r2r_core}/base/api/models/base.py | 0 .../base/api/models/ingestion/__init__.py | 0 .../base/api/models/ingestion/responses.py | 2 +- .../base/api/models/management/__init__.py | 0 .../base/api/models/management/responses.py | 2 +- .../base/api/models/retrieval/__init__.py | 0 .../base/api/models/retrieval/responses.py | 7 +- {r2r => r2r_core}/base/logging/__init__.py | 0 {r2r => r2r_core}/base/logging/base.py | 0 .../base/logging/log_processor.py | 0 {r2r => r2r_core}/base/logging/run_logger.py | 0 {r2r => r2r_core}/base/logging/run_manager.py | 6 +- {r2r => r2r_core}/base/parsers/__init__.py | 0 {r2r => r2r_core}/base/parsers/base_parser.py | 0 {r2r => r2r_core}/base/pipeline/__init__.py | 0 .../base/pipeline/base_pipeline.py | 0 {r2r => r2r_core}/base/pipes/__init__.py | 0 {r2r => r2r_core}/base/pipes/base_pipe.py | 4 +- {r2r => r2r_core}/base/providers/__init__.py | 0 {r2r => r2r_core}/base/providers/auth.py | 0 {r2r => r2r_core}/base/providers/base.py | 6 +- {r2r => r2r_core}/base/providers/chunking.py | 0 {r2r => r2r_core}/base/providers/crypto.py | 0 {r2r => r2r_core}/base/providers/database.py | 0 {r2r => r2r_core}/base/providers/embedding.py | 0 {r2r => r2r_core}/base/providers/kg.py | 0 {r2r => r2r_core}/base/providers/llm.py | 2 +- {r2r => r2r_core}/base/providers/parsing.py | 0 {r2r => r2r_core}/base/providers/prompt.py | 0 {r2r => r2r_core}/base/utils/__init__.py | 0 {r2r => r2r_core}/base/utils/base_utils.py | 0 .../base/utils/splitter/__init__.py | 0 {r2r => r2r_core}/base/utils/splitter/text.py | 0 {r2r => r2r_core}/cli/__init__.py | 0 {r2r => r2r_core}/cli/cli.py | 4 +- {r2r => r2r_core}/cli/command_group.py | 2 +- {r2r => r2r_core}/cli/commands/__init__.py | 0 .../cli/commands/auth_operations.py | 2 +- .../cli/commands/document_operations.py | 4 +- .../cli/commands/kg_operations.py | 4 +- .../commands/oberservability_operations.py | 6 +- .../cli/commands/rag_operations.py | 6 +- .../cli/commands/server_operations.py | 6 +- {r2r => r2r_core}/cli/utils/__init__.py | 0 {r2r => r2r_core}/cli/utils/docker_utils.py | 4 +- {r2r => r2r_core}/cli/utils/param_types.py | 0 {r2r => r2r_core}/cli/utils/timer.py | 0 {r2r => 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r2r_go_sdk/pkg/sdk/ingestion.go create mode 100644 r2r_go_sdk/pkg/sdk/management.go create mode 100644 r2r_go_sdk/pkg/sdk/restructure.go create mode 100644 r2r_go_sdk/pkg/sdk/retrieval.go create mode 100644 r2r_js_sdk/README.md create mode 100644 r2r_js_sdk/__tests__/r2rClient.test.ts create mode 100644 r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts create mode 100644 r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts create mode 100644 r2r_js_sdk/examples/data/folder/karamozov.txt create mode 100644 r2r_js_sdk/examples/data/folder/myshkin.txt create mode 100644 r2r_js_sdk/examples/data/raskolnikov.txt create mode 100644 r2r_js_sdk/examples/hello_r2r.js create mode 100644 r2r_js_sdk/jest.config.js create mode 100644 r2r_js_sdk/package-lock.json create mode 100644 r2r_js_sdk/package.json create mode 100644 r2r_js_sdk/pnpm-lock.yaml create mode 100644 r2r_js_sdk/src/feature.ts create mode 100644 r2r_js_sdk/src/index.ts create mode 100644 r2r_js_sdk/src/models.tsx create mode 100644 r2r_js_sdk/src/r2rClient.ts create mode 100644 r2r_js_sdk/tsconfig.json create mode 100644 r2r_python_sdk/README.md create mode 100644 r2r_python_sdk/poetry.lock create mode 100644 r2r_python_sdk/pyproject.toml create mode 100644 r2r_python_sdk/r2r/__init__.py rename {r2r/main/api/client => r2r_python_sdk/r2r}/auth.py (98%) rename {r2r/main/api/client => r2r_python_sdk/r2r}/client.py (99%) rename {r2r/main/api/client => r2r_python_sdk/r2r}/ingestion.py (99%) rename {r2r/main/api/client => r2r_python_sdk/r2r}/management.py (100%) create mode 100644 r2r_python_sdk/r2r/models.py rename {r2r/main/api/client => r2r_python_sdk/r2r}/restructure.py (100%) rename {r2r/main/api/client => r2r_python_sdk/r2r}/retrieval.py (96%) diff --git a/.github/workflows/r2r-js-sdk-ci.yml b/.github/workflows/r2r-js-sdk-ci.yml new file mode 100644 index 000000000..474f90df6 --- /dev/null +++ b/.github/workflows/r2r-js-sdk-ci.yml @@ -0,0 +1,38 @@ +name: R2R JS SDK Integration CI + +on: + push: + branches: [main] + paths: + - 'r2r_js_sdk/**' + pull_request: + branches: [main] + paths: + - 'r2r_js_sdk/**' + +jobs: + build-and-test: + runs-on: ubuntu-latest + + defaults: + run: + working-directory: r2r_js_sdk + + steps: + - uses: actions/checkout@v2 + + - name: Use Node.js + uses: actions/setup-node@v2 + with: + node-version: "18" + + - name: Install pnpm + uses: pnpm/action-setup@v2 + with: + version: 8 + + - name: Install dependencies + run: pnpm install + + - name: Build + run: pnpm run build diff --git a/.github/workflows/r2r-js-sdk-integration-tests.yml b/.github/workflows/r2r-js-sdk-integration-tests.yml new file mode 100644 index 000000000..1ee8ade29 --- /dev/null +++ b/.github/workflows/r2r-js-sdk-integration-tests.yml @@ -0,0 +1,68 @@ +name: R2R JS SDK Integration Tests + +on: + push: + branches: [main] + paths: + - 'r2r_js_sdk/**' + pull_request: + branches: [main] + paths: + - 'r2r_js_sdk/**' + +jobs: + test: + runs-on: ubuntu-latest + + defaults: + run: + working-directory: r2r_js_sdk + + steps: + - uses: actions/checkout@v2 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: "3.x" + + - name: Install R2R + run: | + python -m pip install --upgrade pip + pip install r2r + + - name: Start R2R server + env: + POSTGRES_HOST: ${{ secrets.POSTGRES_HOST }} + POSTGRES_USER: ${{ secrets.POSTGRES_USER }} + POSTGRES_PASSWORD: ${{ secrets.POSTGRES_PASSWORD }} + POSTGRES_PORT: ${{ secrets.POSTGRES_PORT }} + POSTGRES_DBNAME: ${{ secrets.POSTGRES_DBNAME }} + POSTGRES_VECS_COLLECTION: ${{ secrets.POSTGRES_VECS_COLLECTION }} + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + run: | + r2r serve --port=8000 > r2r_server.log 2>&1 & + sleep 15 + + - name: Use Node.js + uses: actions/setup-node@v2 + with: + node-version: "20.x" + + - name: Install dependencies + run: npm ci + + - name: Check if R2R server is running + run: | + curl http://localhost:8000/health || echo "Server not responding" + + - name: Display R2R server logs if server not responding + if: failure() + run: cat r2r_server.log + + - name: Run integration tests + run: npm run test + + - name: Display R2R server logs if tests fail + if: failure() + run: cat r2r_server.log diff --git a/.gitignore b/.gitignore index 7dae56630..08c80b273 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ +**/.DS_Store .env .DS_Store *.gguf @@ -15,3 +16,15 @@ coverage.xml **/*.sqlite* **/*.sqlite3* + +node_modules/ +dist/ + +*.exe +*.exe~ +*.dll +*.so +*.dylib +*.test +go.work +go.work.sum diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 1bfad76f0..f6fdbfd4e 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -15,11 +15,11 @@ repos: entry: poetry run isort language: system types: [python] - args: ["--check", "--diff"] + args: ["--profile", "black", "--filter-files"] - id: black name: black entry: poetry run black language: system types: [python] - args: ["--check", "--diff"] + exclude: ^(.venv|venv|env)/ diff --git 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">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] @@ -2720,8 +2697,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.23.2", markers = "python_version == \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.2", markers = "python_version == \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -3997,19 +3974,19 @@ stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"] [[package]] name = "setuptools" -version = "72.2.0" +version = "73.0.0" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = false python-versions = ">=3.8" files = [ - {file = "setuptools-72.2.0-py3-none-any.whl", hash = "sha256:f11dd94b7bae3a156a95ec151f24e4637fb4fa19c878e4d191bfb8b2d82728c4"}, - {file = "setuptools-72.2.0.tar.gz", hash = "sha256:80aacbf633704e9c8bfa1d99fa5dd4dc59573efcf9e4042c13d3bcef91ac2ef9"}, + {file = "setuptools-73.0.0-py3-none-any.whl", hash = "sha256:f2bfcce7ae1784d90b04c57c2802e8649e1976530bb25dc72c2b078d3ecf4864"}, + {file = "setuptools-73.0.0.tar.gz", hash = "sha256:3c08705fadfc8c7c445cf4d98078f0fafb9225775b2b4e8447e40348f82597c0"}, ] [package.extras] -core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"] +core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"] -test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"] +test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] [[package]] name = "six" @@ -4808,4 +4785,4 @@ ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "df92f12a9cb37e0c8ae9ff29eb41b7fe4028acc04364639374bd4ef738b3718a" +content-hash = "0b89a6e36e677978419390c55a8c6331c80d867cc0b72af6c60b68ac1b89760f" diff --git a/pyproject.toml b/pyproject.toml index 248772265..41a348bbe 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,13 +3,13 @@ requires = ["poetry-core", "setuptools", "wheel"] build-backend = "poetry.core.masonry.api" [tool.poetry] -name = "r2r" -version = "0.2.85" +name = "r2r_core" +version = "0.1.0" description = "SciPhi R2R" authors = ["Owen Colegrove "] license = "MIT" readme = "README.md" -include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml", "alembic.ini"] +include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] [tool.poetry.dependencies] # Python Versions @@ -65,7 +65,6 @@ pyjwt = "^2.8.0" toml = "^0.10.2" pyyaml = "^6.0.1" poppler-utils = "^0.1.0" -alembic = "^1.13.2" # unstructured = {version = "^0.15.0"} psutil = "^6.0.0" deepdiff = "^7.0.1" @@ -91,10 +90,25 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "r2r.cli.cli:main" +r2r = "r2r_core.cli.cli:main" [tool.black] line-length = 79 +target-version = ['py39'] +include = '\.pyi?$' +extend-exclude = ''' +/( + # directories + \.eggs + | \.git + | \.hg + | \.mypy_cache + | \.tox + | \.venv + | build + | dist +)/ +''' [tool.mypy] ignore_missing_imports = true diff --git a/r2r/main/api/client/__init__.py b/r2r/main/api/client/__init__.py deleted file mode 100644 index 0d6c2e934..000000000 --- a/r2r/main/api/client/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .client import R2RClient - -__all__ = ["R2RClient"] diff --git a/r2r_cli/go.mod b/r2r_cli/go.mod new file mode 100644 index 000000000..b06fde584 --- /dev/null +++ b/r2r_cli/go.mod @@ -0,0 +1,15 @@ +module r2r-cli + +go 1.23.0 + +replace github.com/yourusername/r2r-go-sdk => ../r2r-go-sdk + +require ( + github.com/spf13/cobra v1.8.1 + github.com/yourusername/r2r-go-sdk v0.0.0-00010101000000-000000000000 +) + +require ( + github.com/inconshreveable/mousetrap v1.1.0 // indirect + github.com/spf13/pflag v1.0.5 // indirect +) diff --git a/r2r_cli/go.sum b/r2r_cli/go.sum new file mode 100644 index 000000000..912390a78 --- /dev/null +++ b/r2r_cli/go.sum @@ -0,0 +1,10 @@ +github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o= +github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8= +github.com/inconshreveable/mousetrap v1.1.0/go.mod h1:vpF70FUmC8bwa3OWnCshd2FqLfsEA9PFc4w1p2J65bw= +github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM= +github.com/spf13/cobra v1.8.1 h1:e5/vxKd/rZsfSJMUX1agtjeTDf+qv1/JdBF8gg5k9ZM= +github.com/spf13/cobra v1.8.1/go.mod h1:wHxEcudfqmLYa8iTfL+OuZPbBZkmvliBWKIezN3kD9Y= +github.com/spf13/pflag v1.0.5 h1:iy+VFUOCP1a+8yFto/drg2CJ5u0yRoB7fZw3DKv/JXA= +github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg= +gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0= +gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= diff --git a/r2r_cli/main.go b/r2r_cli/main.go new file mode 100644 index 000000000..9251fff9c --- /dev/null +++ b/r2r_cli/main.go @@ -0,0 +1,21 @@ +package main + +import ( + "fmt" + "os" + + "github.com/spf13/cobra" +) + +var rootCmd = &cobra.Command{ + Use: "r2r", + Short: "R2R CLI for all core operations", + Long: `R2R CLI for all core operations using the Go SDK.`, +} + +func main() { + if err := rootCmd.Execute(); err != nil { + fmt.Println(err) + os.Exit(1) + } +} diff --git a/r2r_cli/rag_operations.go b/r2r_cli/rag_operations.go new file mode 100644 index 000000000..0c10eae27 --- /dev/null +++ b/r2r_cli/rag_operations.go @@ -0,0 +1,181 @@ +package main + +import ( + "encoding/json" + "fmt" + + "github.com/spf13/cobra" + "github.com/yourusername/r2r-go-sdk/pkg/sdk" +) + +func init() { + rootCmd.AddCommand(ragCmd) +} + +func init() { + // rootCmd.AddCommand(inspectKnowledgeGraphCmd) + rootCmd.AddCommand(ragCmd) + rootCmd.AddCommand(searchCmd) +} + +var inspectKnowledgeGraphCmd = &cobra.Command{ + Use: "inspect-knowledge-graph", + Short: "Print relationships from the knowledge graph", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + limit, _ := cmd.Flags().GetInt("limit") + // printDescriptions, _ := cmd.Flags().GetBool("print-descriptions") + + response, err := client.InspectKnowledgeGraph() + if err != nil { + fmt.Printf("Error inspecting knowledge graph: %v\n", err) + return + } + fmt.Println(response) + }), +} + +var ragCmd = &cobra.Command{ + Use: "rag", + Short: "Perform a RAG query", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + query, _ := cmd.Flags().GetString("query") + useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") + filtersStr, _ := cmd.Flags().GetString("filters") + var filters map[string]interface{} + if filtersStr != "" { + json.Unmarshal([]byte(filtersStr), &filters) + } + searchLimit, _ := cmd.Flags().GetInt("search-limit") + doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") + kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") + stream, _ := cmd.Flags().GetBool("stream") + ragModel, _ := cmd.Flags().GetString("rag-model") + kgSearchType, _ := cmd.Flags().GetString("kg-search-type") + kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") + + generationConfig := sdk.GenerationConfig{ + Stream: stream, + } + if ragModel != "" { + generationConfig.Model = ragModel + } + + vectorSearchSettings := &sdk.VectorSearchSettings{ + UseVectorSearch: useVectorSearch, + Filters: filters, + SearchLimit: searchLimit, + DoHybridSearch: doHybridSearch, + } + + kgSearchSettings := &sdk.KGSearchSettings{ + UseKGSearch: useKgSearch, + Model: kgSearchModel, + SearchType: kgSearchType, + SearchLevel: kgSearchLevel, + } + + response, err := client.RAG(query, generationConfig, vectorSearchSettings, kgSearchSettings) + if err != nil { + fmt.Printf("Error performing RAG query: %v\n", err) + return + } + + if stream { + for chunk := range response.StreamingChannel { + fmt.Print(chunk) + } + fmt.Println() + } else { + fmt.Printf("Search Results:\n%s\n", response.SearchResults) + fmt.Printf("Completion:\n%s\n", response.Completion) + } + }), +} + +var searchCmd = &cobra.Command{ + Use: "search", + Short: "Perform a search query", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + query, _ := cmd.Flags().GetString("query") + useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") + filtersStr, _ := cmd.Flags().GetString("filters") + var filters map[string]interface{} + if filtersStr != "" { + json.Unmarshal([]byte(filtersStr), &filters) + } + searchLimit, _ := cmd.Flags().GetInt("search-limit") + doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") + kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") + kgSearchType, _ := cmd.Flags().GetString("kg-search-type") + kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") + + vectorSearchSettings := &sdk.VectorSearchSettings{ + UseVectorSearch: useVectorSearch, + Filters: filters, + SearchLimit: searchLimit, + DoHybridSearch: doHybridSearch, + } + + kgSearchSettings := &sdk.KGSearchSettings{ + UseKGSearch: useKgSearch, + Model: kgSearchModel, + SearchType: kgSearchType, + SearchLevel: kgSearchLevel, + } + + results, err := client.Search(query, vectorSearchSettings, kgSearchSettings) + if err != nil { + fmt.Printf("Error performing search: %v\n", err) + return + } + + fmt.Printf("KG_Search Enabled: %v\n", useKgSearch) + fmt.Printf("KG_Search Type: %s\n", kgSearchType) + + if len(results.VectorSearchResults) > 0 { + fmt.Println("Vector search results:") + for _, result := range results.VectorSearchResults { + fmt.Println(result) + } + } + + if len(results.KGSearchResults) > 0 { + fmt.Println("KG search results:") + for _, result := range results.KGSearchResults { + fmt.Println(result) + } + } + }), +} + +func init() { + inspectKnowledgeGraphCmd.Flags().Int("limit", 100, "Limit the number of relationships returned") + inspectKnowledgeGraphCmd.Flags().Bool("print-descriptions", false, "Print descriptions of entities and relationships") + + ragCmd.Flags().String("query", "", "The query for RAG") + ragCmd.Flags().Bool("use-vector-search", true, "Use vector search") + ragCmd.Flags().String("filters", "", "Search filters as JSON") + ragCmd.Flags().Int("search-limit", 10, "Number of search results to return") + ragCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + ragCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") + ragCmd.Flags().String("kg-search-model", "", "Model for KG agent") + ragCmd.Flags().Bool("stream", false, "Stream the RAG response") + ragCmd.Flags().String("rag-model", "", "Model for RAG") + ragCmd.Flags().String("kg-search-type", "global", "Local or Global") + ragCmd.Flags().String("kg-search-level", "", "Level of cluster to use for Global KG search") + + searchCmd.Flags().String("query", "", "The search query") + searchCmd.Flags().Bool("use-vector-search", true, "Use vector search") + searchCmd.Flags().String("filters", "", "Search filters as JSON") + searchCmd.Flags().Int("search-limit", 10, "Number of search results to return") + searchCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + searchCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") + searchCmd.Flags().String("kg-search-model", "", "Model for KG agent") + searchCmd.Flags().String("kg-search-type", "global", "Local or Global") + searchCmd.Flags().String("kg-search-level", "", "Level of KG search") +} diff --git a/r2r_cli/server_operations.go b/r2r_cli/server_operations.go new file mode 100644 index 000000000..34d1cec91 --- /dev/null +++ b/r2r_cli/server_operations.go @@ -0,0 +1,91 @@ +package main + +import ( + "encoding/json" + "fmt" + "os/exec" + "runtime" + + "github.com/spf13/cobra" + "github.com/yourusername/r2r-go-sdk/pkg/sdk" +) + +func init() { + rootCmd.AddCommand(dockerDownCmd) + rootCmd.AddCommand(healthCmd) + rootCmd.AddCommand(generateReportCmd) + + dockerDownCmd.Flags().Bool("volumes", false, "Remove named volumes") + dockerDownCmd.Flags().Bool("remove-orphans", false, "Remove containers for services not defined in the Compose file") + dockerDownCmd.Flags().String("project-name", "r2r", "Project name for Docker") +} + +// TODO: Implement the actual Docker Compose down logic +var dockerDownCmd = &cobra.Command{ + Use: "docker-down", + Short: "Bring down the Docker Compose setup", + Run: func(cmd *cobra.Command, args []string) { + volumes, _ := cmd.Flags().GetBool("volumes") + removeOrphans, _ := cmd.Flags().GetBool("remove-orphans") + projectName, _ := cmd.Flags().GetString("project-name") + + fmt.Printf("Bringing down Docker Compose setup (Project: %s, Volumes: %v, Remove Orphans: %v)\n", projectName, volumes, removeOrphans) + }, +} + +// TODO: Implement the actual system report generation logic +var generateReportCmd = &cobra.Command{ + Use: "generate-report", + Short: "Generate a system report", + Run: func(cmd *cobra.Command, args []string) { + report := make(map[string]interface{}) + + // Get R2R version + // TODO: Implement the actual version retrieval logic + report["r2r_version"] = "1.0.0" + + // Get Docker info + dockerVerison, _ := exec.Command("docker", "--version").Output() + report["docker_version"] = string(dockerVerison) + + dockerPs, _ := exec.Command("docker", "ps", "--format", "{{.ID}}\t{{.Names}}\t{{.Status}}").Output() + report["docker_info"] = string(dockerPs) + + dockerNetworks, _ := exec.Command("docker", "network", "ls", "--format", "{{.ID}}\t{{.Name}}\t{{.Driver}}").Output() + report["docker_networks"] = string(dockerNetworks) + + dockerSubnets, _ := exec.Command("docker", "network", "inspect", "bridge", "--format", "{{.IPAM.Config}}").Output() + report["docker_subnets"] = string(dockerSubnets) + + // Get OS information + report["os_info"] = map[string]string{ + "system": runtime.GOOS, + "version": runtime.Version(), + "machine": runtime.GOARCH, + "processor": runtime.GOARCH, + } + + jsonReport, _ := json.MarshalIndent(report, "", " ") + fmt.Println(string(jsonReport)) + }, +} + +var healthCmd = &cobra.Command{ + Use: "health", + Short: "Check the health of the server", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + response, err := client.Health() + if err != nil { + fmt.Printf("Error checking health: %v\n", err) + return + } + fmt.Println(response) + }), +} + +// TODO: r2r serve command + +// TODO: update + +// TODO: version diff --git a/r2r_cli/utils.go b/r2r_cli/utils.go new file mode 100644 index 000000000..d0da773e5 --- /dev/null +++ b/r2r_cli/utils.go @@ -0,0 +1,17 @@ +package main + +import ( + "fmt" + "time" + + "github.com/spf13/cobra" +) + +func withTimer(f func(*cobra.Command, []string)) func(*cobra.Command, []string) { + return func(cmd *cobra.Command, args []string) { + start := time.Now() + f(cmd, args) + duration := time.Since(start) + fmt.Printf("Time taken: %.2f seconds\n", duration.Seconds()) + } +} diff --git a/r2r/__init__.py b/r2r_core/__init__.py similarity index 99% rename from r2r/__init__.py rename to r2r_core/__init__.py index b668bda9e..0201c23f1 100644 --- a/r2r/__init__.py +++ b/r2r_core/__init__.py @@ -182,8 +182,6 @@ "R2RPipelines", "R2RAgents", ## R2R API - # Client - "R2RClient", # Routes "AuthRouter", "IngestionRouter", diff --git a/r2r/agent/__init__.py b/r2r_core/agent/__init__.py similarity index 100% rename from r2r/agent/__init__.py rename to r2r_core/agent/__init__.py diff --git a/r2r/agent/base.py b/r2r_core/agent/base.py similarity index 98% rename from r2r/agent/base.py rename to r2r_core/agent/base.py index 5fea403a7..b55daece8 100644 --- a/r2r/agent/base.py +++ b/r2r_core/agent/base.py @@ -2,13 +2,13 @@ from abc import ABCMeta from typing import AsyncGenerator, Generator, Optional -from r2r.base.abstractions import ( +from r2r_core.base.abstractions import ( AsyncSyncMeta, LLMChatCompletion, LLMChatCompletionChunk, syncable, ) -from r2r.base.agent import Agent, Message +from r2r_core.base.agent import Agent, Message class CombinedMeta(AsyncSyncMeta, ABCMeta): diff --git a/r2r/agent/rag.py b/r2r_core/agent/rag.py similarity index 91% rename from r2r/agent/rag.py rename to r2r_core/agent/rag.py index 910ba76b7..d2c94051b 100644 --- a/r2r/agent/rag.py +++ b/r2r_core/agent/rag.py @@ -1,15 +1,15 @@ import json -from r2r.agent import R2RAgent, R2RStreamingAgent -from r2r.base.abstractions import ( +from r2r_core.agent import R2RAgent, R2RStreamingAgent +from r2r_core.base.abstractions import ( KGSearchSettings, VectorSearchResult, VectorSearchSettings, ) -from r2r.base.agent import AgentConfig, Tool -from r2r.base.providers import CompletionProvider, PromptProvider -from r2r.base.utils import to_async_generator -from r2r.pipelines import SearchPipeline +from r2r_core.base.agent import AgentConfig, Tool +from r2r_core.base.providers import CompletionProvider, PromptProvider +from r2r_core.base.utils import to_async_generator +from r2r_core.pipelines import SearchPipeline class RAGAgentMixin: diff --git a/r2r/base/__init__.py b/r2r_core/base/__init__.py similarity index 100% rename from r2r/base/__init__.py rename to r2r_core/base/__init__.py diff --git a/r2r/base/abstractions/__init__.py b/r2r_core/base/abstractions/__init__.py similarity index 100% rename from r2r/base/abstractions/__init__.py rename to r2r_core/base/abstractions/__init__.py diff --git a/r2r/base/abstractions/base.py b/r2r_core/base/abstractions/base.py similarity index 100% rename from r2r/base/abstractions/base.py rename to r2r_core/base/abstractions/base.py diff --git a/r2r/base/abstractions/completion.py b/r2r_core/base/abstractions/completion.py similarity index 100% rename from r2r/base/abstractions/completion.py rename to r2r_core/base/abstractions/completion.py diff --git a/r2r/base/abstractions/document.py b/r2r_core/base/abstractions/document.py similarity index 100% rename from r2r/base/abstractions/document.py rename to r2r_core/base/abstractions/document.py diff --git a/r2r/base/abstractions/embedding.py b/r2r_core/base/abstractions/embedding.py similarity index 100% rename from r2r/base/abstractions/embedding.py rename to r2r_core/base/abstractions/embedding.py diff --git a/r2r/base/abstractions/exception.py b/r2r_core/base/abstractions/exception.py similarity index 100% rename from r2r/base/abstractions/exception.py rename to r2r_core/base/abstractions/exception.py diff --git a/r2r/base/abstractions/graph.py b/r2r_core/base/abstractions/graph.py similarity index 100% rename from r2r/base/abstractions/graph.py rename to r2r_core/base/abstractions/graph.py diff --git a/r2r/base/abstractions/llm.py b/r2r_core/base/abstractions/llm.py similarity index 100% rename from r2r/base/abstractions/llm.py rename to r2r_core/base/abstractions/llm.py diff --git a/r2r/base/abstractions/prompt.py b/r2r_core/base/abstractions/prompt.py similarity index 100% rename from r2r/base/abstractions/prompt.py rename to r2r_core/base/abstractions/prompt.py diff --git a/r2r/base/abstractions/search.py b/r2r_core/base/abstractions/search.py similarity index 94% rename from r2r/base/abstractions/search.py rename to r2r_core/base/abstractions/search.py index 269a4b47d..22050c4b2 100644 --- a/r2r/base/abstractions/search.py +++ b/r2r_core/base/abstractions/search.py @@ -1,6 +1,6 @@ """Abstractions for search functionality.""" -from typing import Any, Dict, List, Optional, Tuple +from typing import Any, Dict, Optional, Tuple from uuid import UUID from pydantic import BaseModel, Field @@ -15,7 +15,7 @@ class VectorSearchResult(BaseModel): extraction_id: UUID document_id: UUID user_id: UUID - group_ids: List[UUID] + group_ids: list[UUID] score: float text: str metadata: dict[str, Any] @@ -54,13 +54,13 @@ class Config: } -KGSearchResult = List[Tuple[str, List[Dict[str, Any]]]] +KGSearchResult = list[Tuple[str, list[Dict[str, Any]]]] class AggregateSearchResult(BaseModel): """Result of an aggregate search operation.""" - vector_search_results: Optional[List[VectorSearchResult]] + vector_search_results: Optional[list[VectorSearchResult]] kg_search_results: Optional[KGSearchResult] = None def __str__(self) -> str: @@ -98,7 +98,7 @@ class VectorSearchSettings(BaseModel): default=False, description="Whether to perform a hybrid search (combining vector and keyword search)", ) - selected_group_ids: List[UUID] = Field( + selected_group_ids: list[UUID] = Field( default_factory=list, description="Group IDs to search for", ) diff --git a/r2r/base/abstractions/user.py b/r2r_core/base/abstractions/user.py similarity index 100% rename from r2r/base/abstractions/user.py rename to r2r_core/base/abstractions/user.py diff --git a/r2r/base/abstractions/vector.py b/r2r_core/base/abstractions/vector.py similarity index 100% rename from r2r/base/abstractions/vector.py rename to r2r_core/base/abstractions/vector.py diff --git a/r2r/base/agent/__init__.py b/r2r_core/base/agent/__init__.py similarity index 100% rename from r2r/base/agent/__init__.py rename to r2r_core/base/agent/__init__.py diff --git a/r2r/base/agent/agent.py b/r2r_core/base/agent/agent.py similarity index 98% rename from r2r/base/agent/agent.py rename to r2r_core/base/agent/agent.py index 6bde2aa83..659473ab7 100644 --- a/r2r/base/agent/agent.py +++ b/r2r_core/base/agent/agent.py @@ -4,12 +4,12 @@ from pydantic import BaseModel -from r2r.base.abstractions import ( +from r2r_core.base.abstractions import ( GenerationConfig, LLMChatCompletion, MessageType, ) -from r2r.base.providers import CompletionProvider, PromptProvider +from r2r_core.base.providers import CompletionProvider, PromptProvider from .base import Message, Tool, ToolResult diff --git a/r2r/base/agent/base.py b/r2r_core/base/agent/base.py similarity index 79% rename from r2r/base/agent/base.py rename to r2r_core/base/agent/base.py index e5d57c46c..3d23a968b 100644 --- a/r2r/base/agent/base.py +++ b/r2r_core/base/agent/base.py @@ -1,8 +1,8 @@ -from typing import Any, Callable, Dict, List, Optional, Union +from typing import Any, Callable, Dict, Optional, Union from pydantic import BaseModel -from r2r.base.abstractions import MessageType +from r2r_core.base.abstractions import MessageType class Tool(BaseModel): @@ -28,4 +28,4 @@ class Message(BaseModel): content: Optional[str] = None name: Optional[str] = None function_call: Optional[Dict[str, Any]] = None - tool_calls: Optional[List[Dict[str, Any]]] = None + tool_calls: Optional[list[Dict[str, Any]]] = None diff --git a/r2r/base/api/models/__init__.py b/r2r_core/base/api/models/__init__.py similarity index 100% rename from r2r/base/api/models/__init__.py rename to r2r_core/base/api/models/__init__.py diff --git a/r2r/base/api/models/auth/__init__.py b/r2r_core/base/api/models/auth/__init__.py similarity index 100% rename from r2r/base/api/models/auth/__init__.py rename to r2r_core/base/api/models/auth/__init__.py diff --git a/r2r/base/api/models/auth/responses.py b/r2r_core/base/api/models/auth/responses.py similarity index 90% rename from r2r/base/api/models/auth/responses.py rename to r2r_core/base/api/models/auth/responses.py index cc366a1b1..9d4a546b3 100644 --- a/r2r/base/api/models/auth/responses.py +++ b/r2r_core/base/api/models/auth/responses.py @@ -4,8 +4,8 @@ from pydantic import BaseModel -from r2r.base.abstractions import Token -from r2r.base.api.models.base import ResultsWrapper +from r2r_core.base.abstractions import Token +from r2r_core.base.api.models.base import ResultsWrapper class TokenResponse(BaseModel): diff --git a/r2r/base/api/models/base.py b/r2r_core/base/api/models/base.py similarity index 100% rename from r2r/base/api/models/base.py rename to r2r_core/base/api/models/base.py diff --git a/r2r/base/api/models/ingestion/__init__.py b/r2r_core/base/api/models/ingestion/__init__.py similarity index 100% rename from r2r/base/api/models/ingestion/__init__.py rename to r2r_core/base/api/models/ingestion/__init__.py diff --git a/r2r/base/api/models/ingestion/responses.py b/r2r_core/base/api/models/ingestion/responses.py similarity index 97% rename from r2r/base/api/models/ingestion/responses.py rename to r2r_core/base/api/models/ingestion/responses.py index b93d32583..dee32d466 100644 --- a/r2r/base/api/models/ingestion/responses.py +++ b/r2r_core/base/api/models/ingestion/responses.py @@ -3,7 +3,7 @@ from pydantic import BaseModel, Field -from r2r.base.api.models.base import ResultsWrapper +from r2r_core.base.api.models.base import ResultsWrapper T = TypeVar("T") diff --git a/r2r/base/api/models/management/__init__.py b/r2r_core/base/api/models/management/__init__.py similarity index 100% rename from r2r/base/api/models/management/__init__.py rename to r2r_core/base/api/models/management/__init__.py diff --git a/r2r/base/api/models/management/responses.py b/r2r_core/base/api/models/management/responses.py similarity index 97% rename from r2r/base/api/models/management/responses.py rename to r2r_core/base/api/models/management/responses.py index 9a04b25a1..3f1a27279 100644 --- a/r2r/base/api/models/management/responses.py +++ b/r2r_core/base/api/models/management/responses.py @@ -4,7 +4,7 @@ from pydantic import BaseModel -from r2r.base.api.models.base import ResultsWrapper +from r2r_core.base.api.models.base import ResultsWrapper class PromptResponse(BaseModel): diff --git a/r2r/base/api/models/retrieval/__init__.py b/r2r_core/base/api/models/retrieval/__init__.py similarity index 100% rename from r2r/base/api/models/retrieval/__init__.py rename to r2r_core/base/api/models/retrieval/__init__.py diff --git a/r2r/base/api/models/retrieval/responses.py b/r2r_core/base/api/models/retrieval/responses.py similarity index 97% rename from r2r/base/api/models/retrieval/responses.py rename to r2r_core/base/api/models/retrieval/responses.py index 36b9543e7..bc6571d2c 100644 --- a/r2r/base/api/models/retrieval/responses.py +++ b/r2r_core/base/api/models/retrieval/responses.py @@ -2,8 +2,11 @@ from pydantic import BaseModel, Field -from r2r.base.abstractions.search import KGSearchResult, VectorSearchResult -from r2r.base.api.models.base import ResultsWrapper +from r2r_core.base.abstractions.search import ( + KGSearchResult, + VectorSearchResult, +) +from r2r_core.base.api.models.base import ResultsWrapper class SearchResponse(BaseModel): diff --git a/r2r/base/logging/__init__.py b/r2r_core/base/logging/__init__.py similarity index 100% rename from r2r/base/logging/__init__.py rename to r2r_core/base/logging/__init__.py diff --git a/r2r/base/logging/base.py b/r2r_core/base/logging/base.py similarity index 100% rename from r2r/base/logging/base.py rename to r2r_core/base/logging/base.py diff --git a/r2r/base/logging/log_processor.py b/r2r_core/base/logging/log_processor.py similarity index 100% rename from r2r/base/logging/log_processor.py rename to r2r_core/base/logging/log_processor.py diff --git a/r2r/base/logging/run_logger.py b/r2r_core/base/logging/run_logger.py similarity index 100% rename from r2r/base/logging/run_logger.py rename to r2r_core/base/logging/run_logger.py diff --git a/r2r/base/logging/run_manager.py b/r2r_core/base/logging/run_manager.py similarity index 92% rename from r2r/base/logging/run_manager.py rename to r2r_core/base/logging/run_manager.py index 9d1e55e69..84e252ef0 100644 --- a/r2r/base/logging/run_manager.py +++ b/r2r_core/base/logging/run_manager.py @@ -3,9 +3,9 @@ from typing import Optional from uuid import UUID -from r2r.base.api.models.auth.responses import UserResponse -from r2r.base.logging.base import RunType -from r2r.base.utils import generate_run_id +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.base.logging.base import RunType +from r2r_core.base.utils import generate_run_id from .run_logger import RunLoggingSingleton diff --git a/r2r/base/parsers/__init__.py b/r2r_core/base/parsers/__init__.py similarity index 100% rename from r2r/base/parsers/__init__.py rename to r2r_core/base/parsers/__init__.py diff --git a/r2r/base/parsers/base_parser.py b/r2r_core/base/parsers/base_parser.py similarity index 100% rename from r2r/base/parsers/base_parser.py rename to r2r_core/base/parsers/base_parser.py diff --git a/r2r/base/pipeline/__init__.py b/r2r_core/base/pipeline/__init__.py similarity index 100% rename from r2r/base/pipeline/__init__.py rename to r2r_core/base/pipeline/__init__.py diff --git a/r2r/base/pipeline/base_pipeline.py b/r2r_core/base/pipeline/base_pipeline.py similarity index 100% rename from r2r/base/pipeline/base_pipeline.py rename to r2r_core/base/pipeline/base_pipeline.py diff --git a/r2r/base/pipes/__init__.py b/r2r_core/base/pipes/__init__.py similarity index 100% rename from r2r/base/pipes/__init__.py rename to r2r_core/base/pipes/__init__.py diff --git a/r2r/base/pipes/base_pipe.py b/r2r_core/base/pipes/base_pipe.py similarity index 97% rename from r2r/base/pipes/base_pipe.py rename to r2r_core/base/pipes/base_pipe.py index 18ced8581..ec6aa6c01 100644 --- a/r2r/base/pipes/base_pipe.py +++ b/r2r_core/base/pipes/base_pipe.py @@ -7,8 +7,8 @@ from pydantic import BaseModel -from r2r.base.logging.run_logger import RunLoggingSingleton -from r2r.base.logging.run_manager import RunManager, manage_run +from r2r_core.base.logging.run_logger import RunLoggingSingleton +from r2r_core.base.logging.run_manager import RunManager, manage_run logger = logging.getLogger(__name__) diff --git a/r2r/base/providers/__init__.py b/r2r_core/base/providers/__init__.py similarity index 100% rename from r2r/base/providers/__init__.py rename to r2r_core/base/providers/__init__.py diff --git a/r2r/base/providers/auth.py b/r2r_core/base/providers/auth.py similarity index 100% rename from r2r/base/providers/auth.py rename to r2r_core/base/providers/auth.py diff --git a/r2r/base/providers/base.py b/r2r_core/base/providers/base.py similarity index 91% rename from r2r/base/providers/base.py rename to r2r_core/base/providers/base.py index c151867c9..d907b01e2 100644 --- a/r2r/base/providers/base.py +++ b/r2r_core/base/providers/base.py @@ -1,4 +1,4 @@ -from abc import ABC, abstractmethod, abstractproperty +from abc import ABC, abstractmethod from typing import Any, Optional, Type from pydantic import BaseModel @@ -20,7 +20,7 @@ def validate(self) -> None: @classmethod def create(cls: Type["ProviderConfig"], **kwargs: Any) -> "ProviderConfig": - base_args = cls.__fields__.keys() + base_args = cls.model_fields.keys() filtered_kwargs = { k: v if v != "None" else None for k, v in kwargs.items() @@ -32,8 +32,8 @@ def create(cls: Type["ProviderConfig"], **kwargs: Any) -> "ProviderConfig": instance.extra_fields[k] = v return instance - @abstractproperty @property + @abstractmethod def supported_providers(self) -> list[str]: """Define a list of supported providers.""" pass diff --git a/r2r/base/providers/chunking.py b/r2r_core/base/providers/chunking.py similarity index 100% rename from r2r/base/providers/chunking.py rename to r2r_core/base/providers/chunking.py diff --git a/r2r/base/providers/crypto.py b/r2r_core/base/providers/crypto.py similarity index 100% rename from r2r/base/providers/crypto.py rename to r2r_core/base/providers/crypto.py diff --git a/r2r/base/providers/database.py b/r2r_core/base/providers/database.py similarity index 100% rename from r2r/base/providers/database.py rename to r2r_core/base/providers/database.py diff --git a/r2r/base/providers/embedding.py b/r2r_core/base/providers/embedding.py similarity index 100% rename from r2r/base/providers/embedding.py rename to r2r_core/base/providers/embedding.py diff --git a/r2r/base/providers/kg.py b/r2r_core/base/providers/kg.py similarity index 100% rename from r2r/base/providers/kg.py rename to r2r_core/base/providers/kg.py diff --git a/r2r/base/providers/llm.py b/r2r_core/base/providers/llm.py similarity index 99% rename from r2r/base/providers/llm.py rename to r2r_core/base/providers/llm.py index 35612359a..978e0e76d 100644 --- a/r2r/base/providers/llm.py +++ b/r2r_core/base/providers/llm.py @@ -5,7 +5,7 @@ from concurrent.futures import ThreadPoolExecutor from typing import Any, AsyncGenerator, Generator, Optional -from r2r.base.abstractions.llm import ( +from r2r_core.base.abstractions.llm import ( GenerationConfig, LLMChatCompletion, LLMChatCompletionChunk, diff --git a/r2r/base/providers/parsing.py b/r2r_core/base/providers/parsing.py similarity index 100% rename from r2r/base/providers/parsing.py rename to r2r_core/base/providers/parsing.py diff --git a/r2r/base/providers/prompt.py b/r2r_core/base/providers/prompt.py similarity index 100% rename from r2r/base/providers/prompt.py rename to r2r_core/base/providers/prompt.py diff --git a/r2r/base/utils/__init__.py b/r2r_core/base/utils/__init__.py similarity index 100% rename from r2r/base/utils/__init__.py rename to r2r_core/base/utils/__init__.py diff --git a/r2r/base/utils/base_utils.py b/r2r_core/base/utils/base_utils.py similarity index 100% rename from r2r/base/utils/base_utils.py rename to r2r_core/base/utils/base_utils.py diff --git a/r2r/base/utils/splitter/__init__.py b/r2r_core/base/utils/splitter/__init__.py similarity index 100% rename from r2r/base/utils/splitter/__init__.py rename to r2r_core/base/utils/splitter/__init__.py diff --git a/r2r/base/utils/splitter/text.py b/r2r_core/base/utils/splitter/text.py similarity index 100% rename from r2r/base/utils/splitter/text.py rename to r2r_core/base/utils/splitter/text.py diff --git a/r2r/cli/__init__.py b/r2r_core/cli/__init__.py similarity index 100% rename from r2r/cli/__init__.py rename to r2r_core/cli/__init__.py diff --git a/r2r/cli/cli.py b/r2r_core/cli/cli.py similarity index 94% rename from r2r/cli/cli.py rename to r2r_core/cli/cli.py index c2cda4a29..9fbb181e0 100644 --- a/r2r/cli/cli.py +++ b/r2r_core/cli/cli.py @@ -1,5 +1,5 @@ -from r2r.cli.command_group import cli -from r2r.cli.commands import ( +from r2r_core.cli.command_group import cli +from r2r_core.cli.commands import ( auth_operations, document_operations, kg_operations, diff --git a/r2r/cli/command_group.py b/r2r_core/cli/command_group.py similarity index 95% rename from r2r/cli/command_group.py rename to r2r_core/cli/command_group.py index fbd1c5aba..e5f94bc99 100644 --- a/r2r/cli/command_group.py +++ b/r2r_core/cli/command_group.py @@ -2,7 +2,7 @@ import click -from r2r.main.execution import R2RExecutionWrapper +from r2r_core.main.execution import R2RExecutionWrapper # TODO: refactor this to remove config path and config name diff --git a/r2r/cli/commands/__init__.py b/r2r_core/cli/commands/__init__.py similarity index 100% rename from r2r/cli/commands/__init__.py rename to r2r_core/cli/commands/__init__.py diff --git a/r2r/cli/commands/auth_operations.py b/r2r_core/cli/commands/auth_operations.py similarity index 87% rename from r2r/cli/commands/auth_operations.py rename to r2r_core/cli/commands/auth_operations.py index 5a3b64b25..4cd6cd299 100644 --- a/r2r/cli/commands/auth_operations.py +++ b/r2r_core/cli/commands/auth_operations.py @@ -2,7 +2,7 @@ import click -from r2r.cli.command_group import cli +from r2r_core.cli.command_group import cli @cli.command() diff --git a/r2r/cli/commands/document_operations.py b/r2r_core/cli/commands/document_operations.py similarity index 97% rename from r2r/cli/commands/document_operations.py rename to r2r_core/cli/commands/document_operations.py index 237918d85..770131bf9 100644 --- a/r2r/cli/commands/document_operations.py +++ b/r2r_core/cli/commands/document_operations.py @@ -1,7 +1,7 @@ import click -from r2r.cli.command_group import cli -from r2r.cli.utils.timer import timer +from r2r_core.cli.command_group import cli +from r2r_core.cli.utils.timer import timer @cli.command() diff --git a/r2r/cli/commands/kg_operations.py b/r2r_core/cli/commands/kg_operations.py similarity index 76% rename from r2r/cli/commands/kg_operations.py rename to r2r_core/cli/commands/kg_operations.py index a596e153d..ad0af782c 100644 --- a/r2r/cli/commands/kg_operations.py +++ b/r2r_core/cli/commands/kg_operations.py @@ -1,7 +1,7 @@ import click -from r2r.cli.command_group import cli -from r2r.cli.utils.timer import timer +from r2r_core.cli.command_group import cli +from r2r_core.cli.utils.timer import timer @cli.command() diff --git a/r2r/cli/commands/oberservability_operations.py b/r2r_core/cli/commands/oberservability_operations.py similarity index 93% rename from r2r/cli/commands/oberservability_operations.py rename to r2r_core/cli/commands/oberservability_operations.py index 76d80b4a6..a2108e73d 100644 --- a/r2r/cli/commands/oberservability_operations.py +++ b/r2r_core/cli/commands/oberservability_operations.py @@ -3,9 +3,9 @@ import click -from r2r.cli.command_group import cli -from r2r.cli.utils.param_types import JSON -from r2r.cli.utils.timer import timer +from r2r_core.cli.command_group import cli +from r2r_core.cli.utils.param_types import JSON +from r2r_core.cli.utils.timer import timer @cli.command() diff --git a/r2r/cli/commands/rag_operations.py b/r2r_core/cli/commands/rag_operations.py similarity index 97% rename from r2r/cli/commands/rag_operations.py rename to r2r_core/cli/commands/rag_operations.py index ffed98c38..26c458974 100644 --- a/r2r/cli/commands/rag_operations.py +++ b/r2r_core/cli/commands/rag_operations.py @@ -1,8 +1,8 @@ import click -from r2r.cli.command_group import cli -from r2r.cli.utils.param_types import JSON -from r2r.cli.utils.timer import timer +from r2r_core.cli.command_group import cli +from r2r_core.cli.utils.param_types import JSON +from r2r_core.cli.utils.timer import timer @cli.command() diff --git a/r2r/cli/commands/server_operations.py b/r2r_core/cli/commands/server_operations.py similarity index 98% rename from r2r/cli/commands/server_operations.py rename to r2r_core/cli/commands/server_operations.py index 1e0ae8933..c3df1cb64 100644 --- a/r2r/cli/commands/server_operations.py +++ b/r2r_core/cli/commands/server_operations.py @@ -7,14 +7,14 @@ import click from dotenv import load_dotenv -from r2r.cli.command_group import cli -from r2r.cli.utils.docker_utils import ( +from r2r_core.cli.command_group import cli +from r2r_core.cli.utils.docker_utils import ( bring_down_docker_compose, remove_r2r_network, run_docker_serve, run_local_serve, ) -from r2r.cli.utils.timer import timer +from r2r_core.cli.utils.timer import timer @cli.command() diff --git a/r2r/cli/utils/__init__.py b/r2r_core/cli/utils/__init__.py similarity index 100% rename from r2r/cli/utils/__init__.py rename to r2r_core/cli/utils/__init__.py diff --git a/r2r/cli/utils/docker_utils.py b/r2r_core/cli/utils/docker_utils.py similarity index 99% rename from r2r/cli/utils/docker_utils.py rename to r2r_core/cli/utils/docker_utils.py index a68c93e0f..e4bcf4487 100644 --- a/r2r/cli/utils/docker_utils.py +++ b/r2r_core/cli/utils/docker_utils.py @@ -10,8 +10,8 @@ import requests from requests.exceptions import RequestException -from r2r.main import R2RBuilder, R2RConfig -from r2r.main.execution import R2RExecutionWrapper +from r2r_core.main import R2RBuilder, R2RConfig +from r2r_core.main.execution import R2RExecutionWrapper def bring_down_docker_compose(project_name, volumes, remove_orphans): diff --git a/r2r/cli/utils/param_types.py b/r2r_core/cli/utils/param_types.py similarity index 100% rename from r2r/cli/utils/param_types.py rename to r2r_core/cli/utils/param_types.py diff --git a/r2r/cli/utils/timer.py b/r2r_core/cli/utils/timer.py similarity index 100% rename from r2r/cli/utils/timer.py rename to r2r_core/cli/utils/timer.py diff --git a/r2r/configs/auth.toml b/r2r_core/configs/auth.toml similarity index 100% rename from r2r/configs/auth.toml rename to r2r_core/configs/auth.toml diff --git a/r2r/configs/local_llm.toml b/r2r_core/configs/local_llm.toml similarity index 100% rename from r2r/configs/local_llm.toml rename to r2r_core/configs/local_llm.toml diff --git a/r2r/configs/local_llm_neo4j_kg.toml b/r2r_core/configs/local_llm_neo4j_kg.toml similarity index 100% rename from r2r/configs/local_llm_neo4j_kg.toml rename to r2r_core/configs/local_llm_neo4j_kg.toml diff --git a/r2r/configs/neo4j_kg.toml b/r2r_core/configs/neo4j_kg.toml similarity index 100% rename from r2r/configs/neo4j_kg.toml rename to r2r_core/configs/neo4j_kg.toml diff --git a/r2r/configs/neo4j_kg_no_vector_postgres.toml b/r2r_core/configs/neo4j_kg_no_vector_postgres.toml similarity index 100% rename from r2r/configs/neo4j_kg_no_vector_postgres.toml rename to r2r_core/configs/neo4j_kg_no_vector_postgres.toml diff --git a/r2r/configs/postgres_logging.toml b/r2r_core/configs/postgres_logging.toml similarity index 100% rename from r2r/configs/postgres_logging.toml rename to r2r_core/configs/postgres_logging.toml diff --git a/r2r/examples/__init__.py b/r2r_core/examples/__init__.py similarity index 100% rename from r2r/examples/__init__.py rename to r2r_core/examples/__init__.py diff --git a/r2r/examples/data/aristotle.txt b/r2r_core/examples/data/aristotle.txt similarity index 100% rename from r2r/examples/data/aristotle.txt rename to r2r_core/examples/data/aristotle.txt diff --git a/r2r/examples/data/aristotle_v2.txt b/r2r_core/examples/data/aristotle_v2.txt similarity index 100% rename from r2r/examples/data/aristotle_v2.txt rename to r2r_core/examples/data/aristotle_v2.txt diff --git a/r2r/examples/data/got.txt b/r2r_core/examples/data/got.txt similarity index 100% rename from r2r/examples/data/got.txt rename to r2r_core/examples/data/got.txt diff --git a/r2r/examples/data/lyft_2021.pdf b/r2r_core/examples/data/lyft_2021.pdf similarity index 100% rename from r2r/examples/data/lyft_2021.pdf rename to r2r_core/examples/data/lyft_2021.pdf diff --git a/r2r/examples/data/pg_essay_1.html b/r2r_core/examples/data/pg_essay_1.html similarity index 100% rename from r2r/examples/data/pg_essay_1.html rename to r2r_core/examples/data/pg_essay_1.html diff --git a/r2r/examples/data/pg_essay_2.html b/r2r_core/examples/data/pg_essay_2.html similarity index 100% rename from r2r/examples/data/pg_essay_2.html rename to r2r_core/examples/data/pg_essay_2.html diff --git a/r2r/examples/data/pg_essay_3.html b/r2r_core/examples/data/pg_essay_3.html similarity index 100% rename from r2r/examples/data/pg_essay_3.html rename to r2r_core/examples/data/pg_essay_3.html diff --git a/r2r/examples/data/pg_essay_4.html b/r2r_core/examples/data/pg_essay_4.html similarity index 100% rename from r2r/examples/data/pg_essay_4.html rename to r2r_core/examples/data/pg_essay_4.html diff --git a/r2r/examples/data/pg_essay_5.html b/r2r_core/examples/data/pg_essay_5.html similarity index 100% rename from r2r/examples/data/pg_essay_5.html rename to r2r_core/examples/data/pg_essay_5.html diff --git a/r2r/examples/data/sample.mp3 b/r2r_core/examples/data/sample.mp3 similarity index 100% rename from r2r/examples/data/sample.mp3 rename to r2r_core/examples/data/sample.mp3 diff --git a/r2r/examples/data/sample2.mp3 b/r2r_core/examples/data/sample2.mp3 similarity index 100% rename from r2r/examples/data/sample2.mp3 rename to r2r_core/examples/data/sample2.mp3 diff --git a/r2r/examples/data/screen_shot.png b/r2r_core/examples/data/screen_shot.png similarity index 100% rename from r2r/examples/data/screen_shot.png rename to r2r_core/examples/data/screen_shot.png diff --git a/r2r/examples/data/test.txt b/r2r_core/examples/data/test.txt similarity index 100% rename from r2r/examples/data/test.txt rename to r2r_core/examples/data/test.txt diff --git a/r2r/examples/data/uber_2021.pdf b/r2r_core/examples/data/uber_2021.pdf similarity index 100% rename from r2r/examples/data/uber_2021.pdf rename to r2r_core/examples/data/uber_2021.pdf diff --git a/r2r/examples/data/yc_companies.txt b/r2r_core/examples/data/yc_companies.txt similarity index 100% rename from r2r/examples/data/yc_companies.txt rename to r2r_core/examples/data/yc_companies.txt diff --git a/r2r/examples/hello_r2r.py b/r2r_core/examples/hello_r2r.py similarity index 96% rename from r2r/examples/hello_r2r.py rename to r2r_core/examples/hello_r2r.py index e1230d86f..fccd73b2e 100644 --- a/r2r/examples/hello_r2r.py +++ b/r2r_core/examples/hello_r2r.py @@ -1,4 +1,4 @@ -from r2r import R2R, Document, GenerationConfig +from r2r_core import R2R, Document, GenerationConfig app = R2R() # You may pass a custom configuration to `R2R` with config=... diff --git a/r2r/examples/scripts/advanced_kg_cookbook.py b/r2r_core/examples/scripts/advanced_kg_cookbook.py similarity index 99% rename from r2r/examples/scripts/advanced_kg_cookbook.py rename to r2r_core/examples/scripts/advanced_kg_cookbook.py index be52ed529..eedbd1bfa 100644 --- a/r2r/examples/scripts/advanced_kg_cookbook.py +++ b/r2r_core/examples/scripts/advanced_kg_cookbook.py @@ -3,7 +3,6 @@ import fire import requests from bs4 import BeautifulSoup, Comment - from r2r import EntityType, R2RClient, R2RPromptProvider, RelationshipType diff --git a/r2r/examples/scripts/run_auth_workflow.py b/r2r_core/examples/scripts/run_auth_workflow.py similarity index 94% rename from r2r/examples/scripts/run_auth_workflow.py rename to r2r_core/examples/scripts/run_auth_workflow.py index 5b915f678..819ac121d 100644 --- a/r2r/examples/scripts/run_auth_workflow.py +++ b/r2r_core/examples/scripts/run_auth_workflow.py @@ -1,4 +1,5 @@ -from r2r import R2RClient +# TODO: need to import this from the package, not from the local directory +from r2r_python_sdk.r2r.client import R2RClient if __name__ == "__main__": client = R2RClient( diff --git a/r2r/examples/scripts/run_hyde.py b/r2r_core/examples/scripts/run_hyde.py similarity index 80% rename from r2r/examples/scripts/run_hyde.py rename to r2r_core/examples/scripts/run_hyde.py index f5842c62b..5fb79f73e 100644 --- a/r2r/examples/scripts/run_hyde.py +++ b/r2r_core/examples/scripts/run_hyde.py @@ -1,8 +1,10 @@ import fire -from r2r import R2RBuilder, R2RConfig -from r2r.base.abstractions.llm import GenerationConfig -from r2r.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch +from r2r_core import R2RBuilder, R2RConfig +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.main.assembly.factory_extensions import ( + R2RPipeFactoryWithMultiSearch, +) def main(task_prompt_name="hyde", query="Who was aristotle?"): diff --git a/r2r/examples/scripts/run_web_multi_rag.py b/r2r_core/examples/scripts/run_web_multi_rag.py similarity index 90% rename from r2r/examples/scripts/run_web_multi_rag.py rename to r2r_core/examples/scripts/run_web_multi_rag.py index 3ba70b747..f8f77cb0f 100644 --- a/r2r/examples/scripts/run_web_multi_rag.py +++ b/r2r_core/examples/scripts/run_web_multi_rag.py @@ -1,8 +1,10 @@ import fire -from r2r import R2RBuilder, SerperClient, WebSearchPipe -from r2r.base.abstractions.llm import GenerationConfig -from r2r.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch +from r2r_core import R2RBuilder, SerperClient, WebSearchPipe +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.main.assembly.factory_extensions import ( + R2RPipeFactoryWithMultiSearch, +) def run_rag_pipeline(query="Who was Aristotle?"): diff --git a/r2r/examples/scripts/run_web_rag.py b/r2r_core/examples/scripts/run_web_rag.py similarity index 92% rename from r2r/examples/scripts/run_web_rag.py rename to r2r_core/examples/scripts/run_web_rag.py index 7535ae271..6738dc933 100644 --- a/r2r/examples/scripts/run_web_rag.py +++ b/r2r_core/examples/scripts/run_web_rag.py @@ -1,7 +1,7 @@ import fire - from r2r import R2RBuilder, SerperClient, WebSearchPipe -from r2r.base.abstractions.llm import GenerationConfig + +from r2r_core.base.abstractions.llm import GenerationConfig def run_rag_pipeline(query="Who was Aristotle?"): diff --git a/r2r/examples/scripts/sample_data_ingestor.py b/r2r_core/examples/scripts/sample_data_ingestor.py similarity index 97% rename from r2r/examples/scripts/sample_data_ingestor.py rename to r2r_core/examples/scripts/sample_data_ingestor.py index 4fe9590cf..2fdc653b2 100644 --- a/r2r/examples/scripts/sample_data_ingestor.py +++ b/r2r_core/examples/scripts/sample_data_ingestor.py @@ -4,7 +4,7 @@ import fire if TYPE_CHECKING: - from r2r.main.execution import R2RExecutionWrapper + from r2r_core.main.execution import R2RExecutionWrapper class SampleDataIngestor: diff --git a/r2r/integrations/__init__.py b/r2r_core/integrations/__init__.py similarity index 100% rename from r2r/integrations/__init__.py rename to r2r_core/integrations/__init__.py diff --git a/r2r/integrations/serper.py b/r2r_core/integrations/serper.py similarity index 100% rename from r2r/integrations/serper.py rename to r2r_core/integrations/serper.py diff --git a/r2r/main/__init__.py b/r2r_core/main/__init__.py similarity index 97% rename from r2r/main/__init__.py rename to r2r_core/main/__init__.py index 0501c9d48..4843948d7 100644 --- a/r2r/main/__init__.py +++ b/r2r_core/main/__init__.py @@ -21,8 +21,6 @@ "R2RPipelines", "R2RAgents", ## R2R API - # Client - "R2RClient", # Routes "AuthRouter", "IngestionRouter", diff --git a/r2r/main/abstractions.py b/r2r_core/main/abstractions.py similarity index 91% rename from r2r/main/abstractions.py rename to r2r_core/main/abstractions.py index c02c99f98..e2df9f88b 100644 --- a/r2r/main/abstractions.py +++ b/r2r_core/main/abstractions.py @@ -2,9 +2,9 @@ from pydantic import BaseModel -from r2r.agent import R2RRAGAgent, R2RStreamingRAGAgent -from r2r.base.pipes import AsyncPipe -from r2r.base.providers import ( +from r2r_core.agent import R2RRAGAgent, R2RStreamingRAGAgent +from r2r_core.base.pipes import AsyncPipe +from r2r_core.base.providers import ( AuthProvider, ChunkingProvider, CompletionProvider, @@ -14,7 +14,7 @@ ParsingProvider, PromptProvider, ) -from r2r.pipelines import ( +from r2r_core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, diff --git a/r2r/main/api/__init__.py b/r2r_core/main/api/__init__.py similarity index 86% rename from r2r/main/api/__init__.py rename to r2r_core/main/api/__init__.py index a0d60b0c4..7eb5cea8a 100644 --- a/r2r/main/api/__init__.py +++ b/r2r_core/main/api/__init__.py @@ -1,4 +1,3 @@ -from .client import R2RClient from .routes.auth.base import AuthRouter from .routes.base_router import BaseRouter from .routes.ingestion.base import IngestionRouter @@ -6,8 +5,6 @@ from .routes.retrieval.base import RetrievalRouter __all__ = [ - # Client - "R2RClient", # Routes "AuthRouter", "IngestionRouter", diff --git a/r2r/main/api/routes/__init__.py b/r2r_core/main/api/routes/__init__.py similarity index 100% rename from r2r/main/api/routes/__init__.py rename to r2r_core/main/api/routes/__init__.py diff --git a/r2r/main/api/routes/auth/__init__.py b/r2r_core/main/api/routes/auth/__init__.py similarity index 100% rename from r2r/main/api/routes/auth/__init__.py rename to r2r_core/main/api/routes/auth/__init__.py diff --git a/r2r/main/api/routes/auth/base.py b/r2r_core/main/api/routes/auth/base.py similarity index 98% rename from r2r/main/api/routes/auth/base.py rename to r2r_core/main/api/routes/auth/base.py index 587effdaf..499b012f0 100644 --- a/r2r/main/api/routes/auth/base.py +++ b/r2r_core/main/api/routes/auth/base.py @@ -1,11 +1,11 @@ +import uuid from typing import TYPE_CHECKING -from uuid import UUID -from fastapi import Body, Depends, Path +from fastapi import Body, Depends from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm from pydantic import EmailStr -from r2r.base.api.models.auth.responses import ( +from r2r_core.base.api.models.auth.responses import ( GenericMessageResponse, WrappedGenericMessageResponse, WrappedTokenResponse, diff --git a/r2r/main/api/routes/base_router.py b/r2r_core/main/api/routes/base_router.py similarity index 96% rename from r2r/main/api/routes/base_router.py rename to r2r_core/main/api/routes/base_router.py index 56dd9560f..c5e089b27 100644 --- a/r2r/main/api/routes/base_router.py +++ b/r2r_core/main/api/routes/base_router.py @@ -5,8 +5,8 @@ from fastapi import APIRouter, HTTPException from fastapi.responses import StreamingResponse -from r2r.base import R2RException, manage_run -from r2r.base.logging.base import RunType +from r2r_core.base import R2RException, manage_run +from r2r_core.base.logging.base import RunType logger = logging.getLogger(__name__) diff --git a/r2r/main/api/routes/ingestion/__init__.py b/r2r_core/main/api/routes/ingestion/__init__.py similarity index 100% rename from r2r/main/api/routes/ingestion/__init__.py rename to r2r_core/main/api/routes/ingestion/__init__.py diff --git a/r2r/main/api/routes/ingestion/base.py b/r2r_core/main/api/routes/ingestion/base.py similarity index 98% rename from r2r/main/api/routes/ingestion/base.py rename to r2r_core/main/api/routes/ingestion/base.py index ca7c8e649..f1feb6ca2 100644 --- a/r2r/main/api/routes/ingestion/base.py +++ b/r2r_core/main/api/routes/ingestion/base.py @@ -7,9 +7,11 @@ import yaml from fastapi import Depends, File, Form, UploadFile -from r2r.base import ChunkingConfig, R2RException -from r2r.base.api.models.ingestion.responses import WrappedIngestionResponse -from r2r.base.utils import generate_user_document_id +from r2r_core.base import ChunkingConfig, R2RException +from r2r_core.base.api.models.ingestion.responses import ( + WrappedIngestionResponse, +) +from r2r_core.base.utils import generate_user_document_id from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine diff --git a/r2r/main/api/routes/ingestion/ingestion_router_openapi.yml b/r2r_core/main/api/routes/ingestion/ingestion_router_openapi.yml similarity index 100% rename from r2r/main/api/routes/ingestion/ingestion_router_openapi.yml rename to r2r_core/main/api/routes/ingestion/ingestion_router_openapi.yml diff --git a/r2r/main/api/routes/management/__init__.py b/r2r_core/main/api/routes/management/__init__.py similarity index 100% rename from r2r/main/api/routes/management/__init__.py rename to r2r_core/main/api/routes/management/__init__.py diff --git a/r2r/main/api/routes/management/base.py b/r2r_core/main/api/routes/management/base.py similarity index 99% rename from r2r/main/api/routes/management/base.py rename to r2r_core/main/api/routes/management/base.py index c21150dcd..5aa90e973 100644 --- a/r2r/main/api/routes/management/base.py +++ b/r2r_core/main/api/routes/management/base.py @@ -7,8 +7,8 @@ import psutil from fastapi import Body, Depends, Path, Query -from r2r.base import R2RException -from r2r.base.api.models.management.responses import ( +from r2r_core.base import R2RException +from r2r_core.base.api.models.management.responses import ( WrappedAddUserResponse, WrappedAnalyticsResponse, WrappedAppSettingsResponse, diff --git a/r2r/main/api/routes/restructure/__init__.py b/r2r_core/main/api/routes/restructure/__init__.py similarity index 100% rename from r2r/main/api/routes/restructure/__init__.py rename to r2r_core/main/api/routes/restructure/__init__.py diff --git a/r2r/main/api/routes/restructure/base.py b/r2r_core/main/api/routes/restructure/base.py similarity index 88% rename from r2r/main/api/routes/restructure/base.py rename to r2r_core/main/api/routes/restructure/base.py index 470d92a32..ebe726448 100644 --- a/r2r/main/api/routes/restructure/base.py +++ b/r2r_core/main/api/routes/restructure/base.py @@ -1,7 +1,7 @@ from fastapi import Depends -from r2r.main.api.routes.base_router import BaseRouter -from r2r.main.engine import R2REngine +from r2r_core.main.api.routes.base_router import BaseRouter +from r2r_core.main.engine import R2REngine # TODO: Botched by Claude diff --git a/r2r/main/api/routes/retrieval/__init__.py b/r2r_core/main/api/routes/retrieval/__init__.py similarity index 100% rename from r2r/main/api/routes/retrieval/__init__.py rename to r2r_core/main/api/routes/retrieval/__init__.py diff --git a/r2r/main/api/routes/retrieval/base.py b/r2r_core/main/api/routes/retrieval/base.py similarity index 99% rename from r2r/main/api/routes/retrieval/base.py rename to r2r_core/main/api/routes/retrieval/base.py index b5c4f6e2e..e86276dbd 100644 --- a/r2r/main/api/routes/retrieval/base.py +++ b/r2r_core/main/api/routes/retrieval/base.py @@ -5,14 +5,14 @@ from fastapi import Body, Depends from fastapi.responses import StreamingResponse -from r2r.base import ( +from r2r_core.base import ( GenerationConfig, KGSearchSettings, Message, RunType, VectorSearchSettings, ) -from r2r.base.api.models import ( +from r2r_core.base.api.models import ( WrappedRAGAgentResponse, WrappedRAGResponse, WrappedSearchResponse, diff --git a/r2r/main/api/routes/retrieval/retrieval_router_openapi.yml b/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml similarity index 100% rename from r2r/main/api/routes/retrieval/retrieval_router_openapi.yml rename to r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml diff --git a/r2r/main/app.py b/r2r_core/main/app.py similarity index 100% rename from r2r/main/app.py rename to r2r_core/main/app.py diff --git a/r2r/main/app_entry.py b/r2r_core/main/app_entry.py similarity index 100% rename from r2r/main/app_entry.py rename to r2r_core/main/app_entry.py diff --git a/r2r/main/assembly/__init__.py b/r2r_core/main/assembly/__init__.py similarity index 100% rename from r2r/main/assembly/__init__.py rename to r2r_core/main/assembly/__init__.py diff --git a/r2r/main/assembly/builder.py b/r2r_core/main/assembly/builder.py similarity index 99% rename from r2r/main/assembly/builder.py rename to r2r_core/main/assembly/builder.py index 67aad39ef..22ec703a2 100644 --- a/r2r/main/assembly/builder.py +++ b/r2r_core/main/assembly/builder.py @@ -1,8 +1,8 @@ import os from typing import Optional, Type -from r2r.agent import R2RRAGAgent -from r2r.base import ( +from r2r_core.agent import R2RRAGAgent +from r2r_core.base import ( AsyncPipe, AuthProvider, CompletionProvider, @@ -12,7 +12,7 @@ KGProvider, PromptProvider, ) -from r2r.pipelines import ( +from r2r_core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, diff --git a/r2r/main/assembly/config.py b/r2r_core/main/assembly/config.py similarity index 100% rename from r2r/main/assembly/config.py rename to r2r_core/main/assembly/config.py diff --git a/r2r/main/assembly/factory.py b/r2r_core/main/assembly/factory.py similarity index 92% rename from r2r/main/assembly/factory.py rename to r2r_core/main/assembly/factory.py index 3f6971110..78966121f 100644 --- a/r2r/main/assembly/factory.py +++ b/r2r_core/main/assembly/factory.py @@ -2,8 +2,8 @@ import os from typing import Any, Optional -from r2r.agent import R2RRAGAgent, R2RStreamingRAGAgent -from r2r.base import ( +from r2r_core.agent import R2RRAGAgent, R2RStreamingRAGAgent +from r2r_core.base import ( AsyncPipe, AuthConfig, AuthProvider, @@ -24,7 +24,7 @@ PromptProvider, RunLoggingSingleton, ) -from r2r.pipelines import ( +from r2r_core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, @@ -51,7 +51,7 @@ def create_auth_provider( ) -> AuthProvider: auth_provider: Optional[AuthProvider] = None if auth_config.provider == "r2r": - from r2r.providers import R2RAuthProvider + from r2r_core.providers import R2RAuthProvider auth_provider = R2RAuthProvider( auth_config, crypto_provider, db_provider @@ -70,7 +70,7 @@ def create_crypto_provider( ) -> CryptoProvider: crypto_provider: Optional[CryptoProvider] = None if crypto_config.provider == "bcrypt": - from r2r.providers.crypto import BCryptConfig, BCryptProvider + from r2r_core.providers.crypto import BCryptConfig, BCryptProvider crypto_provider = BCryptProvider( BCryptConfig(**crypto_config.dict()) @@ -88,11 +88,11 @@ def create_parsing_provider( parsing_config: ParsingConfig, *args, **kwargs ) -> ParsingProvider: if parsing_config.provider == "r2r": - from r2r.providers import R2RParsingProvider + from r2r_core.providers import R2RParsingProvider return R2RParsingProvider(parsing_config) elif parsing_config.provider == "unstructured": - from r2r.providers import UnstructuredParsingProvider + from r2r_core.providers import UnstructuredParsingProvider return UnstructuredParsingProvider(parsing_config) else: @@ -106,11 +106,11 @@ def create_chunking_provider( ) -> ChunkingProvider: chunking_config.validate() if chunking_config.provider == "r2r": - from r2r.providers import R2RChunkingProvider + from r2r_core.providers import R2RChunkingProvider return R2RChunkingProvider(chunking_config) elif chunking_config.provider == "unstructured": - from r2r.providers import UnstructuredChunkingProvider + from r2r_core.providers import UnstructuredChunkingProvider return UnstructuredChunkingProvider(chunking_config) else: @@ -133,7 +133,7 @@ def create_database_provider( vector_db_dimension = self.config.embedding.base_dimension if db_config.provider == "postgres": - from r2r.providers import PostgresDBProvider + from r2r_core.providers import PostgresDBProvider database_provider = PostgresDBProvider( db_config, vector_db_dimension, crypto_provider=crypto_provider @@ -158,17 +158,17 @@ def create_embedding_provider( raise ValueError( "Must set OPENAI_API_KEY in order to initialize OpenAIEmbeddingProvider." ) - from r2r.providers import OpenAIEmbeddingProvider + from r2r_core.providers import OpenAIEmbeddingProvider embedding_provider = OpenAIEmbeddingProvider(embedding) elif embedding.provider == "litellm": - from r2r.providers import LiteLLMEmbeddingProvider + from r2r_core.providers import LiteLLMEmbeddingProvider embedding_provider = LiteLLMEmbeddingProvider(embedding) elif embedding.provider == "ollama": - from r2r.providers import OllamaEmbeddingProvider + from r2r_core.providers import OllamaEmbeddingProvider embedding_provider = OllamaEmbeddingProvider(embedding) @@ -188,11 +188,11 @@ def create_llm_provider( ) -> CompletionProvider: llm_provider: Optional[CompletionProvider] = None if llm_config.provider == "openai": - from r2r.providers import OpenAICompletionProvider + from r2r_core.providers import OpenAICompletionProvider llm_provider = OpenAICompletionProvider(llm_config) elif llm_config.provider == "litellm": - from r2r.providers import LiteCompletionProvider + from r2r_core.providers import LiteCompletionProvider llm_provider = LiteCompletionProvider(llm_config) else: @@ -209,7 +209,7 @@ def create_prompt_provider( ) -> PromptProvider: prompt_provider = None if prompt_config.provider == "r2r": - from r2r.providers import R2RPromptProvider + from r2r_core.providers import R2RPromptProvider prompt_provider = R2RPromptProvider(prompt_config) else: @@ -221,7 +221,7 @@ def create_prompt_provider( @staticmethod def create_kg_provider(kg_config, *args, **kwargs): if kg_config.provider == "neo4j": - from r2r.providers import Neo4jKGProvider + from r2r_core.providers import Neo4jKGProvider return Neo4jKGProvider(kg_config) elif kg_config.provider is None: @@ -362,12 +362,12 @@ def create_pipes( ) def create_parsing_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import ParsingPipe + from r2r_core.pipes import ParsingPipe return ParsingPipe(parsing_provider=self.providers.parsing) def create_chunking_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import ChunkingPipe + from r2r_core.pipes import ChunkingPipe return ChunkingPipe(chunking_provider=self.providers.chunking) @@ -375,7 +375,7 @@ def create_embedding_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r.pipes import EmbeddingPipe + from r2r_core.pipes import EmbeddingPipe return EmbeddingPipe( embedding_provider=self.providers.embedding, @@ -387,7 +387,7 @@ def create_vector_storage_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r.pipes import VectorStoragePipe + from r2r_core.pipes import VectorStoragePipe return VectorStoragePipe(database_provider=self.providers.database) @@ -395,7 +395,7 @@ def create_vector_search_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r.pipes import VectorSearchPipe + from r2r_core.pipes import VectorSearchPipe return VectorSearchPipe( database_provider=self.providers.database, @@ -406,7 +406,7 @@ def create_kg_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r.pipes import KGTriplesExtractionPipe + from r2r_core.pipes import KGTriplesExtractionPipe return KGTriplesExtractionPipe( kg_provider=self.providers.kg, @@ -420,7 +420,7 @@ def create_kg_storage_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r.pipes import KGStoragePipe + from r2r_core.pipes import KGStoragePipe return KGStoragePipe( kg_provider=self.providers.kg, @@ -431,7 +431,7 @@ def create_kg_search_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r.pipes import KGSearchSearchPipe + from r2r_core.pipes import KGSearchSearchPipe return KGSearchSearchPipe( kg_provider=self.providers.kg, @@ -442,14 +442,14 @@ def create_kg_search_pipe(self, *args, **kwargs) -> Any: def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: if stream: - from r2r.pipes import StreamingSearchRAGPipe + from r2r_core.pipes import StreamingSearchRAGPipe return StreamingSearchRAGPipe( llm_provider=self.providers.llm, prompt_provider=self.providers.prompt, ) else: - from r2r.pipes import SearchRAGPipe + from r2r_core.pipes import SearchRAGPipe return SearchRAGPipe( llm_provider=self.providers.llm, @@ -457,7 +457,7 @@ def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: ) def create_kg_node_extraction_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import KGNodeExtractionPipe + from r2r_core.pipes import KGNodeExtractionPipe return KGNodeExtractionPipe( kg_provider=self.providers.kg, @@ -466,7 +466,7 @@ def create_kg_node_extraction_pipe(self, *args, **kwargs) -> Any: ) def create_kg_node_description_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import KGNodeDescriptionPipe + from r2r_core.pipes import KGNodeDescriptionPipe return KGNodeDescriptionPipe( kg_provider=self.providers.kg, @@ -476,7 +476,7 @@ def create_kg_node_description_pipe(self, *args, **kwargs) -> Any: ) def create_kg_clustering_pipe(self, *args, **kwargs) -> Any: - from r2r.pipes import KGClusteringPipe + from r2r_core.pipes import KGClusteringPipe return KGClusteringPipe( kg_provider=self.providers.kg, diff --git a/r2r/main/assembly/factory_extensions.py b/r2r_core/main/assembly/factory_extensions.py similarity index 95% rename from r2r/main/assembly/factory_extensions.py rename to r2r_core/main/assembly/factory_extensions.py index 34aaa1b4f..755a1897c 100644 --- a/r2r/main/assembly/factory_extensions.py +++ b/r2r_core/main/assembly/factory_extensions.py @@ -1,5 +1,5 @@ -from r2r.pipes.retrieval.multi_search import MultiSearchPipe -from r2r.pipes.retrieval.query_transform_pipe import QueryTransformPipe +from r2r_core.pipes.retrieval.multi_search import MultiSearchPipe +from r2r_core.pipes.retrieval.query_transform_pipe import QueryTransformPipe from .factory import R2RPipeFactory diff --git a/r2r/main/engine.py b/r2r_core/main/engine.py similarity index 98% rename from r2r/main/engine.py rename to r2r_core/main/engine.py index e29daa77e..008bb622e 100644 --- a/r2r/main/engine.py +++ b/r2r_core/main/engine.py @@ -1,7 +1,7 @@ from typing import TYPE_CHECKING, Optional -from r2r.base import RunLoggingSingleton, RunManager -from r2r.base.abstractions.base import AsyncSyncMeta, syncable +from r2r_core.base import RunLoggingSingleton, RunManager +from r2r_core.base.abstractions.base import AsyncSyncMeta, syncable from .abstractions import R2RAgents, R2RPipelines, R2RProviders from .services.auth_service import AuthService diff --git a/r2r/main/execution.py b/r2r_core/main/execution.py similarity index 98% rename from r2r/main/execution.py rename to r2r_core/main/execution.py index 91c97bc4e..6be195e1f 100644 --- a/r2r/main/execution.py +++ b/r2r_core/main/execution.py @@ -10,7 +10,7 @@ import click from fastapi import UploadFile -from r2r.base import ( +from r2r_core.base import ( AnalysisTypes, GenerationConfig, KGSearchSettings, @@ -18,7 +18,9 @@ VectorSearchSettings, ) -from .api.client import R2RClient +# TODO: need to import this from the package, not from the local directory +from r2r_python_sdk.r2r.client import R2RClient + from .assembly.builder import R2RBuilder from .assembly.config import R2RConfig from .r2r import R2R @@ -430,7 +432,7 @@ def analytics( ) def ingest_sample_file(self, no_media: bool = True, option: int = 0): - from r2r.examples.scripts.sample_data_ingestor import ( + from r2r_core.examples.scripts.sample_data_ingestor import ( SampleDataIngestor, ) @@ -441,7 +443,7 @@ def ingest_sample_file(self, no_media: bool = True, option: int = 0): ) def ingest_sample_files(self, no_media: bool = True): - from r2r.examples.scripts.sample_data_ingestor import ( + from r2r_core.examples.scripts.sample_data_ingestor import ( SampleDataIngestor, ) diff --git a/r2r/main/r2r.py b/r2r_core/main/r2r.py similarity index 100% rename from r2r/main/r2r.py rename to r2r_core/main/r2r.py diff --git a/r2r/main/services/__init__.py b/r2r_core/main/services/__init__.py similarity index 100% rename from r2r/main/services/__init__.py rename to r2r_core/main/services/__init__.py diff --git a/r2r/main/services/auth_service.py b/r2r_core/main/services/auth_service.py similarity index 96% rename from r2r/main/services/auth_service.py rename to r2r_core/main/services/auth_service.py index 1677ce8f8..484c37608 100644 --- a/r2r/main/services/auth_service.py +++ b/r2r_core/main/services/auth_service.py @@ -2,9 +2,9 @@ from typing import Optional from uuid import UUID -from r2r.base import R2RException, RunLoggingSingleton, RunManager, Token -from r2r.base.api.models.auth.responses import UserResponse -from r2r.telemetry.telemetry_decorator import telemetry_event +from r2r_core.base import R2RException, RunLoggingSingleton, RunManager, Token +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r/main/services/base.py b/r2r_core/main/services/base.py similarity index 91% rename from r2r/main/services/base.py rename to r2r_core/main/services/base.py index 7089f76b9..3392cd2e0 100644 --- a/r2r/main/services/base.py +++ b/r2r_core/main/services/base.py @@ -1,6 +1,6 @@ from abc import ABC -from r2r.base import RunLoggingSingleton, RunManager +from r2r_core.base import RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r/main/services/ingestion_service.py b/r2r_core/main/services/ingestion_service.py similarity index 98% rename from r2r/main/services/ingestion_service.py rename to r2r_core/main/services/ingestion_service.py index 71e5c0f28..c488761dd 100644 --- a/r2r/main/services/ingestion_service.py +++ b/r2r_core/main/services/ingestion_service.py @@ -6,7 +6,7 @@ from fastapi import UploadFile -from r2r.base import ( +from r2r_core.base import ( Document, DocumentInfo, DocumentType, @@ -18,9 +18,9 @@ increment_version, to_async_generator, ) -from r2r.base.api.models import IngestionResponse -from r2r.base.providers import ChunkingProvider -from r2r.telemetry.telemetry_decorator import telemetry_event +from r2r_core.base.api.models import IngestionResponse +from r2r_core.base.providers import ChunkingProvider +from r2r_core.telemetry.telemetry_decorator import telemetry_event from ...base.api.models.auth.responses import UserResponse from ..abstractions import R2RAgents, R2RPipelines, R2RProviders diff --git a/r2r/main/services/management_service.py b/r2r_core/main/services/management_service.py similarity index 99% rename from r2r/main/services/management_service.py rename to r2r_core/main/services/management_service.py index 9e8337b45..c8476ae43 100644 --- a/r2r/main/services/management_service.py +++ b/r2r_core/main/services/management_service.py @@ -7,7 +7,7 @@ import toml -from r2r.base import ( +from r2r_core.base import ( AnalysisTypes, LogFilterCriteria, LogProcessor, @@ -15,7 +15,7 @@ RunLoggingSingleton, RunManager, ) -from r2r.telemetry.telemetry_decorator import telemetry_event +from r2r_core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r/main/services/restructure_service.py b/r2r_core/main/services/restructure_service.py similarity index 94% rename from r2r/main/services/restructure_service.py rename to r2r_core/main/services/restructure_service.py index a68151310..6667092dd 100644 --- a/r2r/main/services/restructure_service.py +++ b/r2r_core/main/services/restructure_service.py @@ -1,7 +1,7 @@ import logging from typing import Any, Dict, List -from r2r.base import R2RException, RunLoggingSingleton, RunManager +from r2r_core.base import R2RException, RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r/main/services/retrieval_service.py b/r2r_core/main/services/retrieval_service.py similarity index 98% rename from r2r/main/services/retrieval_service.py rename to r2r_core/main/services/retrieval_service.py index 5b50de002..d2ec8c69f 100644 --- a/r2r/main/services/retrieval_service.py +++ b/r2r_core/main/services/retrieval_service.py @@ -4,7 +4,7 @@ from typing import Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( CompletionRecord, GenerationConfig, KGSearchSettings, @@ -18,9 +18,9 @@ manage_run, to_async_generator, ) -from r2r.base.api.models import RAGResponse, SearchResponse -from r2r.base.api.models.auth.responses import UserResponse -from r2r.telemetry.telemetry_decorator import telemetry_event +from r2r_core.base.api.models import RAGResponse, SearchResponse +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r/parsers/__init__.py b/r2r_core/parsers/__init__.py similarity index 100% rename from r2r/parsers/__init__.py rename to r2r_core/parsers/__init__.py diff --git a/r2r/parsers/media/__init__.py b/r2r_core/parsers/media/__init__.py similarity index 100% rename from r2r/parsers/media/__init__.py rename to r2r_core/parsers/media/__init__.py diff --git a/r2r/parsers/media/audio_parser.py b/r2r_core/parsers/media/audio_parser.py similarity index 88% rename from r2r/parsers/media/audio_parser.py rename to r2r_core/parsers/media/audio_parser.py index 8a7735e4c..adc4ccb63 100644 --- a/r2r/parsers/media/audio_parser.py +++ b/r2r_core/parsers/media/audio_parser.py @@ -1,8 +1,8 @@ import os from typing import AsyncGenerator -from r2r.base.parsers.base_parser import AsyncParser -from r2r.parsers.media.openai_helpers import process_audio_with_openai +from r2r_core.base.parsers.base_parser import AsyncParser +from r2r_core.parsers.media.openai_helpers import process_audio_with_openai class AudioParser(AsyncParser[bytes]): diff --git a/r2r/parsers/media/docx_parser.py b/r2r_core/parsers/media/docx_parser.py similarity index 87% rename from r2r/parsers/media/docx_parser.py rename to r2r_core/parsers/media/docx_parser.py index 9edced810..0f555fbcd 100644 --- a/r2r/parsers/media/docx_parser.py +++ b/r2r_core/parsers/media/docx_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class DOCXParser(AsyncParser[DataType]): diff --git a/r2r/parsers/media/img_parser.py b/r2r_core/parsers/media/img_parser.py similarity index 85% rename from r2r/parsers/media/img_parser.py rename to r2r_core/parsers/media/img_parser.py index 126907ec4..fb6519501 100644 --- a/r2r/parsers/media/img_parser.py +++ b/r2r_core/parsers/media/img_parser.py @@ -1,9 +1,9 @@ import os from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser -from r2r.parsers.media.openai_helpers import process_frame_with_openai +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser +from r2r_core.parsers.media.openai_helpers import process_frame_with_openai class ImageParser(AsyncParser[DataType]): diff --git a/r2r/parsers/media/movie_parser.py b/r2r_core/parsers/media/movie_parser.py similarity index 97% rename from r2r/parsers/media/movie_parser.py rename to r2r_core/parsers/media/movie_parser.py index c00b80d92..1ff73d5ba 100644 --- a/r2r/parsers/media/movie_parser.py +++ b/r2r_core/parsers/media/movie_parser.py @@ -2,8 +2,8 @@ import os from typing import AsyncGenerator -from r2r.base.parsers.base_parser import AsyncParser -from r2r.parsers.media.openai_helpers import ( +from r2r_core.base.parsers.base_parser import AsyncParser +from r2r_core.parsers.media.openai_helpers import ( process_audio_with_openai, process_frame_with_openai, ) diff --git a/r2r/parsers/media/openai_helpers.py b/r2r_core/parsers/media/openai_helpers.py similarity index 100% rename from r2r/parsers/media/openai_helpers.py rename to r2r_core/parsers/media/openai_helpers.py diff --git a/r2r/parsers/media/pdf_parser.py b/r2r_core/parsers/media/pdf_parser.py similarity index 98% rename from r2r/parsers/media/pdf_parser.py rename to r2r_core/parsers/media/pdf_parser.py index f50ac94fc..5f9e4c0a8 100644 --- a/r2r/parsers/media/pdf_parser.py +++ b/r2r_core/parsers/media/pdf_parser.py @@ -5,8 +5,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser logger = logging.getLogger(__name__) diff --git a/r2r/parsers/media/ppt_parser.py b/r2r_core/parsers/media/ppt_parser.py similarity index 88% rename from r2r/parsers/media/ppt_parser.py rename to r2r_core/parsers/media/ppt_parser.py index 8f1928400..3ad4d28a6 100644 --- a/r2r/parsers/media/ppt_parser.py +++ b/r2r_core/parsers/media/ppt_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class PPTParser(AsyncParser[DataType]): diff --git a/r2r/parsers/structured/__init__.py b/r2r_core/parsers/structured/__init__.py similarity index 100% rename from r2r/parsers/structured/__init__.py rename to r2r_core/parsers/structured/__init__.py diff --git a/r2r/parsers/structured/csv_parser.py b/r2r_core/parsers/structured/csv_parser.py similarity index 95% rename from r2r/parsers/structured/csv_parser.py rename to r2r_core/parsers/structured/csv_parser.py index cd8d563bd..1f26fc2c1 100644 --- a/r2r/parsers/structured/csv_parser.py +++ b/r2r_core/parsers/structured/csv_parser.py @@ -1,7 +1,7 @@ from typing import IO, AsyncGenerator, Union -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class CSVParser(AsyncParser[DataType]): diff --git a/r2r/parsers/structured/json_parser.py b/r2r_core/parsers/structured/json_parser.py similarity index 93% rename from r2r/parsers/structured/json_parser.py rename to r2r_core/parsers/structured/json_parser.py index 23d630656..3dcaf96df 100644 --- a/r2r/parsers/structured/json_parser.py +++ b/r2r_core/parsers/structured/json_parser.py @@ -1,8 +1,8 @@ import json from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class JSONParser(AsyncParser[DataType]): diff --git a/r2r/parsers/structured/xlsx_parser.py b/r2r_core/parsers/structured/xlsx_parser.py similarity index 96% rename from r2r/parsers/structured/xlsx_parser.py rename to r2r_core/parsers/structured/xlsx_parser.py index abd917541..b7050518b 100644 --- a/r2r/parsers/structured/xlsx_parser.py +++ b/r2r_core/parsers/structured/xlsx_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class XLSXParser(AsyncParser[DataType]): diff --git a/r2r/parsers/text/__init__.py b/r2r_core/parsers/text/__init__.py similarity index 100% rename from r2r/parsers/text/__init__.py rename to r2r_core/parsers/text/__init__.py diff --git a/r2r/parsers/text/html_parser.py b/r2r_core/parsers/text/html_parser.py similarity index 74% rename from r2r/parsers/text/html_parser.py rename to r2r_core/parsers/text/html_parser.py index 9c663fbed..6fbeab7cd 100644 --- a/r2r/parsers/text/html_parser.py +++ b/r2r_core/parsers/text/html_parser.py @@ -2,8 +2,8 @@ from bs4 import BeautifulSoup -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class HTMLParser(AsyncParser[DataType]): diff --git a/r2r/parsers/text/md_parser.py b/r2r_core/parsers/text/md_parser.py similarity index 82% rename from r2r/parsers/text/md_parser.py rename to r2r_core/parsers/text/md_parser.py index ada9ae57e..f74fff2e1 100644 --- a/r2r/parsers/text/md_parser.py +++ b/r2r_core/parsers/text/md_parser.py @@ -2,8 +2,8 @@ from bs4 import BeautifulSoup -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class MDParser(AsyncParser[DataType]): diff --git a/r2r/parsers/text/text_parser.py b/r2r_core/parsers/text/text_parser.py similarity index 71% rename from r2r/parsers/text/text_parser.py rename to r2r_core/parsers/text/text_parser.py index 0c8ab7caf..269320946 100644 --- a/r2r/parsers/text/text_parser.py +++ b/r2r_core/parsers/text/text_parser.py @@ -1,7 +1,7 @@ from typing import AsyncGenerator -from r2r.base.abstractions.document import DataType -from r2r.base.parsers.base_parser import AsyncParser +from r2r_core.base.abstractions.document import DataType +from r2r_core.base.parsers.base_parser import AsyncParser class TextParser(AsyncParser[DataType]): diff --git a/r2r/pipelines/__init__.py b/r2r_core/pipelines/__init__.py similarity index 100% rename from r2r/pipelines/__init__.py rename to r2r_core/pipelines/__init__.py diff --git a/r2r/pipelines/graph_enrichment.py b/r2r_core/pipelines/graph_enrichment.py similarity index 100% rename from r2r/pipelines/graph_enrichment.py rename to r2r_core/pipelines/graph_enrichment.py diff --git a/r2r/pipelines/ingestion_pipeline.py b/r2r_core/pipelines/ingestion_pipeline.py similarity index 92% rename from r2r/pipelines/ingestion_pipeline.py rename to r2r_core/pipelines/ingestion_pipeline.py index 5a1fe42e7..6949a40bb 100644 --- a/r2r/pipelines/ingestion_pipeline.py +++ b/r2r_core/pipelines/ingestion_pipeline.py @@ -3,12 +3,15 @@ from asyncio import Queue from typing import Any, Optional -from r2r.base.api.models.auth.responses import UserResponse -from r2r.base.logging.run_logger import RunLoggingSingleton -from r2r.base.logging.run_manager import RunManager, manage_run -from r2r.base.pipeline.base_pipeline import AsyncPipeline, dequeue_requests -from r2r.base.pipes.base_pipe import AsyncPipe, AsyncState -from r2r.base.providers.chunking import ChunkingProvider +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.base.logging.run_logger import RunLoggingSingleton +from r2r_core.base.logging.run_manager import RunManager, manage_run +from r2r_core.base.pipeline.base_pipeline import ( + AsyncPipeline, + dequeue_requests, +) +from r2r_core.base.pipes.base_pipe import AsyncPipe, AsyncState +from r2r_core.base.providers.chunking import ChunkingProvider logger = logging.getLogger(__name__) diff --git a/r2r/pipelines/rag_pipeline.py b/r2r_core/pipelines/rag_pipeline.py similarity index 100% rename from r2r/pipelines/rag_pipeline.py rename to r2r_core/pipelines/rag_pipeline.py diff --git a/r2r/pipelines/search_pipeline.py b/r2r_core/pipelines/search_pipeline.py similarity index 100% rename from r2r/pipelines/search_pipeline.py rename to r2r_core/pipelines/search_pipeline.py diff --git a/r2r/pipes/__init__.py b/r2r_core/pipes/__init__.py similarity index 100% rename from r2r/pipes/__init__.py rename to r2r_core/pipes/__init__.py diff --git a/r2r/pipes/abstractions/__init__.py b/r2r_core/pipes/abstractions/__init__.py similarity index 100% rename from r2r/pipes/abstractions/__init__.py rename to r2r_core/pipes/abstractions/__init__.py diff --git a/r2r/pipes/abstractions/generator_pipe.py b/r2r_core/pipes/abstractions/generator_pipe.py similarity index 89% rename from r2r/pipes/abstractions/generator_pipe.py rename to r2r_core/pipes/abstractions/generator_pipe.py index 38d2aafa8..d72777c2e 100644 --- a/r2r/pipes/abstractions/generator_pipe.py +++ b/r2r_core/pipes/abstractions/generator_pipe.py @@ -2,15 +2,15 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, CompletionProvider, PipeType, PromptProvider, RunLoggingSingleton, ) -from r2r.base.abstractions.llm import GenerationConfig -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.base.pipes.base_pipe import AsyncPipe class GeneratorPipe(AsyncPipe): diff --git a/r2r/pipes/abstractions/search_pipe.py b/r2r_core/pipes/abstractions/search_pipe.py similarity index 98% rename from r2r/pipes/abstractions/search_pipe.py rename to r2r_core/pipes/abstractions/search_pipe.py index 76f0b23bb..e533cb92d 100644 --- a/r2r/pipes/abstractions/search_pipe.py +++ b/r2r_core/pipes/abstractions/search_pipe.py @@ -3,7 +3,7 @@ from typing import Any, AsyncGenerator, Optional, Union from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncPipe, AsyncState, PipeType, diff --git a/r2r/pipes/ingestion/__init__.py b/r2r_core/pipes/ingestion/__init__.py similarity index 100% rename from r2r/pipes/ingestion/__init__.py rename to r2r_core/pipes/ingestion/__init__.py diff --git a/r2r/pipes/ingestion/chunking_pipe.py b/r2r_core/pipes/ingestion/chunking_pipe.py similarity index 94% rename from r2r/pipes/ingestion/chunking_pipe.py rename to r2r_core/pipes/ingestion/chunking_pipe.py index 291a6ad0e..ff5653486 100644 --- a/r2r/pipes/ingestion/chunking_pipe.py +++ b/r2r_core/pipes/ingestion/chunking_pipe.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator, Optional, Union -from r2r.base import ( +from r2r_core.base import ( AsyncState, ChunkingConfig, ChunkingProvider, @@ -11,8 +11,8 @@ RunLoggingSingleton, generate_id_from_label, ) -from r2r.base.pipes.base_pipe import AsyncPipe -from r2r.providers import R2RChunkingProvider +from r2r_core.base.pipes.base_pipe import AsyncPipe +from r2r_core.providers import R2RChunkingProvider class ChunkingPipe(AsyncPipe): diff --git a/r2r/pipes/ingestion/embedding_pipe.py b/r2r_core/pipes/ingestion/embedding_pipe.py similarity index 98% rename from r2r/pipes/ingestion/embedding_pipe.py rename to r2r_core/pipes/ingestion/embedding_pipe.py index 013c3a5fa..e702b933f 100644 --- a/r2r/pipes/ingestion/embedding_pipe.py +++ b/r2r_core/pipes/ingestion/embedding_pipe.py @@ -2,7 +2,7 @@ import logging from typing import Any, AsyncGenerator, Optional, Union -from r2r.base import ( +from r2r_core.base import ( AsyncState, DocumentFragment, EmbeddingProvider, @@ -12,7 +12,7 @@ Vector, VectorEntry, ) -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r/pipes/ingestion/kg_extraction_pipe.py b/r2r_core/pipes/ingestion/kg_extraction_pipe.py similarity index 97% rename from r2r/pipes/ingestion/kg_extraction_pipe.py rename to r2r_core/pipes/ingestion/kg_extraction_pipe.py index d36f6694a..504c0d03d 100644 --- a/r2r/pipes/ingestion/kg_extraction_pipe.py +++ b/r2r_core/pipes/ingestion/kg_extraction_pipe.py @@ -3,7 +3,7 @@ import logging from typing import Any, AsyncGenerator, Optional, Union -from r2r.base import ( +from r2r_core.base import ( AsyncState, ChunkingProvider, CompletionProvider, @@ -14,12 +14,12 @@ R2RDocumentProcessingError, RunLoggingSingleton, ) -from r2r.base.abstractions.graph import ( +from r2r_core.base.abstractions.graph import ( KGExtraction, extract_entities, extract_triples, ) -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r/pipes/ingestion/parsing_pipe.py b/r2r_core/pipes/ingestion/parsing_pipe.py similarity index 93% rename from r2r/pipes/ingestion/parsing_pipe.py rename to r2r_core/pipes/ingestion/parsing_pipe.py index 03ceab6aa..514ac3c55 100644 --- a/r2r/pipes/ingestion/parsing_pipe.py +++ b/r2r_core/pipes/ingestion/parsing_pipe.py @@ -6,7 +6,7 @@ from typing import AsyncGenerator, Optional, Union from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, Document, DocumentExtraction, @@ -15,8 +15,8 @@ RunLoggingSingleton, generate_id_from_label, ) -from r2r.base.abstractions.exception import R2RDocumentProcessingError -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.abstractions.exception import R2RDocumentProcessingError +from r2r_core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r/pipes/ingestion/vector_storage_pipe.py b/r2r_core/pipes/ingestion/vector_storage_pipe.py similarity index 95% rename from r2r/pipes/ingestion/vector_storage_pipe.py rename to r2r_core/pipes/ingestion/vector_storage_pipe.py index af516350b..ab55117dc 100644 --- a/r2r/pipes/ingestion/vector_storage_pipe.py +++ b/r2r_core/pipes/ingestion/vector_storage_pipe.py @@ -3,15 +3,15 @@ from typing import Any, AsyncGenerator, Optional, Tuple, Union from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, DatabaseProvider, PipeType, RunLoggingSingleton, VectorEntry, ) -from r2r.base.abstractions.exception import R2RDocumentProcessingError -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.abstractions.exception import R2RDocumentProcessingError +from r2r_core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r/pipes/kg/clustering.py b/r2r_core/pipes/kg/clustering.py similarity index 99% rename from r2r/pipes/kg/clustering.py rename to r2r_core/pipes/kg/clustering.py index a0d6c0248..e6c7c0c9b 100644 --- a/r2r/pipes/kg/clustering.py +++ b/r2r_core/pipes/kg/clustering.py @@ -12,7 +12,7 @@ import networkx as nx from graspologic.partition import hierarchical_leiden -from r2r.base import ( +from r2r_core.base import ( AsyncPipe, AsyncState, Community, diff --git a/r2r/pipes/kg/extraction.py b/r2r_core/pipes/kg/extraction.py similarity index 98% rename from r2r/pipes/kg/extraction.py rename to r2r_core/pipes/kg/extraction.py index 4d2043c32..4d9d0f3ab 100644 --- a/r2r/pipes/kg/extraction.py +++ b/r2r_core/pipes/kg/extraction.py @@ -5,7 +5,7 @@ import uuid from typing import Any, AsyncGenerator, Optional, Union -from r2r.base import ( +from r2r_core.base import ( AsyncState, ChunkingProvider, CompletionProvider, @@ -20,7 +20,7 @@ RunLoggingSingleton, Triple, ) -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r/pipes/kg/node_extraction.py b/r2r_core/pipes/kg/node_extraction.py similarity index 97% rename from r2r/pipes/kg/node_extraction.py rename to r2r_core/pipes/kg/node_extraction.py index 9f85fa3b8..0078a68b8 100644 --- a/r2r/pipes/kg/node_extraction.py +++ b/r2r_core/pipes/kg/node_extraction.py @@ -5,7 +5,7 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, CompletionProvider, EmbeddingProvider, @@ -14,9 +14,9 @@ PromptProvider, RunLoggingSingleton, ) -from r2r.base.abstractions.graph import Entity, Triple -from r2r.base.pipes.base_pipe import AsyncPipe -from r2r.base.providers.llm import GenerationConfig +from r2r_core.base.abstractions.graph import Entity, Triple +from r2r_core.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.providers.llm import GenerationConfig logger = logging.getLogger(__name__) diff --git a/r2r/pipes/kg/storage.py b/r2r_core/pipes/kg/storage.py similarity index 95% rename from r2r/pipes/kg/storage.py rename to r2r_core/pipes/kg/storage.py index 1663856b5..635a47d73 100644 --- a/r2r/pipes/kg/storage.py +++ b/r2r_core/pipes/kg/storage.py @@ -3,15 +3,15 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, EmbeddingProvider, KGExtraction, PipeType, RunLoggingSingleton, ) -from r2r.base.pipes.base_pipe import AsyncPipe -from r2r.base.providers import KGProvider +from r2r_core.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.providers import KGProvider logger = logging.getLogger(__name__) diff --git a/r2r/pipes/other/web_search_pipe.py b/r2r_core/pipes/other/web_search_pipe.py similarity index 97% rename from r2r/pipes/other/web_search_pipe.py rename to r2r_core/pipes/other/web_search_pipe.py index 1e0c5a768..f51eafa5e 100644 --- a/r2r/pipes/other/web_search_pipe.py +++ b/r2r_core/pipes/other/web_search_pipe.py @@ -3,14 +3,14 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncPipe, AsyncState, PipeType, VectorSearchResult, generate_id_from_label, ) -from r2r.integrations import SerperClient +from r2r_core.integrations import SerperClient from ..abstractions.search_pipe import SearchPipe diff --git a/r2r/pipes/retrieval/kg_search_search_pipe.py b/r2r_core/pipes/retrieval/kg_search_search_pipe.py similarity index 99% rename from r2r/pipes/retrieval/kg_search_search_pipe.py rename to r2r_core/pipes/retrieval/kg_search_search_pipe.py index 24eb16d4d..9435651dc 100644 --- a/r2r/pipes/retrieval/kg_search_search_pipe.py +++ b/r2r_core/pipes/retrieval/kg_search_search_pipe.py @@ -4,7 +4,7 @@ from typing import Any, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, CompletionProvider, EmbeddingProvider, diff --git a/r2r/pipes/retrieval/multi_search.py b/r2r_core/pipes/retrieval/multi_search.py similarity index 93% rename from r2r/pipes/retrieval/multi_search.py rename to r2r_core/pipes/retrieval/multi_search.py index 74cf9f40a..ff29e3461 100644 --- a/r2r/pipes/retrieval/multi_search.py +++ b/r2r_core/pipes/retrieval/multi_search.py @@ -2,9 +2,9 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base.abstractions.llm import GenerationConfig -from r2r.base.abstractions.search import VectorSearchResult -from r2r.base.pipes.base_pipe import AsyncPipe +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.base.abstractions.search import VectorSearchResult +from r2r_core.base.pipes.base_pipe import AsyncPipe from ..abstractions.search_pipe import SearchPipe from .query_transform_pipe import QueryTransformPipe diff --git a/r2r/pipes/retrieval/query_transform_pipe.py b/r2r_core/pipes/retrieval/query_transform_pipe.py similarity index 96% rename from r2r/pipes/retrieval/query_transform_pipe.py rename to r2r_core/pipes/retrieval/query_transform_pipe.py index 98f1bfd2f..2d2a4a2f5 100644 --- a/r2r/pipes/retrieval/query_transform_pipe.py +++ b/r2r_core/pipes/retrieval/query_transform_pipe.py @@ -2,14 +2,14 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncPipe, AsyncState, CompletionProvider, PipeType, PromptProvider, ) -from r2r.base.abstractions.llm import GenerationConfig +from r2r_core.base.abstractions.llm import GenerationConfig from ..abstractions.generator_pipe import GeneratorPipe diff --git a/r2r/pipes/retrieval/search_rag_pipe.py b/r2r_core/pipes/retrieval/search_rag_pipe.py similarity index 97% rename from r2r/pipes/retrieval/search_rag_pipe.py rename to r2r_core/pipes/retrieval/search_rag_pipe.py index 20ec6aee5..031f49ba0 100644 --- a/r2r/pipes/retrieval/search_rag_pipe.py +++ b/r2r_core/pipes/retrieval/search_rag_pipe.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator, Optional, Tuple -from r2r.base import ( +from r2r_core.base import ( AggregateSearchResult, AsyncPipe, AsyncState, @@ -9,7 +9,7 @@ PipeType, PromptProvider, ) -from r2r.base.abstractions.llm import GenerationConfig, RAGCompletion +from r2r_core.base.abstractions.llm import GenerationConfig, RAGCompletion from ..abstractions.generator_pipe import GeneratorPipe diff --git a/r2r/pipes/retrieval/streaming_rag_pipe.py b/r2r_core/pipes/retrieval/streaming_rag_pipe.py similarity index 97% rename from r2r/pipes/retrieval/streaming_rag_pipe.py rename to r2r_core/pipes/retrieval/streaming_rag_pipe.py index 68ef1f01c..a33b2e838 100644 --- a/r2r/pipes/retrieval/streaming_rag_pipe.py +++ b/r2r_core/pipes/retrieval/streaming_rag_pipe.py @@ -4,7 +4,7 @@ from typing import Any, AsyncGenerator, Generator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncState, CompletionProvider, CompletionRecord, @@ -12,7 +12,7 @@ PipeType, PromptProvider, ) -from r2r.base.abstractions.llm import GenerationConfig +from r2r_core.base.abstractions.llm import GenerationConfig from ..abstractions.generator_pipe import GeneratorPipe from .search_rag_pipe import SearchRAGPipe diff --git a/r2r/pipes/retrieval/vector_search_pipe.py b/r2r_core/pipes/retrieval/vector_search_pipe.py similarity index 99% rename from r2r/pipes/retrieval/vector_search_pipe.py rename to r2r_core/pipes/retrieval/vector_search_pipe.py index 1029ccafc..3e914820d 100644 --- a/r2r/pipes/retrieval/vector_search_pipe.py +++ b/r2r_core/pipes/retrieval/vector_search_pipe.py @@ -3,7 +3,7 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( AsyncPipe, AsyncState, DatabaseProvider, diff --git a/r2r/providers/__init__.py b/r2r_core/providers/__init__.py similarity index 100% rename from r2r/providers/__init__.py rename to r2r_core/providers/__init__.py diff --git a/r2r/providers/auth/__init__.py b/r2r_core/providers/auth/__init__.py similarity index 100% rename from r2r/providers/auth/__init__.py rename to r2r_core/providers/auth/__init__.py diff --git a/r2r/providers/auth/r2r_auth.py b/r2r_core/providers/auth/r2r_auth.py similarity index 99% rename from r2r/providers/auth/r2r_auth.py rename to r2r_core/providers/auth/r2r_auth.py index e52e6aab7..c68fba95d 100644 --- a/r2r/providers/auth/r2r_auth.py +++ b/r2r_core/providers/auth/r2r_auth.py @@ -7,7 +7,7 @@ from fastapi import Depends from fastapi.security import OAuth2PasswordBearer -from r2r.base import ( +from r2r_core.base import ( AuthConfig, AuthProvider, CryptoProvider, @@ -16,7 +16,7 @@ Token, TokenData, ) -from r2r.base.api.models.auth.responses import UserResponse +from r2r_core.base.api.models.auth.responses import UserResponse logger = logging.getLogger(__name__) oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/r2r/providers/chunking/__init__.py b/r2r_core/providers/chunking/__init__.py similarity index 100% rename from r2r/providers/chunking/__init__.py rename to r2r_core/providers/chunking/__init__.py diff --git a/r2r/providers/chunking/r2r_chunking.py b/r2r_core/providers/chunking/r2r_chunking.py similarity index 99% rename from r2r/providers/chunking/r2r_chunking.py rename to r2r_core/providers/chunking/r2r_chunking.py index 1fc48b932..de8dcbb7c 100644 --- a/r2r/providers/chunking/r2r_chunking.py +++ b/r2r_core/providers/chunking/r2r_chunking.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator -from r2r.base import ( +from r2r_core.base import ( ChunkingConfig, ChunkingProvider, Method, diff --git a/r2r/providers/chunking/unstructured_chunking.py b/r2r_core/providers/chunking/unstructured_chunking.py similarity index 97% rename from r2r/providers/chunking/unstructured_chunking.py rename to r2r_core/providers/chunking/unstructured_chunking.py index 908bfe066..a54f81676 100644 --- a/r2r/providers/chunking/unstructured_chunking.py +++ b/r2r_core/providers/chunking/unstructured_chunking.py @@ -1,6 +1,6 @@ from typing import AsyncGenerator -from r2r.base import ChunkingProvider +from r2r_core.base import ChunkingProvider class UnstructuredChunkingProvider(ChunkingProvider): diff --git a/r2r/providers/crypto/__init__.py b/r2r_core/providers/crypto/__init__.py similarity index 100% rename from r2r/providers/crypto/__init__.py rename to r2r_core/providers/crypto/__init__.py diff --git a/r2r/providers/crypto/bcrypt.py b/r2r_core/providers/crypto/bcrypt.py similarity index 96% rename from r2r/providers/crypto/bcrypt.py rename to r2r_core/providers/crypto/bcrypt.py index 1710f2298..7b769b09a 100644 --- a/r2r/providers/crypto/bcrypt.py +++ b/r2r_core/providers/crypto/bcrypt.py @@ -1,7 +1,7 @@ import secrets import string -from r2r.base import CryptoConfig, CryptoProvider +from r2r_core.base import CryptoConfig, CryptoProvider class BCryptConfig(CryptoConfig): diff --git a/r2r/providers/database/__init__.py b/r2r_core/providers/database/__init__.py similarity index 100% rename from r2r/providers/database/__init__.py rename to r2r_core/providers/database/__init__.py diff --git a/r2r/providers/database/base.py b/r2r_core/providers/database/base.py similarity index 100% rename from r2r/providers/database/base.py rename to r2r_core/providers/database/base.py diff --git a/r2r/providers/database/document.py b/r2r_core/providers/database/document.py similarity index 98% rename from r2r/providers/database/document.py rename to r2r_core/providers/database/document.py index 38dae9536..e7ba96ebe 100644 --- a/r2r/providers/database/document.py +++ b/r2r_core/providers/database/document.py @@ -1,7 +1,7 @@ from typing import Optional from uuid import UUID -from r2r.base import DocumentInfo, DocumentStatus, DocumentType +from r2r_core.base import DocumentInfo, DocumentStatus, DocumentType from .base import DatabaseMixin diff --git a/r2r/providers/database/group.py b/r2r_core/providers/database/group.py similarity index 98% rename from r2r/providers/database/group.py rename to r2r_core/providers/database/group.py index cd2a73f36..5a9247fa1 100644 --- a/r2r/providers/database/group.py +++ b/r2r_core/providers/database/group.py @@ -2,10 +2,14 @@ from typing import Optional from uuid import UUID -from r2r.base import R2RException -from r2r.base.abstractions import DocumentInfo, DocumentStatus, DocumentType -from r2r.base.api.models.auth.responses import UserResponse -from r2r.base.api.models.management.responses import ( +from r2r_core.base import R2RException +from r2r_core.base.abstractions import ( + DocumentInfo, + DocumentStatus, + DocumentType, +) +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.base.api.models.management.responses import ( GroupOverviewResponse, GroupResponse, ) diff --git a/r2r/providers/database/postgres.py b/r2r_core/providers/database/postgres.py similarity index 99% rename from r2r/providers/database/postgres.py rename to r2r_core/providers/database/postgres.py index 290abaeca..96539512e 100644 --- a/r2r/providers/database/postgres.py +++ b/r2r_core/providers/database/postgres.py @@ -2,7 +2,7 @@ import os from typing import Optional -from r2r.base import ( +from r2r_core.base import ( CryptoProvider, DatabaseConfig, DatabaseProvider, diff --git a/r2r/providers/database/relational.py b/r2r_core/providers/database/relational.py similarity index 80% rename from r2r/providers/database/relational.py rename to r2r_core/providers/database/relational.py index b2b23a829..a8ab40e33 100644 --- a/r2r/providers/database/relational.py +++ b/r2r_core/providers/database/relational.py @@ -2,11 +2,11 @@ from sqlalchemy import exc, text -from r2r.providers.database.base import DatabaseMixin, execute_query -from r2r.providers.database.document import DocumentMixin -from r2r.providers.database.group import GroupMixin -from r2r.providers.database.tokens import BlacklistedTokensMixin -from r2r.providers.database.user import UserMixin +from r2r_core.providers.database.base import DatabaseMixin, execute_query +from r2r_core.providers.database.document import DocumentMixin +from r2r_core.providers.database.group import GroupMixin +from r2r_core.providers.database.tokens import BlacklistedTokensMixin +from r2r_core.providers.database.user import UserMixin logger = logging.getLogger(__name__) diff --git a/r2r/providers/database/tokens.py b/r2r_core/providers/database/tokens.py similarity index 100% rename from r2r/providers/database/tokens.py rename to r2r_core/providers/database/tokens.py diff --git a/r2r/providers/database/user.py b/r2r_core/providers/database/user.py similarity index 98% rename from r2r/providers/database/user.py rename to r2r_core/providers/database/user.py index 0bc0e246c..45df73d01 100644 --- a/r2r/providers/database/user.py +++ b/r2r_core/providers/database/user.py @@ -4,9 +4,9 @@ from sqlalchemy import text -from r2r.base.abstractions import R2RException, UserStats -from r2r.base.api.models.auth.responses import UserResponse -from r2r.base.utils import generate_id_from_label +from r2r_core.base.abstractions import R2RException, UserStats +from r2r_core.base.api.models.auth.responses import UserResponse +from r2r_core.base.utils import generate_id_from_label from .base import DatabaseMixin, QueryBuilder diff --git a/r2r/providers/database/vecs/__init__.py b/r2r_core/providers/database/vecs/__init__.py similarity index 100% rename from r2r/providers/database/vecs/__init__.py rename to r2r_core/providers/database/vecs/__init__.py diff --git a/r2r/providers/database/vecs/adapter/__init__.py b/r2r_core/providers/database/vecs/adapter/__init__.py similarity index 100% rename from r2r/providers/database/vecs/adapter/__init__.py rename to r2r_core/providers/database/vecs/adapter/__init__.py diff --git a/r2r/providers/database/vecs/adapter/base.py b/r2r_core/providers/database/vecs/adapter/base.py similarity index 100% rename from r2r/providers/database/vecs/adapter/base.py rename to r2r_core/providers/database/vecs/adapter/base.py diff --git a/r2r/providers/database/vecs/adapter/markdown.py b/r2r_core/providers/database/vecs/adapter/markdown.py similarity index 100% rename from r2r/providers/database/vecs/adapter/markdown.py rename to r2r_core/providers/database/vecs/adapter/markdown.py diff --git a/r2r/providers/database/vecs/adapter/noop.py b/r2r_core/providers/database/vecs/adapter/noop.py similarity index 100% rename from r2r/providers/database/vecs/adapter/noop.py rename to r2r_core/providers/database/vecs/adapter/noop.py diff --git a/r2r/providers/database/vecs/adapter/text.py b/r2r_core/providers/database/vecs/adapter/text.py similarity index 100% rename from r2r/providers/database/vecs/adapter/text.py rename to r2r_core/providers/database/vecs/adapter/text.py diff --git a/r2r/providers/database/vecs/client.py b/r2r_core/providers/database/vecs/client.py similarity index 95% rename from r2r/providers/database/vecs/client.py rename to r2r_core/providers/database/vecs/client.py index 9c9df4a53..b67a1e83b 100644 --- a/r2r/providers/database/vecs/client.py +++ b/r2r_core/providers/database/vecs/client.py @@ -21,7 +21,7 @@ from .exc import CollectionNotFound if TYPE_CHECKING: - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection logger = logging.getLogger(__name__) @@ -168,7 +168,7 @@ def get_or_create_collection( Raises: CollectionAlreadyExists: If a collection with the same name already exists """ - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection adapter_dimension = adapter.exported_dimension if adapter else None @@ -196,7 +196,7 @@ def create_collection(self, name: str, dimension: int) -> Collection: Raises: CollectionAlreadyExists: If a collection with the same name already exists """ - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection return Collection(name, dimension, self)._create() @@ -214,7 +214,7 @@ def get_collection(self, name: str) -> Collection: Raises: CollectionNotFound: If no collection with the given name exists. """ - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection query = text( """ @@ -255,7 +255,7 @@ def list_collections(self) -> List["Collection"]: Returns: list[Collection]: A list of all collections. """ - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection return Collection._list_collections(self) @@ -271,7 +271,7 @@ def delete_collection(self, name: str) -> None: Returns: None """ - from r2r.providers.database.vecs.collection import Collection + from r2r_core.providers.database.vecs.collection import Collection Collection(name, -1, self)._drop() return diff --git a/r2r/providers/database/vecs/collection.py b/r2r_core/providers/database/vecs/collection.py similarity index 99% rename from r2r/providers/database/vecs/collection.py rename to r2r_core/providers/database/vecs/collection.py index 96c499ff0..dc3c487ba 100644 --- a/r2r/providers/database/vecs/collection.py +++ b/r2r_core/providers/database/vecs/collection.py @@ -228,7 +228,7 @@ def __init__( dimension (int): The dimension of the vectors in the collection. client (Client): The client to use for interacting with the database. """ - from r2r.providers.database.vecs.adapter import Adapter + from r2r_core.providers.database.vecs.adapter import Adapter self.client = client self.name = name diff --git a/r2r/providers/database/vecs/exc.py b/r2r_core/providers/database/vecs/exc.py similarity index 100% rename from r2r/providers/database/vecs/exc.py rename to r2r_core/providers/database/vecs/exc.py diff --git a/r2r/providers/database/vector.py b/r2r_core/providers/database/vector.py similarity index 99% rename from r2r/providers/database/vector.py rename to r2r_core/providers/database/vector.py index c8523a159..bd9d20585 100644 --- a/r2r/providers/database/vector.py +++ b/r2r_core/providers/database/vector.py @@ -7,7 +7,7 @@ from sqlalchemy import exc, text from sqlalchemy.engine.url import make_url -from r2r.base import ( +from r2r_core.base import ( DatabaseConfig, VectorDBProvider, VectorEntry, diff --git a/r2r/providers/embeddings/__init__.py b/r2r_core/providers/embeddings/__init__.py similarity index 100% rename from r2r/providers/embeddings/__init__.py rename to r2r_core/providers/embeddings/__init__.py diff --git a/r2r/providers/embeddings/litellm.py b/r2r_core/providers/embeddings/litellm.py similarity index 99% rename from r2r/providers/embeddings/litellm.py rename to r2r_core/providers/embeddings/litellm.py index a2eaa54ce..c70ac16f3 100644 --- a/r2r/providers/embeddings/litellm.py +++ b/r2r_core/providers/embeddings/litellm.py @@ -4,7 +4,7 @@ from litellm import aembedding, embedding -from r2r.base import ( +from r2r_core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, diff --git a/r2r/providers/embeddings/ollama.py b/r2r_core/providers/embeddings/ollama.py similarity index 99% rename from r2r/providers/embeddings/ollama.py rename to r2r_core/providers/embeddings/ollama.py index e4cde4bc2..20ddbc7db 100644 --- a/r2r/providers/embeddings/ollama.py +++ b/r2r_core/providers/embeddings/ollama.py @@ -4,7 +4,7 @@ from ollama import AsyncClient, Client -from r2r.base import ( +from r2r_core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, diff --git a/r2r/providers/embeddings/openai.py b/r2r_core/providers/embeddings/openai.py similarity index 99% rename from r2r/providers/embeddings/openai.py rename to r2r_core/providers/embeddings/openai.py index 68ebb7e84..01ed840dd 100644 --- a/r2r/providers/embeddings/openai.py +++ b/r2r_core/providers/embeddings/openai.py @@ -6,7 +6,7 @@ from openai import AsyncOpenAI, AuthenticationError, OpenAI from openai._types import NOT_GIVEN -from r2r.base import ( +from r2r_core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, diff --git a/r2r/providers/kg/__init__.py b/r2r_core/providers/kg/__init__.py similarity index 100% rename from r2r/providers/kg/__init__.py rename to r2r_core/providers/kg/__init__.py diff --git a/r2r/providers/kg/neo4j/__init__.py b/r2r_core/providers/kg/neo4j/__init__.py similarity index 100% rename from r2r/providers/kg/neo4j/__init__.py rename to r2r_core/providers/kg/neo4j/__init__.py diff --git a/r2r/providers/kg/neo4j/graph_queries.py b/r2r_core/providers/kg/neo4j/graph_queries.py similarity index 100% rename from r2r/providers/kg/neo4j/graph_queries.py rename to r2r_core/providers/kg/neo4j/graph_queries.py diff --git a/r2r/providers/kg/neo4j/provider.py b/r2r_core/providers/kg/neo4j/provider.py similarity index 98% rename from r2r/providers/kg/neo4j/provider.py rename to r2r_core/providers/kg/neo4j/provider.py index a4f2b48a8..e06f2a468 100644 --- a/r2r/providers/kg/neo4j/provider.py +++ b/r2r_core/providers/kg/neo4j/provider.py @@ -6,14 +6,14 @@ from typing import Any, Dict, List, Optional from uuid import UUID -from r2r.base import ( +from r2r_core.base import ( KGConfig, KGProvider, format_entity_types, format_relations, ) -from r2r.base.abstractions.document import DocumentFragment -from r2r.base.abstractions.graph import ( +from r2r_core.base.abstractions.document import DocumentFragment +from r2r_core.base.abstractions.graph import ( Community, Entity, KGExtraction, diff --git a/r2r/providers/llm/__init__.py b/r2r_core/providers/llm/__init__.py similarity index 100% rename from r2r/providers/llm/__init__.py rename to r2r_core/providers/llm/__init__.py diff --git a/r2r/providers/llm/litellm.py b/r2r_core/providers/llm/litellm.py similarity index 95% rename from r2r/providers/llm/litellm.py rename to r2r_core/providers/llm/litellm.py index e73c064f4..7c60c7ad4 100644 --- a/r2r/providers/llm/litellm.py +++ b/r2r_core/providers/llm/litellm.py @@ -1,8 +1,8 @@ import logging from typing import Any -from r2r.base.abstractions.llm import GenerationConfig -from r2r.base.providers.llm import CompletionConfig, CompletionProvider +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.base.providers.llm import CompletionConfig, CompletionProvider logger = logging.getLogger(__name__) diff --git a/r2r/providers/llm/openai.py b/r2r_core/providers/llm/openai.py similarity index 95% rename from r2r/providers/llm/openai.py rename to r2r_core/providers/llm/openai.py index 58e3e06ab..57d9cd33e 100644 --- a/r2r/providers/llm/openai.py +++ b/r2r_core/providers/llm/openai.py @@ -4,8 +4,8 @@ from openai import AsyncOpenAI, OpenAI -from r2r.base.abstractions.llm import GenerationConfig -from r2r.base.providers.llm import CompletionConfig, CompletionProvider +from r2r_core.base.abstractions.llm import GenerationConfig +from r2r_core.base.providers.llm import CompletionConfig, CompletionProvider logger = logging.getLogger(__name__) diff --git a/r2r/providers/parsing/__init__.py b/r2r_core/providers/parsing/__init__.py similarity index 100% rename from r2r/providers/parsing/__init__.py rename to r2r_core/providers/parsing/__init__.py diff --git a/r2r/providers/parsing/r2r_parsing.py b/r2r_core/providers/parsing/r2r_parsing.py similarity index 98% rename from r2r/providers/parsing/r2r_parsing.py rename to r2r_core/providers/parsing/r2r_parsing.py index 273e6606d..8420c7ed7 100644 --- a/r2r/providers/parsing/r2r_parsing.py +++ b/r2r_core/providers/parsing/r2r_parsing.py @@ -2,8 +2,8 @@ import time from typing import Any, AsyncGenerator -from r2r import parsers -from r2r.base import ( +from r2r_core import parsers +from r2r_core.base import ( Document, DocumentExtraction, DocumentType, diff --git a/r2r/providers/parsing/unstructured_parsing.py b/r2r_core/providers/parsing/unstructured_parsing.py similarity index 98% rename from r2r/providers/parsing/unstructured_parsing.py rename to r2r_core/providers/parsing/unstructured_parsing.py index a6f911559..ef2d1d307 100644 --- a/r2r/providers/parsing/unstructured_parsing.py +++ b/r2r_core/providers/parsing/unstructured_parsing.py @@ -3,7 +3,7 @@ from io import BytesIO from typing import AsyncGenerator -from r2r.base import ( +from r2r_core.base import ( Document, DocumentExtraction, DocumentType, diff --git a/r2r/providers/prompts/__init__.py b/r2r_core/providers/prompts/__init__.py similarity index 100% rename from r2r/providers/prompts/__init__.py rename to r2r_core/providers/prompts/__init__.py diff --git a/r2r/providers/prompts/defaults.yaml b/r2r_core/providers/prompts/defaults.yaml similarity index 100% rename from r2r/providers/prompts/defaults.yaml rename to r2r_core/providers/prompts/defaults.yaml diff --git a/r2r/providers/prompts/defaults/default_rag.yaml b/r2r_core/providers/prompts/defaults/default_rag.yaml similarity index 100% rename from r2r/providers/prompts/defaults/default_rag.yaml rename to r2r_core/providers/prompts/defaults/default_rag.yaml diff --git a/r2r/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml b/r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml similarity index 100% rename from r2r/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml rename to r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml diff --git a/r2r/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml b/r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml similarity index 100% rename from r2r/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml rename to r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml diff --git a/r2r/providers/prompts/defaults/graphrag_community_reports.yaml b/r2r_core/providers/prompts/defaults/graphrag_community_reports.yaml similarity index 100% rename from r2r/providers/prompts/defaults/graphrag_community_reports.yaml rename to r2r_core/providers/prompts/defaults/graphrag_community_reports.yaml diff --git a/r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml b/r2r_core/providers/prompts/defaults/graphrag_map_system_prompt.yaml similarity index 100% rename from r2r/providers/prompts/defaults/graphrag_map_system_prompt.yaml rename to r2r_core/providers/prompts/defaults/graphrag_map_system_prompt.yaml diff --git a/r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml b/r2r_core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml similarity index 100% rename from r2r/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml rename to r2r_core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml b/r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml similarity index 100% rename from r2r/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml rename to r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml diff --git a/r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml b/r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml similarity index 100% rename from r2r/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml rename to r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml diff --git a/r2r/providers/prompts/defaults/hyde.yaml b/r2r_core/providers/prompts/defaults/hyde.yaml similarity index 100% rename from r2r/providers/prompts/defaults/hyde.yaml rename to r2r_core/providers/prompts/defaults/hyde.yaml diff --git a/r2r/providers/prompts/defaults/kg_search.yaml b/r2r_core/providers/prompts/defaults/kg_search.yaml similarity index 100% rename from r2r/providers/prompts/defaults/kg_search.yaml rename to r2r_core/providers/prompts/defaults/kg_search.yaml diff --git a/r2r/providers/prompts/defaults/kg_search_with_spec.yaml b/r2r_core/providers/prompts/defaults/kg_search_with_spec.yaml similarity index 100% rename from r2r/providers/prompts/defaults/kg_search_with_spec.yaml rename to r2r_core/providers/prompts/defaults/kg_search_with_spec.yaml diff --git a/r2r/providers/prompts/defaults/rag_agent.yaml b/r2r_core/providers/prompts/defaults/rag_agent.yaml similarity index 100% rename from r2r/providers/prompts/defaults/rag_agent.yaml rename to r2r_core/providers/prompts/defaults/rag_agent.yaml diff --git a/r2r/providers/prompts/defaults/rag_context.yaml b/r2r_core/providers/prompts/defaults/rag_context.yaml similarity index 100% rename from r2r/providers/prompts/defaults/rag_context.yaml rename to r2r_core/providers/prompts/defaults/rag_context.yaml diff --git a/r2r/providers/prompts/defaults/rag_fusion.yaml b/r2r_core/providers/prompts/defaults/rag_fusion.yaml similarity index 100% rename from r2r/providers/prompts/defaults/rag_fusion.yaml rename to r2r_core/providers/prompts/defaults/rag_fusion.yaml diff --git a/r2r/providers/prompts/defaults/system.yaml b/r2r_core/providers/prompts/defaults/system.yaml similarity index 100% rename from r2r/providers/prompts/defaults/system.yaml rename to r2r_core/providers/prompts/defaults/system.yaml diff --git a/r2r/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml b/r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml similarity index 100% rename from r2r/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml rename to r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml diff --git a/r2r/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml b/r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml similarity index 100% rename from r2r/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml rename to r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml diff --git a/r2r/providers/prompts/r2r_prompts.py b/r2r_core/providers/prompts/r2r_prompts.py similarity index 98% rename from r2r/providers/prompts/r2r_prompts.py rename to r2r_core/providers/prompts/r2r_prompts.py index 896eb0c00..a1be76937 100644 --- a/r2r/providers/prompts/r2r_prompts.py +++ b/r2r_core/providers/prompts/r2r_prompts.py @@ -6,7 +6,7 @@ import toml import yaml -from r2r.base import Prompt, PromptConfig, PromptProvider +from r2r_core.base import Prompt, PromptConfig, PromptProvider logger = logging.getLogger(__name__) diff --git a/r2r/telemetry/__init__.py b/r2r_core/telemetry/__init__.py similarity index 100% rename from r2r/telemetry/__init__.py rename to r2r_core/telemetry/__init__.py diff --git a/r2r/telemetry/events.py b/r2r_core/telemetry/events.py similarity index 100% rename from r2r/telemetry/events.py rename to r2r_core/telemetry/events.py diff --git a/r2r/telemetry/posthog.py b/r2r_core/telemetry/posthog.py similarity index 96% rename from r2r/telemetry/posthog.py rename to r2r_core/telemetry/posthog.py index 64e638958..90fde942b 100644 --- a/r2r/telemetry/posthog.py +++ b/r2r_core/telemetry/posthog.py @@ -3,7 +3,7 @@ import posthog -from r2r.telemetry.events import BaseTelemetryEvent +from r2r_core.telemetry.events import BaseTelemetryEvent logger = logging.getLogger(__name__) diff --git a/r2r/telemetry/telemetry_decorator.py b/r2r_core/telemetry/telemetry_decorator.py similarity index 93% rename from r2r/telemetry/telemetry_decorator.py rename to r2r_core/telemetry/telemetry_decorator.py index 2938a83eb..aba557d39 100644 --- a/r2r/telemetry/telemetry_decorator.py +++ b/r2r_core/telemetry/telemetry_decorator.py @@ -2,8 +2,8 @@ import logging from functools import wraps -from r2r.telemetry.events import ErrorEvent, FeatureUsageEvent -from r2r.telemetry.posthog import telemetry_client +from r2r_core.telemetry.events import ErrorEvent, FeatureUsageEvent +from r2r_core.telemetry.posthog import telemetry_client logger = logging.getLogger(__name__) diff --git a/r2r_go_sdk/go.mod b/r2r_go_sdk/go.mod new file mode 100644 index 000000000..4a052a9aa --- /dev/null +++ b/r2r_go_sdk/go.mod @@ -0,0 +1,3 @@ +module github.com/yourusername/r2r-go-sdk + +go 1.23.0 diff --git a/r2r_go_sdk/internal/tests/integration/management_test.go b/r2r_go_sdk/internal/tests/integration/management_test.go new file mode 100644 index 000000000..a9aa7e18e --- /dev/null +++ b/r2r_go_sdk/internal/tests/integration/management_test.go @@ -0,0 +1,55 @@ +package integration + +import ( + "os" + "testing" + + "github.com/yourusername/r2r-go-sdk/pkg/sdk" +) + +func TestServerStatsIntegration(t *testing.T) { + logConfig := sdk.LogConfig{ + Verbose: true, + LogWriter: os.Stderr, // or any io.Writer + } + + client := sdk.NewClient("http://localhost:8000/v1", logConfig) + + // Call Health + health, err := client.Health() + if err != nil { + t.Fatalf("Health returned an error: %v", err) + } + + // Check if we received a response + if health == nil { + t.Fatalf("Health returned nil") + } + + // Call ServerStats + stats, err := client.ServerStats() + if err != nil { + t.Fatalf("ServerStats returned an error: %v", err) + } + + // Check if we received a response + if stats == nil { + t.Fatalf("ServerStats returned nil") + } + + // Print the received stats for debugging + t.Logf("Received server stats: %+v", stats) + + // Check app settings + settings, err := client.AppSettings() + + if err != nil { + t.Fatalf("AppSettings returned an error: %v", err) + } + + // Check if we received a response + if settings == nil { + t.Fatalf("AppSettings returned nil") + } + +} diff --git a/r2r_go_sdk/pkg/sdk/auth.go b/r2r_go_sdk/pkg/sdk/auth.go new file mode 100644 index 000000000..31beaf221 --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/auth.go @@ -0,0 +1,392 @@ +package sdk + +import ( + "bytes" + "encoding/json" + "fmt" +) + +type Auth struct { + client *Client +} + +// Register registers a new user with the given email and password. +// +// Parameters: +// +// email: The email of the user to register. +// password: The passworrd of the user to register. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) Register(email string, password string) (map[string]interface{}, error) { + data := map[string]interface{}{ + "email": email, + "password": password, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling register data: %w", err) + } + + result, err := a.client.makeRequest("POST", "register", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// VerifyEmail verifies the email of a user with the given verification code. +// +// Parameters: +// +// verificationCode: The verification code to verify the email with. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) VerifyEmail(verificationCode string) (map[string]interface{}, error) { + data := map[string]string{ + "verification_code": verificationCode, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling verify email data: %w", err) + } + + result, err := a.client.makeRequest("POST", "verify_email", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// Login attempts to log in a user with the given email and password. +// +// Parameters: +// +// email: The email of the user to log in. +// password: The password of the user to log in. +// +// Returns: +// +// A map containing the access and refresh tokens from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) Login(email string, password string) (map[string]interface{}, error) { + data := map[string]string{ + "username": email, + "password": password, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling login data: %w", err) + } + + result, err := a.client.makeRequest("POST", "login", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + if results, ok := response["results"].(map[string]interface{}); ok { + if accessToken, ok := results["access_token"].(map[string]interface{}); ok { + a.client.AccessToken = accessToken["token"].(string) + } + if refreshToken, ok := results["refresh_token"].(map[string]interface{}); ok { + a.client.RefreshToken = refreshToken["token"].(string) + } + } + + return response, nil +} + +// Logout logs out the currently authenticated user. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) Logout() (map[string]interface{}, error) { + result, err := a.client.makeRequest("POST", "logout", nil, "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + a.client.AccessToken = "" + a.client.RefreshToken = "" + + return response, nil +} + +// User retreives the information of the currently authenticated user. +// +// Returns: +// +// A map containing the user information. +func (a *Auth) User() (map[string]interface{}, error) { + result, err := a.client.makeRequest("GET", "user", nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// UpdateUser updates the profile information for the currently authenticated user. +// +// Parameters: +// +// email: The updated email for the user (optional). +// name: The updated name for the user (optional). +// bio: The updated bio for the user (optional). +// profilePicture: The updated profile picture URL for the user (optional). +// +// Returns: +// +// A map containing the updated user information. +// An error if the request fails, nil otherwise. +func (a *Auth) UpdateUser(email, name, bio, profilePicture *string) (map[string]interface{}, error) { + data := make(map[string]interface{}) + if email != nil { + data["email"] = *email + } + if name != nil { + data["name"] = *name + } + if bio != nil { + data["bio"] = *bio + } + if profilePicture != nil { + data["profile_picture"] = *profilePicture + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling update user data: %w", err) + } + + result, err := a.client.makeRequest("PUT", "user", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return response, nil +} + +// RefreshAccessToken refreshes the access token for the currently authenticated user. +// +// Returns: +// +// A map containing the new access and refresh tokens. +// An error if the request fails, nil otherwise. +func (a *Auth) RefreshAccessToken() (map[string]interface{}, error) { + data := map[string]string{ + "refresh_token": a.client.RefreshToken, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling refresh token data: %w", err) + } + + result, err := a.client.makeRequest("POST", "refresh_access_token", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + if results, ok := response["results"].(map[string]interface{}); ok { + if accessToken, ok := results["access_token"].(map[string]interface{}); ok { + a.client.AccessToken = accessToken["token"].(string) + } + if refreshToken, ok := results["refresh_token"].(map[string]interface{}); ok { + a.client.RefreshToken = refreshToken["token"].(string) + } + } + + return response, nil +} + +// ChangePassword changes the password of the currently authenticated user. +// +// Parameters: +// +// currentPassword: The current password of the user. +// newPassword: The new password to set for the user. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) ChangePassword(currentPassword string, newPassword string) (map[string]interface{}, error) { + data := map[string]string{ + "current_password": currentPassword, + "new_password": newPassword, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling change password data: %w", err) + } + + result, err := a.client.makeRequest("POST", "change_password", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// RequestPasswordReset requests a password reset for the user with the given email. +// +// Parameters: +// +// email: The email of the user to request a password reset for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) RequestPasswordReset(email string) (map[string]interface{}, error) { + data := map[string]string{ + "email": email, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling request password reset data: %w", err) + } + + result, err := a.client.makeRequest("POST", "request_password_reset", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// ConfirmPasswordReset confirms a password reset for the user with the given reset token. +// +// Parameters: +// +// resetToken: The reset token to confirm the password reset with. +// newPassword: The new password to set for the user. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) ConfirmPasswordReset(resetToken, newPassword string) (map[string]interface{}, error) { + data := map[string]string{ + "reset_token": resetToken, + "new_password": newPassword, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling confirm password reset data: %w", err) + } + + result, err := a.client.makeRequest("POST", "reset_password", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return response, nil +} + +// DeleteUser deletes the user with the given user ID. +// +// Parameters: +// +// userID: The ID of the user to delete. +// password: The password of the user to delete (optional). +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (a *Auth) DeleteUser(userID string, password *string) (map[string]interface{}, error) { + data := map[string]interface{}{ + "user_id": userID, + } + if password != nil { + data["password"] = *password + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling delete user data: %w", err) + } + + result, err := a.client.makeRequest("DELETE", "user", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + response, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + a.client.AccessToken = "" + a.client.RefreshToken = "" + + return response, nil +} diff --git a/r2r_go_sdk/pkg/sdk/client.go b/r2r_go_sdk/pkg/sdk/client.go new file mode 100644 index 000000000..477b861b3 --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/client.go @@ -0,0 +1,110 @@ +package sdk + +import ( + "encoding/json" + "fmt" + "io" + "log" + "net/http" + "os" + "strings" +) + +type LogConfig struct { + Verbose bool + LogWriter io.Writer +} + +type Client struct { + BaseURL string + HTTPClient *http.Client + LogConfig LogConfig + logger *log.Logger + AccessToken string + RefreshToken string + *Auth + *Ingestion + *Management + *Restructure + *Retrieval +} + +func (c *Client) log(level string, format string, v ...interface{}) { + if !c.LogConfig.Verbose { + return + } + + message := fmt.Sprintf(format, v...) + c.logger.Printf("[%s] %s", level, message) +} + +func NewClient(baseURL string, logConfig LogConfig) *Client { + if logConfig.LogWriter == nil { + logConfig.LogWriter = os.Stdout + } + + c := &Client{ + BaseURL: baseURL, + HTTPClient: &http.Client{}, + LogConfig: logConfig, + logger: log.New(logConfig.LogWriter, "", log.Ldate|log.Ltime), + } + c.Auth = &Auth{client: c} + c.Ingestion = &Ingestion{client: c} + c.Management = &Management{client: c} + c.Restructure = &Restructure{client: c} + c.Retrieval = &Retrieval{client: c} + return c +} + +func (c *Client) makeRequest(method, endpoint string, body io.Reader, contentType string) (interface{}, error) { + c.log("INFO", "Making request: %s %s", method, endpoint) + url := fmt.Sprintf("%s/%s", c.BaseURL, endpoint) + + req, err := http.NewRequest(method, url, body) + if err != nil { + return nil, err + } + + req.Header.Set("Content-Type", contentType) + + if c.AccessToken != "" { + req.Header.Set("Authorization", "Bearer "+c.AccessToken) + } + + resp, err := c.HTTPClient.Do(req) + if err != nil { + return nil, err + } + defer resp.Body.Close() + + if resp.StatusCode != http.StatusOK { + c.log("ERROR", "API request failed with status code: %d", resp.StatusCode) + return nil, fmt.Errorf("API request failed with status code: %d", resp.StatusCode) + } + + if strings.HasPrefix(resp.Header.Get("Content-Type"), "application/json") { + var result interface{} + err = json.NewDecoder(resp.Body).Decode(&result) + if err != nil { + return nil, err + } + return result, nil + } else { + // For streaming responses or non-JSON content + return resp.Body, nil + } +} + +func (c *Client) SetAccessToken(token string) { + c.AccessToken = token +} + +func (c *Client) SetRefreshToken(token string) { + c.RefreshToken = token +} + +func (c *Client) ClearTokens() { + c.AccessToken = "" + c.RefreshToken = "" +} diff --git a/r2r_go_sdk/pkg/sdk/ingestion.go b/r2r_go_sdk/pkg/sdk/ingestion.go new file mode 100644 index 000000000..d6a77ad38 --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/ingestion.go @@ -0,0 +1,189 @@ +package sdk + +import ( + "bytes" + "encoding/json" + "fmt" + "io" + "mime/multipart" + "os" + "path/filepath" +) + +type Ingestion struct { + client *Client +} + +// IngestFiles ingests files into your R2R deployment. +// +// Parameters: +// +// filePaths: List of file paths to ingest. +// metadatas: List of metadata dictionaries for each file. +// documentIDs: List of document IDs. +// versions: List of version strings for each file. +// chunkingConfigOverride: Custom chunking configuration. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (i *Ingestion) IngestFiles( + filePaths []string, + metadatas []map[string]interface{}, + documentIDs []string, + versions []string, + chunkingConfigOverride map[string]interface{}, +) (map[string]interface{}, error) { + body := &bytes.Buffer{} + writer := multipart.NewWriter(body) + + for _, path := range filePaths { + file, err := os.Open(path) + if err != nil { + return nil, fmt.Errorf("error opening file %s: %w", path, err) + } + defer file.Close() + + part, err := writer.CreateFormFile("files", filepath.Base(path)) + if err != nil { + return nil, fmt.Errorf("error creating form file: %w", err) + } + _, err = io.Copy(part, file) + if err != nil { + return nil, fmt.Errorf("error copying file content: %w", err) + } + } + + if metadatas != nil { + metadatasJSON, err := json.Marshal(metadatas) + if err != nil { + return nil, fmt.Errorf("error marshaling metadatas: %w", err) + } + writer.WriteField("metadatas", string(metadatasJSON)) + } + + if documentIDs != nil { + documentIDsJSON, err := json.Marshal(documentIDs) + if err != nil { + return nil, fmt.Errorf("error marshaling document IDs: %w", err) + } + writer.WriteField("document_ids", string(documentIDsJSON)) + } + + if versions != nil { + versionsJSON, err := json.Marshal(versions) + if err != nil { + return nil, fmt.Errorf("error marshaling versions: %w", err) + } + writer.WriteField("versions", string(versionsJSON)) + } + + if chunkingConfigOverride != nil { + chunkingConfigJSON, err := json.Marshal(chunkingConfigOverride) + if err != nil { + return nil, fmt.Errorf("error marshaling chunking config: %w", err) + } + writer.WriteField("chunking_config_override", string(chunkingConfigJSON)) + } + + err := writer.Close() + if err != nil { + return nil, fmt.Errorf("error closing multipart writer: %w", err) + } + + result, err := i.client.makeRequest("POST", "ingest_files", body, writer.FormDataContentType()) + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// UpdateFiles updates existing files in your R2R deployment. +// +// Parameters: +// +// filePaths: List of file paths to update. +// documentIDs: List of document IDs. +// metadatas: List of metadata dictionaries for each file. +// chunkingConfigOverride: Custom chunking configuration. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (i *Ingestion) UpdateFiles( + filePaths []string, + documentIDs []string, + metadatas []map[string]interface{}, + chunkingConfigOverride map[string]interface{}, +) (map[string]interface{}, error) { + if len(filePaths) != len(documentIDs) { + return nil, fmt.Errorf("number of file paths must match number of document IDs") + } + + body := &bytes.Buffer{} + writer := multipart.NewWriter(body) + + for _, path := range filePaths { + file, err := os.Open(path) + if err != nil { + return nil, fmt.Errorf("error opening file %s: %w", path, err) + } + defer file.Close() + + part, err := writer.CreateFormFile("files", filepath.Base(path)) + if err != nil { + return nil, fmt.Errorf("error creating form file: %w", err) + } + _, err = io.Copy(part, file) + if err != nil { + return nil, fmt.Errorf("error copying file content: %w", err) + } + } + + documentIDsJSON, err := json.Marshal(documentIDs) + if err != nil { + return nil, fmt.Errorf("error marshaling document IDs: %w", err) + } + writer.WriteField("document_ids", string(documentIDsJSON)) + + if metadatas != nil { + metadatasJSON, err := json.Marshal(metadatas) + if err != nil { + return nil, fmt.Errorf("error marshaling metadatas: %w", err) + } + writer.WriteField("metadatas", string(metadatasJSON)) + } + + if chunkingConfigOverride != nil { + chunkingConfigJSON, err := json.Marshal(chunkingConfigOverride) + if err != nil { + return nil, fmt.Errorf("error marshaling chunking config: %w", err) + } + writer.WriteField("chunking_config_override", string(chunkingConfigJSON)) + } + + err = writer.Close() + if err != nil { + return nil, fmt.Errorf("error closing multipart writer: %w", err) + } + + result, err := i.client.makeRequest("POST", "update_files", body, writer.FormDataContentType()) + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} diff --git a/r2r_go_sdk/pkg/sdk/management.go b/r2r_go_sdk/pkg/sdk/management.go new file mode 100644 index 000000000..19c9c15ca --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/management.go @@ -0,0 +1,904 @@ +package sdk + +import ( + "bytes" + "encoding/json" + "fmt" + "net/url" + "strconv" +) + +type Management struct { + client *Client +} + +// ServerStats gets statistics about the server, including the start time, uptime, CPU usage, and memory usage. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) ServerStats() (map[string]interface{}, error) { + result, err := m.client.makeRequest("GET", "server_stats", nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// UpdatePrompt updates a prompt in the database. +// +// Parameters: +// +// name: The name of the prompt to update. +// template: The new template for the prompt. +// inputTypes: The new input types for the prompt. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) UpdatePrompt(name string, template *string, inputTypes map[string]string) (map[string]interface{}, error) { + data := map[string]interface{}{ + "name": name, + } + + if template != nil { + data["template"] = *template + } + if inputTypes != nil { + data["input_types"] = inputTypes + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, err + } + + result, err := m.client.makeRequest("POST", "update_prompt", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// Analytics gets analytics data from the server. +// +// Parameters: +// +// filterCriteria: The filter criteria to use. +// analysisTypes: The types of analysis to perform. +// +// Returns: +// +// A map containing the analytics data from the server. +// An error if the request fails, nil otherwise. +func (m *Management) Analytics(filterCriteria, analysisTypes interface{}) (map[string]interface{}, error) { + params := url.Values{} + + if filterCriteria != nil { + switch fc := filterCriteria.(type) { + case map[string]interface{}: + jsonFC, err := json.Marshal(fc) + if err != nil { + return nil, fmt.Errorf("error marshaling filter criteria: %w", err) + } + params.Set("filter_criteria", string(jsonFC)) + case string: + params.Set("filter_criteria", fc) + default: + return nil, fmt.Errorf("unsupported type for filter criteria: %T", filterCriteria) + } + } + + if analysisTypes != nil { + switch at := analysisTypes.(type) { + case map[string]interface{}: + jsonAT, err := json.Marshal(at) + if err != nil { + return nil, fmt.Errorf("error marshaling analysis types: %w", err) + } + params.Set("analysis_types", string(jsonAT)) + case string: + params.Set("analysis_types", at) + default: + return nil, fmt.Errorf("unsupported type for analysis types: %T", analysisTypes) + } + } + + endpoint := "analytics" + if len(params) > 0 { + endpoint += "?" + params.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + analytics, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return analytics, nil +} + +// Logs gets logs from the server. +// +// Parameters: +// +// runTypeFilter: The run type to filter by. +// maxRuns: Specifies the maximum number of runs to return. Values outside the range of 1 to 1000 will be adjusted to the nearest valid value with a default of 100. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) Logs(runTypeFilter *string, maxRuns *int) (map[string]interface{}, error) { + params := make(map[string]interface{}) + + if runTypeFilter != nil { + params["run_type_filter"] = *runTypeFilter + } + + if maxRuns != nil { + params["max_runs"] = *maxRuns + } + + values := url.Values{} + for key, value := range params { + values.Add(key, fmt.Sprintf("%v", value)) + } + + endpoint := fmt.Sprintf("logs?%s", values.Encode()) + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// AppSettings gets the configuration settings for the app. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) AppSettings() (map[string]interface{}, error) { + result, err := m.client.makeRequest("GET", "app_settings", nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// ScoreCompletion assigns a score to a message from an LLM completion. The score should be a float between -1.0 and 1.0. +// +// Parameters: +// +// messageID: The ID of the message to score. +// score: The score to assign to the message. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) ScoreCompletion(messageID string, score *float32) (map[string]interface{}, error) { + data := map[string]interface{}{ + "message_id": messageID, + } + + if score != nil { + data["score"] = *score + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, err + } + + result, err := m.client.makeRequest("POST", "score_completion", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// UsersOverview get an overview of the users in the R2R deployment. +// +// Parameters: +// +// userIds: A list of user IDs to get an overview for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) UsersOverview(userIds []string) (map[string]interface{}, error) { + values := url.Values{} + + if len(userIds) > 0 { + for _, id := range userIds { + values.Add("user_ids", id) + } + } + + endpoint := "users_overview" + if len(values) > 0 { + endpoint += "?" + values.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// Delete deletes data from the database given a set of filters. +// +// Parameters: +// +// filters: A map of filters to delete by. +func (m *Management) Delete(filters map[string]string) (map[string]interface{}, error) { + filtersJSON, err := json.Marshal(filters) + if err != nil { + return nil, fmt.Errorf("error marshaling filters: %w", err) + } + + values := url.Values{} + values.Add("filters", string(filtersJSON)) + + endpoint := "delete?" + values.Encode() + + result, err := m.client.makeRequest("DELETE", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// DocumentsOverview gets an overview of documents in the R2R deployment. +// +// Parameters: +// +// documentIDs: A list of document IDs to get an overview for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) DocumentsOverview(userIDs []string) (map[string]interface{}, error) { + values := url.Values{} + + addIDsToValues := func(key string, ids []string) { + for _, id := range ids { + values.Add(key, id) + } + } + + if len(userIDs) > 0 { + addIDsToValues("user_ids", userIDs) + } + + endpoint := "documents_overview" + if len(values) > 0 { + endpoint += "?" + values.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil + +} + +// DocumentChunks gets the chunks for a document. +// +// Parameters: +// +// documentID: The ID of the document to get chunks for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) DocumentChunks(documentID string) (map[string]interface{}, error) { + endpoint := fmt.Sprintf("document_chunks?document_id=%s", documentID) + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// InspectKnowledgeGraph inspects the knowledge graph associated with your R2R deployment. +// +// Parameters: +// +// limit: The maximum number of nodes to return. Defaults to 100. +// +// Returns: +// +// A map containing the response from the server. +func (m *Management) InspectKnowledgeGraph(limit *int) (map[string]interface{}, error) { + values := url.Values{} + + if limit != nil { + values.Set("limit", strconv.Itoa(*limit)) + } + + endpoint := "inspect_knowledge_graph" + if len(values) > 0 { + endpoint += "?" + values.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GroupsOverview gets an overview of existing groups. +// +// Parameters: +// +// groupIDs: A list of group IDs to get an overview for. +// limit: The maximum number of groups to return. +// offset: The offset to start at. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GroupsOverview(groupIDs []string, limit, offset *int) (map[string]interface{}, error) { + params := url.Values{} + + if len(groupIDs) > 0 { + for _, id := range groupIDs { + params.Add("group_ids", id) + } + } + if limit != nil { + params.Set("limit", strconv.Itoa(*limit)) + } + if offset != nil { + params.Set("offset", strconv.Itoa(*offset)) + } + + endpoint := "groups_overview" + if len(params) > 0 { + endpoint += "?" + params.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// CreateGroup creates a new group. +// +// Parameters: +// +// name: The name of the group to create. +// description: The description of the group to create. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) CreateGroup(name string, description *string) (map[string]interface{}, error) { + data := map[string]interface{}{ + "name": name, + } + if description != nil { + data["description"] = *description + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling request data: %w", err) + } + + result, err := m.client.makeRequest("POST", "create_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GetGroup gets a group by its ID. +// +// Parameters: +// +// groupID: The ID of the group to get. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GetGroup(groupID string) (map[string]interface{}, error) { + endpoint := fmt.Sprintf("get_group/%s", url.PathEscape(groupID)) + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// UpdateGroup updates the name and description of a group. +// +// Parameters: +// +// groupID: The ID of the group to update. +// name: The new name for the group. +// description: The new description for the group. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) UpdateGroup(groupID string, name, description *string) (map[string]interface{}, error) { + data := map[string]interface{}{ + "group_id": groupID, + } + if name != nil { + data["name"] = *name + } + if description != nil { + data["description"] = *description + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling request data: %w", err) + } + + result, err := m.client.makeRequest("PUT", "update_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// DeleteGroup deletes a group by its ID. +// +// Parameters: +// +// groupID: The ID of the group to delete. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) DeleteGroup(groupID string) (map[string]interface{}, error) { + endpoint := fmt.Sprintf("delete_group/%s", url.PathEscape(groupID)) + + result, err := m.client.makeRequest("DELETE", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// ListGroups lists all groups in the R2R deployment. +// +// Parameters: +// +// offset: The offset to start at. +// limit: The maximum number of groups to return. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) ListGroups(offset, limit *int) (map[string]interface{}, error) { + params := url.Values{} + if offset != nil { + params.Set("offset", strconv.Itoa(*offset)) + } + if limit != nil { + params.Set("limit", strconv.Itoa(*limit)) + } + + endpoint := "list_groups" + if len(params) > 0 { + endpoint += "?" + params.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// AddUserToGroup adds a user to a group. +// +// Parameters: +// +// userID: The ID of the user to add. +// groupID: The ID of the group to add the user to. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) AddUserToGroup(userID, groupID string) (map[string]interface{}, error) { + data := map[string]string{ + "user_id": userID, + "group_id": groupID, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling request data: %w", err) + } + + result, err := m.client.makeRequest("POST", "add_user_to_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// RemoveUserFromGroup removes a user from a group. +// +// Parameters: +// +// userID: The ID of the user to remove. +// groupID: The ID of the group to remove the user from. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) RemoveUserFromGroup(userID, groupID string) (map[string]interface{}, error) { + data := map[string]string{ + "user_id": userID, + "group_id": groupID, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling request data: %w", err) + } + + result, err := m.client.makeRequest("POST", "remove_user_from_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GetUsersInGroup gets all users in a group. +// +// Parameters: +// +// groupID: The ID of the group to get users for. +// offset: The offset to start at. +// limit: The maximum number of users to return. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GetUsersInGroup(groupID string, offset, limit *int) (map[string]interface{}, error) { + params := url.Values{} + + if offset != nil { + params.Set("offset", strconv.Itoa(*offset)) + } + if limit != nil { + params.Set("limit", strconv.Itoa(*limit)) + } + + endpoint := fmt.Sprintf("get_users_in_group/%s", url.PathEscape(groupID)) + if len(params) > 0 { + endpoint += "?" + params.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GetGroupsForUser gets all groups a user is in. +// +// Parameters: +// +// userID: The ID of the user to get groups for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GetGroupsForUser(userID string) (map[string]interface{}, error) { + endpoint := fmt.Sprintf("get_groups_for_user/%s", url.PathEscape(userID)) + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// AssignDocumentToGroup assigns a document to a group. +// +// Parameters: +// +// documentID: The ID of the document to assign. +// groupID: The ID of the group to assign the document to. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) AssignDocumentToGroup(documentID string, groupId string) (map[string]interface{}, error) { + data := map[string]string{ + "document_id": documentID, + "group_id": groupId, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, err + } + + result, err := m.client.makeRequest("POST", "assign_document_to_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// RemoveDocumentFromGroup removes a document from a group. +// +// Parameters: +// +// documentID: The ID of the document to remove. +// groupID: The ID of the group to remove the document from. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) RemoveDocumentFromGroup(documentID string, groupId string) (map[string]interface{}, error) { + data := map[string]string{ + "document_id": documentID, + "group_id": groupId, + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, err + } + + result, err := m.client.makeRequest("POST", "remove_document_from_group", bytes.NewBuffer(jsonData), "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GetDocumentGroups gets all groups that a document is assigned to. +// +// Parameters: +// +// documentID: The ID of the document to get groups for. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GetDocumentGroups(documentID string) (map[string]interface{}, error) { + endpoint := fmt.Sprintf("get_document_groups/%s", url.PathEscape(documentID)) + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +// GetDocumentsInGroup gets all documents in a group. +// +// Parameters: +// +// groupID: The ID of the group to get documents for. +// offset: The offset to start listing documents from. +// limit: The maximum number of documents to return. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (m *Management) GetDocumentsInGroup(groupID string, offset, limit *int) (map[string]interface{}, error) { + params := url.Values{} + + if offset != nil { + params.Set("offset", strconv.Itoa(*offset)) + } + if limit != nil { + params.Set("limit", strconv.Itoa(*limit)) + } + + endpoint := fmt.Sprintf("group/%s/documents", url.PathEscape(groupID)) + if len(params) > 0 { + endpoint += "?" + params.Encode() + } + + result, err := m.client.makeRequest("GET", endpoint, nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} + +func (m *Management) Health() (map[string]interface{}, error) { + result, err := m.client.makeRequest("GET", "health", nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} diff --git a/r2r_go_sdk/pkg/sdk/restructure.go b/r2r_go_sdk/pkg/sdk/restructure.go new file mode 100644 index 000000000..f6f398914 --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/restructure.go @@ -0,0 +1,22 @@ +package sdk + +import "fmt" + +type Restructure struct { + client *Client +} + +func (rs *Restructure) EnrichGraph() (map[string]interface{}, error) { + + result, err := rs.client.makeRequest("POST", "enrich_graph", nil, "application/json") + if err != nil { + return nil, err + } + + stats, ok := result.(map[string]interface{}) + if !ok { + return nil, fmt.Errorf("unexpected response type: expected map[string]interface{}, got %T", result) + } + + return stats, nil +} diff --git a/r2r_go_sdk/pkg/sdk/retrieval.go b/r2r_go_sdk/pkg/sdk/retrieval.go new file mode 100644 index 000000000..6e90a6533 --- /dev/null +++ b/r2r_go_sdk/pkg/sdk/retrieval.go @@ -0,0 +1,352 @@ +package sdk + +import ( + "bufio" + "bytes" + "encoding/json" + "fmt" + "io" +) + +type Retrieval struct { + client *Client +} + +type VectorSearchResult struct { + FragmentID string `json:"fragment_id"` + ExtractionID string `json:"extraction_id"` + DocumentID string `json:"document_id"` + UserID string `json:"user_id"` + GroupIDs []string `json:"group_ids"` + Score float64 `json:"score"` + Text string `json:"text"` + Metadata map[string]interface{} `json:"metadata"` +} + +type KGSearchResult [][]interface{} + +type SearchResponse struct { + VectorSearchResults []VectorSearchResult `json:"vector_search_results"` + KGSearchResults *KGSearchResult `json:"kg_search_results,omitempty"` +} + +type RAGResponse struct { + Completion map[string]interface{} `json:"completion"` + SearchResults SearchResponse `json:"search_results"` +} + +type VectorSearchSettings struct { + UseVectorSearch bool `json:"use_vector_search"` + Filters map[string]interface{} `json:"filters"` + SearchLimit int `json:"search_limit"` + DoHybridSearch bool `json:"do_hybrid_search"` + SelectedGroupIDs []string `json:"selected_group_ids"` +} + +type KGSearchSettings struct { + UseKGSearch bool `json:"use_kg_search"` + KGSearchType string `json:"kg_search_type"` + KGSearchLevel *int `json:"kg_search_level,omitempty"` + KGSearchGenerationConfig *GenerationConfig `json:"kg_search_generation_config,omitempty"` + EntityTypes []string `json:"entity_types"` + Relationships []string `json:"relationships"` + MaxCommunityDescriptionLength int `json:"max_community_description_length"` + MaxLLMQueriesForGlobalSearch int `json:"max_llm_queries_for_global_search"` + LocalSearchLimits map[string]int `json:"local_search_limits"` +} + +type GenerationConfig struct { + Model string `json:"model"` + Temperature float64 `json:"temperature"` + TopP float64 `json:"top_p"` + MaxTokensToSample int `json:"max_tokens_to_sample"` + Stream bool `json:"stream"` + Functions *[]map[string]interface{} `json:"functions,omitempty"` + Tools *[]map[string]interface{} `json:"tools,omitempty"` + AddGenerationKwargs *map[string]interface{} `json:"add_generation_kwargs,omitempty"` + APIBase *string `json:"api_base,omitempty"` +} + +type Message struct { + Role string `json:"role"` + Content *string `json:"content,omitempty"` + Name *string `json:"name,omitempty"` + FunctionCall *map[string]interface{} `json:"function_call,omitempty"` + ToolCalls *[]map[string]interface{} `json:"tool_calls,omitempty"` +} + +// Search conducts a vector and/or KG search. +// +// Parameters: +// +// query: The query to search for. +// vectorSearchSettings: Vector search settings. +// kgSearchSettings: KG search settings. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (r *Retrieval) Search(query string, vectorSearchSettings *VectorSearchSettings, kgSearchSettings *KGSearchSettings) (*SearchResponse, error) { + data := map[string]interface{}{ + "query": query, + } + + if vectorSearchSettings != nil { + data["vector_search_settings"] = vectorSearchSettings + } + if kgSearchSettings != nil { + data["kg_search_settings"] = kgSearchSettings + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling search data: %w", err) + } + + result, err := r.client.makeRequest("POST", "search", bytes.NewReader(jsonData), "application/json") + if err != nil { + return nil, err + } + + var searchResponse SearchResponse + resultJSON, err := json.Marshal(result) + if err != nil { + return nil, fmt.Errorf("error marshaling result to JSON: %w", err) + } + if err := json.Unmarshal(resultJSON, &searchResponse); err != nil { + return nil, fmt.Errorf("error unmarshaling search response: %w", err) + } + + return &searchResponse, nil +} + +// RAG conducts a Retrieval Augmented Generation (RAG) search with the given query. +// +// Parameters: +// +// query: The query to search for. +// ragGenerationConfig: RAG generation configuration. +// vectorSearchSettings: Vector search settings. +// kgSearchSettings: KG search settings. +// +// Returns: +// +// A map containing the response from the server. +// An error if the request fails, nil otherwise. +func (r *Retrieval) RAG(query string, ragGenerationConfig GenerationConfig, vectorSearchSettings *VectorSearchSettings, kgSearchSettings *KGSearchSettings) (*RAGResponse, error) { + data := map[string]interface{}{ + "query": query, + "rag_generation_config": ragGenerationConfig, + } + + if vectorSearchSettings != nil { + data["vector_search_settings"] = vectorSearchSettings + } + if kgSearchSettings != nil { + data["kg_search_settings"] = kgSearchSettings + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling RAG data: %w", err) + } + + if ragGenerationConfig.Stream { + return nil, fmt.Errorf("use RAGStream for streaming responses") + } + + result, err := r.client.makeRequest("POST", "rag", bytes.NewReader(jsonData), "application/json") + if err != nil { + return nil, err + } + + var ragResponse RAGResponse + resultJSON, err := json.Marshal(result) + if err != nil { + return nil, fmt.Errorf("error marshaling result to JSON: %w", err) + } + if err := json.Unmarshal(resultJSON, &ragResponse); err != nil { + return nil, fmt.Errorf("error unmarshaling RAG response: %w", err) + } + + return &ragResponse, nil +} + +// RAGStream conducts a streaming Retrieval Augmented Generation (RAG) search with the given query. +func (r *Retrieval) RAGStream(query string, ragGenerationConfig GenerationConfig, vectorSearchSettings *VectorSearchSettings, kgSearchSettings *KGSearchSettings) (<-chan RAGResponse, <-chan error) { + responseChan := make(chan RAGResponse) + errChan := make(chan error, 1) + + go func() { + defer close(responseChan) + defer close(errChan) + + data := map[string]interface{}{ + "query": query, + "rag_generation_config": ragGenerationConfig, + } + + if vectorSearchSettings != nil { + data["vector_search_settings"] = vectorSearchSettings + } + if kgSearchSettings != nil { + data["kg_search_settings"] = kgSearchSettings + } + + jsonData, err := json.Marshal(data) + if err != nil { + errChan <- fmt.Errorf("error marshaling RAG data: %w", err) + return + } + + result, err := r.client.makeRequest("POST", "rag", bytes.NewReader(jsonData), "application/json") + if err != nil { + errChan <- err + return + } + + reader, ok := result.(io.Reader) + if !ok { + errChan <- fmt.Errorf("unexpected response type") + return + } + + scanner := bufio.NewScanner(reader) + for scanner.Scan() { + var ragResponse RAGResponse + if err := json.Unmarshal(scanner.Bytes(), &ragResponse); err != nil { + errChan <- fmt.Errorf("error unmarshaling RAG response: %w", err) + return + } + responseChan <- ragResponse + } + if err := scanner.Err(); err != nil { + errChan <- fmt.Errorf("error reading stream: %w", err) + } + }() + + return responseChan, errChan +} + +// Agent performs a single turn in a conversation with a RAG agent. +// +// Parameters: +// +// messages: The messages exchanged in the conversation so far. +// ragGenerationConfig: RAG generation configuration. +// vectorSearchSettings: Vector search settings. +// kgSearchSettings: KG search settings. +// taskPromptOverride: Task prompt override. +// includeTitleIfAvailable: Include title if available. +// +// Returns: +// +// A list of messages exchanged in the conversation. +// An error if the request fails, nil otherwise. +func (r *Retrieval) Agent(messages []Message, ragGenerationConfig GenerationConfig, vectorSearchSettings *VectorSearchSettings, kgSearchSettings *KGSearchSettings, taskPromptOverride *string, includeTitleIfAvailable *bool) ([]Message, error) { + data := map[string]interface{}{ + "messages": messages, + "rag_generation_config": ragGenerationConfig, + } + + if vectorSearchSettings != nil { + data["vector_search_settings"] = vectorSearchSettings + } + if kgSearchSettings != nil { + data["kg_search_settings"] = kgSearchSettings + } + if taskPromptOverride != nil { + data["task_prompt_override"] = *taskPromptOverride + } + if includeTitleIfAvailable != nil { + data["include_title_if_available"] = *includeTitleIfAvailable + } + + jsonData, err := json.Marshal(data) + if err != nil { + return nil, fmt.Errorf("error marshaling Agent data: %w", err) + } + + if ragGenerationConfig.Stream { + return nil, fmt.Errorf("use AgentStream for streaming responses") + } + + result, err := r.client.makeRequest("POST", "agent", bytes.NewReader(jsonData), "application/json") + if err != nil { + return nil, err + } + + var agentResponse []Message + resultJSON, err := json.Marshal(result) + if err != nil { + return nil, fmt.Errorf("error marshaling result to JSON: %w", err) + } + if err := json.Unmarshal(resultJSON, &agentResponse); err != nil { + return nil, fmt.Errorf("error unmarshaling Agent response: %w", err) + } + + return agentResponse, nil +} + +// AgentStream performs a streaming conversation turn with a RAG agent. +func (r *Retrieval) AgentStream(messages []Message, ragGenerationConfig GenerationConfig, vectorSearchSettings *VectorSearchSettings, kgSearchSettings *KGSearchSettings, taskPromptOverride *string, includeTitleIfAvailable *bool) (<-chan Message, <-chan error) { + responseChan := make(chan Message) + errChan := make(chan error, 1) + + go func() { + defer close(responseChan) + defer close(errChan) + + data := map[string]interface{}{ + "messages": messages, + "rag_generation_config": ragGenerationConfig, + } + + if vectorSearchSettings != nil { + data["vector_search_settings"] = vectorSearchSettings + } + if kgSearchSettings != nil { + data["kg_search_settings"] = kgSearchSettings + } + if taskPromptOverride != nil { + data["task_prompt_override"] = *taskPromptOverride + } + if includeTitleIfAvailable != nil { + data["include_title_if_available"] = *includeTitleIfAvailable + } + + jsonData, err := json.Marshal(data) + if err != nil { + errChan <- fmt.Errorf("error marshaling Agent data: %w", err) + return + } + + result, err := r.client.makeRequest("POST", "agent", bytes.NewReader(jsonData), "application/json") + if err != nil { + errChan <- err + return + } + + reader, ok := result.(io.Reader) + if !ok { + errChan <- fmt.Errorf("unexpected response type") + return + } + + scanner := bufio.NewScanner(reader) + for scanner.Scan() { + var message Message + if err := json.Unmarshal(scanner.Bytes(), &message); err != nil { + errChan <- fmt.Errorf("error unmarshaling Agent response: %w", err) + return + } + responseChan <- message + } + if err := scanner.Err(); err != nil { + errChan <- fmt.Errorf("error reading stream: %w", err) + } + }() + + return responseChan, errChan +} diff --git a/r2r_js_sdk/README.md b/r2r_js_sdk/README.md new file mode 100644 index 000000000..4cf1966fd --- /dev/null +++ b/r2r_js_sdk/README.md @@ -0,0 +1,148 @@ +

+ Docs + Discord + Github Stars + Commits-per-week + License: MIT + npm version +

+ +R2R JavaScript Client +

+The ultimate open source RAG answer engine - JavaScript Client +

+ +# About + +The official JavaScript client for R2R (Retrieval-Augmented Generation to Riches). R2R is designed to bridge the gap between local LLM experimentation and scalable, production-ready Retrieval-Augmented Generation (RAG). This JavaScript client provides a seamless interface to interact with the R2R RESTful API. + +For a more complete view of R2R, check out the [full documentation](https://r2r-docs.sciphi.ai/). + +## Key Features + +- **📁 Multimodal Support**: Ingest files ranging from `.txt`, `.pdf`, `.json` to `.png`, `.mp3`, and more. +- **🔍 Hybrid Search**: Combine semantic and keyword search with reciprocal rank fusion for enhanced relevancy. +- **🔗 Graph RAG**: Automatically extract relationships and build knowledge graphs. +- **🗂️ App Management**: Efficiently manage documents and users with rich observability and analytics. +- **🌐 Client-Server**: RESTful API support out of the box. +- **🧩 Configurable**: Provision your application using intuitive configuration files. +- **🔌 Extensible**: Develop your application further with easy builder + factory pattern. +- **🖥️ Dashboard**: Use the [R2R Dashboard](https://github.com/SciPhi-AI/R2R-Dashboard), an open-source React+Next.js app for a user-friendly interaction with R2R. + +## Table of Contents + +1. [Install](#install) +2. [R2R JavaScript Client Quickstart](#r2r-javascript-client-quickstart) +3. [Community and Support](#community-and-support) +4. [Contributing](#contributing) + +# Install + +```bash +npm install r2r-js +``` + +# R2R JavaScript Client Quickstart + +## Initialize the R2R client + +```javascript +const { r2rClient } = require("r2r-js"); + +const client = new r2rClient("http://localhost:8000"); +``` + +## Login + +```javascript +const EMAIL = "admin@example.com"; +const PASSWORD = "change_me_immediately"; +console.log("Logging in..."); +await client.login(EMAIL, PASSWORD); +``` + +## Ingest files + +```javascript +const files = [ + { path: "examples/data/raskolnikov.txt", name: "raskolnikov.txt" }, + { path: "examples/data/karamozov.txt", name: "karamozov.txt" }, +]; + +const ingestResult = await client.ingestFiles(files, { + metadatas: [{ title: "raskolnikov.txt" }, { title: "karamozov.txt" }], + user_ids: [ + "123e4567-e89b-12d3-a456-426614174000", + "123e4567-e89b-12d3-a456-426614174000", + ], + skip_document_info: false, +}); +console.log(ingestResult); +``` + +## Perform a search + +```javascript +const searchResult = await client.search("Who was Raskolnikov?"); +console.log(searchResult); +``` + +## Perform RAG + +```javascript +const ragResult = await client.rag({ + query: "Who was Raskolnikov?", + use_vector_search: true, + search_filters: {}, + search_limit: 10, + do_hybrid_search: false, + use_kg_search: false, + kg_generation_config: {}, + rag_generation_config: { + model: "gpt-4o", + temperature: 0.0, + stream: false, + }, +}); +console.log(ragResult); +``` + +## Stream a RAG Response + +```javascript +const streamingRagResult = await client.rag({ + query: "Who was Raskolnikov?", + rag_generation_config: { + stream: true, + }, +}); + +if (streamingRagResult instanceof ReadableStream) { + const reader = streamingRagResult.getReader(); + while (true) { + const { done, value } = await reader.read(); + if (done) break; + console.log(new TextDecoder().decode(value)); + } +} +``` + +# Community and Support + +- [Discord](https://discord.gg/p6KqD2kjtB): Chat live with maintainers and community members +- [Github Issues](https://github.com/SciPhi-AI/R2R-js/issues): Report bugs and request features + +**Explore our [R2R Docs](https://r2r-docs.sciphi.ai/) for tutorials and cookbooks on various R2R features and integrations.** + +# Contributing + +We welcome contributions of all sizes! Here's how you can help: + +- Open a PR for new features, improvements, or better documentation. +- Submit a [feature request](https://github.com/SciPhi-AI/R2R-js/issues/new?assignees=&labels=&projects=&template=feature_request.md&title=) or [bug report](https://github.com/SciPhi-AI/R2R-js/issues/new?assignees=&labels=&projects=&template=bug_report.md&title=) + +### Our Contributors + + + + diff --git a/r2r_js_sdk/__tests__/r2rClient.test.ts b/r2r_js_sdk/__tests__/r2rClient.test.ts new file mode 100644 index 000000000..38624504f --- /dev/null +++ b/r2r_js_sdk/__tests__/r2rClient.test.ts @@ -0,0 +1,43 @@ +import { r2rClient } from "../src/r2rClient"; +import axios from "axios"; + +jest.mock("axios"); + +describe("R2RClient", () => { + let client: r2rClient; + let mockAxiosInstance: any; + + beforeEach(() => { + mockAxiosInstance = { + post: jest.fn(), + request: jest.fn(), + defaults: { baseURL: "http://0.0.0.0:8000/v1" }, + }; + + (axios.create as jest.Mock).mockReturnValue(mockAxiosInstance); + + client = new r2rClient("http://0.0.0.0:8000"); + }); + + describe("Mocked Tests", () => { + test("should correctly set the baseURL with prefix", () => { + expect((client as any).axiosInstance.defaults.baseURL).toBe( + "http://0.0.0.0:8000/v1", + ); + }); + + test("health should return data from the /health endpoint", async () => { + const mockResponse = { response: "ok" }; + mockAxiosInstance.request.mockResolvedValue({ data: mockResponse }); + + const result = await client.health(); + expect(result).toEqual(mockResponse); + expect(mockAxiosInstance.request).toHaveBeenCalledWith({ + method: "GET", + url: "health", + headers: {}, + responseType: "json", + }); + }); + }); +}); diff --git a/r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts b/r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts new file mode 100644 index 000000000..2deed26f1 --- /dev/null +++ b/r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts @@ -0,0 +1,178 @@ +import { r2rClient } from "../src/index"; +const fs = require("fs"); + +const baseUrl = "http://localhost:8000"; + +describe("r2rClient Integration Tests", () => { + let client: r2rClient; + + beforeAll(async () => { + client = new r2rClient(baseUrl); + }); + + test("Health check", async () => { + await expect(client.health()).resolves.not.toThrow(); + }); + + test("Login", async () => { + await expect( + client.login("admin@example.com", "change_me_immediately"), + ).resolves.not.toThrow(); + }); + + test("Server stats", async () => { + await expect(client.serverStats()).resolves.not.toThrow(); + }); + + test("Ingest file", async () => { + const files = [ + { path: "examples/data/raskolnikov.txt", name: "raskolnikov.txt" }, + ]; + + await expect( + client.ingestFiles(files, { + metadatas: [{ title: "raskolnikov.txt" }, { title: "karamozov.txt" }], + skip_document_info: false, + }), + ).resolves.not.toThrow(); + }); + + test("Ingest files in folder", async () => { + const files = ["examples/data/folder"]; + + await expect(client.ingestFiles(files)).resolves.not.toThrow(); + }); + + // test("Update files", async () => { + // const updated_file = [ + // { path: "examples/data/folder/myshkin.txt", name: "super_myshkin.txt" }, + // ]; + // await expect( + // client.updateFiles(updated_file, { + // document_ids: ["2e05b285-2746-5778-9e4a-e293db92f3be"], + // metadatas: [{ title: "updated_karamozov.txt" }], + // }), + // ).resolves.not.toThrow(); + // }); + + test("Search documents", async () => { + await expect(client.search("test")).resolves.not.toThrow(); + }); + + test("Generate RAG response with additional parameters", async () => { + await expect( + client.rag( + "test", + { use_vector_search: true, search_limit: 5 }, + { use_kg_search: false }, + { temperature: 0.7 }, + ), + ).resolves.not.toThrow(); + }, 30000); + + test("Agentic RAG response", async () => { + const messages = [ + { role: "system", content: "You are a helpful assistant." }, + { role: "user", content: "Tell me about Raskolnikov." }, + ]; + + await expect(client.agent(messages)).resolves.not.toThrow(); + }, 30000); + + // TODO: Fix this test + // test("Score completion", async () => { + // const message_id = "4173d5f9-f62e-5981-8e35-5154b9883c7f"; + // const score = 0.5; + + // await expect( + // client.scoreCompletion(message_id, score), + // ).resolves.not.toThrow(); + // }); + + // TOOD: Fix in R2R, table logs has no column named run_id + // test("Agentic RAG response with streaming", async () => { + // const messages = [ + // { role: "system", content: "You are a helpful assistant." }, + // { role: "user", content: "Tell me about Raskolnikov." }, + // ]; + + // const stream = await client.agent(messages, undefined, undefined, { + // stream: true, + // }); + + // expect(stream).toBeDefined(); + + // let fullResponse = ""; + + // for await (const chunk of stream) { + // fullResponse += chunk; + // } + + // expect(fullResponse.length).toBeGreaterThan(0); + // }, 30000); + + test("Delete document", async () => { + await expect( + client.delete({ + document_id: "f9f61fc8-079c-52d0-910a-c657958e385b", + }), + ).resolves.toBe(""); + }); + + // TODO: verfiy that this works, blocked by R2R logging issues + // test("Get logs", async () => { + // await expect(client.logs()).resolves.not.toThrow(); + // }); + + // TODO: verfiy that this works, blocked by R2R logging issues + // test("App settings", async () => { + // await expect(client.appSettings()).resolves.not.toThrow(); + // }); + + // test("Get analytics", async () => { + // const filterCriteria: Record | string = { + // filters: { + // search_latencies: "search_latency", + // }, + // }; + + // const analysisTypes: Record | string = { + // analysis_types: { + // search_latencies: ["basic_statistics", "search_latency"], + // }, + // }; + + // await expect( + // client.analytics(filterCriteria, analysisTypes), + // ).resolves.not.toThrow(); + // }); + + // TODO: Fix in R2R, 'PostgresRelationalDBProvider' object has no attribute 'get_users_overview') + // test("Get users overview", async () => { + // await expect(client.usersOverview()).resolves.not.toThrow(); + // }); + + test("Get documents overview", async () => { + await expect(client.documentsOverview()).resolves.not.toThrow(); + }); + + test("Get document chunks", async () => { + await expect( + client.documentChunks("73749580-1ade-50c6-8fbe-a5e9e87783c8"), + ).resolves.not.toThrow(); + }); + + test("Clean up remaining documents", async () => { + await expect( + client.delete({ document_id: "73749580-1ade-50c6-8fbe-a5e9e87783c8" }), + ).resolves.toBe(""); + + await expect( + client.delete({ document_id: "2e05b285-2746-5778-9e4a-e293db92f3be" }), + ).resolves.toBe(""); + }); + + test("Logout", async () => { + await expect(client.logout()).resolves.not.toThrow(); + }); +}); diff --git a/r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts b/r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts new file mode 100644 index 000000000..013b629e2 --- /dev/null +++ b/r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts @@ -0,0 +1,119 @@ +import { r2rClient } from "../src/index"; +const fs = require("fs"); + +const baseUrl = "http://localhost:8000"; + +describe("r2rClient Integration Tests", () => { + let client: r2rClient; + + beforeAll(async () => { + client = new r2rClient(baseUrl); + }); + + test("Health check", async () => { + await expect(client.health()).resolves.not.toThrow(); + }); + + test("Register user", async () => { + await expect( + client.register("test@gmail.com", "password"), + ).resolves.not.toThrow(); + }); + + test("Verify Email throws a 400 error", async () => { + await expect(client.verifyEmail("verification_code")).rejects.toThrow( + "Status 400: Email verification is not required", + ); + }); + + test("Login", async () => { + await expect( + client.login("test@gmail.com", "password"), + ).resolves.not.toThrow(); + }); + + test("Ingest file", async () => { + const files = [ + { path: "examples/data/raskolnikov.txt", name: "raskolnikov.txt" }, + ]; + + await expect( + client.ingestFiles(files, { + metadatas: [{ title: "myshkin.txt" }, { title: "karamozov.txt" }], + skip_document_info: false, + }), + ).resolves.not.toThrow(); + }); + + test("Ingest files in folder", async () => { + const files = ["examples/data/folder"]; + + await expect(client.ingestFiles(files)).resolves.not.toThrow(); + }); + + test("Update files", async () => { + const updated_file = [ + { path: "examples/data/folder/myshkin.txt", name: "myshkin.txt" }, + ]; + await expect( + client.updateFiles(updated_file, { + document_ids: ["06f6aab5-daa1-5b22-809c-d73a378600ed"], + metadatas: [{ title: "updated_karamozov.txt" }], + }), + ).resolves.not.toThrow(); + }); + + test("Search documents", async () => { + await expect(client.search("test")).resolves.not.toThrow(); + }); + + test("Generate RAG response", async () => { + await expect(client.rag("test")).resolves.not.toThrow(); + }, 30000); + + test("Delete document", async () => { + await expect( + client.delete({ document_id: "c621c119-e21d-5d11-a099-bab1993f76d0" }), + ).resolves.not.toThrow(); + }); + + test("Only a superuser can call app settings", async () => { + await expect(client.appSettings()).rejects.toThrow( + "Status 403: Only a superuser can call the `app_settings` endpoint.", + ); + }); + + test("Get documents overview", async () => { + await expect(client.documentsOverview()).resolves.not.toThrow(); + }); + + test("Logout", async () => { + await expect(client.logout()).resolves.not.toThrow(); + }); + + test("Login after logout", async () => { + await expect( + client.login("test@gmail.com", "password"), + ).resolves.not.toThrow(); + }); + + test("Clean up remaining documents", async () => { + await expect( + client.delete({ document_id: "f58d4ec4-0274-56fa-b1ce-16aa3ba9ce3c" }), + ).resolves.not.toThrow(); + + await expect( + client.delete({ document_id: "06f6aab5-daa1-5b22-809c-d73a378600ed" }), + ).resolves.not.toThrow; + }); + + test("Change password", async () => { + await expect( + client.changePassword("password", "new_password"), + ).resolves.not.toThrow(); + }); + + test("Delete User", async () => { + await expect(client.deleteUser("new_password")).resolves.not.toThrow(); + }); +}); diff --git a/r2r_js_sdk/examples/data/folder/karamozov.txt b/r2r_js_sdk/examples/data/folder/karamozov.txt new file mode 100644 index 000000000..5348a5706 --- /dev/null +++ b/r2r_js_sdk/examples/data/folder/karamozov.txt @@ -0,0 +1,4 @@ +Alexius Fyodorovich Karamazov erat tertius filius Fyodoris Pavlovich Karamazov +possessoris terrarum in nostro districtu bene noti sua aetate, et adhuc apud nos +memoriae mandati ob mortem tragicam et obscuram, quae tredecim annos abhinc +accidit, quamque suo loco describam. diff --git a/r2r_js_sdk/examples/data/folder/myshkin.txt b/r2r_js_sdk/examples/data/folder/myshkin.txt new file mode 100644 index 000000000..0e367dc8d --- /dev/null +++ b/r2r_js_sdk/examples/data/folder/myshkin.txt @@ -0,0 +1,4 @@ +Sub finem Novembris, tempore liquationis, hora nona mane, tramen in via +ferrea Varsaviae et Petropoli plenis velocitatibus Petropolim +appropinquabat. Dies ita humidus et nebulosus erat ut magno cum labore +viatores invicem videre possent. diff --git a/r2r_js_sdk/examples/data/raskolnikov.txt b/r2r_js_sdk/examples/data/raskolnikov.txt new file mode 100644 index 000000000..dfb25d60f --- /dev/null +++ b/r2r_js_sdk/examples/data/raskolnikov.txt @@ -0,0 +1,8 @@ +In vespera praecipue calida ineunte Iulio iuvenis e cenaculo in quo hospitabatur in +S. loco exiit et lente, quasi dubitans, versus pontem K. ambulavit. Feliciter vitavit +ne domina sua eum in scala occurreret. Cenaculum suum sub tecto domus altae, quinque +tabulatorum, erat, et magis armario quam conclavi simile erat. Domina, quae ei cenaculum, +prandia et ministerium praebebat, in tabulato infra habitabat, et quotienscumque exibat, +praeterire culinam eius, cuius ianua semper aperta erat, cogebatur. Et quoties praeteribat, +iuvenis aegrotum et pavidum sensum habebat, quod eum corrugare frontem et pudere faciebat. +Desperanter apud dominam suam aere alieno obrutus erat, et eam convenire timebat. diff --git a/r2r_js_sdk/examples/hello_r2r.js b/r2r_js_sdk/examples/hello_r2r.js new file mode 100644 index 000000000..a1bb8b572 --- /dev/null +++ b/r2r_js_sdk/examples/hello_r2r.js @@ -0,0 +1,49 @@ +const { r2rClient } = require("r2r-js"); + +// http://localhost:8000 or the address that you are running the R2R server +const client = new r2rClient("http://localhost:8000"); + +async function main() { + const EMAIL = "admin@example.com"; + const PASSWORD = "change_me_immediately"; + console.log("Logging in..."); + await client.login(EMAIL, PASSWORD); + + const files = [ + { path: "examples/data/raskolnikov.txt", name: "raskolnikov.txt" }, + ]; + + console.log("Ingesting file..."); + const ingestResult = await client.ingestFiles(files, { + metadatas: [{ title: "raskolnikov.txt" }], + skip_document_info: false, + }); + console.log("Ingest result:", JSON.stringify(ingestResult, null, 2)); + + console.log("Performing RAG..."); + const ragResponse = await client.rag({ + query: "What does the file talk about?", + rag_generation_config: { + model: "gpt-4o", + temperature: 0.0, + stream: false, + }, + }); + + console.log("Search Results:"); + ragResponse.results.search_results.vector_search_results.forEach( + (result, index) => { + console.log(`\nResult ${index + 1}:`); + console.log(`Text: ${result.metadata.text.substring(0, 100)}...`); + console.log(`Score: ${result.score}`); + }, + ); + + console.log("\nCompletion:"); + console.log(ragResponse.results.completion.choices[0].message.content); + + console.log("Logging out..."); + await client.logout(); +} + +main(); diff --git a/r2r_js_sdk/jest.config.js b/r2r_js_sdk/jest.config.js new file mode 100644 index 000000000..4499ebd11 --- /dev/null +++ b/r2r_js_sdk/jest.config.js @@ -0,0 +1,8 @@ +module.exports = { + preset: "ts-jest", + testEnvironment: "node", + testMatch: [ + "**/__tests__/**/*.ts?(x)", + "**/__tests__/**/?(*.)+(spec|test).ts?(x)", + ], +}; diff --git a/r2r_js_sdk/package-lock.json b/r2r_js_sdk/package-lock.json new file mode 100644 index 000000000..8a898fcc0 --- /dev/null +++ b/r2r_js_sdk/package-lock.json @@ -0,0 +1,4074 @@ +{ + "name": "r2r-js", + "version": "1.2.15", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "r2r-js", + "version": "1.2.9", + "license": "ISC", + "dependencies": { + "axios": "^1.7.2", + "form-data": "^4.0.0", + "posthog-js": "^1.148.0", + "posthog-node": "^4.0.1", + "uuid": "^10.0.0" + }, + "devDependencies": { + "@types/jest": "^29.5.12", + "@types/node": "^20.14.11", + "@types/uuid": "^10.0.0", + "jest": "^29.7.0", + "prettier": "^3.3.3", + "ts-jest": "^29.2.3", + "ts-node": "^10.9.2", + "typescript": "^5.5.3" + } + }, + "node_modules/@ampproject/remapping": { + "version": "2.3.0", + "resolved": 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+ if (typeof window !== "undefined") { + // Browser environment + import("posthog-js").then((posthogJs) => { + posthog = posthogJs.default; + posthog.init(posthogApiKey, { + api_host: posthogHost, + }); + + window.addEventListener("beforeunload", () => { + (posthog as PostHogJs.PostHog).capture("PageUnload"); + }); + + isPostHogInitialized = true; + }); + } else { + // Node.js environment + posthog = new PostHogNodeClient(posthogApiKey, { host: posthogHost }); + isPostHogInitialized = true; + } + + if (process.env.R2R_JS_DISABLE_TELEMETRY === "true") { + if (isBrowser(posthog)) { + posthog.opt_out_capturing(); + } else { + posthog.disable(); + } + } +} + +type AsyncFunction = (...args: any[]) => Promise; + +function captureEvent(eventName: string, properties?: Record) { + if (isPostHogInitialized) { + const environment = typeof window !== "undefined" ? "browser" : "node"; + const eventProperties = { ...properties, environment }; + + if (isBrowser(posthog)) { + posthog.capture(eventName, eventProperties); + } else { + (posthog as PostHogNodeClient).capture({ + distinctId: distinctId, + event: eventName, + properties: eventProperties, + }); + } + } +} + +export function feature(operationName: string) { + return function ( + _target: any, + _propertyKey: string | symbol, + descriptor: TypedPropertyDescriptor, + ): TypedPropertyDescriptor { + const originalMethod = descriptor.value!; + + descriptor.value = async function ( + this: any, + ...args: any[] + ): Promise { + try { + const result = await originalMethod.apply(this, args); + captureEvent("TSClient", { operation: operationName }); + return result; + } catch (error: unknown) { + captureEvent("TSClient", { + operation: operationName, + errorMessage: + error instanceof Error ? error.message : "Unknown error", + }); + throw error; + } finally { + if (isPostHogInitialized && !isBrowser(posthog)) { + // Flush events in Node.js environment + await (posthog as PostHogNodeClient).shutdown(); + } + } + }; + + return descriptor; + }; +} + +export function featureGenerator(operationName: string) { + return function ( + _target: any, + _propertyKey: string | symbol, + descriptor: TypedPropertyDescriptor< + (...args: any[]) => AsyncGenerator + >, + ): TypedPropertyDescriptor< + (...args: any[]) => AsyncGenerator + > { + const originalMethod = descriptor.value!; + + descriptor.value = async function* ( + this: any, + ...args: any[] + ): AsyncGenerator { + try { + const generator = originalMethod.apply(this, args); + for await (const chunk of generator) { + yield chunk; + } + captureEvent("TSClient", { operation: operationName }); + } catch (error: unknown) { + captureEvent("TSClient", { + operation: operationName, + errorMessage: + error instanceof Error ? error.message : "Unknown error", + }); + throw error; + } finally { + if (isPostHogInitialized && !isBrowser(posthog)) { + // Flush events in Node.js environment + await (posthog as PostHogNodeClient).shutdown(); + } + } + }; + + return descriptor; + }; +} diff --git a/r2r_js_sdk/src/index.ts b/r2r_js_sdk/src/index.ts new file mode 100644 index 000000000..0f4285074 --- /dev/null +++ b/r2r_js_sdk/src/index.ts @@ -0,0 +1,3 @@ +export { r2rClient } from "./r2rClient"; +export * from "./models"; +export { feature, initializeTelemetry } from "./feature"; diff --git a/r2r_js_sdk/src/models.tsx b/r2r_js_sdk/src/models.tsx new file mode 100644 index 000000000..ac800d737 --- /dev/null +++ b/r2r_js_sdk/src/models.tsx @@ -0,0 +1,61 @@ +export interface TokenInfo { + token: string; +} + +export interface LoginResponse { + results: { + access_token: TokenInfo; + refresh_token: TokenInfo; + }; +} + +export interface RefreshTokenResponse { + results: { + access_token: { token: string }; + refresh_token: { token: string }; + }; +} + +export interface GenerationConfig { + temperature?: number; + top_p?: number; + top_k?: number; + max_tokens_to_sample?: number; + model?: string; + stream?: boolean; + functions?: Array>; + skip_special_tokens?: boolean; + stop_token?: string; + num_beams?: number; + do_sample?: boolean; + generate_with_chat?: boolean; + add_generation_kwargs?: Record; + api_base?: string; +} + +export interface VectorSearchSettings { + use_vector_search?: boolean; + filters?: Record; + search_limit?: number; + do_hybrid_search?: boolean; +} + +export interface KGSearchSettings { + use_kg_search?: boolean; + kg_search_type?: "global" | "local"; + kg_search_level?: number | null; + kg_search_generation_config?: GenerationConfig; + entity_types?: any[]; + relationships?: any[]; + max_community_description_length?: number; + max_llm_queries_for_global_search?: number; + local_search_limits?: Record; +} +export interface Message { + role: string; + content: string; +} + +export interface R2RDocumentChunksRequest { + document_id: string; +} diff --git a/r2r_js_sdk/src/r2rClient.ts b/r2r_js_sdk/src/r2rClient.ts new file mode 100644 index 000000000..b1703e069 --- /dev/null +++ b/r2r_js_sdk/src/r2rClient.ts @@ -0,0 +1,1286 @@ +import axios, { + AxiosInstance, + Method, + AxiosResponse, + AxiosRequestConfig, +} from "axios"; +import FormData from "form-data"; +import { URLSearchParams } from "url"; + +let fs: any; +if (typeof window === "undefined") { + import("fs").then((module) => { + fs = module; + }); +} + +import { feature, featureGenerator, initializeTelemetry } from "./feature"; +import { + LoginResponse, + TokenInfo, + Message, + RefreshTokenResponse, + VectorSearchSettings, + KGSearchSettings, + GenerationConfig, +} from "./models"; + +function handleRequestError(response: AxiosResponse): void { + if (response.status < 400) { + return; + } + + let message: string; + const errorContent = response.data; + + if ( + typeof errorContent === "object" && + errorContent !== null && + "detail" in errorContent + ) { + const { detail } = errorContent; + if (typeof detail === "object" && detail !== null) { + message = (detail as { message?: string }).message || response.statusText; + } else { + message = String(detail); + } + } else { + message = String(errorContent); + } + + throw new Error(`Status ${response.status}: ${message}`); +} + +export class r2rClient { + private axiosInstance: AxiosInstance; + private baseUrl: string; + private accessToken: string | null; + private refreshToken: string | null; + + constructor(baseURL: string, prefix: string = "/v1") { + this.baseUrl = `${baseURL}${prefix}`; + this.accessToken = null; + this.refreshToken = null; + + this.axiosInstance = axios.create({ + baseURL: this.baseUrl, + headers: { + "Content-Type": "application/json", + }, + transformRequest: [ + (data) => { + if (typeof data === "string") { + return data; + } + return JSON.stringify(data); + }, + ], + }); + + initializeTelemetry(); + } + + private async _makeRequest( + method: Method, + endpoint: string, + options: any = {}, + ): Promise { + const url = `${endpoint}`; + const config: AxiosRequestConfig = { + method, + url, + headers: { ...options.headers }, + params: options.params, + ...options, + responseType: options.responseType || "json", + }; + + config.headers = config.headers || {}; + + if (options.params) { + config.paramsSerializer = (params) => { + return Object.entries(params) + .map( + ([key, value]) => + `${encodeURIComponent(key)}=${encodeURIComponent(String(value))}`, + ) + .join("&"); + }; + } + + if (options.data) { + if (typeof FormData !== "undefined" && options.data instanceof FormData) { + config.data = options.data; + delete config.headers["Content-Type"]; + } else if ( + typeof URLSearchParams !== "undefined" && + options.data instanceof URLSearchParams + ) { + config.data = options.data.toString(); + config.headers["Content-Type"] = "application/x-www-form-urlencoded"; + } else if (typeof options.data === "object") { + config.data = JSON.stringify(options.data); + if (method !== "DELETE") { + config.headers["Content-Type"] = "application/json"; + } + } else { + config.data = options.data; + } + } + + if ( + this.accessToken && + !["register", "login", "verify_email", "health"].includes(endpoint) + ) { + config.headers.Authorization = `Bearer ${this.accessToken}`; + } + + if (options.responseType === "stream") { + const fetchHeaders: Record = {}; + Object.entries(config.headers).forEach(([key, value]) => { + if (typeof value === "string") { + fetchHeaders[key] = value; + } + }); + const response = await fetch(`${this.baseUrl}/${endpoint}`, { + method, + headers: fetchHeaders, + body: config.data, + }); + + if (!response.ok) { + throw new Error(`HTTP error! status: ${response.status}`); + } + + return response.body as unknown as T; + } + + try { + const response = await this.axiosInstance.request(config); + return options.returnFullResponse + ? (response as any as T) + : response.data; + } catch (error) { + if (axios.isAxiosError(error) && error.response) { + handleRequestError(error.response); + } + throw error; + } + } + + private _ensureAuthenticated(): void { + // if (!this.accessToken) { + // throw new Error("Not authenticated. Please login first."); + // } + } + + async health(): Promise { + return await this._makeRequest("GET", "health"); + } + + // ----------------------------------------------------------------------------- + // + // Auth + // + // ----------------------------------------------------------------------------- + /** + * Registers a new user with the given email and password. + * @param email The email of the user to register. + * @param password The password of the user to register. + * @returns A promise that resolves to the response from the server. + */ + + @feature("register") + async register(email: string, password: string): Promise { + return await this._makeRequest("POST", "register", { + data: { email, password }, + }); + } + + /** + * Verifies the email of a user with the given verification code. + * @param verification_code The verification code to verify the email with. + * @returns A promise that resolves to the response from the server. + */ + @feature("verifyEmail") + async verifyEmail(verification_code: string): Promise> { + return await this._makeRequest("POST", "verify_email", { + json: { verification_code: verification_code }, + }); + } + + /** + * Attempts to log in a user with the given email and password. + * @param email The email of the user to log in. + * @param password The password of the user to log in. + * @returns A promise that resolves to the response from the server containing the access and refresh tokens. + */ + @feature("login") + async login( + email: string, + password: string, + ): Promise<{ access_token: TokenInfo; refresh_token: TokenInfo }> { + const formData = new URLSearchParams(); + formData.append("username", email); + formData.append("password", password); + + const response = await this._makeRequest("POST", "login", { + data: formData, + headers: { + "Content-Type": "application/x-www-form-urlencoded", + }, + }); + + if (response && response.results) { + this.accessToken = response.results.access_token.token; + this.refreshToken = response.results.refresh_token.token; + } else { + throw new Error("Invalid response structure"); + } + + return response.results; + } + + /** + * Logs out the currently authenticated user. + * @returns A promise that resolves to the response from the server. + */ + @feature("logout") + async logout(): Promise { + this._ensureAuthenticated(); + + const response = await this._makeRequest("POST", "logout"); + this.accessToken = null; + this.refreshToken = null; + return response; + } + + /** + * Retrieves the user information for the currently authenticated user. + * @returns A promise that resolves to the response from the server containing the user information. + */ + @feature("user") + async user(): Promise { + this._ensureAuthenticated(); + return await this._makeRequest("GET", "user"); + } + + /** + * Updates the profile information for the currently authenticated user. + * @param email The updated email for the user. + * @param name The updated name for the user. + * @param bio The updated bio for the user. + * @param profilePicture The updated profile picture URL for the user. + * @returns A promise that resolves to the response from the server. + */ + @feature("updateUser") + async updateUser( + email?: string, + name?: string, + bio?: string, + profilePicture?: string, + ): Promise { + this._ensureAuthenticated(); + return await this._makeRequest("PUT", "user", { + data: { + email, + name, + bio, + profile_picture: profilePicture, + }, + }); + } + + /** + * Refreshes the access token for the currently authenticated user. + * @returns A promise that resolves to the response from the server containing the new access and refresh tokens. + */ + async refreshAccessToken(): Promise { + if (!this.refreshToken) { + throw new Error("No refresh token available. Please login again."); + } + + const response = await this._makeRequest( + "POST", + "refresh_access_token", + { data: { refresh_token: this.refreshToken } }, + ); + + if (response && response.results) { + this.accessToken = response.results.access_token.token; + this.refreshToken = response.results.refresh_token.token; + } else { + throw new Error("Invalid response structure"); + } + + return response; + } + + /** + * Changes the password of the currently authenticated user. + * @param current_password The current password of the user. + * @param new_password The new password to set for the user. + * @returns A promise that resolves to the response from the server. + */ + @feature("changePassword") + async changePassword( + current_password: string, + new_password: string, + ): Promise { + this._ensureAuthenticated(); + + return this._makeRequest("POST", "change_password", { + data: { + current_password, + new_password, + }, + }); + } + + /** + * Requests a password reset for the user with the given email. + * @param email The email of the user to request a password reset for. + * @returns A promise that resolves to the response from the server. + */ + @feature("requestPasswordReset") + async requestPasswordReset(email: string): Promise { + return this._makeRequest("POST", "request_password_reset", { + data: { email }, + }); + } + + /** + * Confirms a password reset for the user with the given reset token. + * @param resetToken The reset token to confirm the password reset with. + * @param newPassword The new password to set for the user. + * @returns A promise that resolves to the response from the server. + */ + @feature("confirmPasswordReset") + async confirmPasswordReset( + resetToken: string, + newPassword: string, + ): Promise { + return this._makeRequest("POST", `reset_password/${resetToken}`, { + data: { new_password: newPassword }, + }); + } + + /** + * Deletes the user with the given user ID. + * @param user_id The ID of the user to delete. + * @param password The password of the user to delete. + * @returns A promise that resolves to the response from the server. + */ + @feature("deleteUser") + async deleteUser(user_id: string, password?: string): Promise { + this._ensureAuthenticated(); + const response = await this._makeRequest("DELETE", "user", { + data: { user_id, password }, + }); + this.accessToken = null; + this.refreshToken = null; + return response; + } + + // ----------------------------------------------------------------------------- + // + // Ingestion + // + // ----------------------------------------------------------------------------- + + // TODO: Need to update to closer match the Python SDK. + /** + * Ingest files into your R2R deployment. + * @param files + * @param options + * @returns A promise that resolves to the response from the server. + */ + @feature("ingestFiles") + async ingestFiles( + files: (string | File | { path: string; name: string })[], + options: { + metadatas?: Record[]; + document_ids?: string[]; + user_ids?: (string | null)[]; + versions?: string[]; + chunking_config_override?: Record; + skip_document_info?: boolean; + } = {}, + ): Promise { + this._ensureAuthenticated(); + + const formData = new FormData(); + const processedFiles: string[] = []; + + const processPath = async ( + path: string | File | { path: string; name: string }, + index: number, + ): Promise => { + const appendFile = ( + file: File | NodeJS.ReadableStream, + filename: string, + ) => { + formData.append(`files`, file, filename); + processedFiles.push(filename); + }; + + if (typeof path === "string") { + if (typeof window === "undefined") { + const stat = await fs.promises.stat(path); + if (stat.isDirectory()) { + const files = await fs.promises.readdir(path, { + withFileTypes: true, + }); + for (const file of files) { + await processPath(`${path}/${file.name}`, index); + } + } else { + appendFile(fs.createReadStream(path), path.split("/").pop() || ""); + } + } else { + console.warn( + "File or folder path provided in browser environment. This is not supported.", + ); + } + } else if (path instanceof File) { + appendFile(path, path.name); + } else if ("path" in path && "name" in path) { + if (typeof window === "undefined") { + appendFile(fs.createReadStream(path.path), path.name); + } else { + console.warn( + "File path provided in browser environment. This is not supported.", + ); + } + } + }; + + for (let i = 0; i < files.length; i++) { + await processPath(files[i], i); + } + + const data: Record = { + metadatas: options.metadatas + ? JSON.stringify(options.metadatas) + : undefined, + document_ids: options.document_ids + ? JSON.stringify(options.document_ids) + : undefined, + user_ids: options.user_ids ? JSON.stringify(options.user_ids) : undefined, + versions: options.versions ? JSON.stringify(options.versions) : undefined, + chunking_config_override: options.chunking_config_override + ? JSON.stringify(options.chunking_config_override) + : undefined, + skip_document_info: + options.skip_document_info !== undefined + ? JSON.stringify(options.skip_document_info) + : undefined, + }; + + Object.entries(data).forEach(([key, value]) => { + if (value !== undefined) { + formData.append(key, value); + } + }); + + formData.append("file_names", JSON.stringify(processedFiles)); + + return await this._makeRequest("POST", "ingest_files", { + data: formData, + headers: formData.getHeaders?.() ?? { + "Content-Type": "multipart/form-data", + }, + transformRequest: [ + (data: any, headers: Record) => { + delete headers["Content-Type"]; + return data; + }, + ], + }); + } + + /** + * Update existing files in your R2R deployment. + * @param files + * @param options + * @returns + */ + @feature("updateFiles") + async updateFiles( + files: (File | { path: string; name: string })[], + options: { + document_ids: string[]; + metadatas?: Record[]; + chunking_config_override?: Record; + }, + ): Promise { + this._ensureAuthenticated(); + + const formData = new FormData(); + const processedFiles: string[] = []; + + if (files.length !== options.document_ids.length) { + throw new Error("Each file must have a corresponding document ID."); + } + + const processFile = ( + file: File | { path: string; name: string }, + index: number, + ) => { + if ("path" in file) { + if (typeof window === "undefined") { + formData.append("files", fs.createReadStream(file.path), file.name); + processedFiles.push(file.name); + } else { + console.warn( + "File path provided in browser environment. This is not supported.", + ); + } + } else { + formData.append("files", file); + processedFiles.push(file.name); + } + }; + + files.forEach(processFile); + + const data: Record = { + document_ids: JSON.stringify(options.document_ids.map(String)), + metadatas: options.metadatas + ? JSON.stringify(options.metadatas) + : undefined, + chunking_config_override: options.chunking_config_override + ? JSON.stringify(options.chunking_config_override) + : undefined, + }; + + Object.entries(data).forEach(([key, value]) => { + if (value !== undefined) { + formData.append(key, value); + } + }); + + formData.append("file_names", JSON.stringify(processedFiles)); + + return await this._makeRequest("POST", "update_files", { + data: formData, + headers: formData.getHeaders?.() ?? { + "Content-Type": "multipart/form-data", + }, + transformRequest: [ + (data: any, headers: Record) => { + delete headers["Content-Type"]; + return data; + }, + ], + }); + } + + // ----------------------------------------------------------------------------- + // + // Management + // + // ----------------------------------------------------------------------------- + + /** + * Get statistics about the server, including the start time, uptime, CPU usage, and memory usage. + * @returns A promise that resolves to the response from the server. + */ + @feature("serverStats") + async serverStats(): Promise { + this._ensureAuthenticated(); + return await this._makeRequest("GET", "server_stats"); + } + + /** + * Update a prompt in the database. + * @param name The name of the prompt to update. + * @param template The new template for the prompt. + * @param input_types The new input types for the prompt. + * @returns A promise that resolves to the response from the server. + */ + @feature("updatePrompt") + async updatePrompt( + name: string = "default_system", + template?: string, + input_types?: Record, + ): Promise> { + this._ensureAuthenticated(); + + const data: Record = { name }; + if (template !== undefined) { + data.template = template; + } + if (input_types !== undefined) { + data.input_types = input_types; + } + + return await this._makeRequest("POST", "update_prompt", { + data, + headers: { + "Content-Type": "application/json", + }, + }); + } + + /** + * Get analytics data from the server. + * @param filter_criteria The filter criteria to use. + * @param analysis_types The types of analysis to perform. + * @returns A promise that resolves to the response from the server. + */ + @feature("analytics") + async analytics( + filter_criteria?: Record | string, + analysis_types?: Record | string, + ): Promise { + this._ensureAuthenticated(); + + const params: Record = {}; + + if (filter_criteria) { + params.filter_criteria = + typeof filter_criteria === "object" + ? JSON.stringify(filter_criteria) + : filter_criteria; + } + + if (analysis_types) { + params.analysis_types = + typeof analysis_types === "object" + ? JSON.stringify(analysis_types) + : analysis_types; + } + + return this._makeRequest("GET", "analytics", { params }); + } + + /** + * Get logs from the server. + * @param run_type_filter The run type to filter by. + * @param max_runs Specifies the maximum number of runs to return. Values outside the range of 1 to 1000 will be adjusted to the nearest valid value with a default of 100. + * @returns + */ + @feature("logs") + async logs(run_type_filter?: string, max_runs?: number): Promise { + this._ensureAuthenticated(); + + const params: Record = {}; + + if (run_type_filter !== undefined) { + params.run_type_filter = run_type_filter; + } + + if (max_runs !== undefined) { + params.max_runs = max_runs; + } + + return this._makeRequest("GET", "logs", { params }); + } + + /** + * Get the configuration settings for the app. + * @returns A promise that resolves to the response from the server. + */ + @feature("appSettings") + async appSettings(): Promise { + this._ensureAuthenticated(); + + return this._makeRequest("GET", "app_settings"); + } + + /** + * Assign a score to a message from an LLM completion. The score should be a float between -1.0 and 1.0. + * @param message_id The ID of the message to score. + * @param score The score to assign to the message. + * @returns A promise that resolves to the response from the server. + */ + @feature("scoreCompletion") + async scoreCompletion(message_id: string, score: number): Promise { + this._ensureAuthenticated(); + + const data = { + message_id, + score, + }; + + return this._makeRequest("POST", "score_completion", { + data, + headers: { + "Content-Type": "application/json", + }, + }); + } + + /** + * An overview of the users in the R2R deployment. + * @param user_ids + * @returns + */ + @feature("usersOverview") + async usersOverview(user_ids?: string[]): Promise> { + this._ensureAuthenticated(); + + const params: { user_ids?: string[] } = {}; + if (user_ids && user_ids.length > 0) { + params.user_ids = user_ids; + } + + return this._makeRequest("GET", "users_overview", { params }); + } + + /** + * Delete data from the database given a set of filters. + * @param filters The filters to delete by. + * @returns + */ + @feature("delete") + async delete(filters: { [key: string]: string | string[] }): Promise { + this._ensureAuthenticated(); + + const params = { + filters: JSON.stringify(filters), + }; + + return this._makeRequest("DELETE", "delete", { + params, + }); + } + + /** + * Get an overview of documents in the R2R deployment. + * @param document_ids List of document IDs to get an overview for. + * @returns A promise that resolves to the response from the server. + */ + @feature("documentsOverview") + async documentsOverview(document_ids?: string[]): Promise { + this._ensureAuthenticated(); + + return this._makeRequest("GET", "documents_overview", { + params: { + document_ids: document_ids ? JSON.stringify(document_ids) : undefined, + }, + }); + } + + /** + * Get the chunks for a document. + * @param document_id The ID of the document to get the chunks for. + * @returns A promise that resolves to the response from the server. + */ + @feature("documentChunks") + async documentChunks(document_id: string): Promise { + this._ensureAuthenticated(); + + return this._makeRequest( + "GET", + `document_chunks?document_id=${document_id}`, + { + headers: { + "Content-Type": "application/json", + }, + }, + ); + } + + /** + * Inspect the knowledge graph associated with your R2R deployment. + * @param limit The maximum number of nodes to return. Defaults to 100. + * @returns A promise that resolves to the response from the server. + */ + @feature("inspectKnowledgeGraph") + async inspectKnowledgeGraph(limit?: number): Promise> { + this._ensureAuthenticated(); + + const params: { limit?: number } = {}; + if (limit !== undefined) { + params.limit = limit; + } + + return this._makeRequest("GET", "inspect_knowledge_graph", { params }); + } + + /** + * Get an overview of existing groups. + * @param groupIds List of group IDs to get an overview for. + * @param limit The maximum number of groups to return. + * @param offset The offset to start listing groups from. + * @returns + */ + @feature("groupsOverview") + async groupsOverview( + groupIds?: string[], + limit?: number, + offset?: number, + ): Promise> { + this._ensureAuthenticated(); + + const params: Record = {}; + if (groupIds && groupIds.length > 0) { + params.group_ids = groupIds; + } + if (limit !== undefined) { + params.limit = limit; + } + if (offset !== undefined) { + params.offset = offset; + } + + return this._makeRequest("GET", "groups_overview", { params }); + } + + /** + * Create a new group. + * @param name The name of the group. + * @param description The description of the group. + * @returns + */ + @feature("createGroup") + async createGroup( + name: string, + description?: string, + ): Promise> { + this._ensureAuthenticated(); + + const data: { name: string; description?: string } = { name }; + if (description !== undefined) { + data.description = description; + } + + return this._makeRequest("POST", "create_group", { data }); + } + + /** + * Get a group by its ID. + * @param groupId The ID of the group to get. + * @returns A promise that resolves to the response from the server. + */ + @feature("getGroup") + async getGroup(groupId: string): Promise> { + this._ensureAuthenticated(); + return this._makeRequest("GET", `get_group/${encodeURIComponent(groupId)}`); + } + + /** + * Updates the name and description of a group. + * @param groupId The ID of the group to update. + * @param name The new name for the group. + * @param description The new description of the group. + * @returns A promise that resolves to the response from the server. + */ + @feature("updateGroup") + async updateGroup( + groupId: string, + name?: string, + description?: string, + ): Promise> { + this._ensureAuthenticated(); + + const data: { group_id: string; name?: string; description?: string } = { + group_id: groupId, + }; + if (name !== undefined) { + data.name = name; + } + if (description !== undefined) { + data.description = description; + } + + return this._makeRequest("PUT", "update_group", { data }); + } + + /** + * Delete a group by its ID. + * @param groupId The ID of the group to delete. + * @returns A promise that resolves to the response from the server. + */ + @feature("deleteGroup") + async deleteGroup(groupId: string): Promise> { + this._ensureAuthenticated(); + return this._makeRequest( + "DELETE", + `delete_group/${encodeURIComponent(groupId)}`, + ); + } + + /** + * List all groups in the R2R deployment. + * @param offset The offset to start listing groups from. + * @param limit The maximum numberof groups to return. + * @returns + */ + @feature("listGroups") + async listGroups( + offset?: number, + limit?: number, + ): Promise> { + this._ensureAuthenticated(); + + const params: Record = {}; + if (offset !== undefined) { + params.offset = offset; + } + if (limit !== undefined) { + params.limit = limit; + } + + return this._makeRequest("GET", "list_groups", { params }); + } + + /** + * Add a user to a group. + * @param userId The ID of the user to add. + * @param groupId The ID of the group to add the user to. + * @returns A promise that resolves to the response from the server. + */ + @feature("addUserToGroup") + async addUserToGroup( + userId: string, + groupId: string, + ): Promise> { + this._ensureAuthenticated(); + return this._makeRequest("POST", "add_user_to_group", { + data: { user_id: userId, group_id: groupId }, + }); + } + + /** + * Remove a user from a group. + * @param userId The ID of the user to remove. + * @param groupId The ID of the group to remove the user from. + * @returns + */ + @feature("removeUserFromGroup") + async removeUserFromGroup( + userId: string, + groupId: string, + ): Promise> { + this._ensureAuthenticated(); + return this._makeRequest("POST", "remove_user_from_group", { + data: { user_id: userId, group_id: groupId }, + }); + } + + /** + * Get all users in a group. + * @param groupId The ID of the group to get users for. + * @param offset The offset to start listing users from. + * @param limit The maximum number of users to return. + * @returns A promise that resolves to the response from the server. + */ + @feature("getUsersInGroup") + async getUsersInGroup( + groupId: string, + offset?: number, + limit?: number, + ): Promise> { + this._ensureAuthenticated(); + + const params: Record = {}; + if (offset !== undefined) { + params.offset = offset; + } + if (limit !== undefined) { + params.limit = limit; + } + + return this._makeRequest( + "GET", + `get_users_in_group/${encodeURIComponent(groupId)}`, + { params }, + ); + } + + /** + * Get all groups that a user is a member of. + * @param userId The ID of the user to get groups for. + * @returns A promise that resolves to the response from the server. + */ + @feature("getGroupsForUser") + async getGroupsForUser(userId: string): Promise> { + this._ensureAuthenticated(); + return this._makeRequest( + "GET", + `get_groups_for_user/${encodeURIComponent(userId)}`, + ); + } + + /** + * Assign a document to a group. + * @param document_id The ID of the document to assign. + * @param group_id The ID of the group to assign the document to. + * @returns + */ + @feature("assignDocumentToGroup") + async assignDocumentToGroup( + document_id: string, + group_id: string, + ): Promise { + this._ensureAuthenticated(); + + return this._makeRequest("POST", "assign_document_to_group", { + data: { document_id, group_id }, + }); + } + + /** + * Remove a document from a group. + * @param document_id The ID of the document to remove. + * @param group_id The ID of the group to remove the document from. + * @returns A promise that resolves to the response from the server. + */ + @feature("removeDocumentFromGroup") + async removeDocumentFromGroup( + document_id: string, + group_id: string, + ): Promise { + this._ensureAuthenticated(); + + return this._makeRequest("POST", "remove_document_from_group", { + data: { document_id, group_id }, + }); + } + + /** + * Get all groups that a document is assigned to. + * @param documentId The ID of the document to get groups for. + * @returns + */ + @feature("getDocumentGroups") + async getDocumentGroups(documentId: string): Promise> { + this._ensureAuthenticated(); + + return this._makeRequest( + "GET", + `get_document_groups/${encodeURIComponent(documentId)}`, + ); + } + + /** + * Get all documents in a group. + * @param groupId The ID of the group to get documents for. + * @param offset The offset to start listing documents from. + * @param limit The maximum number of documents to return. + * @returns A promise that resolves to the response from the server. + */ + @feature("getDocumentsInGroup") + async getDocumentsInGroup( + groupId: string, + offset?: number, + limit?: number, + ): Promise> { + this._ensureAuthenticated(); + + const params: Record = {}; + if (offset !== undefined) { + params.offset = offset; + } + if (limit !== undefined) { + params.limit = limit; + } + + return this._makeRequest( + "GET", + `group/${encodeURIComponent(groupId)}/documents`, + { params }, + ); + } + + // ----------------------------------------------------------------------------- + // + // Restructure + // + // ----------------------------------------------------------------------------- + + /** + * Perform graph enrichment over the entire graph. + * @returns A promise that resolves to the response from the server. + */ + @feature("enrichGraph") + async enrichGraph(): Promise { + this._ensureAuthenticated(); + return await this._makeRequest("POST", "enrich_graph"); + } + + // ----------------------------------------------------------------------------- + // + // Retrieval + // + // ----------------------------------------------------------------------------- + + /** + * Conduct a vector and/or KG search. + * @param query The query to search for. + * @param vector_search_settings Vector search settings. + * @param kg_search_settings KG search settings. + * @returns + */ + @feature("search") + async search( + query: string, + vector_search_settings?: VectorSearchSettings | Record, + kg_search_settings?: KGSearchSettings | Record, + ): Promise { + this._ensureAuthenticated(); + + const json_data: Record = { + query, + vector_search_settings, + kg_search_settings, + }; + + Object.keys(json_data).forEach( + (key) => json_data[key] === undefined && delete json_data[key], + ); + + return await this._makeRequest("POST", "search", { data: json_data }); + } + + /** + * Conducts a Retrieval Augmented Generation (RAG) search with the given query. + * @param query The query to search for. + * @param vector_search_settings Vector search settings. + * @param kg_search_settings KG search settings. + * @param rag_generation_config RAG generation configuration. + * @returns A promise that resolves to the response from the server. + */ + @feature("rag") + async rag( + query: string, + vector_search_settings?: VectorSearchSettings | Record, + kg_search_settings?: KGSearchSettings | Record, + rag_generation_config?: GenerationConfig | Record, + ): Promise { + this._ensureAuthenticated(); + + const json_data: Record = { + query, + vector_search_settings, + kg_search_settings, + rag_generation_config, + }; + + Object.keys(json_data).forEach( + (key) => json_data[key] === undefined && delete json_data[key], + ); + + if (rag_generation_config && rag_generation_config.stream) { + return this.streamRag(json_data); + } else { + return await this._makeRequest("POST", "rag", { data: json_data }); + } + } + + // TODO: can we remove this and pull this into rag? + @featureGenerator("streamingRag") + private async *streamRag( + rag_data: Record, + ): AsyncGenerator { + this._ensureAuthenticated(); + + const response = await this._makeRequest("POST", "rag", { + data: rag_data, + headers: { + "Content-Type": "application/json", + }, + responseType: "stream", + }); + + if (!response.body) { + throw new Error("Response body is null"); + } + + const reader = response.body.getReader(); + const decoder = new TextDecoder(); + + try { + while (true) { + const { done, value } = await reader.read(); + if (done) { + break; + } + yield decoder.decode(value); + } + } finally { + reader.releaseLock(); + } + } + + /** + * Performs a single turn in a conversation with a RAG agent. + * @param messages The messages to send to the agent. + * @param vector_search_settings Vector search settings. + * @param kg_search_settings KG search settings. + * @param rag_generation_config RAG generation configuration. + * @param task_prompt_override Task prompt override. + * @param include_title_if_available Include title if available. + * @returns A promise that resolves to the response from the server. + */ + @feature("agent") + async agent( + messages: Message[], + vector_search_settings?: VectorSearchSettings | Record, + kg_search_settings?: KGSearchSettings | Record, + rag_generation_config?: GenerationConfig | Record, + task_prompt_override?: string, + include_title_if_available?: boolean, + ): Promise { + this._ensureAuthenticated(); + + const json_data: Record = { + messages, + vector_search_settings, + kg_search_settings, + rag_generation_config, + task_prompt_override, + include_title_if_available, + }; + + Object.keys(json_data).forEach( + (key) => json_data[key] === undefined && delete json_data[key], + ); + + if (rag_generation_config && rag_generation_config.stream) { + return this.streamAgent(json_data); + } else { + return await this._makeRequest("POST", "agent", { data: json_data }); + } + } + + // TODO: can we remove this and pull this into agent? + @featureGenerator("streamingAgent") + private async *streamAgent( + agent_data: Record, + ): AsyncGenerator { + this._ensureAuthenticated(); + + const response = await this._makeRequest("POST", "agent", { + data: agent_data, + headers: { + "Content-Type": "application/json", + }, + responseType: "stream", + }); + + if (!response.body) { + throw new Error("Response body is null"); + } + + const reader = response.body.getReader(); + const decoder = new TextDecoder(); + + try { + while (true) { + const { done, value } = await reader.read(); + if (done) { + break; + } + yield decoder.decode(value); + } + } finally { + reader.releaseLock(); + } + } +} + +export default r2rClient; diff --git a/r2r_js_sdk/tsconfig.json b/r2r_js_sdk/tsconfig.json new file mode 100644 index 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000000000..7a05bb2d5 --- /dev/null +++ b/r2r_python_sdk/pyproject.toml @@ -0,0 +1,54 @@ +[build-system] +requires = ["poetry-core", "setuptools", "wheel"] +build-backend = "poetry.core.masonry.api" + +[tool.poetry] +name = "r2r" +version = "0.3.0" +description = "Lightweight Python SDK for R2R" +authors = ["Owen Colegrove "] +license = "MIT" +readme = "README.md" + +[tool.poetry.dependencies] +# Python Versions +python = ">=3.9,<3.13" +httpx = "^0.27.0" +nest-asyncio = "^1.6.0" +fastapi = "^0.109.2" + +[tool.poetry.group.dev.dependencies] +black = "^24.3.0" +codecov = "^2.1.13" +flake8 = "6.1.0" +isort = "5.12.0" +mypy = "^1.5.1" +pre-commit = "^2.9" +pytest = "^8.2.0" +pytest-asyncio = "^0.23.6" +pytest-dependency = "^0.6.0" +pytest-mock = "^3.14.0" +pytest-cov = "^5.0.0" +colorama = "^0.4.6" + +[tool.black] +line-length = 79 +target-version = ['py39'] +include = '\.pyi?$' +extend-exclude = ''' +/( + # directories + \.eggs + | \.git + | \.hg + | \.mypy_cache + | \.tox + | \.venv + | venv + | env + | build + | dist +)/ +''' +skip-string-normalization = true +skip-magic-trailing-comma = false diff --git a/r2r_python_sdk/r2r/__init__.py b/r2r_python_sdk/r2r/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/r2r/main/api/client/auth.py b/r2r_python_sdk/r2r/auth.py similarity index 98% rename from r2r/main/api/client/auth.py rename to r2r_python_sdk/r2r/auth.py index 27b8ad71b..578bea36b 100644 --- a/r2r/main/api/client/auth.py +++ b/r2r_python_sdk/r2r/auth.py @@ -1,7 +1,6 @@ from typing import Optional -from r2r.base import Token -from r2r.base.api.models.auth.responses import UserResponse +from .models import Token, UserResponse class AuthMethods: diff --git a/r2r/main/api/client/client.py b/r2r_python_sdk/r2r/client.py similarity index 99% rename from r2r/main/api/client/client.py rename to r2r_python_sdk/r2r/client.py index 9e44267e6..a477c2a79 100644 --- a/r2r/main/api/client/client.py +++ b/r2r_python_sdk/r2r/client.py @@ -6,11 +6,10 @@ import nest_asyncio from fastapi.testclient import TestClient -from r2r.base import R2RException - from .auth import AuthMethods from .ingestion import IngestionMethods from .management import ManagementMethods +from .models import R2RException from .restructure import RestructureMethods from .retrieval import RetrievalMethods diff --git a/r2r/main/api/client/ingestion.py b/r2r_python_sdk/r2r/ingestion.py similarity index 99% rename from r2r/main/api/client/ingestion.py rename to r2r_python_sdk/r2r/ingestion.py index 796e57e8a..01c9629f1 100644 --- a/r2r/main/api/client/ingestion.py +++ b/r2r_python_sdk/r2r/ingestion.py @@ -3,7 +3,7 @@ from contextlib import ExitStack from typing import Optional, Union -from r2r.base import ChunkingConfig +from .models import ChunkingConfig class IngestionMethods: diff --git a/r2r/main/api/client/management.py b/r2r_python_sdk/r2r/management.py similarity index 100% rename from r2r/main/api/client/management.py rename to r2r_python_sdk/r2r/management.py diff --git a/r2r_python_sdk/r2r/models.py b/r2r_python_sdk/r2r/models.py new file mode 100644 index 000000000..d6fbd2598 --- /dev/null +++ b/r2r_python_sdk/r2r/models.py @@ -0,0 +1,386 @@ +from abc import ABC, abstractmethod +from datetime import datetime +from enum import Enum +from typing import Any, ClassVar, Dict, Optional, Tuple, Type, Union +from uuid import UUID + +from pydantic import BaseModel, Field + + +class GenerationConfig(BaseModel): + _defaults: ClassVar[dict] = { + "model": "openai/gpt-4o", + "temperature": 0.1, + "top_p": 1.0, + "max_tokens_to_sample": 1024, + "stream": False, + "functions": None, + "tools": None, + "add_generation_kwargs": None, + "api_base": None, + } + + model: str = Field( + default_factory=lambda: GenerationConfig._defaults["model"] + ) + temperature: float = Field( + default_factory=lambda: GenerationConfig._defaults["temperature"] + ) + top_p: float = Field( + default_factory=lambda: GenerationConfig._defaults["top_p"] + ) + max_tokens_to_sample: int = Field( + default_factory=lambda: GenerationConfig._defaults[ + "max_tokens_to_sample" + ] + ) + stream: bool = Field( + default_factory=lambda: GenerationConfig._defaults["stream"] + ) + functions: Optional[list[dict]] = Field( + default_factory=lambda: GenerationConfig._defaults["functions"] + ) + tools: Optional[list[dict]] = Field( + default_factory=lambda: GenerationConfig._defaults["tools"] + ) + add_generation_kwargs: Optional[dict] = Field( + default_factory=lambda: GenerationConfig._defaults[ + "add_generation_kwargs" + ] + ) + api_base: Optional[str] = Field( + default_factory=lambda: GenerationConfig._defaults["api_base"] + ) + + @classmethod + def set_default(cls, **kwargs): + for key, value in kwargs.items(): + if key in cls._defaults: + cls._defaults[key] = value + else: + raise AttributeError( + f"No default attribute '{key}' in GenerationConfig" + ) + + def __init__(self, **data): + model = data.pop("model", None) + if model is not None: + super().__init__(model=model, **data) + else: + super().__init__(**data) + + +class KGSearchSettings(BaseModel): + use_kg_search: bool = False + kg_search_type: str = "global" # 'global' or 'local' + kg_search_level: Optional[str] = None + kg_search_generation_config: Optional[GenerationConfig] = Field( + default_factory=GenerationConfig + ) + entity_types: list = [] + relationships: list = [] + max_community_description_length: int = 4096 * 4 + max_llm_queries_for_global_search: int = 250 + local_search_limits: dict[str, int] = { + "__Entity__": 20, + "__Relationship__": 20, + "__Community__": 20, + } + + +class ProviderConfig(BaseModel, ABC): + """A base provider configuration class""" + + extra_fields: dict[str, Any] = {} + provider: Optional[str] = None + + class Config: + arbitrary_types_allowed = True + ignore_extra = True + + @abstractmethod + def validate(self) -> None: + pass + + @classmethod + def create(cls: Type["ProviderConfig"], **kwargs: Any) -> "ProviderConfig": + base_args = cls.model_fields.keys() + filtered_kwargs = { + k: v if v != "None" else None + for k, v in kwargs.items() + if k in base_args + } + instance = cls(**filtered_kwargs) + for k, v in kwargs.items(): + if k not in base_args: + instance.extra_fields[k] = v + return instance + + @property + @abstractmethod + def supported_providers(self) -> list[str]: + """Define a list of supported providers.""" + pass + + +class MessageType(Enum): + SYSTEM = "system" + USER = "user" + ASSISTANT = "assistant" + FUNCTION = "function" + TOOL = "tool" + + def __str__(self): + return self.value + + +class Message(BaseModel): + role: Union[MessageType, str] + content: Optional[str] = None + name: Optional[str] = None + function_call: Optional[Dict[str, Any]] = None + tool_calls: Optional[list[Dict[str, Any]]] = None + + +class Method(str, Enum): + BY_TITLE = "by_title" + BASIC = "basic" + RECURSIVE = "recursive" + + +class ChunkingConfig(ProviderConfig): + provider: str = "r2r" + method: Method = Method.RECURSIVE + chunk_size: int = 512 + chunk_overlap: int = 20 + max_chunk_size: Optional[int] = None + + def validate(self) -> None: + if self.provider not in self.supported_providers: + raise ValueError(f"Provider {self.provider} is not supported.") + if self.chunk_size <= 0: + raise ValueError("chunk_size must be greater than 0") + if self.chunk_overlap < 0: + raise ValueError("chunk_overlap must be non-negative") + + @property + def supported_providers(self) -> list[str]: + return ["r2r", "unstructured", None] + + class Config: + json_schema_extra = { + "type": "object", + "properties": { + "provider": {"type": "string"}, + "method": {"type": "string"}, + "chunk_size": {"type": "integer"}, + "chunk_overlap": {"type": "integer"}, + "max_chunk_size": {"type": "integer"}, + }, + "required": ["provider", "method", "chunk_size", "chunk_overlap"], + "example": { + "provider": "r2r", + "method": "recursive", + "chunk_size": 512, + "chunk_overlap": 20, + "max_chunk_size": 1024, + }, + } + + +KGSearchResult = list[Tuple[str, list[Dict[str, Any]]]] + + +class R2RException(Exception): + def __init__( + self, message: str, status_code: int, detail: Optional[Any] = None + ): + self.message = message + self.status_code = status_code + super().__init__(self.message) + + +class Token(BaseModel): + token: str + token_type: str + + +class VectorSearchSettings(BaseModel): + use_vector_search: bool = Field( + default=True, description="Whether to use vector search" + ) + filters: dict[str, Any] = Field( + default_factory=dict, + description="Filters to apply to the vector search", + ) + search_limit: int = Field( + default=10, + description="Maximum number of results to return", + ge=1, + le=100, + ) + do_hybrid_search: bool = Field( + default=False, + description="Whether to perform a hybrid search (combining vector and keyword search)", + ) + selected_group_ids: list[UUID] = Field( + default_factory=list, + description="Group IDs to search for", + ) + + class Config: + json_encoders = {UUID: str} + + def model_dump(self, *args, **kwargs): + dump = super().model_dump(*args, **kwargs) + dump["selected_group_ids"] = [ + str(uuid) for uuid in dump["selected_group_ids"] + ] + return dump + + +class UserResponse(BaseModel): + id: UUID + email: str + is_active: bool = True + is_superuser: bool = False + created_at: datetime = datetime.now() + updated_at: datetime = datetime.now() + is_verified: bool = False + group_ids: list[UUID] = [] + + # Optional fields (to update or set at creation) + hashed_password: Optional[str] = None + verification_code_expiry: Optional[datetime] = None + name: Optional[str] = None + bio: Optional[str] = None + profile_picture: Optional[str] = None + + +class VectorSearchResult(BaseModel): + """Result of a search operation.""" + + fragment_id: UUID + extraction_id: UUID + document_id: UUID + user_id: UUID + group_ids: list[UUID] + score: float + text: str + metadata: dict[str, Any] + + def __str__(self) -> str: + return f"VectorSearchResult(fragment_id={self.fragment_id}, extraction_id={self.extraction_id}, document_id={self.document_id}, score={self.score})" + + def __repr__(self) -> str: + return self.__str__() + + def dict(self) -> dict: + return { + "fragment_id": self.fragment_id, + "extraction_id": self.extraction_id, + "document_id": self.document_id, + "user_id": self.user_id, + "group_ids": self.group_ids, + "score": self.score, + "text": self.text, + "metadata": self.metadata, + } + + class Config: + json_schema_extra = { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Example text from the document", + "metadata": { + "title": "example_document.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + + +class SearchResponse(BaseModel): + vector_search_results: list[VectorSearchResult] = Field( + ..., + description="List of vector search results", + ) + kg_search_results: Optional[KGSearchResult] = Field( + None, + description="Knowledge graph search results, if applicable", + ) + + class Config: + json_schema_extra = { + "example": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Example text from the document", + "metadata": { + "title": "example_document.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + } + } + + +class RAGResponse(BaseModel): + completion: Any = Field( + ..., + description="The generated completion from the RAG process", + ) + search_results: SearchResponse = Field( + ..., + description="The search results used for the RAG process", + ) + + class Config: + json_schema_extra = { + "example": { + "completion": { + "id": "chatcmpl-example123", + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "logprobs": None, + "message": { + "content": "Paris is the capital of France.", + "role": "assistant", + }, + } + ], + }, + "search_results": { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Paris is the capital and most populous city of France.", + "metadata": { + "text": "Paris is the capital and most populous city of France.", + "title": "france_info.pdf", + "associatedQuery": "What is the capital of France?", + }, + } + ], + "kg_search_results": None, + }, + } + } diff --git a/r2r/main/api/client/restructure.py b/r2r_python_sdk/r2r/restructure.py similarity index 100% rename from r2r/main/api/client/restructure.py rename to r2r_python_sdk/r2r/restructure.py diff --git a/r2r/main/api/client/retrieval.py b/r2r_python_sdk/r2r/retrieval.py similarity index 96% rename from r2r/main/api/client/retrieval.py rename to r2r_python_sdk/r2r/retrieval.py index 8255c444b..d042c0355 100644 --- a/r2r/main/api/client/retrieval.py +++ b/r2r_python_sdk/r2r/retrieval.py @@ -1,12 +1,16 @@ from typing import AsyncGenerator, Optional, Union -from r2r.base import ( +from r2r_core.base import VectorSearchSettings +from r2r_core.base.api.models import RAGResponse, SearchResponse + +from .models import ( GenerationConfig, KGSearchSettings, Message, + RAGResponse, + SearchResponse, VectorSearchSettings, ) -from r2r.base.api.models import RAGResponse, SearchResponse class RetrievalMethods: @@ -19,7 +23,7 @@ async def search( ] = None, kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, *args, - **kwargs + **kwargs, ) -> SearchResponse: """ Conduct a vector and/or KG search. @@ -62,7 +66,7 @@ async def rag( ] = None, kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, *args, - **kwargs + **kwargs, ) -> Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: """ Conducts a Retrieval Augmented Generation (RAG) search with the given query. @@ -122,7 +126,7 @@ async def agent( task_prompt_override: Optional[str] = None, include_title_if_available: Optional[bool] = False, *args, - **kwargs + **kwargs, ) -> Union[list[Message], AsyncGenerator[Message, None]]: """ Performs a single turn in a conversation with a RAG agent. diff --git a/tests/regression/runner.py b/tests/regression/runner.py index 7101177c7..46e7cb3b2 100644 --- a/tests/regression/runner.py +++ b/tests/regression/runner.py @@ -6,7 +6,8 @@ from colorama import Fore, Style, init from test_cases.base import BaseTest, RegressionTest -from r2r.main.api.client import R2RClient +# TODO: need to import this from the package, not from the local directory +from r2r_python_sdk.r2r.client import R2RClient class RegressionTestRunner: diff --git a/tests/regression/test_cases/base.py b/tests/regression/test_cases/base.py index e4b0378b5..aa2f96fb5 100644 --- a/tests/regression/test_cases/base.py +++ b/tests/regression/test_cases/base.py @@ -6,7 +6,8 @@ from colorama import Fore, Style, init from deepdiff import DeepDiff -from r2r.main.api.client import R2RClient +# TODO: need to import this from the package, not from the local directory +from r2r_python_sdk.r2r.client import R2RClient def _to_snake_case(name: str) -> str: diff --git a/tests/regression/test_cases/test_document_management.py b/tests/regression/test_cases/test_document_management.py index 4c2ee97bf..c6085af9c 100644 --- a/tests/regression/test_cases/test_document_management.py +++ b/tests/regression/test_cases/test_document_management.py @@ -1,6 +1,6 @@ import os -from r2r import R2RException +from r2r_core import R2RException from tests.regression.test_cases.base import BaseTest diff --git a/tests/test_abstractions.py b/tests/test_abstractions.py index 72dac6964..6597ba007 100644 --- a/tests/test_abstractions.py +++ b/tests/test_abstractions.py @@ -4,7 +4,7 @@ import pytest -from r2r import ( +from r2r_core import ( AsyncPipe, AsyncState, Prompt, @@ -14,8 +14,8 @@ VectorType, generate_id_from_label, ) -from r2r.base.abstractions.completion import CompletionRecord, MessageType -from r2r.base.abstractions.search import AggregateSearchResult +from r2r_core.base.abstractions.completion import CompletionRecord, MessageType +from r2r_core.base.abstractions.search import AggregateSearchResult @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_auth.py b/tests/test_auth.py index 211e9ff0c..1e4f4e693 100644 --- a/tests/test_auth.py +++ b/tests/test_auth.py @@ -4,7 +4,7 @@ import pytest -from r2r import ( +from r2r_core import ( AuthConfig, BCryptConfig, BCryptProvider, @@ -13,7 +13,7 @@ R2RAuthProvider, R2RException, ) -from r2r.main.services import AuthService +from r2r_core.main.services import AuthService # Fixture for PostgresDBProvider diff --git a/tests/test_cli.py b/tests/test_cli.py index 3466609a4..79850a008 100644 --- a/tests/test_cli.py +++ b/tests/test_cli.py @@ -4,8 +4,8 @@ import pytest from click.testing import CliRunner -from r2r.cli.cli import cli -from r2r.cli.utils.param_types import JSON +from r2r_core.cli.cli import cli +from r2r_core.cli.utils.param_types import JSON @pytest.fixture @@ -242,11 +242,14 @@ def test_json_param_type(): def test_docker_down_command(runner): - with patch( - "r2r.cli.commands.server_operations.bring_down_docker_compose" - ) as mock_bring_down, patch( - "r2r.cli.commands.server_operations.remove_r2r_network" - ) as mock_remove_network: + with ( + patch( + "r2r.cli.commands.server_operations.bring_down_docker_compose" + ) as mock_bring_down, + patch( + "r2r.cli.commands.server_operations.remove_r2r_network" + ) as mock_remove_network, + ): mock_bring_down.return_value = 0 result = runner.invoke(cli, ["docker-down"]) @@ -271,15 +274,14 @@ def test_docker_down_command(runner): def test_generate_report_command(): runner = CliRunner() - with patch("subprocess.check_output") as mock_check_output, patch( - "platform.system" - ) as mock_system, patch("platform.release") as mock_release, patch( - "platform.version" - ) as mock_version, patch( - "platform.machine" - ) as mock_machine, patch( - "platform.processor" - ) as mock_processor: + with ( + patch("subprocess.check_output") as mock_check_output, + patch("platform.system") as mock_system, + patch("platform.release") as mock_release, + patch("platform.version") as mock_version, + patch("platform.machine") as mock_machine, + patch("platform.processor") as mock_processor, + ): mock_check_output.side_effect = [ "container1\tname1\tUp 2 hours\n", diff --git a/tests/test_client.py b/tests/test_client.py index cb25247a7..135121700 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -7,17 +7,19 @@ from fastapi.security import OAuth2PasswordBearer from fastapi.testclient import TestClient -from r2r import ( +from r2r_core import ( DocumentInfo, R2RApp, R2RBuilder, - R2RClient, R2REngine, R2RException, Token, UserResponse, ) +# TODO: need to import this from the package, not from the local directory +from r2r_python_sdk.r2r.client import R2RClient + oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/tests/test_config.py b/tests/test_config.py index 807669318..e26209110 100644 --- a/tests/test_config.py +++ b/tests/test_config.py @@ -4,7 +4,7 @@ import pytest import toml -from r2r import DocumentType, R2RConfig +from r2r_core import DocumentType, R2RConfig @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_database.py b/tests/test_database.py index b9662a6fe..d6f86135a 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -4,14 +4,14 @@ import pytest from dotenv import load_dotenv -from r2r import ( +from r2r_core import ( DatabaseConfig, DatabaseProvider, Vector, VectorEntry, generate_id_from_label, ) -from r2r.providers import PostgresDBProvider +from r2r_core.providers import PostgresDBProvider load_dotenv() diff --git a/tests/test_embedding.py b/tests/test_embedding.py index 68bbd7136..f565ecb40 100644 --- a/tests/test_embedding.py +++ b/tests/test_embedding.py @@ -3,7 +3,7 @@ import pytest -from r2r import EmbeddingConfig +from r2r_core import EmbeddingConfig @pytest.fixture(scope="session", autouse=True) @@ -19,7 +19,7 @@ async def cleanup_tasks(): await asyncio.gather(*tasks, return_exceptions=True) -from r2r.providers import LiteLLMEmbeddingProvider +from r2r_core.providers import LiteLLMEmbeddingProvider @pytest.fixture @@ -200,7 +200,7 @@ async def test_litellm_async_get_embedding_error_handling(mocker): await provider.async_get_embedding("test") -from r2r.providers import OpenAIEmbeddingProvider +from r2r_core.providers import OpenAIEmbeddingProvider @pytest.fixture @@ -321,7 +321,7 @@ def test_openai_rerank_model_not_supported(): OpenAIEmbeddingProvider(config) -from r2r.providers import OllamaEmbeddingProvider +from r2r_core.providers import OllamaEmbeddingProvider @pytest.fixture diff --git a/tests/test_end_to_end.py b/tests/test_end_to_end.py index bacf0d95f..c9eabe7a2 100644 --- a/tests/test_end_to_end.py +++ b/tests/test_end_to_end.py @@ -5,7 +5,7 @@ import pytest from fastapi.datastructures import UploadFile -from r2r import ( +from r2r_core import ( Document, DocumentInfo, DocumentStatus, diff --git a/tests/test_groups.py b/tests/test_groups.py index 12e39fb14..541e00960 100644 --- a/tests/test_groups.py +++ b/tests/test_groups.py @@ -4,9 +4,13 @@ import pytest -from r2r import DatabaseConfig, R2RException -from r2r.base.abstractions import DocumentInfo, DocumentStatus, DocumentType -from r2r.providers import BCryptConfig, BCryptProvider, PostgresDBProvider +from r2r_core import DatabaseConfig, R2RException +from r2r_core.base.abstractions import ( + DocumentInfo, + DocumentStatus, + DocumentType, +) +from r2r_core.providers import BCryptConfig, BCryptProvider, PostgresDBProvider # Add this fixture to create test documents diff --git a/tests/test_groups_client.py b/tests/test_groups_client.py index b213aa906..2b1c756cd 100644 --- a/tests/test_groups_client.py +++ b/tests/test_groups_client.py @@ -7,8 +7,15 @@ from fastapi.security import OAuth2PasswordBearer from fastapi.testclient import TestClient -from r2r import R2RApp, R2RBuilder, R2RClient, R2REngine, Token, UserResponse -from r2r.base import GroupResponse +from r2r_core import ( + R2RApp, + R2RBuilder, + R2RClient, + R2REngine, + Token, + UserResponse, +) +from r2r_core.base import GroupResponse oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/tests/test_ingestion_service.py b/tests/test_ingestion_service.py index 13b79d499..4d33d42ae 100644 --- a/tests/test_ingestion_service.py +++ b/tests/test_ingestion_service.py @@ -8,8 +8,8 @@ import pytest from fastapi import UploadFile -from r2r import R2RAgents -from r2r.base import ( +from r2r_core import R2RAgents +from r2r_core.base import ( Document, DocumentInfo, R2RDocumentProcessingError, @@ -18,8 +18,8 @@ UserResponse, generate_id_from_label, ) -from r2r.main import R2RPipelines, R2RProviders -from r2r.main.services.ingestion_service import IngestionService +from r2r_core.main import R2RPipelines, R2RProviders +from r2r_core.main.services.ingestion_service import IngestionService logger = logging.getLogger(__name__) diff --git a/tests/test_kg.py b/tests/test_kg.py index cb6acf3cc..fffb8bea8 100644 --- a/tests/test_kg.py +++ b/tests/test_kg.py @@ -4,10 +4,10 @@ # import pytest -# from r2r.base.abstractions.document import DocumentFragment -# from r2r.base.abstractions.graph import Entity, Triple -# from r2r.base.providers.kg import KGConfig -# from r2r.providers.kg.neo4j.provider import Neo4jKGProvider +# from r2r_core.base.abstractions.document import DocumentFragment +# from r2r_core.base.abstractions.graph import Entity, Triple +# from r2r_core.base.providers.kg import KGConfig +# from r2r_core.providers.kg.neo4j.provider import Neo4jKGProvider # @pytest.fixture diff --git a/tests/test_llms.py b/tests/test_llms.py index 04b36e5d3..0708f9a84 100644 --- a/tests/test_llms.py +++ b/tests/test_llms.py @@ -4,9 +4,12 @@ import pytest -from r2r import CompletionConfig, GenerationConfig -from r2r.base.abstractions.llm import LLMChatCompletion, LLMChatCompletionChunk -from r2r.providers import LiteCompletionProvider, OpenAICompletionProvider +from r2r_core import CompletionConfig, GenerationConfig +from r2r_core.base.abstractions.llm import ( + LLMChatCompletion, + LLMChatCompletionChunk, +) +from r2r_core.providers import LiteCompletionProvider, OpenAICompletionProvider class MockCompletionResponse: diff --git a/tests/test_logging.py b/tests/test_logging.py index 7e4372a5e..659151c23 100644 --- a/tests/test_logging.py +++ b/tests/test_logging.py @@ -6,7 +6,7 @@ import pytest -from r2r import ( +from r2r_core import ( LocalRunLoggingProvider, LoggingConfig, PostgresLoggingConfig, diff --git a/tests/test_parser.py b/tests/test_parser.py index 7edfe15f0..c7fdec41c 100644 --- a/tests/test_parser.py +++ b/tests/test_parser.py @@ -4,15 +4,15 @@ import pytest -from r2r.parsers.media.docx_parser import DOCXParser -from r2r.parsers.media.pdf_parser import PDFParser -from r2r.parsers.media.ppt_parser import PPTParser -from r2r.parsers.structured.csv_parser import CSVParser -from r2r.parsers.structured.json_parser import JSONParser -from r2r.parsers.structured.xlsx_parser import XLSXParser -from r2r.parsers.text.html_parser import HTMLParser -from r2r.parsers.text.md_parser import MDParser -from r2r.parsers.text.text_parser import TextParser +from r2r_core.parsers.media.docx_parser import DOCXParser +from r2r_core.parsers.media.pdf_parser import PDFParser +from r2r_core.parsers.media.ppt_parser import PPTParser +from r2r_core.parsers.structured.csv_parser import CSVParser +from r2r_core.parsers.structured.json_parser import JSONParser +from r2r_core.parsers.structured.xlsx_parser import XLSXParser +from r2r_core.parsers.text.html_parser import HTMLParser +from r2r_core.parsers.text.md_parser import MDParser +from r2r_core.parsers.text.text_parser import TextParser @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 1811de0f0..ff9773f6a 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -3,7 +3,7 @@ import pytest -from r2r import AsyncPipe, AsyncPipeline, PipeType +from r2r_core import AsyncPipe, AsyncPipeline, PipeType class MultiplierPipe(AsyncPipe): diff --git a/tests/test_vector_db.py b/tests/test_vector_db.py index fe24384cf..8396793e2 100644 --- a/tests/test_vector_db.py +++ b/tests/test_vector_db.py @@ -3,8 +3,8 @@ import pytest -from r2r.base import DatabaseConfig, Vector, VectorEntry -from r2r.providers import PostgresDBProvider +from r2r_core.base import DatabaseConfig, Vector, VectorEntry +from r2r_core.providers import PostgresDBProvider @pytest.fixture From fabea80efde6415b66710ea37ca53a24a4eea80a Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 08:36:07 -0700 Subject: [PATCH 11/74] Feature/merge w nolan (#894) * cleanup hybrid search * cleanups in --- .../integration-test-workflow-debian.yml | 4 +- .../integration-test-workflow-windows.yml | 4 +- r2r_core/agent/rag.py | 1 + r2r_core/base/abstractions/llm.py | 13 + r2r_core/base/abstractions/search.py | 105 +++++- r2r_core/cli/commands/rag_operations.py | 16 +- .../examples/scripts/advanced_kg_cookbook.py | 17 +- r2r_core/main/api/routes/retrieval/base.py | 41 +-- .../retrieval/retrieval_router_openapi.yml | 12 +- r2r_core/main/app.py | 1 - r2r_core/main/execution.py | 13 +- r2r_core/main/services/ingestion_service.py | 1 - r2r_core/main/services/management_service.py | 2 +- r2r_core/main/services/retrieval_service.py | 17 +- r2r_core/pipelines/rag_pipeline.py | 1 - r2r_core/pipelines/search_pipeline.py | 10 +- r2r_core/pipes/ingestion/chunking_pipe.py | 1 + r2r_core/pipes/ingestion/parsing_pipe.py | 2 + .../pipes/retrieval/vector_search_pipe.py | 20 +- r2r_core/providers/database/document.py | 13 + .../providers/database/vecs/collection.py | 212 ++++++------ r2r_core/providers/database/vector.py | 314 +++++++++--------- tests/regression/test_cases/test_retrieval.py | 4 +- 23 files changed, 476 insertions(+), 348 deletions(-) diff --git a/.github/workflows/integration-test-workflow-debian.yml b/.github/workflows/integration-test-workflow-debian.yml index cfc3ff109..c7a9226b5 100644 --- a/.github/workflows/integration-test-workflow-debian.yml +++ b/.github/workflows/integration-test-workflow-debian.yml @@ -90,13 +90,13 @@ jobs: r2r search --query="What was Uber'\''s profit in 2020?" echo "Hybrid Search" - r2r search --query="What is a fierce nerd?" --do-hybrid-search + r2r search --query="What is a fierce nerd?" --use-hybrid-search echo "Basic RAG" r2r rag --query="What was Uber'\''s profit in 2020?" echo "RAG with Hybrid Search" - r2r rag --query="Who is John Snow?" --do-hybrid-search + r2r rag --query="Who is John Snow?" --use-hybrid-search echo "Streaming RAG" r2r rag --query="What was Lyft'\''s profit in 2020?" --stream diff --git a/.github/workflows/integration-test-workflow-windows.yml b/.github/workflows/integration-test-workflow-windows.yml index 3af101349..f0b29f6a0 100644 --- a/.github/workflows/integration-test-workflow-windows.yml +++ b/.github/workflows/integration-test-workflow-windows.yml @@ -91,13 +91,13 @@ jobs: r2r search --query="What was Uber's profit in 2020?" echo Hybrid Search - r2r search --query="What is a fierce nerd?" --do-hybrid-search + r2r search --query="What is a fierce nerd?" --use-hybrid-search echo Basic RAG r2r rag --query="What was Uber's profit in 2020?" echo RAG with Hybrid Search - r2r rag --query="Who is John Snow?" --do-hybrid-search + r2r rag --query="Who is John Snow?" --use-hybrid-search echo Streaming RAG r2r rag --query="What was Lyft's profit in 2020?" --stream diff --git a/r2r_core/agent/rag.py b/r2r_core/agent/rag.py index d2c94051b..9dd5f1127 100644 --- a/r2r_core/agent/rag.py +++ b/r2r_core/agent/rag.py @@ -56,6 +56,7 @@ async def asearch( response = await self.search_pipeline.run( to_async_generator([query]), vector_search_settings=vector_search_settings, + kg_search_settings=kg_search_settings, ) return response.vector_search_results diff --git a/r2r_core/base/abstractions/llm.py b/r2r_core/base/abstractions/llm.py index cf8809c82..487cd046f 100644 --- a/r2r_core/base/abstractions/llm.py +++ b/r2r_core/base/abstractions/llm.py @@ -87,3 +87,16 @@ def __init__(self, **data): super().__init__(model=model, **data) else: super().__init__(**data) + + class Config: + json_schema_extra = { + "model": "openai/gpt-4o", + "temperature": 0.1, + "top_p": 1.0, + "max_tokens_to_sample": 1024, + "stream": False, + "functions": None, + "tools": None, + "add_generation_kwargs": None, + "api_base": None, + } diff --git a/r2r_core/base/abstractions/search.py b/r2r_core/base/abstractions/search.py index 22050c4b2..8411faa1a 100644 --- a/r2r_core/base/abstractions/search.py +++ b/r2r_core/base/abstractions/search.py @@ -1,5 +1,6 @@ """Abstractions for search functionality.""" +from enum import Enum from typing import Any, Dict, Optional, Tuple from uuid import UUID @@ -80,10 +81,46 @@ def dict(self) -> dict: } +# TODO - stop duplication of this enum, move collections primitives to 'abstractions' +class IndexMeasure(str, Enum): + """ + An enum representing the types of distance measures available for indexing. + + Attributes: + cosine_distance (str): The cosine distance measure for indexing. + l2_distance (str): The Euclidean (L2) distance measure for indexing. + max_inner_product (str): The maximum inner product measure for indexing. + """ + + cosine_distance = "cosine_distance" + l2_distance = "l2_distance" + max_inner_product = "max_inner_product" + + +class HybridSearchSettings(BaseModel): + full_text_weight: float = Field( + default=1.0, description="Weight to apply to full text search" + ) + semantic_weight: float = Field( + default=5.0, description="Weight to apply to semantic search" + ) + full_text_limit: int = Field( + default=200, + description="Maximum number of results to return from full text search", + ) + rrf_k: int = Field( + default=50, description="K-value for RRF (Rank Reciprocal Fusion)" + ) + + class VectorSearchSettings(BaseModel): use_vector_search: bool = Field( default=True, description="Whether to use vector search" ) + use_hybrid_search: bool = Field( + default=False, + description="Whether to perform a hybrid search (combining vector and keyword search)", + ) filters: dict[str, Any] = Field( default_factory=dict, description="Filters to apply to the vector search", @@ -92,19 +129,59 @@ class VectorSearchSettings(BaseModel): default=10, description="Maximum number of results to return", ge=1, - le=100, - ) - do_hybrid_search: bool = Field( - default=False, - description="Whether to perform a hybrid search (combining vector and keyword search)", + le=1_000, ) selected_group_ids: list[UUID] = Field( default_factory=list, description="Group IDs to search for", ) + index_measure: IndexMeasure = Field( + default=IndexMeasure.cosine_distance, + description="The distance measure to use for indexing", + ) + include_values: bool = Field( + default=True, + description="Whether to include search score values in the search results", + ) + include_metadatas: bool = Field( + default=True, + description="Whether to include element metadata in the search results", + ) + probes: Optional[int] = Field( + default=10, + description="Number of ivfflat index lists to query. Higher increases accuracy but decreases speed.", + ) + ef_search: Optional[int] = Field( + default=40, + description="Size of the dynamic candidate list for HNSW index search. Higher increases accuracy but decreases speed.", + ) + hybrid_search_settings: Optional[HybridSearchSettings] = Field( + default=HybridSearchSettings(), + description="Settings for hybrid search", + ) class Config: json_encoders = {UUID: str} + json_schema_extra = { + "use_vector_search": True, + "use_hybrid_search": True, + "filters": {"category": "technology"}, + "search_limit": 20, + "selected_group_ids": [ + "2acb499e-8428-543b-bd85-0d9098718220", + "3e157b3a-8469-51db-90d9-52e7d896b49b", + ], + "index_measure": "cosine_distance", + "include_metadata": True, + "probes": 10, + "ef_search": 40, + "hybrid_search_settings": { + "full_text_weight": 1.0, + "semantic_weight": 5.0, + "full_text_limit": 200, + "rrf_k": 50, + }, + } def model_dump(self, *args, **kwargs): dump = super().model_dump(*args, **kwargs) @@ -130,3 +207,21 @@ class KGSearchSettings(BaseModel): "__Relationship__": 20, "__Community__": 20, } + + class Config: + json_encoders = {UUID: str} + json_schema_extra = { + "use_kg_search": True, + "kg_search_type": "global", + "kg_search_level": "global", + "kg_search_generation_config": GenerationConfig.Config.json_schema_extra, + "entity_types": ["Person", "Organization"], + "relationships": ["founder", "CEO"], + "max_community_description_length": 4096 * 4, + "max_llm_queries_for_global_search": 250, + "local_search_limits": { + "__Entity__": 20, + "__Relationship__": 20, + "__Community__": 20, + }, + } diff --git a/r2r_core/cli/commands/rag_operations.py b/r2r_core/cli/commands/rag_operations.py index 26c458974..af79505be 100644 --- a/r2r_core/cli/commands/rag_operations.py +++ b/r2r_core/cli/commands/rag_operations.py @@ -32,7 +32,9 @@ def inspect_knowledge_graph(obj, limit, print_descriptions): @click.option( "--search-limit", default=10, help="Number of search results to return" ) -@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--use-hybrid-search", is_flag=True, help="Perform hybrid search" +) @click.option( "--use-kg-search", is_flag=True, help="Use knowledge graph search" ) @@ -52,7 +54,7 @@ def rag( use_vector_search, filters, search_limit, - do_hybrid_search, + use_hybrid_search, use_kg_search, kg_search_model, stream, @@ -74,7 +76,7 @@ def rag( use_vector_search, filters, search_limit, - do_hybrid_search, + use_hybrid_search, use_kg_search, kg_search_generation_config, stream, @@ -105,7 +107,9 @@ def rag( @click.option( "--search-limit", default=10, help="Number of search results to return" ) -@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--use-hybrid-search", is_flag=True, help="Perform hybrid search" +) @click.option( "--use-kg-search", is_flag=True, help="Use knowledge graph search" ) @@ -119,7 +123,7 @@ def search( use_vector_search, filters, search_limit, - do_hybrid_search, + use_hybrid_search, use_kg_search, kg_search_model, kg_search_type, @@ -138,7 +142,7 @@ def search( use_vector_search=use_vector_search, filters=filters, search_limit=search_limit, - do_hybrid_search=do_hybrid_search, + use_hybrid_search=use_hybrid_search, use_kg_search=use_kg_search, entity_types=entity_types, relationships=relationships, diff --git a/r2r_core/examples/scripts/advanced_kg_cookbook.py b/r2r_core/examples/scripts/advanced_kg_cookbook.py index eedbd1bfa..6818ad213 100644 --- a/r2r_core/examples/scripts/advanced_kg_cookbook.py +++ b/r2r_core/examples/scripts/advanced_kg_cookbook.py @@ -3,6 +3,7 @@ import fire import requests from bs4 import BeautifulSoup, Comment + from r2r import EntityType, R2RClient, R2RPromptProvider, RelationshipType @@ -160,22 +161,6 @@ def main( ] ) - if not local_mode: - - # support local and global - result = client.search( - query="Find up to 10 founders that worked at Google", - kg_search_settings={"ause_kg_search": True}, - )["results"] - - # print("Search Result:\n", result["kg_search_results"]) - - # result = client.rag( - # query="Find up to 10 founders that worked at Google", - # kg_search_settings={"use_kg_search": True}, - # ) - # print("RAG Result:\n", result) - if __name__ == "__main__": fire.Fire(main) diff --git a/r2r_core/main/api/routes/retrieval/base.py b/r2r_core/main/api/routes/retrieval/base.py index e86276dbd..a8e469c5c 100644 --- a/r2r_core/main/api/routes/retrieval/base.py +++ b/r2r_core/main/api/routes/retrieval/base.py @@ -53,12 +53,6 @@ async def search_app( vector_search_settings: VectorSearchSettings = Body( default_factory=VectorSearchSettings, description=search_descriptions.get("vector_search_settings"), - example={ - "use_vector_search": True, - "filters": {"category": "technology"}, - "search_limit": 20, - "do_hybrid_search": True, - }, ), kg_search_settings: KGSearchSettings = Body( default_factory=KGSearchSettings, @@ -73,7 +67,7 @@ async def search_app( Filters can be applied to various fields such as document_id, and internal metadata values. - Allowed filtered operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. + Allowed operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. """ @@ -86,18 +80,21 @@ async def search_app( f"{selected_groups - allowed_groups}" ) - vector_search_settings.filters = { + filters = { "$or": [ {"user_id": str(auth_user.id)}, {"group_ids": {"$overlap": list(allowed_groups)}}, - ], - "$and": vector_search_settings.filters, + ] } + if vector_search_settings.filters != {}: + filters = {"$and": [filters, vector_search_settings.filters]} + + vector_search_settings.filters = filters + results = await self.engine.asearch( query=query, vector_search_settings=vector_search_settings, kg_search_settings=kg_search_settings, - user=auth_user, ) return results @@ -138,13 +135,16 @@ async def rag_app( The generation process can be customized using the rag_generation_config parameter. """ allowed_groups = set(auth_user.group_ids) - vector_search_settings.filters = { + filters = { "$or": [ {"user_id": str(auth_user.id)}, {"group_ids": {"$overlap": list(allowed_groups)}}, - ], - "$and": vector_search_settings.filters, + ] } + if vector_search_settings.filters != {}: + filters = {"$and": [filters, vector_search_settings.filters]} + + vector_search_settings.filters = filters response = await self.engine.arag( query=query, @@ -152,7 +152,6 @@ async def rag_app( kg_search_settings=kg_search_settings, rag_generation_config=rag_generation_config, task_prompt_override=task_prompt_override, - user=auth_user, ) if rag_generation_config.stream: @@ -213,14 +212,19 @@ async def agent_app( The agent's behavior can be customized using the rag_generation_config and task_prompt_override parameters. """ + # TODO - Don't just copy paste the same code, refactor this allowed_groups = set(auth_user.group_ids) - vector_search_settings.filters = { + filters = { "$or": [ {"user_id": str(auth_user.id)}, {"group_ids": {"$overlap": list(allowed_groups)}}, - ], - "$and": vector_search_settings.filters, + ] } + if vector_search_settings.filters != {}: + filters = {"$and": [filters, vector_search_settings.filters]} + + vector_search_settings.filters = filters + response = await self.engine.arag_agent( messages=messages, vector_search_settings=vector_search_settings, @@ -228,7 +232,6 @@ async def agent_app( rag_generation_config=rag_generation_config, task_prompt_override=task_prompt_override, include_title_if_available=include_title_if_available, - user=auth_user, ) if rag_generation_config.stream: diff --git a/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml b/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml index 7faa8c0b2..a61b209a2 100644 --- a/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml +++ b/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml @@ -14,7 +14,7 @@ search: "use_vector_search": True, "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": True + "use_hybrid_search": True } ) - lang: Shell @@ -28,7 +28,7 @@ search: "use_vector_search": true, "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": true + "use_hybrid_search": true } }' @@ -53,7 +53,7 @@ rag: "use_vector_search": True, "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": True + "use_hybrid_search": True }, rag_generation_config={ "stream": False, @@ -72,7 +72,7 @@ rag: "use_vector_search": true, "filters": {"document_id": {"eq": "3e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": true + "use_hybrid_search": true }, "rag_generation_config": { "stream": false, @@ -108,7 +108,7 @@ agent: "use_vector_search": True, "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": True + "use_hybrid_search": True }, rag_generation_config={ "stream": False, @@ -132,7 +132,7 @@ agent: "use_vector_search": true, "filters": {"document_id": {"eq": "5e157b3a-8469-51db-90d9-52e7d896b49b"}}, "search_limit": 20, - "do_hybrid_search": true + "use_hybrid_search": true }, "rag_generation_config": { "stream": false, diff --git a/r2r_core/main/app.py b/r2r_core/main/app.py index 2dd61787c..8276c8e7e 100644 --- a/r2r_core/main/app.py +++ b/r2r_core/main/app.py @@ -37,7 +37,6 @@ def _setup_routes(self): self.engine ) auth_router = auth_base.AuthRouter.build_router(self.engine) - restructure_router = restructure_base.RestructureRouter.build_router( self.engine ) diff --git a/r2r_core/main/execution.py b/r2r_core/main/execution.py index 6be195e1f..412adea27 100644 --- a/r2r_core/main/execution.py +++ b/r2r_core/main/execution.py @@ -172,7 +172,6 @@ def spinner(): metadatas=metadatas, versions=versions, ) - print("results = ", results) results["results"] else: results = self.app.ingest_files( @@ -228,7 +227,7 @@ def search( use_vector_search: bool = True, filters: Optional[dict[str, str]] = None, search_limit: int = 10, - do_hybrid_search: bool = False, + use_hybrid_search: bool = False, use_kg_search: bool = False, kg_search_generation_config: Optional[dict] = None, kg_search_type: str = "global", @@ -243,7 +242,7 @@ def search( use_vector_search=use_vector_search, filters=filters or {}, search_limit=search_limit, - do_hybrid_search=do_hybrid_search, + use_hybrid_search=use_hybrid_search, ), KGSearchSettings( use_kg_search=use_kg_search, @@ -263,7 +262,7 @@ def search( use_vector_search=use_vector_search, filters=filters or {}, search_limit=search_limit, - do_hybrid_search=do_hybrid_search, + use_hybrid_search=use_hybrid_search, ), KGSearchSettings( use_kg_search=use_kg_search, @@ -283,7 +282,7 @@ def rag( use_vector_search: bool = True, filters: Optional[dict[str, str]] = None, search_limit: int = 10, - do_hybrid_search: bool = False, + use_hybrid_search: bool = False, use_kg_search: bool = False, kg_search_generation_config: Optional[dict] = None, stream: bool = False, @@ -298,7 +297,7 @@ def rag( use_vector_search=use_vector_search, filters=filters or {}, search_limit=search_limit, - do_hybrid_search=do_hybrid_search, + use_hybrid_search=use_hybrid_search, ), kg_search_settings=KGSearchSettings( use_kg_search=use_kg_search, @@ -325,7 +324,7 @@ def rag( use_vector_search=use_vector_search, filters=filters or {}, search_limit=search_limit, - do_hybrid_search=do_hybrid_search, + use_hybrid_search=use_hybrid_search, ), kg_search_settings=KGSearchSettings( use_kg_search=use_kg_search, diff --git a/r2r_core/main/services/ingestion_service.py b/r2r_core/main/services/ingestion_service.py index c488761dd..30defa28f 100644 --- a/r2r_core/main/services/ingestion_service.py +++ b/r2r_core/main/services/ingestion_service.py @@ -91,7 +91,6 @@ async def ingest_files( return await self.ingest_documents( documents, versions, - user=user, chunking_provider=chunking_provider, *args, **kwargs, diff --git a/r2r_core/main/services/management_service.py b/r2r_core/main/services/management_service.py index c8476ae43..78efb01e0 100644 --- a/r2r_core/main/services/management_service.py +++ b/r2r_core/main/services/management_service.py @@ -434,7 +434,7 @@ async def aremove_document_from_group( @telemetry_event("GetDocumentGroups") async def aget_document_groups(self, document_id: str): - group_ids = self.providers.database.vector.get_document_groups( + group_ids = self.providers.database.relational.get_document_groups( document_id ) return {"group_ids": [str(group_id) for group_id in group_ids]} diff --git a/r2r_core/main/services/retrieval_service.py b/r2r_core/main/services/retrieval_service.py index d2ec8c69f..7138af38c 100644 --- a/r2r_core/main/services/retrieval_service.py +++ b/r2r_core/main/services/retrieval_service.py @@ -79,6 +79,15 @@ async def search( message="Vector search is not enabled in the configuration.", ) + if ( + vector_search_settings.use_vector_search + and vector_search_settings.use_hybrid_search + and not vector_search_settings.hybrid_search_settings + ): + raise R2RException( + status_code=400, + message="Hybrid search settings must be specified in the input configuration.", + ) # TODO - Remove these transforms once we have a better way to handle this for filter, value in vector_search_settings.filters.items(): if isinstance(value, UUID): @@ -111,7 +120,6 @@ async def rag( rag_generation_config: GenerationConfig, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[UserResponse] = None, *args, **kwargs, ) -> RAGResponse: @@ -140,12 +148,10 @@ async def rag( if rag_generation_config.stream: return await self.stream_rag_response( query, - run_id, completion_record, rag_generation_config, vector_search_settings, kg_search_settings, - user, *args, **kwargs, ) @@ -195,7 +201,7 @@ async def rag( if "NoneType" in str(e): raise R2RException( status_code=502, - message="Ollama server not reachable or returned an invalid response", + message="Remote server not reachable or returned an invalid response", ) raise R2RException( status_code=500, message="Internal Server Error" @@ -204,12 +210,10 @@ async def rag( async def stream_rag_response( self, query, - run_id, completion_record, rag_generation_config, vector_search_settings, kg_search_settings, - user, *args, **kwargs, ): @@ -238,7 +242,6 @@ async def agent( rag_generation_config: GenerationConfig, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[UserResponse] = None, task_prompt_override: Optional[str] = None, include_title_if_available: Optional[bool] = False, *args, diff --git a/r2r_core/pipelines/rag_pipeline.py b/r2r_core/pipelines/rag_pipeline.py index c67c7da2a..dc6604fbf 100644 --- a/r2r_core/pipelines/rag_pipeline.py +++ b/r2r_core/pipelines/rag_pipeline.py @@ -34,7 +34,6 @@ async def run( vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), rag_generation_config: GenerationConfig = GenerationConfig(), - user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, ): diff --git a/r2r_core/pipelines/search_pipeline.py b/r2r_core/pipelines/search_pipeline.py index 9bccbbc8d..e184d6090 100644 --- a/r2r_core/pipelines/search_pipeline.py +++ b/r2r_core/pipelines/search_pipeline.py @@ -8,7 +8,6 @@ KGSearchSettings, VectorSearchSettings, ) -from ..base.api.models.auth.responses import UserResponse from ..base.logging.run_logger import RunLoggingSingleton from ..base.logging.run_manager import RunManager, manage_run from ..base.pipeline.base_pipeline import AsyncPipeline, dequeue_requests @@ -38,12 +37,11 @@ async def run( run_manager: Optional[RunManager] = None, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, ): self.state = state or AsyncState() - do_vector_search = ( + use_vector_search = ( self._vector_search_pipeline is not None and vector_search_settings.use_vector_search ) @@ -58,7 +56,7 @@ async def run( async def enqueue_requests(): async for message in input: - if do_vector_search: + if use_vector_search: await vector_search_queue.put(message) if do_kg: await kg_queue.put(message) @@ -70,7 +68,7 @@ async def enqueue_requests(): enqueue_task = asyncio.create_task(enqueue_requests()) # Start the embedding and KG pipelines in parallel - if do_vector_search: + if use_vector_search: vector_search_task = asyncio.create_task( self._vector_search_pipeline.run( dequeue_requests(vector_search_queue), @@ -99,7 +97,7 @@ async def enqueue_requests(): await enqueue_task vector_search_results = ( - await vector_search_task if do_vector_search else None + await vector_search_task if use_vector_search else None ) kg_results = await kg_task if do_kg else None diff --git a/r2r_core/pipes/ingestion/chunking_pipe.py b/r2r_core/pipes/ingestion/chunking_pipe.py index ff5653486..04ce83a05 100644 --- a/r2r_core/pipes/ingestion/chunking_pipe.py +++ b/r2r_core/pipes/ingestion/chunking_pipe.py @@ -65,6 +65,7 @@ async def _run_logic( try: iteration = 0 async for chunk in chunking_provider.chunk(item.data): + item.metadata["chunk_order"] = iteration yield DocumentFragment( id=generate_id_from_label(f"{item.id}-{iteration}"), extraction_id=item.id, diff --git a/r2r_core/pipes/ingestion/parsing_pipe.py b/r2r_core/pipes/ingestion/parsing_pipe.py index 514ac3c55..28bb997d9 100644 --- a/r2r_core/pipes/ingestion/parsing_pipe.py +++ b/r2r_core/pipes/ingestion/parsing_pipe.py @@ -58,6 +58,8 @@ async def _parse( f"{extraction.id}-{version}" ) extraction.id = extraction_id + # Add version to metadata + extraction.metadata["version"] = version yield extraction except Exception as e: yield R2RDocumentProcessingError( diff --git a/r2r_core/pipes/retrieval/vector_search_pipe.py b/r2r_core/pipes/retrieval/vector_search_pipe.py index 3e914820d..e32d622c5 100644 --- a/r2r_core/pipes/retrieval/vector_search_pipe.py +++ b/r2r_core/pipes/retrieval/vector_search_pipe.py @@ -49,8 +49,10 @@ async def search( await self.enqueue_log( run_id=run_id, key="search_query", value=message ) - filters = vector_search_settings.filters or self.config.filters - search_limit = ( + vector_search_settings.filters = ( + vector_search_settings.filters or self.config.filters + ) + vector_search_settings.search_limit = ( vector_search_settings.search_limit or self.config.search_limit ) results = [] @@ -62,18 +64,18 @@ async def search( self.database_provider.vector.hybrid_search( query_vector=query_vector, query_text=message, - filters=filters, - limit=search_limit, + search_settings=vector_search_settings, ) - if vector_search_settings.do_hybrid_search - else self.database_provider.vector.search( + if vector_search_settings.use_hybrid_search + else self.database_provider.vector.semantic_search( query_vector=query_vector, - filters=filters, - limit=search_limit, + search_settings=vector_search_settings, ) ) reranked_results = self.embedding_provider.rerank( - query=message, results=search_results, limit=search_limit + query=message, + results=search_results, + limit=vector_search_settings.search_limit, ) include_title_if_available = kwargs.get( "include_title_if_available", False diff --git a/r2r_core/providers/database/document.py b/r2r_core/providers/database/document.py index e7ba96ebe..07b214021 100644 --- a/r2r_core/providers/database/document.py +++ b/r2r_core/providers/database/document.py @@ -109,3 +109,16 @@ def get_documents_overview( ) for row in results ] + + def get_document_groups(self, document_id: str) -> list[str]: + query = f""" + SELECT group_ids + FROM {self._get_table_name('document_info')} + WHERE document_id = :document_id + """ + params = {"document_id": document_id} + result = self.execute_query(query, params).fetchone() + + if result and result[0]: + return [str(group_id) for group_id in result[0]] + return [] diff --git a/r2r_core/providers/database/vecs/collection.py b/r2r_core/providers/database/vecs/collection.py index dc3c487ba..bf8d00f42 100644 --- a/r2r_core/providers/database/vecs/collection.py +++ b/r2r_core/providers/database/vecs/collection.py @@ -21,7 +21,7 @@ Tuple, Union, ) -from uuid import UUID +from uuid import UUID, uuid4 import psycopg2 from flupy import flu @@ -43,6 +43,8 @@ from sqlalchemy.dialects import postgresql from sqlalchemy.types import Float, UserDefinedType +from r2r_core.base.abstractions import VectorSearchSettings + from .adapter import Adapter, AdapterContext, NoOp, Record from .exc import ( ArgError, @@ -350,7 +352,7 @@ def _create(self): ) self.table.create(self.client.engine) - unique_string = str(uuid.uuid4()).replace("-", "_")[0:7] + unique_string = str(uuid4()).replace("-", "_")[0:7] with self.client.Session() as sess: sess.execute( text( @@ -403,16 +405,12 @@ def _drop(self): def upsert( self, records: Iterable[Record], - skip_adapter: bool = False, ) -> None: chunk_size = 512 - if skip_adapter: - pipeline = flu(records).chunk(chunk_size) - else: - pipeline = flu( - self.adapter(records, AdapterContext("upsert")) - ).chunk(chunk_size) + pipeline = flu(self.adapter(records, AdapterContext("upsert"))).chunk( + chunk_size + ) with self.client.Session() as sess: with sess.begin(): @@ -532,7 +530,7 @@ def delete( } if filters: - meta_filter = self._build_complex_filters(filters) + meta_filter = self.build_filters(filters) delete_stmt = ( delete(self.table) .where(meta_filter) @@ -576,53 +574,37 @@ def __getitem__(self, items): def query( self, vector: list[float], - filters: Dict[str, Any] = {}, - imeasure: IndexMeasure = IndexMeasure.cosine_distance, - limit: int = 10, - include_value: bool = False, - include_metadata: bool = False, - *, - probes: Optional[int] = None, - ef_search: Optional[int] = None, + search_settings: VectorSearchSettings, ) -> Union[List[Record], List[str]]: """ - Executes a similarity search in the collection based on the new query structure. + Executes a similarity search in the collection. + + The return type is dependent on arguments *include_value* and *include_metadata* Args: - vector (list[float]): The query vector. - filters (Dict[str, Any], optional): Metadata filters to apply. Defaults to {}. - imeasure (IndexMeasure, optional): The distance measure to use. Defaults to IndexMeasure.cosine_distance. - limit (int, optional): The maximum number of results to return. Defaults to 10. - include_value (bool, optional): Whether to include the distance value in the results. Defaults to False. - include_metadata (bool, optional): Whether to include the metadata in the results. Defaults to False. - probes (Optional[int], optional): Number of ivfflat index lists to query. - ef_search (Optional[int], optional): Size of the dynamic candidate list for HNSW index search. + data (list[float]): The vector to use as the query. + search_settings (VectorSearchSettings): The search settings to use. Returns: Union[List[Record], List[str]]: The result of the similarity search. - - Raises: - ArgError: If the limit is greater than 1000 or if an invalid distance measure is provided. """ - if probes is None: - probes = 10 - - if ef_search is None: - ef_search = 40 - if limit > 1000: - raise ArgError("limit must be <= 1000") + try: + imeasure_obj = IndexMeasure(search_settings.index_measure) + except ValueError: + raise ArgError("Invalid index measure") - if not self.is_indexed_for_measure(imeasure): + if not self.is_indexed_for_measure(imeasure_obj): warnings.warn( UserWarning( - f"Query does not have a covering index for {imeasure}. See Collection.create_index" + f"Query does not have a covering index for {imeasure_obj}. See Collection.create_index" ) ) - distance_lambda = INDEX_MEASURE_TO_SQLA_ACC.get(imeasure) + distance_lambda = INDEX_MEASURE_TO_SQLA_ACC.get(imeasure_obj) if distance_lambda is None: - raise ArgError("invalid distance_measure") + # unreachable + raise ArgError("invalid distance_measure") # pragma: no cover distance_clause = distance_lambda(self.table.c.vec)(vector) @@ -634,110 +616,142 @@ def query( self.table.c.group_ids, self.table.c.text, ] - if include_value: + if search_settings.include_values: cols.append(distance_clause) - if include_metadata: + if search_settings.include_metadatas: cols.append(self.table.c.metadata) stmt = select(*cols) - stmt = stmt.filter(self._build_complex_filters(filters)) + # if filters: + stmt = stmt.filter(self.build_filters(search_settings.filters)) # type: ignore stmt = stmt.order_by(distance_clause) - stmt = stmt.limit(limit) + stmt = stmt.limit(search_settings.search_limit) with self.client.Session() as sess: with sess.begin(): + # index ignored if greater than n_lists sess.execute( text("set local ivfflat.probes = :probes").bindparams( - probes=probes + probes=search_settings.probes ) ) if self.client._supports_hnsw(): sess.execute( text( "set local hnsw.ef_search = :ef_search" - ).bindparams(ef_search=ef_search) + ).bindparams(ef_search=search_settings.ef_search) ) if len(cols) == 1: return [str(x) for x in sess.scalars(stmt).fetchall()] return sess.execute(stmt).fetchall() or [] - def _build_complex_filters(self, filters: Dict[str, Any]): + def build_filters(self, filters: Dict): """ - Builds complex filters for SQL query based on the new filter structure. + PUBLIC + + Builds filters for SQL query based on provided dictionary. Args: - filters (Dict[str, Any]): The dictionary specifying filter conditions. + table: The SQLAlchemy table object. + filters (Dict): The dictionary specifying filter conditions. + + Raises: + FilterError: If filter conditions are not correctly formatted. Returns: The filter clause for the SQL query. """ - def parse_condition(key, condition): - if key in self.COLUMN_VARS: + if not isinstance(filters, dict): + raise FilterError("filters must be a dict") + + def parse_condition(key, value): + if key in Collection.COLUMN_VARS: # Handle column-based filters column = getattr(self.table.c, key) - if isinstance(condition, dict): - op = list(condition.keys())[0] - value = condition[op] + if isinstance(value, dict): + op, clause = next(iter(value.items())) if op == "$eq": - return column == value + return column == clause elif op == "$ne": - return column != value + return column != clause elif op == "$in": - return column.in_(value) + return column.in_(clause) elif op == "$nin": - return ~column.in_(value) + return ~column.in_(clause) elif op == "$overlap": - return column.overlap(value) + return column.overlap(clause) else: raise FilterError( f"Unsupported operator for column {key}: {op}" ) else: - return column == condition + return column == value else: - if isinstance(condition, dict): - op = list(condition.keys())[0] - value = condition[op] - if op == "$eq": - return self.table.c.metadata[key].astext == str(value) - elif op == "$ne": - return self.table.c.metadata[key].astext != str(value) - elif op == "$gt": - return ( - cast(self.table.c.metadata[key].astext, Float) - > value - ) - elif op == "$gte": - return ( - cast(self.table.c.metadata[key].astext, Float) - >= value - ) - elif op == "$lt": - return ( - cast(self.table.c.metadata[key].astext, Float) - < value - ) - elif op == "$lte": - return ( - cast(self.table.c.metadata[key].astext, Float) - <= value - ) - elif op == "$in": - return self.table.c.metadata[key].astext.in_( - [str(v) for v in value] - ) - elif op == "$nin": - return ~self.table.c.metadata[key].astext.in_( - [str(v) for v in value] + # Handle JSON-based filters + json_col = self.table.c.metadata + if isinstance(value, dict): + if len(value) > 1: + raise FilterError("only one operator permitted") + operator, clause = next(iter(value.items())) + if operator not in ( + "$eq", + "$ne", + "$lt", + "$lte", + "$gt", + "$gte", + "$in", + "$contains", + ): + raise FilterError("unknown operator") + + if operator == "$eq" and not hasattr(clause, "__len__"): + contains_value = cast({key: clause}, postgresql.JSONB) + return json_col.op("@>")(contains_value) + + if operator == "$in": + if not isinstance(clause, list): + raise FilterError( + "argument to $in filter must be a list" + ) + for elem in clause: + if not isinstance(elem, (int, str, float)): + raise FilterError( + "argument to $in filter must be a list of scalars" + ) + contains_value = [ + cast(elem, postgresql.JSONB) for elem in clause + ] + return json_col.op("->")(key).in_(contains_value) + + matches_value = cast(clause, postgresql.JSONB) + + if operator == "$contains": + if not isinstance(clause, (int, str, float)): + raise FilterError( + "argument to $contains filter must be a scalar" + ) + return and_( + json_col.op("->")(key).contains(matches_value), + func.jsonb_typeof(json_col.op("->")(key)) + == "array", ) - else: - raise FilterError(f"Unsupported operator: {op}") + + return { + "$eq": json_col.op("->")(key) == matches_value, + "$ne": json_col.op("->")(key) != matches_value, + "$lt": json_col.op("->")(key) < matches_value, + "$lte": json_col.op("->")(key) <= matches_value, + "$gt": json_col.op("->")(key) > matches_value, + "$gte": json_col.op("->")(key) >= matches_value, + }[operator] else: - return self.table.c.metadata[key].astext == str(condition) + contains_value = cast({key: value}, postgresql.JSONB) + return json_col.op("@>")(contains_value) def parse_filter(filter_dict): conditions = [] @@ -951,7 +965,7 @@ def create_index( if ops is None: raise ArgError("Unknown index measure") - unique_string = str(uuid.uuid4()).replace("-", "_")[0:7] + unique_string = str(uuid4()).replace("-", "_")[0:7] with self.client.Session() as sess: with sess.begin(): diff --git a/r2r_core/providers/database/vector.py b/r2r_core/providers/database/vector.py index bd9d20585..754ce6489 100644 --- a/r2r_core/providers/database/vector.py +++ b/r2r_core/providers/database/vector.py @@ -14,6 +14,7 @@ VectorSearchResult, generate_id_from_label, ) +from r2r_core.base.abstractions import VectorSearchSettings from .vecs import Client, Collection, create_client @@ -120,7 +121,6 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): self.collection: Optional[Collection] = None self._initialize_vector_db(dimension) - self._create_hybrid_search_function() logger.info( f"Successfully initialized PGVectorDB with collection: {self.collection_name}" ) @@ -130,107 +130,6 @@ def _initialize_vector_db(self, dimension: int) -> None: name=self.collection_name, dimension=dimension ) - def _create_hybrid_search_function(self): - hybrid_search_function = f""" - CREATE OR REPLACE FUNCTION hybrid_search_{self.collection_name}( - query_text TEXT, - query_embedding VECTOR(512), - match_limit INT, - full_text_weight FLOAT = 1, - semantic_weight FLOAT = 1, - rrf_k INT = 50, - filter_condition JSONB = NULL - ) - RETURNS TABLE( - fragment_id UUID, - extraction_id UUID, - document_id UUID, - user_id UUID, - group_ids UUID[], - vec VECTOR(512), - text TEXT, - metadata JSONB, - rrf_score FLOAT, - semantic_score FLOAT, - full_text_score FLOAT, - rank_semantic INT, - rank_full_text INT - ) - LANGUAGE sql - AS $$ - WITH full_text AS ( - SELECT - fragment_id, - ts_rank_cd(to_tsvector('english', text), websearch_to_tsquery('english', query_text), 1 | 2 | 4 | 8 | 16 | 32 | 64) * 10000 AS full_text_score, - ROW_NUMBER() OVER (ORDER BY ts_rank_cd(to_tsvector('english', text), websearch_to_tsquery('english', query_text), 1 | 2 | 4 | 8 | 16 | 32 | 64) DESC) AS rank_ix - FROM vecs."{self.collection_name}" - WHERE to_tsvector('english', text) @@ websearch_to_tsquery('english', query_text) - AND (filter_condition IS NULL OR (metadata @> filter_condition)) - ORDER BY rank_ix - LIMIT LEAST(match_limit, 30) * 2 - ), - semantic AS ( - SELECT - fragment_id, - 1 - (vec <=> query_embedding) AS semantic_score, - ROW_NUMBER() OVER (ORDER BY (vec <=> query_embedding)) AS rank_ix - FROM vecs."{self.collection_name}" - WHERE filter_condition IS NULL OR (metadata @> filter_condition) - ORDER BY rank_ix - LIMIT LEAST(match_limit, 30) * 2 - ) - SELECT - vecs."{self.collection_name}".fragment_id, - vecs."{self.collection_name}".extraction_id, - vecs."{self.collection_name}".document_id, - vecs."{self.collection_name}".user_id, - vecs."{self.collection_name}".group_ids, - vecs."{self.collection_name}".vec, - vecs."{self.collection_name}".text, - vecs."{self.collection_name}".metadata, - (COALESCE(1.0 / (rrf_k + full_text.rank_ix), 0.0) * full_text_weight + - COALESCE(1.0 / (rrf_k + semantic.rank_ix), 0.0) * semantic_weight) AS rrf_score, - COALESCE(semantic.semantic_score, 0) AS semantic_score, - COALESCE(full_text.full_text_score, 0) AS full_text_score, - semantic.rank_ix AS rank_semantic, - full_text.rank_ix AS rank_full_text - FROM - full_text - FULL OUTER JOIN semantic - ON full_text.fragment_id = semantic.fragment_id - JOIN vecs."{self.collection_name}" - ON vecs."{self.collection_name}".fragment_id = COALESCE(full_text.fragment_id, semantic.fragment_id) - ORDER BY - rrf_score DESC - LIMIT - LEAST(match_limit, 30); - $$; - """ - retry_attempts = 5 - for attempt in range(retry_attempts): - try: - with self.vx.Session() as sess: - # Acquire an advisory lock - sess.execute(text("SELECT pg_advisory_lock(123456789)")) - try: - sess.execute(text(hybrid_search_function)) - sess.commit() - finally: - # Release the advisory lock - sess.execute( - text("SELECT pg_advisory_unlock(123456789)") - ) - break # Break the loop if successful - except exc.InternalError as e: - if "tuple concurrently updated" in str(e): - time.sleep(2**attempt) # Exponential backoff - else: - raise # Re-raise the exception if it's not a concurrency issue - else: - raise RuntimeError( - "Failed to create hybrid search function after multiple attempts" - ) - def upsert(self, entry: VectorEntry) -> None: if self.collection is None: raise ValueError( @@ -287,26 +186,15 @@ def get_document_groups(self, document_id: str) -> list[str]: group_ids = result.scalar() return [str(group_id) for group_id in (group_ids or [])] - def search( - self, - query_vector: list[float], - filters: dict[str, Any] = {}, - limit: int = 10, - measure: str = "cosine_distance", - *args, - **kwargs, + def semantic_search( + self, query_vector: list[float], search_settings: VectorSearchSettings ) -> list[VectorSearchResult]: if self.collection is None: raise ValueError( - "Please call `initialize_collection` before attempting to run `search`." + "Please call `initialize_collection` before attempting to run `semantic_search`." ) results = self.collection.query( - vector=query_vector, - filters=filters, - limit=limit, - imeasure=measure, - include_value=True, - include_metadata=True, + vector=query_vector, search_settings=search_settings ) return [ VectorSearchResult( @@ -322,66 +210,176 @@ def search( for result in results ] + def full_text_search( + self, query_text: str, search_settings: VectorSearchSettings + ) -> list[VectorSearchResult]: + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `full_text_search`." + ) + from sqlalchemy import func, select + from sqlalchemy.sql.expression import or_ + + full_text_query = ( + select( + self.collection.table.c.fragment_id, + self.collection.table.c.extraction_id, + self.collection.table.c.document_id, + self.collection.table.c.user_id, + self.collection.table.c.group_ids, + self.collection.table.c.text, + self.collection.table.c.metadata, + func.ts_rank_cd( + func.to_tsvector("english", self.collection.table.c.text), + func.websearch_to_tsquery("english", query_text), + 1 | 2 | 4 | 8 | 16 | 32 | 64, + ).label("rank"), + func.ts_headline( + "english", + self.collection.table.c.text, + func.websearch_to_tsquery("english", query_text), + "StartSel = , StopSel = , MaxWords=35, MinWords=15", + ).label("headline"), + ) + .where( + or_( + func.to_tsvector( + "english", self.collection.table.c.text + ).op("@@")( + func.websearch_to_tsquery("english", query_text) + ), + func.similarity(self.collection.table.c.text, query_text) + > 0.3, + ) + ) + .order_by( + func.ts_rank_cd( + func.to_tsvector("english", self.collection.table.c.text), + func.websearch_to_tsquery("english", query_text), + 1 | 2 | 4 | 8 | 16 | 32 | 64, + ).desc() + ) + .limit(search_settings.hybrid_search_settings.full_text_limit) + ) + + if search_settings.filters: + full_text_query = full_text_query.where( + self.collection.build_filters(search_settings.filters) + ) + + with self.vx.Session() as session: + results = session.execute(full_text_query).fetchall() + + return [ + VectorSearchResult( + fragment_id=result.fragment_id, + extraction_id=result.extraction_id, + document_id=result.document_id, + user_id=result.user_id, + group_ids=result.group_ids, + text=result.text, + score=float(result.rank), + metadata={**result.metadata, "headline": result.headline}, + ) + for result in results + ] + def hybrid_search( self, query_text: str, query_vector: list[float], - limit: int = 10, - filters: dict[str, Any] = {}, - full_text_weight: float = 1.0, - semantic_weight: float = 1.0, - rrf_k: int = 20, + search_settings: VectorSearchSettings, *args, **kwargs, ) -> list[VectorSearchResult]: - if self.collection is None: + if search_settings.hybrid_search_settings is None: raise ValueError( - "Please call `initialize_collection` before attempting to run `hybrid_search`." + "Please provide a valid `hybrid_search_settings` in the `search_settings`." ) - - # Convert filters to a JSON-compatible format - filter_condition = json.dumps(filters) if filters else None - - query = text( - f""" - SELECT * FROM hybrid_search_{self.collection_name}( - cast(:query_text as TEXT), cast(:query_embedding as VECTOR), cast(:match_limit as INT), - cast(:full_text_weight as FLOAT), cast(:semantic_weight as FLOAT), cast(:rrf_k as INT), - cast(:filter_condition as JSONB) + if ( + search_settings.hybrid_search_settings.full_text_limit + < search_settings.search_limit + ): + raise ValueError( + "The `full_text_limit` must be greater than or equal to the `search_limit`." ) - """ + semantic_results = self.semantic_search(query_vector, search_settings) + full_text_results = self.full_text_search( + query_text, + search_settings, + ) + + semantic_limit = search_settings.search_limit + full_text_limit = ( + search_settings.hybrid_search_settings.full_text_limit + ) + semantic_weight = ( + search_settings.hybrid_search_settings.semantic_weight ) + full_text_weight = ( + search_settings.hybrid_search_settings.full_text_weight + ) + rrf_k = search_settings.hybrid_search_settings.rrf_k + # Combine results using RRF + combined_results = {} + for rank, result in enumerate(semantic_results, 1): + combined_results[result.fragment_id] = { + "semantic_rank": rank, + "full_text_rank": full_text_limit, + "data": result, + } + + for rank, result in enumerate(full_text_results, 1): + if result.fragment_id in combined_results: + combined_results[result.fragment_id]["full_text_rank"] = rank + else: + combined_results[result.fragment_id] = { + "semantic_rank": semantic_limit, + "full_text_rank": rank, + "data": result, + } - params = { - "query_text": str(query_text), - "query_embedding": list(query_vector), - "match_limit": limit, - "full_text_weight": full_text_weight, - "semantic_weight": semantic_weight, - "rrf_k": rrf_k, - "filter_condition": filter_condition, + # Filter out non-overlapping results + combined_results = { + k: v + for k, v in combined_results.items() + if v["semantic_rank"] <= semantic_limit * 2 + and v["full_text_rank"] <= full_text_limit * 2 } - with self.vx.Session() as session: - results = session.execute(query, params).fetchall() + # Calculate RRF scores + for result in combined_results.values(): + semantic_score = 1 / (rrf_k + result["semantic_rank"]) + full_text_score = 1 / (rrf_k + result["full_text_rank"]) + result["rrf_score"] = ( + semantic_score * semantic_weight + + full_text_score * full_text_weight + ) / (semantic_weight + full_text_weight) + + # Sort by RRF score and convert to VectorSearchResult + limit = min(semantic_limit, full_text_limit) + sorted_results = sorted( + combined_results.values(), + key=lambda x: x["rrf_score"], + reverse=True, + )[:limit] + return [ VectorSearchResult( - fragment_id=result[0], - extraction_id=result[1], - document_id=result[2], - user_id=result[3], - group_ids=result[4], - text=result[6], + fragment_id=result["data"].fragment_id, + extraction_id=result["data"].extraction_id, + document_id=result["data"].document_id, + user_id=result["data"].user_id, + group_ids=result["data"].group_ids, + text=result["data"].text, + score=result["rrf_score"], metadata={ - **result[7], - "semantic_score": result[9], - "semantic_rank": result[11], - "full_text_score": result[10], - "full_text_rank": result[12], + **result["data"].metadata, + "semantic_rank": result["semantic_rank"], + "full_text_rank": result["full_text_rank"], }, - score=result[8], ) - for result in results + for result in sorted_results ] def create_index(self, index_type, column_name, index_options): diff --git a/tests/regression/test_cases/test_retrieval.py b/tests/regression/test_cases/test_retrieval.py index f336744d4..54be2f790 100644 --- a/tests/regression/test_cases/test_retrieval.py +++ b/tests/regression/test_cases/test_retrieval.py @@ -47,7 +47,7 @@ def search_test(self, client): def hybrid_search_test(self, client): try: return client.search( - "What is the capital of France?", {"do_hybrid_search": True} + "What is the capital of France?", {"use_hybrid_search": True} ) except Exception as e: return {"results": str(e)} @@ -60,7 +60,7 @@ def basic_rag_test(self, client): def hybrid_rag_test(self, client): try: - return client.rag("Who is John Snow?", {"do_hybrid_search": True}) + return client.rag("Who is John Snow?", {"use_hybrid_search": True}) except Exception as e: return {"results": str(e)} From 2af4c81c44fafcdcb74f2e459652e746ce760db2 Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 10:43:51 -0700 Subject: [PATCH 12/74] Fix structure --- {r2r_cli => go/cli}/go.mod | 4 +- {r2r_cli => go/cli}/go.sum | 0 {r2r_cli => go/cli}/main.go | 0 {r2r_cli => go/cli}/rag_operations.go | 2 +- {r2r_cli => go/cli}/server_operations.go | 24 +- {r2r_cli => go/cli}/utils.go | 0 go/sdk/go.mod | 3 + .../tests/integration/management_test.go | 2 +- {r2r_go_sdk => go/sdk}/pkg/sdk/auth.go | 0 {r2r_go_sdk => go/sdk}/pkg/sdk/client.go | 0 {r2r_go_sdk => go/sdk}/pkg/sdk/ingestion.go | 0 {r2r_go_sdk => go/sdk}/pkg/sdk/management.go | 0 {r2r_go_sdk => go/sdk}/pkg/sdk/restructure.go | 0 {r2r_go_sdk => go/sdk}/pkg/sdk/retrieval.go | 0 {r2r_js_sdk => js/sdk}/README.md | 0 .../sdk}/__tests__/r2rClient.test.ts | 0 .../r2rClientIntegrationSuperUser.test.ts | 0 .../r2rClientIntegrationUser.test.ts | 0 .../sdk}/examples/data/folder/karamozov.txt | 0 .../sdk}/examples/data/folder/myshkin.txt | 0 .../sdk}/examples/data/raskolnikov.txt | 0 {r2r_js_sdk => js/sdk}/examples/hello_r2r.js | 0 {r2r_js_sdk => js/sdk}/jest.config.js | 0 {r2r_js_sdk => js/sdk}/package-lock.json | 0 {r2r_js_sdk => js/sdk}/package.json | 0 {r2r_js_sdk => js/sdk}/pnpm-lock.yaml | 0 {r2r_js_sdk => js/sdk}/src/feature.ts | 0 {r2r_js_sdk => js/sdk}/src/index.ts | 0 {r2r_js_sdk => js/sdk}/src/models.tsx | 0 {r2r_js_sdk => js/sdk}/src/r2rClient.ts | 0 {r2r_js_sdk => js/sdk}/tsconfig.json | 0 poetry.lock | 235 ++-- {r2r_core => py/core}/__init__.py | 0 {r2r_core => py/core}/agent/__init__.py | 0 {r2r_core => py/core}/agent/base.py | 4 +- {r2r_core => py/core}/agent/rag.py | 12 +- {r2r_core => py/core}/base/__init__.py | 0 .../core}/base/abstractions/__init__.py | 0 .../core}/base/abstractions/base.py | 0 .../core}/base/abstractions/completion.py | 0 .../core}/base/abstractions/document.py | 0 .../core}/base/abstractions/embedding.py | 0 .../core}/base/abstractions/exception.py | 0 .../core}/base/abstractions/graph.py | 0 .../core}/base/abstractions/llm.py | 0 .../core}/base/abstractions/prompt.py | 0 .../core}/base/abstractions/search.py | 0 .../core}/base/abstractions/user.py | 0 .../core}/base/abstractions/vector.py | 0 {r2r_core => py/core}/base/agent/__init__.py | 0 {r2r_core => py/core}/base/agent/agent.py | 7 +- {r2r_core => py/core}/base/agent/base.py | 3 +- .../core}/base/api/models/__init__.py | 0 .../core}/base/api/models/auth/__init__.py | 0 .../core}/base/api/models/auth/responses.py | 5 +- {r2r_core => py/core}/base/api/models/base.py | 0 .../base/api/models/ingestion/__init__.py | 0 .../base/api/models/ingestion/responses.py | 3 +- .../base/api/models/management/__init__.py | 0 .../base/api/models/management/responses.py | 3 +- 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py/core}/main/assembly/factory.py (92%) rename {r2r_core => py/core}/main/assembly/factory_extensions.py (95%) rename {r2r_core => py/core}/main/engine.py (98%) rename {r2r_core => py/core}/main/execution.py (98%) rename {r2r_core => py/core}/main/r2r.py (100%) rename {r2r_core => py/core}/main/services/__init__.py (100%) rename {r2r_core => py/core}/main/services/auth_service.py (96%) rename {r2r_core => py/core}/main/services/base.py (91%) rename {r2r_core => py/core}/main/services/ingestion_service.py (98%) rename {r2r_core => py/core}/main/services/management_service.py (99%) rename {r2r_core => py/core}/main/services/restructure_service.py (94%) rename {r2r_core => py/core}/main/services/retrieval_service.py (98%) rename {r2r_core => py/core}/parsers/__init__.py (100%) rename {r2r_core => py/core}/parsers/media/__init__.py (100%) rename {r2r_core => py/core}/parsers/media/audio_parser.py (88%) rename {r2r_core => py/core}/parsers/media/docx_parser.py (87%) rename {r2r_core => py/core}/parsers/media/img_parser.py (85%) rename {r2r_core => py/core}/parsers/media/movie_parser.py (97%) rename {r2r_core => py/core}/parsers/media/openai_helpers.py (100%) rename {r2r_core => py/core}/parsers/media/pdf_parser.py (98%) rename {r2r_core => py/core}/parsers/media/ppt_parser.py (88%) rename {r2r_core => py/core}/parsers/structured/__init__.py (100%) rename {r2r_core => py/core}/parsers/structured/csv_parser.py (95%) rename {r2r_core => py/core}/parsers/structured/json_parser.py (93%) rename {r2r_core => py/core}/parsers/structured/xlsx_parser.py (96%) rename {r2r_core => py/core}/parsers/text/__init__.py (100%) rename {r2r_core => py/core}/parsers/text/html_parser.py (74%) rename {r2r_core => py/core}/parsers/text/md_parser.py (82%) rename {r2r_core => py/core}/parsers/text/text_parser.py (71%) rename {r2r_core => py/core}/pipelines/__init__.py (100%) rename {r2r_core => py/core}/pipelines/graph_enrichment.py (100%) rename {r2r_core => py/core}/pipelines/ingestion_pipeline.py (92%) rename {r2r_core => py/core}/pipelines/rag_pipeline.py (100%) rename {r2r_core => py/core}/pipelines/search_pipeline.py (100%) rename {r2r_core => py/core}/pipes/__init__.py (100%) rename {r2r_core => py/core}/pipes/abstractions/__init__.py (100%) rename {r2r_core => py/core}/pipes/abstractions/generator_pipe.py (89%) rename {r2r_core => py/core}/pipes/abstractions/search_pipe.py (98%) rename {r2r_core => py/core}/pipes/ingestion/__init__.py (100%) rename {r2r_core => py/core}/pipes/ingestion/chunking_pipe.py (94%) rename {r2r_core => py/core}/pipes/ingestion/embedding_pipe.py (98%) rename {r2r_core => py/core}/pipes/ingestion/kg_extraction_pipe.py (97%) rename {r2r_core => py/core}/pipes/ingestion/parsing_pipe.py (93%) rename {r2r_core => py/core}/pipes/ingestion/vector_storage_pipe.py (95%) rename {r2r_core => py/core}/pipes/kg/clustering.py (99%) rename {r2r_core => py/core}/pipes/kg/extraction.py (98%) rename {r2r_core => py/core}/pipes/kg/node_extraction.py (97%) rename {r2r_core => py/core}/pipes/kg/storage.py (95%) rename {r2r_core => py/core}/pipes/other/web_search_pipe.py (97%) rename {r2r_core => py/core}/pipes/retrieval/kg_search_search_pipe.py (99%) rename {r2r_core => py/core}/pipes/retrieval/multi_search.py (93%) rename {r2r_core => py/core}/pipes/retrieval/query_transform_pipe.py (96%) rename {r2r_core => py/core}/pipes/retrieval/search_rag_pipe.py (97%) rename {r2r_core => py/core}/pipes/retrieval/streaming_rag_pipe.py (97%) rename {r2r_core => py/core}/pipes/retrieval/vector_search_pipe.py (99%) rename {r2r_core => py/core}/providers/__init__.py (100%) rename {r2r_core => py/core}/providers/auth/__init__.py (100%) rename {r2r_core => py/core}/providers/auth/r2r_auth.py (99%) rename {r2r_core => py/core}/providers/chunking/__init__.py (100%) rename {r2r_core => py/core}/providers/chunking/r2r_chunking.py (99%) rename {r2r_core => py/core}/providers/chunking/unstructured_chunking.py (97%) rename {r2r_core => py/core}/providers/crypto/__init__.py (100%) rename {r2r_core => py/core}/providers/crypto/bcrypt.py (96%) rename {r2r_core => py/core}/providers/database/__init__.py (100%) rename {r2r_core => py/core}/providers/database/base.py (100%) rename {r2r_core => py/core}/providers/database/document.py (98%) rename {r2r_core => py/core}/providers/database/group.py (98%) rename {r2r_core => py/core}/providers/database/postgres.py (99%) rename {r2r_core => py/core}/providers/database/relational.py (80%) rename {r2r_core => py/core}/providers/database/tokens.py (100%) rename {r2r_core => py/core}/providers/database/user.py (98%) rename {r2r_core => py/core}/providers/database/vecs/__init__.py (100%) rename {r2r_core => py/core}/providers/database/vecs/adapter/__init__.py (100%) rename {r2r_core => py/core}/providers/database/vecs/adapter/base.py (100%) rename {r2r_core => py/core}/providers/database/vecs/adapter/markdown.py (100%) rename {r2r_core => py/core}/providers/database/vecs/adapter/noop.py (100%) rename {r2r_core => py/core}/providers/database/vecs/adapter/text.py (100%) rename {r2r_core => py/core}/providers/database/vecs/client.py (95%) rename {r2r_core => py/core}/providers/database/vecs/collection.py (99%) rename {r2r_core => py/core}/providers/database/vecs/exc.py (100%) rename {r2r_core => py/core}/providers/database/vector.py (99%) rename {r2r_core => py/core}/providers/embeddings/__init__.py (100%) rename {r2r_core => py/core}/providers/embeddings/litellm.py (99%) rename {r2r_core => py/core}/providers/embeddings/ollama.py (99%) rename {r2r_core => py/core}/providers/embeddings/openai.py (99%) rename {r2r_core => py/core}/providers/kg/__init__.py (100%) rename {r2r_core => py/core}/providers/kg/neo4j/__init__.py (100%) rename {r2r_core => py/core}/providers/kg/neo4j/graph_queries.py (100%) rename {r2r_core => py/core}/providers/kg/neo4j/provider.py (98%) rename {r2r_core => py/core}/providers/llm/__init__.py (100%) rename {r2r_core => py/core}/providers/llm/litellm.py (95%) rename {r2r_core => py/core}/providers/llm/openai.py (95%) rename {r2r_core => py/core}/providers/parsing/__init__.py (100%) rename {r2r_core => py/core}/providers/parsing/r2r_parsing.py (98%) rename {r2r_core => py/core}/providers/parsing/unstructured_parsing.py (98%) rename {r2r_core => py/core}/providers/prompts/__init__.py (100%) rename {r2r_core => py/core}/providers/prompts/defaults.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/default_rag.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/graphrag_community_reports.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/graphrag_map_system_prompt.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/hyde.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/kg_search.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/kg_search_with_spec.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/rag_agent.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/rag_context.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/rag_fusion.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/system.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml (100%) rename {r2r_core => py/core}/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml (100%) rename {r2r_core => py/core}/providers/prompts/r2r_prompts.py (98%) rename {r2r_core => py/core}/telemetry/__init__.py (100%) rename {r2r_core => py/core}/telemetry/events.py (100%) rename {r2r_core => py/core}/telemetry/posthog.py (96%) rename {r2r_core => py/core}/telemetry/telemetry_decorator.py (93%) create mode 100644 py/sdk/__init__.py rename {r2r_python_sdk/r2r => py/sdk}/auth.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/client.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/ingestion.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/management.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/models.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/restructure.py (100%) rename {r2r_python_sdk/r2r => py/sdk}/retrieval.py (98%) delete mode 100644 r2r_go_sdk/go.mod delete mode 100644 r2r_python_sdk/README.md delete mode 100644 r2r_python_sdk/poetry.lock delete mode 100644 r2r_python_sdk/pyproject.toml delete mode 100644 r2r_python_sdk/r2r/__init__.py diff --git a/r2r_cli/go.mod b/go/cli/go.mod similarity index 60% rename from r2r_cli/go.mod rename to go/cli/go.mod index b06fde584..da0ecc818 100644 --- a/r2r_cli/go.mod +++ b/go/cli/go.mod @@ -2,11 +2,11 @@ module r2r-cli go 1.23.0 -replace github.com/yourusername/r2r-go-sdk => ../r2r-go-sdk +replace github.com/yourusername/r2r_go_sdk => ../r2r_go_sdk require ( github.com/spf13/cobra v1.8.1 - github.com/yourusername/r2r-go-sdk v0.0.0-00010101000000-000000000000 + github.com/yourusername/r2r_go_sdk v0.0.0-00010101000000-000000000000 ) require ( diff --git a/r2r_cli/go.sum b/go/cli/go.sum similarity index 100% rename from r2r_cli/go.sum rename to go/cli/go.sum diff --git a/r2r_cli/main.go b/go/cli/main.go similarity index 100% rename from r2r_cli/main.go rename to go/cli/main.go diff --git a/r2r_cli/rag_operations.go b/go/cli/rag_operations.go similarity index 99% rename from r2r_cli/rag_operations.go rename to go/cli/rag_operations.go index 0c10eae27..dee23cd65 100644 --- a/r2r_cli/rag_operations.go +++ b/go/cli/rag_operations.go @@ -5,7 +5,7 @@ import ( "fmt" "github.com/spf13/cobra" - "github.com/yourusername/r2r-go-sdk/pkg/sdk" + "github.com/yourusername/r2r_go_sdk/pkg/sdk" ) func init() { diff --git a/r2r_cli/server_operations.go b/go/cli/server_operations.go similarity index 83% rename from r2r_cli/server_operations.go rename to go/cli/server_operations.go index 34d1cec91..4010d3c8d 100644 --- a/r2r_cli/server_operations.go +++ b/go/cli/server_operations.go @@ -5,9 +5,10 @@ import ( "fmt" "os/exec" "runtime" + "runtime/debug" "github.com/spf13/cobra" - "github.com/yourusername/r2r-go-sdk/pkg/sdk" + "github.com/yourusername/r2r_go_sdk/pkg/sdk" ) func init() { @@ -88,4 +89,23 @@ var healthCmd = &cobra.Command{ // TODO: update -// TODO: version +var versionCmd = &cobra.Command{ + Use: "version", + Short: "Print the version of R2R", + Run: func(cmd *cobra.Command, args []string) { + info, ok := debug.ReadBuildInfo() + if !ok { + fmt.Println("No version information available") + return + } + + for _, dep := range info.Deps { + if dep.Path == "github.com/yourusername/r2r_go_sdk" { + fmt.Printf("R2R version: %s\n", dep.Version) + return + } + } + + fmt.Println("R2R version information not found") + }, +} diff --git a/r2r_cli/utils.go b/go/cli/utils.go similarity index 100% rename from r2r_cli/utils.go rename to go/cli/utils.go diff --git a/go/sdk/go.mod b/go/sdk/go.mod new file mode 100644 index 000000000..a27c7c31d --- /dev/null +++ b/go/sdk/go.mod @@ -0,0 +1,3 @@ +module github.com/yourusername/r2r_go_sdk + +go 1.23.0 diff --git a/r2r_go_sdk/internal/tests/integration/management_test.go b/go/sdk/internal/tests/integration/management_test.go similarity index 95% rename from r2r_go_sdk/internal/tests/integration/management_test.go rename to go/sdk/internal/tests/integration/management_test.go index a9aa7e18e..55dae6586 100644 --- a/r2r_go_sdk/internal/tests/integration/management_test.go +++ b/go/sdk/internal/tests/integration/management_test.go @@ -4,7 +4,7 @@ import ( "os" "testing" - "github.com/yourusername/r2r-go-sdk/pkg/sdk" + "github.com/yourusername/r2r_go_sdk/pkg/sdk" ) func TestServerStatsIntegration(t *testing.T) { diff --git a/r2r_go_sdk/pkg/sdk/auth.go b/go/sdk/pkg/sdk/auth.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/auth.go rename to go/sdk/pkg/sdk/auth.go diff --git a/r2r_go_sdk/pkg/sdk/client.go b/go/sdk/pkg/sdk/client.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/client.go rename to go/sdk/pkg/sdk/client.go diff --git a/r2r_go_sdk/pkg/sdk/ingestion.go b/go/sdk/pkg/sdk/ingestion.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/ingestion.go rename to go/sdk/pkg/sdk/ingestion.go diff --git a/r2r_go_sdk/pkg/sdk/management.go b/go/sdk/pkg/sdk/management.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/management.go rename to go/sdk/pkg/sdk/management.go diff --git a/r2r_go_sdk/pkg/sdk/restructure.go b/go/sdk/pkg/sdk/restructure.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/restructure.go rename to go/sdk/pkg/sdk/restructure.go diff --git a/r2r_go_sdk/pkg/sdk/retrieval.go b/go/sdk/pkg/sdk/retrieval.go similarity index 100% rename from r2r_go_sdk/pkg/sdk/retrieval.go rename to go/sdk/pkg/sdk/retrieval.go diff --git a/r2r_js_sdk/README.md b/js/sdk/README.md similarity index 100% rename from r2r_js_sdk/README.md rename to js/sdk/README.md diff --git a/r2r_js_sdk/__tests__/r2rClient.test.ts b/js/sdk/__tests__/r2rClient.test.ts similarity index 100% rename from r2r_js_sdk/__tests__/r2rClient.test.ts rename to js/sdk/__tests__/r2rClient.test.ts diff --git a/r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts similarity index 100% rename from r2r_js_sdk/__tests__/r2rClientIntegrationSuperUser.test.ts rename to js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts diff --git a/r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts similarity index 100% rename from r2r_js_sdk/__tests__/r2rClientIntegrationUser.test.ts rename to js/sdk/__tests__/r2rClientIntegrationUser.test.ts diff --git a/r2r_js_sdk/examples/data/folder/karamozov.txt b/js/sdk/examples/data/folder/karamozov.txt similarity index 100% rename from r2r_js_sdk/examples/data/folder/karamozov.txt rename to js/sdk/examples/data/folder/karamozov.txt diff --git a/r2r_js_sdk/examples/data/folder/myshkin.txt b/js/sdk/examples/data/folder/myshkin.txt similarity index 100% rename from r2r_js_sdk/examples/data/folder/myshkin.txt rename to js/sdk/examples/data/folder/myshkin.txt diff --git a/r2r_js_sdk/examples/data/raskolnikov.txt b/js/sdk/examples/data/raskolnikov.txt similarity index 100% rename from r2r_js_sdk/examples/data/raskolnikov.txt rename to js/sdk/examples/data/raskolnikov.txt diff --git a/r2r_js_sdk/examples/hello_r2r.js b/js/sdk/examples/hello_r2r.js similarity index 100% rename from r2r_js_sdk/examples/hello_r2r.js rename to js/sdk/examples/hello_r2r.js diff --git a/r2r_js_sdk/jest.config.js b/js/sdk/jest.config.js similarity index 100% rename from r2r_js_sdk/jest.config.js rename to js/sdk/jest.config.js diff --git a/r2r_js_sdk/package-lock.json b/js/sdk/package-lock.json similarity index 100% rename from r2r_js_sdk/package-lock.json rename to js/sdk/package-lock.json diff --git a/r2r_js_sdk/package.json b/js/sdk/package.json similarity index 100% rename from r2r_js_sdk/package.json rename to js/sdk/package.json diff --git a/r2r_js_sdk/pnpm-lock.yaml b/js/sdk/pnpm-lock.yaml similarity index 100% rename from r2r_js_sdk/pnpm-lock.yaml rename to js/sdk/pnpm-lock.yaml diff --git a/r2r_js_sdk/src/feature.ts b/js/sdk/src/feature.ts similarity index 100% rename from r2r_js_sdk/src/feature.ts rename to js/sdk/src/feature.ts diff --git a/r2r_js_sdk/src/index.ts b/js/sdk/src/index.ts similarity index 100% rename from r2r_js_sdk/src/index.ts rename to js/sdk/src/index.ts diff --git a/r2r_js_sdk/src/models.tsx b/js/sdk/src/models.tsx similarity index 100% rename from r2r_js_sdk/src/models.tsx rename to js/sdk/src/models.tsx diff --git a/r2r_js_sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts similarity index 100% rename from r2r_js_sdk/src/r2rClient.ts rename to js/sdk/src/r2rClient.ts diff --git a/r2r_js_sdk/tsconfig.json b/js/sdk/tsconfig.json similarity index 100% rename from r2r_js_sdk/tsconfig.json rename to js/sdk/tsconfig.json diff --git a/poetry.lock b/poetry.lock index 95a1ee879..54e7c651a 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,10 +1,10 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" version = "2.4.0" description = "Happy Eyeballs for asyncio" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"}, @@ -15,7 +15,7 @@ files = [ name = "aiohttp" version = "3.10.5" description = "Async http client/server framework (asyncio)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "aiohttp-3.10.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:18a01eba2574fb9edd5f6e5fb25f66e6ce061da5dab5db75e13fe1558142e0a3"}, @@ -127,7 +127,7 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"] name = "aiosignal" version = "1.3.1" description = "aiosignal: a list of registered asynchronous callbacks" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"}, @@ -141,7 +141,7 @@ frozenlist = ">=1.1.0" name = "aiosqlite" version = "0.20.0" description = "asyncio bridge to the standard sqlite3 module" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "aiosqlite-0.20.0-py3-none-any.whl", hash = "sha256:36a1deaca0cac40ebe32aac9977a6e2bbc7f5189f23f4a54d5908986729e5bd6"}, @@ -192,7 +192,7 @@ trio = ["trio (>=0.23)"] name = "anytree" version = "2.12.1" description = "Powerful and Lightweight Python Tree Data Structure with various plugins" -optional = false +optional = true python-versions = ">=3.7.2,<4" files = [ {file = "anytree-2.12.1-py3-none-any.whl", hash = "sha256:5ea9e61caf96db1e5b3d0a914378d2cd83c269dfce1fb8242ce96589fa3382f0"}, @@ -206,7 +206,7 @@ six = "*" name = "async-timeout" version = "4.0.3" description = "Timeout context manager for asyncio programs" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"}, @@ -217,7 +217,7 @@ files = [ name = "asyncpg" version = "0.29.0" description = "An asyncio PostgreSQL driver" -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "asyncpg-0.29.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72fd0ef9f00aeed37179c62282a3d14262dbbafb74ec0ba16e1b1864d8a12169"}, @@ -274,7 +274,7 @@ test = ["flake8 (>=6.1,<7.0)", "uvloop (>=0.15.3)"] name = "attrs" version = "24.2.0" description = "Classes Without Boilerplate" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"}, @@ -293,7 +293,7 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] name = "autograd" version = "1.6.2" description = "Efficiently computes derivatives of numpy code." -optional = false +optional = true python-versions = "*" files = [ {file = "autograd-1.6.2-py3-none-any.whl", hash = "sha256:208dde2a938e63b4f8f5049b1985505139e529068b0d26f8cd7771fd3eb145d5"}, @@ -308,7 +308,7 @@ numpy = ">=1.12" name = "backoff" version = "2.2.1" description = "Function decoration for backoff and retry" -optional = false +optional = true python-versions = ">=3.7,<4.0" files = [ {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"}, @@ -319,7 +319,7 @@ files = [ name = "bcrypt" version = "4.2.0" description = "Modern password hashing for your software and your servers" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "bcrypt-4.2.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb"}, @@ -359,7 +359,7 @@ typecheck = ["mypy"] name = "beartype" version = "0.18.5" description = "Unbearably fast runtime type checking in pure Python." -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "beartype-0.18.5-py3-none-any.whl", hash = "sha256:5301a14f2a9a5540fe47ec6d34d758e9cd8331d36c4760fc7a5499ab86310089"}, @@ -377,7 +377,7 @@ test-tox-coverage = ["coverage (>=5.5)"] name = "beautifulsoup4" version = "4.12.3" description = "Screen-scraping library" -optional = false +optional = true python-versions = ">=3.6.0" files = [ {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"}, @@ -605,7 +605,7 @@ files = [ name = "contourpy" version = "1.2.1" description = "Python library for calculating contours of 2D quadrilateral grids" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "contourpy-1.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bd7c23df857d488f418439686d3b10ae2fbf9bc256cd045b37a8c16575ea1040"}, @@ -755,7 +755,7 @@ toml = ["tomli"] name = "cycler" version = "0.12.1" description = "Composable style cycles" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"}, @@ -781,7 +781,7 @@ files = [ name = "deepdiff" version = "7.0.1" description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "deepdiff-7.0.1-py3-none-any.whl", hash = "sha256:447760081918216aa4fd4ca78a4b6a848b81307b2ea94c810255334b759e1dc3"}, @@ -799,7 +799,7 @@ optimize = ["orjson"] name = "deprecated" version = "1.2.14" description = "Python @deprecated decorator to deprecate old python classes, functions or methods." -optional = false +optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"}, @@ -827,7 +827,7 @@ files = [ name = "distro" version = "1.9.0" description = "Distro - an OS platform information API" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"}, @@ -838,7 +838,7 @@ files = [ name = "dnspython" version = "2.6.1" description = "DNS toolkit" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"}, @@ -858,7 +858,7 @@ wmi = ["wmi (>=1.5.1)"] name = "email-validator" version = "2.2.0" description = "A robust email address syntax and deliverability validation library." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"}, @@ -873,7 +873,7 @@ idna = ">=2.0.0" name = "et-xmlfile" version = "1.1.0" description = "An implementation of lxml.xmlfile for the standard library" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "et_xmlfile-1.1.0-py3-none-any.whl", hash = "sha256:a2ba85d1d6a74ef63837eed693bcb89c3f752169b0e3e7ae5b16ca5e1b3deada"}, @@ -933,7 +933,7 @@ typing = ["typing-extensions (>=4.8)"] name = "fire" version = "0.5.0" description = "A library for automatically generating command line interfaces." -optional = false +optional = true python-versions = "*" files = [ {file = "fire-0.5.0.tar.gz", hash = "sha256:a6b0d49e98c8963910021f92bba66f65ab440da2982b78eb1bbf95a0a34aacc6"}, @@ -963,7 +963,7 @@ pyflakes = ">=3.1.0,<3.2.0" name = "flupy" version = "1.2.0" description = "Method chaining built on generators" -optional = false +optional = true python-versions = "*" files = [ {file = "flupy-1.2.0.tar.gz", hash = "sha256:12487a008e9744cd35d0f6ea3cfa06f4b2b27cb138bf57d0788f5c26e57afe69"}, @@ -979,7 +979,7 @@ dev = ["black", "mypy", "pre-commit", "pylint", "pytest", "pytest-benchmark", "p name = "fonttools" version = "4.53.1" description = "Tools to manipulate font files" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "fonttools-4.53.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0679a30b59d74b6242909945429dbddb08496935b82f91ea9bf6ad240ec23397"}, @@ -1044,7 +1044,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"] name = "frozenlist" version = "1.4.1" description = "A list-like structure which implements collections.abc.MutableSequence" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "frozenlist-1.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f9aa1878d1083b276b0196f2dfbe00c9b7e752475ed3b682025ff20c1c1f51ac"}, @@ -1130,7 +1130,7 @@ files = [ name = "fsspec" version = "2024.6.1" description = "File-system specification" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "fsspec-2024.6.1-py3-none-any.whl", hash = "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e"}, @@ -1169,7 +1169,7 @@ tqdm = ["tqdm"] name = "future" version = "1.0.0" description = "Clean single-source support for Python 3 and 2" -optional = false +optional = true python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" files = [ {file = "future-1.0.0-py3-none-any.whl", hash = "sha256:929292d34f5872e70396626ef385ec22355a1fae8ad29e1a734c3e43f9fbc216"}, @@ -1180,7 +1180,7 @@ files = [ name = "gensim" version = "4.3.3" description = "Python framework for fast Vector Space Modelling" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "gensim-4.3.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4e72840adfbea35c5804fd559bc0cb6bc9f439926220a37d852b7ce76eb325c1"}, @@ -1226,7 +1226,7 @@ test-win = ["POT", "pytest", "pytest-cov", "testfixtures"] name = "graspologic" version = "3.4.1" description = "A set of Python modules for graph statistics" -optional = false +optional = true python-versions = "<3.13,>=3.9" files = [ {file = "graspologic-3.4.1-py3-none-any.whl", hash = "sha256:c6563e087eda599bad1de831d4b7321c0daa7a82f4e85a7d7737ff67e07cdda2"}, @@ -1255,7 +1255,7 @@ umap-learn = ">=0.5.6,<0.6.0" name = "graspologic-native" version = "1.2.1" description = "Python native companion module to the graspologic library" -optional = false +optional = true python-versions = ">=3.6, <3.13" files = [ {file = "graspologic_native-1.2.1-cp36-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:eccb2fa475b604375e34b4ae1d5497a428c34ed65f27888495239f8e120acea1"}, @@ -1268,7 +1268,7 @@ files = [ name = "greenlet" version = "3.0.3" description = "Lightweight in-process concurrent programming" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "greenlet-3.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:9da2bd29ed9e4f15955dd1595ad7bc9320308a3b766ef7f837e23ad4b4aac31a"}, @@ -1339,7 +1339,7 @@ test = ["objgraph", "psutil"] name = "gunicorn" version = "21.2.0" description = "WSGI HTTP Server for UNIX" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "gunicorn-21.2.0-py3-none-any.whl", hash = "sha256:3213aa5e8c24949e792bcacfc176fef362e7aac80b76c56f6b5122bf350722f0"}, @@ -1415,7 +1415,7 @@ socks = ["socksio (==1.*)"] name = "huggingface-hub" version = "0.24.6" description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub" -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "huggingface_hub-0.24.6-py3-none-any.whl", hash = "sha256:a990f3232aa985fe749bc9474060cbad75e8b2f115f6665a9fda5b9c97818970"}, @@ -1449,7 +1449,7 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t name = "hyppo" version = "0.4.0" description = "A comprehensive independence testing package" -optional = false +optional = true python-versions = "*" files = [ {file = "hyppo-0.4.0-py3-none-any.whl", hash = "sha256:4e75565b8deb601485cd7bc1b5c3f44e6ddf329136fc81e65d011f9b4e95132f"}, @@ -1542,7 +1542,7 @@ setuptools = "*" name = "importlib-metadata" version = "8.3.0" description = "Read metadata from Python packages" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "importlib_metadata-8.3.0-py3-none-any.whl", hash = "sha256:42817a4a0be5845d22c6e212db66a94ad261e2318d80b3e0d363894a79df2b67"}, @@ -1561,7 +1561,7 @@ test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "p name = "importlib-resources" version = "6.4.3" description = "Read resources from Python packages" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "importlib_resources-6.4.3-py3-none-any.whl", hash = "sha256:2d6dfe3b9e055f72495c2085890837fc8c758984e209115c8792bddcb762cd93"}, @@ -1607,7 +1607,7 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"] name = "jinja2" version = "3.1.4" description = "A very fast and expressive template engine." -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"}, @@ -1624,7 +1624,7 @@ i18n = ["Babel (>=2.7)"] name = "jiter" version = "0.5.0" description = "Fast iterable JSON parser." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "jiter-0.5.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b599f4e89b3def9a94091e6ee52e1d7ad7bc33e238ebb9c4c63f211d74822c3f"}, @@ -1694,7 +1694,7 @@ files = [ name = "joblib" version = "1.4.2" description = "Lightweight pipelining with Python functions" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, @@ -1705,7 +1705,7 @@ files = [ name = "jsonschema" version = "4.23.0" description = "An implementation of JSON Schema validation for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"}, @@ -1726,7 +1726,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339- name = "jsonschema-specifications" version = "2023.12.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"}, @@ -1740,7 +1740,7 @@ referencing = ">=0.31.0" name = "kiwisolver" version = "1.4.5" description = "A fast implementation of the Cassowary constraint solver" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af"}, @@ -1851,13 +1851,13 @@ files = [ [[package]] name = "litellm" -version = "1.43.18" +version = "1.43.19" description = "Library to easily interface with LLM API providers" -optional = false +optional = true python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8" files = [ - {file = "litellm-1.43.18-py3-none-any.whl", hash = "sha256:68d853b4a0198a16e2260e4406a20f8d2e59bd903e019b7f3ba5a9f35ecc3e62"}, - {file = "litellm-1.43.18.tar.gz", hash = "sha256:e22b20065b62663dd060be9da1e84ca05903931c41c49d35a98649ed09e79d29"}, + {file = "litellm-1.43.19-py3-none-any.whl", hash = "sha256:f66bfe9c8b91577af57a5d1203728abc9b59df38a545148b7e85dec903185c12"}, + {file = "litellm-1.43.19.tar.gz", hash = "sha256:b1f475f98073632f0cea6d814bb10b14b6498e5ff93b91b52dfc00445bf013ab"}, ] [package.dependencies] @@ -1881,7 +1881,7 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", " name = "llvmlite" version = "0.43.0" description = "lightweight wrapper around basic LLVM functionality" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"}, @@ -1911,7 +1911,7 @@ files = [ name = "lxml" version = "5.3.0" description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API." -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "lxml-5.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:dd36439be765e2dde7660212b5275641edbc813e7b24668831a5c8ac91180656"}, @@ -2065,7 +2065,7 @@ source = ["Cython (>=3.0.11)"] name = "markdown" version = "3.7" description = "Python implementation of John Gruber's Markdown." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"}, @@ -2083,7 +2083,7 @@ testing = ["coverage", "pyyaml"] name = "markupsafe" version = "2.1.5" description = "Safely add untrusted strings to HTML/XML markup." -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"}, @@ -2152,7 +2152,7 @@ files = [ name = "matplotlib" version = "3.9.2" description = "Python plotting package" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "matplotlib-3.9.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:9d78bbc0cbc891ad55b4f39a48c22182e9bdaea7fc0e5dbd364f49f729ca1bbb"}, @@ -2227,7 +2227,7 @@ files = [ name = "monotonic" version = "1.6" description = "An implementation of time.monotonic() for Python 2 & < 3.3" -optional = false +optional = true python-versions = "*" files = [ {file = "monotonic-1.6-py2.py3-none-any.whl", hash = "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"}, @@ -2262,7 +2262,7 @@ test = ["coverage (<5.0)", "coveralls (>=1.1,<2.0)", "pytest (>=3.0.0,<4.0)", "p name = "multidict" version = "6.0.5" description = "multidict implementation" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "multidict-6.0.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:228b644ae063c10e7f324ab1ab6b548bdf6f8b47f3ec234fef1093bc2735e5f9"}, @@ -2419,7 +2419,7 @@ files = [ name = "neo4j" version = "5.23.1" description = "Neo4j Bolt driver for Python" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "neo4j-5.23.1-py3-none-any.whl", hash = "sha256:97996fbf39421e0677fdcb8afe50b6810cbe8027e055a9dcf81da6070a82a009"}, @@ -2449,7 +2449,7 @@ files = [ name = "networkx" version = "3.2.1" description = "Python package for creating and manipulating graphs and networks" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"}, @@ -2478,7 +2478,7 @@ files = [ name = "numba" version = "0.60.0" description = "compiling Python code using LLVM" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"}, @@ -2512,7 +2512,7 @@ numpy = ">=1.22,<2.1" name = "numpy" version = "1.26.4" description = "Fundamental package for array computing in Python" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"}, @@ -2557,7 +2557,7 @@ files = [ name = "ollama" version = "0.3.1" description = "The official Python client for Ollama." -optional = false +optional = true python-versions = "<4.0,>=3.8" files = [ {file = "ollama-0.3.1-py3-none-any.whl", hash = "sha256:db50034c73d6350349bdfba19c3f0d54a3cea73eb97b35f9d7419b2fc7206454"}, @@ -2569,13 +2569,13 @@ httpx = ">=0.27.0,<0.28.0" [[package]] name = "openai" -version = "1.41.0" +version = "1.41.1" description = "The official Python library for the openai API" -optional = false +optional = true python-versions = ">=3.7.1" files = [ - {file = "openai-1.41.0-py3-none-any.whl", hash = "sha256:3b6cca4571667f3e0800442ef8f2bfa6a6f3301c51776bc7626159a4d81c242c"}, - {file = "openai-1.41.0.tar.gz", hash = "sha256:26b81f39b49dce92ff5d30c373625ddb212c2f1050e1574e456d18423730cdd0"}, + {file = "openai-1.41.1-py3-none-any.whl", hash = "sha256:56fb04105263f79559aff3ceea2e1dd16f8c5385e8238cb66cf0e6888fa8bfcf"}, + {file = "openai-1.41.1.tar.gz", hash = "sha256:e38e376efd91e0d4db071e2a6517b6b4cac1c2a6fd63efdc5ec6be10c5967c1b"}, ] [package.dependencies] @@ -2610,18 +2610,18 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] name = "openpyxl" version = "3.1.5" description = "A Python library to read/write Excel 2010 xlsx/xlsm files" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2"}, @@ -2635,7 +2635,7 @@ et-xmlfile = "*" name = "ordered-set" version = "4.1.0" description = "An OrderedSet is a custom MutableSet that remembers its order, so that every" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "ordered-set-4.1.0.tar.gz", hash = "sha256:694a8e44c87657c59292ede72891eb91d34131f6531463aab3009191c77364a8"}, @@ -2660,7 +2660,7 @@ files = [ name = "pandas" version = "2.2.2" description = "Powerful data structures for data analysis, time series, and statistics" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "pandas-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce"}, @@ -2697,8 +2697,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, {version = ">=1.23.2", markers = "python_version == \"3.11\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -2733,7 +2733,7 @@ xml = ["lxml (>=4.9.2)"] name = "passlib" version = "1.7.4" description = "comprehensive password hashing framework supporting over 30 schemes" -optional = false +optional = true python-versions = "*" files = [ {file = "passlib-1.7.4-py2.py3-none-any.whl", hash = "sha256:aa6bca462b8d8bda89c70b382f0c298a20b5560af6cbfa2dce410c0a2fb669f1"}, @@ -2761,7 +2761,7 @@ files = [ name = "patsy" version = "0.5.6" description = "A Python package for describing statistical models and for building design matrices." -optional = false +optional = true python-versions = "*" files = [ {file = "patsy-0.5.6-py2.py3-none-any.whl", hash = "sha256:19056886fd8fa71863fa32f0eb090267f21fb74be00f19f5c70b2e9d76c883c6"}, @@ -2779,7 +2779,7 @@ test = ["pytest", "pytest-cov", "scipy"] name = "pgvector" version = "0.1.8" description = "pgvector support for Python" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "pgvector-0.1.8-py2.py3-none-any.whl", hash = "sha256:99dce3a6580ef73863edb9b8441937671f4e1a09383826e6b0838176cd441a96"}, @@ -2792,7 +2792,7 @@ numpy = "*" name = "pillow" version = "10.4.0" description = "Python Imaging Library (Fork)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"}, @@ -2920,7 +2920,7 @@ testing = ["pytest", "pytest-benchmark"] name = "poppler-utils" version = "0.1.0" description = "Precompiled command-line utilities (based on Poppler) for manipulating PDF files and converting them to other formats." -optional = false +optional = true python-versions = "*" files = [ {file = "poppler-utils-0.1.0.tar.gz", hash = "sha256:e97a92dcfde57b21a90c3070694e58f8eea155515ae8e624266a052d0776a349"}, @@ -2937,7 +2937,7 @@ dev = ["Click (>=7.0)", "Sphinx (>=2.2.1)"] name = "posthog" version = "3.5.0" description = "Integrate PostHog into any python application." -optional = false +optional = true python-versions = "*" files = [ {file = "posthog-3.5.0-py2.py3-none-any.whl", hash = "sha256:3c672be7ba6f95d555ea207d4486c171d06657eb34b3ce25eb043bfe7b6b5b76"}, @@ -2960,7 +2960,7 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint" name = "pot" version = "0.9.4" description = "Python Optimal Transport Library" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "POT-0.9.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8418ab9c24f549290fdc452caebb58ded05b986a024063fe3354cfd2e704b378"}, @@ -3056,7 +3056,7 @@ tqdm = "*" name = "psutil" version = "6.0.0" description = "Cross-platform lib for process and system monitoring in Python." -optional = false +optional = true python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" files = [ {file = "psutil-6.0.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a021da3e881cd935e64a3d0a20983bda0bb4cf80e4f74fa9bfcb1bc5785360c6"}, @@ -3085,7 +3085,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] name = "psycopg2-binary" version = "2.9.9" description = "psycopg2 - Python-PostgreSQL Database Adapter" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "psycopg2-binary-2.9.9.tar.gz", hash = "sha256:7f01846810177d829c7692f1f5ada8096762d9172af1b1a28d4ab5b77c923c1c"}, @@ -3309,7 +3309,7 @@ files = [ name = "pyjwt" version = "2.9.0" description = "JSON Web Token implementation in Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "PyJWT-2.9.0-py3-none-any.whl", hash = "sha256:3b02fb0f44517787776cf48f2ae25d8e14f300e6d7545a4315cee571a415e850"}, @@ -3326,7 +3326,7 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"] name = "pynndescent" version = "0.5.13" description = "Nearest Neighbor Descent" -optional = false +optional = true python-versions = "*" files = [ {file = "pynndescent-0.5.13-py3-none-any.whl", hash = "sha256:69aabb8f394bc631b6ac475a1c7f3994c54adf3f51cd63b2730fefba5771b949"}, @@ -3344,7 +3344,7 @@ scipy = ">=1.0" name = "pyparsing" version = "3.1.2" description = "pyparsing module - Classes and methods to define and execute parsing grammars" -optional = false +optional = true python-versions = ">=3.6.8" files = [ {file = "pyparsing-3.1.2-py3-none-any.whl", hash = "sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742"}, @@ -3358,7 +3358,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pypdf" version = "4.3.1" description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "pypdf-4.3.1-py3-none-any.whl", hash = "sha256:64b31da97eda0771ef22edb1bfecd5deee4b72c3d1736b7df2689805076d6418"}, @@ -3468,7 +3468,7 @@ dev = ["pre-commit", "pytest-asyncio", "tox"] name = "python-dateutil" version = "2.9.0.post0" description = "Extensions to the standard Python datetime module" -optional = false +optional = true python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" files = [ {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"}, @@ -3482,7 +3482,7 @@ six = ">=1.5" name = "python-docx" version = "1.1.2" description = "Create, read, and update Microsoft Word .docx files." -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "python_docx-1.1.2-py3-none-any.whl", hash = "sha256:08c20d6058916fb19853fcf080f7f42b6270d89eac9fa5f8c15f691c0017fabe"}, @@ -3497,7 +3497,7 @@ typing-extensions = ">=4.9.0" name = "python-dotenv" version = "1.0.1" description = "Read key-value pairs from a .env file and set them as environment variables" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"}, @@ -3511,7 +3511,7 @@ cli = ["click (>=5.0)"] name = "python-multipart" version = "0.0.9" description = "A streaming multipart parser for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "python_multipart-0.0.9-py3-none-any.whl", hash = "sha256:97ca7b8ea7b05f977dc3849c3ba99d51689822fab725c3703af7c866a0c2b215"}, @@ -3525,7 +3525,7 @@ dev = ["atomicwrites (==1.4.1)", "attrs (==23.2.0)", "coverage (==7.4.1)", "hatc name = "python-pptx" version = "0.6.23" description = "Generate and manipulate Open XML PowerPoint (.pptx) files" -optional = false +optional = true python-versions = "*" files = [ {file = "python-pptx-0.6.23.tar.gz", hash = "sha256:587497ff28e779ab18dbb074f6d4052893c85dedc95ed75df319364f331fedee"}, @@ -3541,7 +3541,7 @@ XlsxWriter = ">=0.5.7" name = "pytz" version = "2024.1" description = "World timezone definitions, modern and historical" -optional = false +optional = true python-versions = "*" files = [ {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"}, @@ -3614,7 +3614,7 @@ files = [ name = "redis" version = "5.0.8" description = "Python client for Redis database and key-value store" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "redis-5.0.8-py3-none-any.whl", hash = "sha256:56134ee08ea909106090934adc36f65c9bcbbaecea5b21ba704ba6fb561f8eb4"}, @@ -3632,7 +3632,7 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)" name = "referencing" version = "0.35.1" description = "JSON Referencing + Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"}, @@ -3647,7 +3647,7 @@ rpds-py = ">=0.7.0" name = "regex" version = "2024.7.24" description = "Alternative regular expression module, to replace re." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "regex-2024.7.24-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:228b0d3f567fafa0633aee87f08b9276c7062da9616931382993c03808bb68ce"}, @@ -3756,7 +3756,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] name = "rpds-py" version = "0.20.0" description = "Python bindings to Rust's persistent data structures (rpds)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "rpds_py-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3ad0fda1635f8439cde85c700f964b23ed5fc2d28016b32b9ee5fe30da5c84e2"}, @@ -3868,7 +3868,7 @@ files = [ name = "scikit-learn" version = "1.5.1" description = "A set of python modules for machine learning and data mining" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "scikit_learn-1.5.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745"}, @@ -3913,7 +3913,7 @@ tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc ( name = "scipy" version = "1.12.0" description = "Fundamental algorithms for scientific computing in Python" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "scipy-1.12.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:78e4402e140879387187f7f25d91cc592b3501a2e51dfb320f48dfb73565f10b"}, @@ -3955,7 +3955,7 @@ test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", name = "seaborn" version = "0.13.2" description = "Statistical data visualization" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "seaborn-0.13.2-py3-none-any.whl", hash = "sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987"}, @@ -3992,7 +3992,7 @@ test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata name = "six" version = "1.16.0" description = "Python 2 and 3 compatibility utilities" -optional = false +optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" files = [ {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"}, @@ -4003,7 +4003,7 @@ files = [ name = "smart-open" version = "7.0.4" description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)" -optional = false +optional = true python-versions = "<4.0,>=3.7" files = [ {file = "smart_open-7.0.4-py3-none-any.whl", hash = "sha256:4e98489932b3372595cddc075e6033194775165702887216b65eba760dfd8d47"}, @@ -4039,7 +4039,7 @@ files = [ name = "soupsieve" version = "2.6" description = "A modern CSS selector implementation for Beautiful Soup." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"}, @@ -4050,7 +4050,7 @@ files = [ name = "sqlalchemy" version = "2.0.32" description = "Database Abstraction Library" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "SQLAlchemy-2.0.32-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0c9045ecc2e4db59bfc97b20516dfdf8e41d910ac6fb667ebd3a79ea54084619"}, @@ -4155,7 +4155,7 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7 name = "statsmodels" version = "0.14.2" description = "Statistical computations and models for Python" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "statsmodels-0.14.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df5d6f95c46f0341da6c79ee7617e025bf2b371e190a8e60af1ae9cabbdb7a97"}, @@ -4200,7 +4200,7 @@ docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "n name = "termcolor" version = "2.4.0" description = "ANSI color formatting for output in terminal" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"}, @@ -4214,7 +4214,7 @@ tests = ["pytest", "pytest-cov"] name = "threadpoolctl" version = "3.5.0" description = "threadpoolctl" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"}, @@ -4225,7 +4225,7 @@ files = [ name = "tiktoken" version = "0.7.0" description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "tiktoken-0.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:485f3cc6aba7c6b6ce388ba634fbba656d9ee27f766216f45146beb4ac18b25f"}, @@ -4277,7 +4277,7 @@ blobfile = ["blobfile (>=2)"] name = "tokenizers" version = "0.20.0" description = "" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "tokenizers-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6cff5c5e37c41bc5faa519d6f3df0679e4b37da54ea1f42121719c5e2b4905c0"}, @@ -4394,7 +4394,7 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"] name = "toml" version = "0.10.2" description = "Python Library for Tom's Obvious, Minimal Language" -optional = false +optional = true python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" files = [ {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"}, @@ -4416,7 +4416,7 @@ files = [ name = "tqdm" version = "4.66.5" description = "Fast, Extensible Progress Meter" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"}, @@ -4436,7 +4436,7 @@ telegram = ["requests"] name = "types-requests" version = "2.32.0.20240712" description = "Typing stubs for requests" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "types-requests-2.32.0.20240712.tar.gz", hash = "sha256:90c079ff05e549f6bf50e02e910210b98b8ff1ebdd18e19c873cd237737c1358"}, @@ -4461,7 +4461,7 @@ files = [ name = "tzdata" version = "2024.1" description = "Provider of IANA time zone data" -optional = false +optional = true python-versions = ">=2" files = [ {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"}, @@ -4472,7 +4472,7 @@ files = [ name = "umap-learn" version = "0.5.6" description = "Uniform Manifold Approximation and Projection" -optional = false +optional = true python-versions = "*" files = [ {file = "umap-learn-0.5.6.tar.gz", hash = "sha256:5b3917a862c23ba0fc83bfcd67a7b719dec85b3d9c01fdc7d894cce455df4e03"}, @@ -4513,7 +4513,7 @@ zstd = ["zstandard (>=0.18.0)"] name = "uvicorn" version = "0.27.1" description = "The lightning-fast ASGI server." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "uvicorn-0.27.1-py3-none-any.whl", hash = "sha256:5c89da2f3895767472a35556e539fd59f7edbe9b1e9c0e1c99eebeadc61838e4"}, @@ -4532,7 +4532,7 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", name = "vecs" version = "0.4.4" description = "pgvector client" -optional = false +optional = true python-versions = "*" files = [ {file = "vecs-0.4.4.tar.gz", hash = "sha256:3e03491c05a47484a33b32d6ec1d9f4841116ba7307ed9994510678f098316fd"}, @@ -4574,7 +4574,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess name = "wrapt" version = "1.16.0" description = "Module for decorators, wrappers and monkey patching." -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "wrapt-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"}, @@ -4653,7 +4653,7 @@ files = [ name = "xlsxwriter" version = "3.2.0" description = "A Python module for creating Excel XLSX files." -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "XlsxWriter-3.2.0-py3-none-any.whl", hash = "sha256:ecfd5405b3e0e228219bcaf24c2ca0915e012ca9464a14048021d21a995d490e"}, @@ -4664,7 +4664,7 @@ files = [ name = "yarl" version = "1.9.4" description = "Yet another URL library" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "yarl-1.9.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a8c1df72eb746f4136fe9a2e72b0c9dc1da1cbd23b5372f94b5820ff8ae30e0e"}, @@ -4767,7 +4767,7 @@ multidict = ">=4.0" name = "zipp" version = "3.20.0" description = "Backport of pathlib-compatible object wrapper for zip files" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"}, @@ -4779,10 +4779,11 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -all = ["moviepy", "opencv-python"] +all = [] +core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "0b89a6e36e677978419390c55a8c6331c80d867cc0b72af6c60b68ac1b89760f" +content-hash = "63c0d66d4c195c646341dcf5e1e863a898d30fc96abf58170eaa1e26faca8de0" diff --git a/r2r_core/__init__.py b/py/core/__init__.py similarity index 100% rename from r2r_core/__init__.py rename to py/core/__init__.py diff --git a/r2r_core/agent/__init__.py b/py/core/agent/__init__.py similarity index 100% rename from r2r_core/agent/__init__.py rename to py/core/agent/__init__.py diff --git a/r2r_core/agent/base.py b/py/core/agent/base.py similarity index 98% rename from r2r_core/agent/base.py rename to py/core/agent/base.py index b55daece8..1b9375418 100644 --- a/r2r_core/agent/base.py +++ b/py/core/agent/base.py @@ -2,13 +2,13 @@ from abc import ABCMeta from typing import AsyncGenerator, Generator, Optional -from r2r_core.base.abstractions import ( +from core.base.abstractions import ( AsyncSyncMeta, LLMChatCompletion, LLMChatCompletionChunk, syncable, ) -from r2r_core.base.agent import Agent, Message +from core.base.agent import Agent, Message class CombinedMeta(AsyncSyncMeta, ABCMeta): diff --git a/r2r_core/agent/rag.py b/py/core/agent/rag.py similarity index 91% rename from r2r_core/agent/rag.py rename to py/core/agent/rag.py index 9dd5f1127..078f4f17e 100644 --- a/r2r_core/agent/rag.py +++ b/py/core/agent/rag.py @@ -1,15 +1,15 @@ import json -from r2r_core.agent import R2RAgent, R2RStreamingAgent -from r2r_core.base.abstractions import ( +from core.agent import R2RAgent, R2RStreamingAgent +from core.base.abstractions import ( KGSearchSettings, VectorSearchResult, VectorSearchSettings, ) -from r2r_core.base.agent import AgentConfig, Tool -from r2r_core.base.providers import CompletionProvider, PromptProvider -from r2r_core.base.utils import to_async_generator -from r2r_core.pipelines import SearchPipeline +from core.base.agent import AgentConfig, Tool +from core.base.providers import CompletionProvider, PromptProvider +from core.base.utils import to_async_generator +from core.pipelines import SearchPipeline class RAGAgentMixin: diff --git a/r2r_core/base/__init__.py b/py/core/base/__init__.py similarity index 100% rename from r2r_core/base/__init__.py rename to py/core/base/__init__.py diff --git a/r2r_core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py similarity index 100% rename from r2r_core/base/abstractions/__init__.py rename to py/core/base/abstractions/__init__.py diff --git a/r2r_core/base/abstractions/base.py b/py/core/base/abstractions/base.py similarity index 100% rename from r2r_core/base/abstractions/base.py rename to py/core/base/abstractions/base.py diff --git a/r2r_core/base/abstractions/completion.py b/py/core/base/abstractions/completion.py similarity index 100% rename from r2r_core/base/abstractions/completion.py rename to py/core/base/abstractions/completion.py diff --git a/r2r_core/base/abstractions/document.py b/py/core/base/abstractions/document.py similarity index 100% rename from r2r_core/base/abstractions/document.py rename to py/core/base/abstractions/document.py diff --git a/r2r_core/base/abstractions/embedding.py b/py/core/base/abstractions/embedding.py similarity index 100% rename from r2r_core/base/abstractions/embedding.py rename to py/core/base/abstractions/embedding.py diff --git a/r2r_core/base/abstractions/exception.py b/py/core/base/abstractions/exception.py similarity index 100% rename from r2r_core/base/abstractions/exception.py rename to py/core/base/abstractions/exception.py diff --git a/r2r_core/base/abstractions/graph.py b/py/core/base/abstractions/graph.py similarity index 100% rename from r2r_core/base/abstractions/graph.py rename to py/core/base/abstractions/graph.py diff --git a/r2r_core/base/abstractions/llm.py b/py/core/base/abstractions/llm.py similarity index 100% rename from r2r_core/base/abstractions/llm.py rename to py/core/base/abstractions/llm.py diff --git a/r2r_core/base/abstractions/prompt.py b/py/core/base/abstractions/prompt.py similarity index 100% rename from r2r_core/base/abstractions/prompt.py rename to py/core/base/abstractions/prompt.py diff --git a/r2r_core/base/abstractions/search.py b/py/core/base/abstractions/search.py similarity index 100% rename from r2r_core/base/abstractions/search.py rename to py/core/base/abstractions/search.py diff --git a/r2r_core/base/abstractions/user.py b/py/core/base/abstractions/user.py similarity index 100% rename from r2r_core/base/abstractions/user.py rename to py/core/base/abstractions/user.py diff --git a/r2r_core/base/abstractions/vector.py b/py/core/base/abstractions/vector.py similarity index 100% rename from r2r_core/base/abstractions/vector.py rename to py/core/base/abstractions/vector.py diff --git a/r2r_core/base/agent/__init__.py b/py/core/base/agent/__init__.py similarity index 100% rename from r2r_core/base/agent/__init__.py rename to py/core/base/agent/__init__.py diff --git a/r2r_core/base/agent/agent.py b/py/core/base/agent/agent.py similarity index 98% rename from r2r_core/base/agent/agent.py rename to py/core/base/agent/agent.py index 659473ab7..ce39c3d20 100644 --- a/r2r_core/base/agent/agent.py +++ b/py/core/base/agent/agent.py @@ -2,14 +2,13 @@ from abc import ABC, abstractmethod from typing import Any, AsyncGenerator, Dict, List, Optional, Type, Union -from pydantic import BaseModel - -from r2r_core.base.abstractions import ( +from core.base.abstractions import ( GenerationConfig, LLMChatCompletion, MessageType, ) -from r2r_core.base.providers import CompletionProvider, PromptProvider +from core.base.providers import CompletionProvider, PromptProvider +from pydantic import BaseModel from .base import Message, Tool, ToolResult diff --git a/r2r_core/base/agent/base.py b/py/core/base/agent/base.py similarity index 93% rename from r2r_core/base/agent/base.py rename to py/core/base/agent/base.py index 3d23a968b..386e6af7d 100644 --- a/r2r_core/base/agent/base.py +++ b/py/core/base/agent/base.py @@ -1,9 +1,8 @@ from typing import Any, Callable, Dict, Optional, Union +from core.base.abstractions import MessageType from pydantic import BaseModel -from r2r_core.base.abstractions import MessageType - class Tool(BaseModel): name: str diff --git a/r2r_core/base/api/models/__init__.py b/py/core/base/api/models/__init__.py similarity index 100% rename from r2r_core/base/api/models/__init__.py rename to py/core/base/api/models/__init__.py diff --git a/r2r_core/base/api/models/auth/__init__.py b/py/core/base/api/models/auth/__init__.py similarity index 100% rename from r2r_core/base/api/models/auth/__init__.py rename to py/core/base/api/models/auth/__init__.py diff --git a/r2r_core/base/api/models/auth/responses.py b/py/core/base/api/models/auth/responses.py similarity index 90% rename from r2r_core/base/api/models/auth/responses.py rename to py/core/base/api/models/auth/responses.py index 9d4a546b3..b5eb702ae 100644 --- a/r2r_core/base/api/models/auth/responses.py +++ b/py/core/base/api/models/auth/responses.py @@ -2,11 +2,10 @@ from typing import Optional from uuid import UUID +from core.base.abstractions import Token +from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel -from r2r_core.base.abstractions import Token -from r2r_core.base.api.models.base import ResultsWrapper - class TokenResponse(BaseModel): access_token: Token diff --git a/r2r_core/base/api/models/base.py b/py/core/base/api/models/base.py similarity index 100% rename from r2r_core/base/api/models/base.py rename to py/core/base/api/models/base.py diff --git a/r2r_core/base/api/models/ingestion/__init__.py b/py/core/base/api/models/ingestion/__init__.py similarity index 100% rename from r2r_core/base/api/models/ingestion/__init__.py rename to py/core/base/api/models/ingestion/__init__.py diff --git a/r2r_core/base/api/models/ingestion/responses.py b/py/core/base/api/models/ingestion/responses.py similarity index 97% rename from r2r_core/base/api/models/ingestion/responses.py rename to py/core/base/api/models/ingestion/responses.py index dee32d466..011c4569a 100644 --- a/r2r_core/base/api/models/ingestion/responses.py +++ b/py/core/base/api/models/ingestion/responses.py @@ -1,10 +1,9 @@ from typing import Any, List, TypeVar from uuid import UUID +from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel, Field -from r2r_core.base.api.models.base import ResultsWrapper - T = TypeVar("T") diff --git a/r2r_core/base/api/models/management/__init__.py b/py/core/base/api/models/management/__init__.py similarity index 100% rename from r2r_core/base/api/models/management/__init__.py rename to py/core/base/api/models/management/__init__.py diff --git a/r2r_core/base/api/models/management/responses.py b/py/core/base/api/models/management/responses.py similarity index 97% rename from r2r_core/base/api/models/management/responses.py rename to py/core/base/api/models/management/responses.py index 3f1a27279..22c7037ba 100644 --- a/r2r_core/base/api/models/management/responses.py +++ b/py/core/base/api/models/management/responses.py @@ -2,10 +2,9 @@ from typing import Any, Dict, List, Optional from uuid import UUID +from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel -from r2r_core.base.api.models.base import ResultsWrapper - class PromptResponse(BaseModel): message: str diff --git a/r2r_core/base/api/models/retrieval/__init__.py b/py/core/base/api/models/retrieval/__init__.py similarity index 100% rename from r2r_core/base/api/models/retrieval/__init__.py rename to py/core/base/api/models/retrieval/__init__.py diff --git a/r2r_core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py similarity index 97% rename from r2r_core/base/api/models/retrieval/responses.py rename to py/core/base/api/models/retrieval/responses.py index bc6571d2c..2ebac059a 100644 --- a/r2r_core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -1,13 +1,9 @@ from typing import Any, List, Optional +from core.base.abstractions.search import KGSearchResult, VectorSearchResult +from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel, Field -from r2r_core.base.abstractions.search import ( - KGSearchResult, - VectorSearchResult, -) -from r2r_core.base.api.models.base import ResultsWrapper - class SearchResponse(BaseModel): vector_search_results: List[VectorSearchResult] = Field( diff --git a/r2r_core/base/logging/__init__.py b/py/core/base/logging/__init__.py similarity index 100% rename from r2r_core/base/logging/__init__.py rename to py/core/base/logging/__init__.py diff --git a/r2r_core/base/logging/base.py b/py/core/base/logging/base.py similarity index 100% rename from r2r_core/base/logging/base.py rename to py/core/base/logging/base.py diff --git a/r2r_core/base/logging/log_processor.py b/py/core/base/logging/log_processor.py similarity index 100% rename from r2r_core/base/logging/log_processor.py rename to py/core/base/logging/log_processor.py diff --git a/r2r_core/base/logging/run_logger.py b/py/core/base/logging/run_logger.py similarity index 100% rename from r2r_core/base/logging/run_logger.py rename to py/core/base/logging/run_logger.py diff --git a/r2r_core/base/logging/run_manager.py b/py/core/base/logging/run_manager.py similarity index 92% rename from r2r_core/base/logging/run_manager.py rename to py/core/base/logging/run_manager.py index 84e252ef0..bade2e162 100644 --- a/r2r_core/base/logging/run_manager.py +++ b/py/core/base/logging/run_manager.py @@ -3,9 +3,9 @@ from typing import Optional from uuid import UUID -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.base.logging.base import RunType -from r2r_core.base.utils import generate_run_id +from core.base.api.models.auth.responses import UserResponse +from core.base.logging.base import RunType +from core.base.utils import generate_run_id from .run_logger import RunLoggingSingleton diff --git a/r2r_core/base/parsers/__init__.py b/py/core/base/parsers/__init__.py similarity index 100% rename from r2r_core/base/parsers/__init__.py rename to py/core/base/parsers/__init__.py diff --git a/r2r_core/base/parsers/base_parser.py b/py/core/base/parsers/base_parser.py similarity index 100% rename from r2r_core/base/parsers/base_parser.py rename to py/core/base/parsers/base_parser.py diff --git a/r2r_core/base/pipeline/__init__.py b/py/core/base/pipeline/__init__.py similarity index 100% rename from r2r_core/base/pipeline/__init__.py rename to py/core/base/pipeline/__init__.py diff --git a/r2r_core/base/pipeline/base_pipeline.py b/py/core/base/pipeline/base_pipeline.py similarity index 100% rename from r2r_core/base/pipeline/base_pipeline.py rename to py/core/base/pipeline/base_pipeline.py diff --git a/r2r_core/base/pipes/__init__.py b/py/core/base/pipes/__init__.py similarity index 100% rename from r2r_core/base/pipes/__init__.py rename to py/core/base/pipes/__init__.py diff --git a/r2r_core/base/pipes/base_pipe.py b/py/core/base/pipes/base_pipe.py similarity index 97% rename from r2r_core/base/pipes/base_pipe.py rename to py/core/base/pipes/base_pipe.py index ec6aa6c01..37ae962a2 100644 --- a/r2r_core/base/pipes/base_pipe.py +++ b/py/core/base/pipes/base_pipe.py @@ -5,11 +5,10 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID +from core.base.logging.run_logger import RunLoggingSingleton +from core.base.logging.run_manager import RunManager, manage_run from pydantic import BaseModel -from r2r_core.base.logging.run_logger import RunLoggingSingleton -from r2r_core.base.logging.run_manager import RunManager, manage_run - logger = logging.getLogger(__name__) diff --git a/r2r_core/base/providers/__init__.py b/py/core/base/providers/__init__.py similarity index 100% rename from r2r_core/base/providers/__init__.py rename to py/core/base/providers/__init__.py diff --git a/r2r_core/base/providers/auth.py b/py/core/base/providers/auth.py similarity index 100% rename from r2r_core/base/providers/auth.py rename to py/core/base/providers/auth.py diff --git a/r2r_core/base/providers/base.py b/py/core/base/providers/base.py similarity index 100% rename from r2r_core/base/providers/base.py rename to py/core/base/providers/base.py diff --git a/r2r_core/base/providers/chunking.py b/py/core/base/providers/chunking.py similarity index 100% rename from r2r_core/base/providers/chunking.py rename to py/core/base/providers/chunking.py diff --git a/r2r_core/base/providers/crypto.py b/py/core/base/providers/crypto.py similarity index 100% rename from r2r_core/base/providers/crypto.py rename to py/core/base/providers/crypto.py diff --git a/r2r_core/base/providers/database.py b/py/core/base/providers/database.py similarity index 100% rename from r2r_core/base/providers/database.py rename to py/core/base/providers/database.py diff --git a/r2r_core/base/providers/embedding.py b/py/core/base/providers/embedding.py similarity index 100% rename from r2r_core/base/providers/embedding.py rename to py/core/base/providers/embedding.py diff --git a/r2r_core/base/providers/kg.py b/py/core/base/providers/kg.py similarity index 100% rename from r2r_core/base/providers/kg.py rename to py/core/base/providers/kg.py diff --git a/r2r_core/base/providers/llm.py b/py/core/base/providers/llm.py similarity index 99% rename from r2r_core/base/providers/llm.py rename to py/core/base/providers/llm.py index 978e0e76d..cf190d583 100644 --- a/r2r_core/base/providers/llm.py +++ b/py/core/base/providers/llm.py @@ -5,7 +5,7 @@ from concurrent.futures import ThreadPoolExecutor from typing import Any, AsyncGenerator, Generator, Optional -from r2r_core.base.abstractions.llm import ( +from core.base.abstractions.llm import ( GenerationConfig, LLMChatCompletion, LLMChatCompletionChunk, diff --git a/r2r_core/base/providers/parsing.py b/py/core/base/providers/parsing.py similarity index 100% rename from r2r_core/base/providers/parsing.py rename to py/core/base/providers/parsing.py diff --git a/r2r_core/base/providers/prompt.py b/py/core/base/providers/prompt.py similarity index 100% rename from r2r_core/base/providers/prompt.py rename to py/core/base/providers/prompt.py diff --git a/r2r_core/base/utils/__init__.py b/py/core/base/utils/__init__.py similarity index 100% rename from r2r_core/base/utils/__init__.py rename to py/core/base/utils/__init__.py diff --git a/r2r_core/base/utils/base_utils.py b/py/core/base/utils/base_utils.py similarity index 100% rename from r2r_core/base/utils/base_utils.py rename to py/core/base/utils/base_utils.py diff --git a/r2r_core/base/utils/splitter/__init__.py b/py/core/base/utils/splitter/__init__.py similarity index 100% rename from r2r_core/base/utils/splitter/__init__.py rename to py/core/base/utils/splitter/__init__.py diff --git a/r2r_core/base/utils/splitter/text.py b/py/core/base/utils/splitter/text.py similarity index 100% rename from r2r_core/base/utils/splitter/text.py rename to py/core/base/utils/splitter/text.py diff --git a/r2r_core/cli/__init__.py b/py/core/cli/__init__.py similarity index 100% rename from r2r_core/cli/__init__.py rename to py/core/cli/__init__.py diff --git a/r2r_core/cli/cli.py b/py/core/cli/cli.py similarity index 94% rename from r2r_core/cli/cli.py rename to py/core/cli/cli.py index 9fbb181e0..4314b89ae 100644 --- a/r2r_core/cli/cli.py +++ b/py/core/cli/cli.py @@ -1,5 +1,5 @@ -from r2r_core.cli.command_group import cli -from r2r_core.cli.commands import ( +from core.cli.command_group import cli +from core.cli.commands import ( auth_operations, document_operations, kg_operations, diff --git a/r2r_core/cli/command_group.py b/py/core/cli/command_group.py similarity index 95% rename from r2r_core/cli/command_group.py rename to py/core/cli/command_group.py index e5f94bc99..7ae0534c2 100644 --- a/r2r_core/cli/command_group.py +++ b/py/core/cli/command_group.py @@ -1,8 +1,7 @@ import os import click - -from r2r_core.main.execution import R2RExecutionWrapper +from core.main.execution import R2RExecutionWrapper # TODO: refactor this to remove config path and config name diff --git a/r2r_core/cli/commands/__init__.py b/py/core/cli/commands/__init__.py similarity index 100% rename from r2r_core/cli/commands/__init__.py rename to py/core/cli/commands/__init__.py diff --git a/r2r_core/cli/commands/auth_operations.py b/py/core/cli/commands/auth_operations.py similarity index 87% rename from r2r_core/cli/commands/auth_operations.py rename to py/core/cli/commands/auth_operations.py index 4cd6cd299..83f13dd1c 100644 --- a/r2r_core/cli/commands/auth_operations.py +++ b/py/core/cli/commands/auth_operations.py @@ -1,8 +1,7 @@ import secrets import click - -from r2r_core.cli.command_group import cli +from core.cli.command_group import cli @cli.command() diff --git a/r2r_core/cli/commands/document_operations.py b/py/core/cli/commands/document_operations.py similarity index 97% rename from r2r_core/cli/commands/document_operations.py rename to py/core/cli/commands/document_operations.py index 770131bf9..081f5e46b 100644 --- a/r2r_core/cli/commands/document_operations.py +++ b/py/core/cli/commands/document_operations.py @@ -1,7 +1,6 @@ import click - -from r2r_core.cli.command_group import cli -from r2r_core.cli.utils.timer import timer +from core.cli.command_group import cli +from core.cli.utils.timer import timer @cli.command() diff --git a/r2r_core/cli/commands/kg_operations.py b/py/core/cli/commands/kg_operations.py similarity index 76% rename from r2r_core/cli/commands/kg_operations.py rename to py/core/cli/commands/kg_operations.py index ad0af782c..7512bc33d 100644 --- a/r2r_core/cli/commands/kg_operations.py +++ b/py/core/cli/commands/kg_operations.py @@ -1,7 +1,6 @@ import click - -from r2r_core.cli.command_group import cli -from r2r_core.cli.utils.timer import timer +from core.cli.command_group import cli +from core.cli.utils.timer import timer @cli.command() diff --git a/r2r_core/cli/commands/oberservability_operations.py b/py/core/cli/commands/oberservability_operations.py similarity index 93% rename from r2r_core/cli/commands/oberservability_operations.py rename to py/core/cli/commands/oberservability_operations.py index a2108e73d..4df95c66d 100644 --- a/r2r_core/cli/commands/oberservability_operations.py +++ b/py/core/cli/commands/oberservability_operations.py @@ -2,10 +2,9 @@ from uuid import UUID import click - -from r2r_core.cli.command_group import cli -from r2r_core.cli.utils.param_types import JSON -from r2r_core.cli.utils.timer import timer +from core.cli.command_group import cli +from core.cli.utils.param_types import JSON +from core.cli.utils.timer import timer @cli.command() diff --git a/r2r_core/cli/commands/rag_operations.py b/py/core/cli/commands/rag_operations.py similarity index 97% rename from r2r_core/cli/commands/rag_operations.py rename to py/core/cli/commands/rag_operations.py index af79505be..88f72576c 100644 --- a/r2r_core/cli/commands/rag_operations.py +++ b/py/core/cli/commands/rag_operations.py @@ -1,8 +1,7 @@ import click - -from r2r_core.cli.command_group import cli -from r2r_core.cli.utils.param_types import JSON -from r2r_core.cli.utils.timer import timer +from core.cli.command_group import cli +from core.cli.utils.param_types import JSON +from core.cli.utils.timer import timer @cli.command() diff --git a/r2r_core/cli/commands/server_operations.py b/py/core/cli/commands/server_operations.py similarity index 98% rename from r2r_core/cli/commands/server_operations.py rename to py/core/cli/commands/server_operations.py index c3df1cb64..f66915acc 100644 --- a/r2r_core/cli/commands/server_operations.py +++ b/py/core/cli/commands/server_operations.py @@ -5,16 +5,15 @@ import sys import click -from dotenv import load_dotenv - -from r2r_core.cli.command_group import cli -from r2r_core.cli.utils.docker_utils import ( +from core.cli.command_group import cli +from core.cli.utils.docker_utils import ( bring_down_docker_compose, remove_r2r_network, run_docker_serve, run_local_serve, ) -from r2r_core.cli.utils.timer import timer +from core.cli.utils.timer import timer +from dotenv import load_dotenv @cli.command() diff --git a/r2r_core/cli/utils/__init__.py b/py/core/cli/utils/__init__.py similarity index 100% rename from r2r_core/cli/utils/__init__.py rename to py/core/cli/utils/__init__.py diff --git a/r2r_core/cli/utils/docker_utils.py b/py/core/cli/utils/docker_utils.py similarity index 99% rename from r2r_core/cli/utils/docker_utils.py rename to py/core/cli/utils/docker_utils.py index e4bcf4487..76708dac0 100644 --- a/r2r_core/cli/utils/docker_utils.py +++ b/py/core/cli/utils/docker_utils.py @@ -8,11 +8,10 @@ import click import requests +from core.main import R2RBuilder, R2RConfig +from core.main.execution import R2RExecutionWrapper from requests.exceptions import RequestException -from r2r_core.main import R2RBuilder, R2RConfig -from r2r_core.main.execution import R2RExecutionWrapper - def bring_down_docker_compose(project_name, volumes, remove_orphans): compose_files = get_compose_files() diff --git a/r2r_core/cli/utils/param_types.py b/py/core/cli/utils/param_types.py similarity index 100% rename from r2r_core/cli/utils/param_types.py rename to py/core/cli/utils/param_types.py diff --git a/r2r_core/cli/utils/timer.py b/py/core/cli/utils/timer.py similarity index 100% rename from r2r_core/cli/utils/timer.py rename to py/core/cli/utils/timer.py diff --git a/r2r_core/configs/auth.toml b/py/core/configs/auth.toml similarity index 100% rename from r2r_core/configs/auth.toml rename to py/core/configs/auth.toml diff --git a/r2r_core/configs/local_llm.toml b/py/core/configs/local_llm.toml similarity index 100% rename from r2r_core/configs/local_llm.toml rename to py/core/configs/local_llm.toml diff --git a/r2r_core/configs/local_llm_neo4j_kg.toml b/py/core/configs/local_llm_neo4j_kg.toml similarity index 100% rename from r2r_core/configs/local_llm_neo4j_kg.toml rename to py/core/configs/local_llm_neo4j_kg.toml diff --git a/r2r_core/configs/neo4j_kg.toml b/py/core/configs/neo4j_kg.toml similarity index 100% rename from r2r_core/configs/neo4j_kg.toml rename to py/core/configs/neo4j_kg.toml diff --git a/r2r_core/configs/neo4j_kg_no_vector_postgres.toml b/py/core/configs/neo4j_kg_no_vector_postgres.toml similarity index 100% rename from r2r_core/configs/neo4j_kg_no_vector_postgres.toml rename to py/core/configs/neo4j_kg_no_vector_postgres.toml diff --git a/r2r_core/configs/postgres_logging.toml b/py/core/configs/postgres_logging.toml similarity index 100% rename from r2r_core/configs/postgres_logging.toml rename to py/core/configs/postgres_logging.toml diff --git a/r2r_core/examples/__init__.py b/py/core/examples/__init__.py similarity index 100% rename from r2r_core/examples/__init__.py rename to py/core/examples/__init__.py diff --git a/r2r_core/examples/data/aristotle.txt b/py/core/examples/data/aristotle.txt similarity index 100% rename from r2r_core/examples/data/aristotle.txt rename to py/core/examples/data/aristotle.txt diff --git a/r2r_core/examples/data/aristotle_v2.txt b/py/core/examples/data/aristotle_v2.txt similarity index 100% rename from r2r_core/examples/data/aristotle_v2.txt rename to py/core/examples/data/aristotle_v2.txt diff --git a/r2r_core/examples/data/got.txt b/py/core/examples/data/got.txt similarity index 100% rename from r2r_core/examples/data/got.txt rename to py/core/examples/data/got.txt diff --git a/r2r_core/examples/data/lyft_2021.pdf b/py/core/examples/data/lyft_2021.pdf similarity index 100% rename from r2r_core/examples/data/lyft_2021.pdf rename to py/core/examples/data/lyft_2021.pdf diff --git a/r2r_core/examples/data/pg_essay_1.html b/py/core/examples/data/pg_essay_1.html similarity index 100% rename from r2r_core/examples/data/pg_essay_1.html rename to py/core/examples/data/pg_essay_1.html diff --git a/r2r_core/examples/data/pg_essay_2.html b/py/core/examples/data/pg_essay_2.html similarity index 100% rename from r2r_core/examples/data/pg_essay_2.html rename to py/core/examples/data/pg_essay_2.html diff --git a/r2r_core/examples/data/pg_essay_3.html b/py/core/examples/data/pg_essay_3.html similarity index 100% rename from r2r_core/examples/data/pg_essay_3.html rename to py/core/examples/data/pg_essay_3.html diff --git a/r2r_core/examples/data/pg_essay_4.html b/py/core/examples/data/pg_essay_4.html similarity index 100% rename from r2r_core/examples/data/pg_essay_4.html rename to py/core/examples/data/pg_essay_4.html diff --git a/r2r_core/examples/data/pg_essay_5.html b/py/core/examples/data/pg_essay_5.html similarity index 100% rename from r2r_core/examples/data/pg_essay_5.html rename to py/core/examples/data/pg_essay_5.html diff --git a/r2r_core/examples/data/sample.mp3 b/py/core/examples/data/sample.mp3 similarity index 100% rename from r2r_core/examples/data/sample.mp3 rename to py/core/examples/data/sample.mp3 diff --git a/r2r_core/examples/data/sample2.mp3 b/py/core/examples/data/sample2.mp3 similarity index 100% rename from r2r_core/examples/data/sample2.mp3 rename to py/core/examples/data/sample2.mp3 diff --git a/r2r_core/examples/data/screen_shot.png b/py/core/examples/data/screen_shot.png similarity index 100% rename from r2r_core/examples/data/screen_shot.png rename to py/core/examples/data/screen_shot.png diff --git a/r2r_core/examples/data/test.txt b/py/core/examples/data/test.txt similarity index 100% rename from r2r_core/examples/data/test.txt rename to py/core/examples/data/test.txt diff --git a/r2r_core/examples/data/uber_2021.pdf b/py/core/examples/data/uber_2021.pdf similarity index 100% rename from r2r_core/examples/data/uber_2021.pdf rename to py/core/examples/data/uber_2021.pdf diff --git a/r2r_core/examples/data/yc_companies.txt b/py/core/examples/data/yc_companies.txt similarity index 100% rename from r2r_core/examples/data/yc_companies.txt rename to py/core/examples/data/yc_companies.txt diff --git a/r2r_core/examples/hello_r2r.py b/py/core/examples/hello_r2r.py similarity index 96% rename from r2r_core/examples/hello_r2r.py rename to py/core/examples/hello_r2r.py index fccd73b2e..c114d2774 100644 --- a/r2r_core/examples/hello_r2r.py +++ b/py/core/examples/hello_r2r.py @@ -1,4 +1,4 @@ -from r2r_core import R2R, Document, GenerationConfig +from core import R2R, Document, GenerationConfig app = R2R() # You may pass a custom configuration to `R2R` with config=... diff --git a/r2r_core/examples/scripts/advanced_kg_cookbook.py b/py/core/examples/scripts/advanced_kg_cookbook.py similarity index 99% rename from r2r_core/examples/scripts/advanced_kg_cookbook.py rename to py/core/examples/scripts/advanced_kg_cookbook.py index 6818ad213..8eaa2ea73 100644 --- a/r2r_core/examples/scripts/advanced_kg_cookbook.py +++ b/py/core/examples/scripts/advanced_kg_cookbook.py @@ -3,7 +3,6 @@ import fire import requests from bs4 import BeautifulSoup, Comment - from r2r import EntityType, R2RClient, R2RPromptProvider, RelationshipType diff --git a/r2r_core/examples/scripts/run_auth_workflow.py b/py/core/examples/scripts/run_auth_workflow.py similarity index 97% rename from r2r_core/examples/scripts/run_auth_workflow.py rename to py/core/examples/scripts/run_auth_workflow.py index 819ac121d..db24394ec 100644 --- a/r2r_core/examples/scripts/run_auth_workflow.py +++ b/py/core/examples/scripts/run_auth_workflow.py @@ -1,5 +1,5 @@ # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.r2r.client import R2RClient +from r2r_python_sdk.sdk.client import R2RClient if __name__ == "__main__": client = R2RClient( diff --git a/r2r_core/examples/scripts/run_hyde.py b/py/core/examples/scripts/run_hyde.py similarity index 80% rename from r2r_core/examples/scripts/run_hyde.py rename to py/core/examples/scripts/run_hyde.py index 5fb79f73e..b5bcc23a7 100644 --- a/r2r_core/examples/scripts/run_hyde.py +++ b/py/core/examples/scripts/run_hyde.py @@ -1,10 +1,7 @@ import fire - -from r2r_core import R2RBuilder, R2RConfig -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.main.assembly.factory_extensions import ( - R2RPipeFactoryWithMultiSearch, -) +from core import R2RBuilder, R2RConfig +from core.base.abstractions.llm import GenerationConfig +from core.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch def main(task_prompt_name="hyde", query="Who was aristotle?"): diff --git a/r2r_core/examples/scripts/run_web_multi_rag.py b/py/core/examples/scripts/run_web_multi_rag.py similarity index 90% rename from r2r_core/examples/scripts/run_web_multi_rag.py rename to py/core/examples/scripts/run_web_multi_rag.py index f8f77cb0f..915ee5ea9 100644 --- a/r2r_core/examples/scripts/run_web_multi_rag.py +++ b/py/core/examples/scripts/run_web_multi_rag.py @@ -1,10 +1,7 @@ import fire - -from r2r_core import R2RBuilder, SerperClient, WebSearchPipe -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.main.assembly.factory_extensions import ( - R2RPipeFactoryWithMultiSearch, -) +from core import R2RBuilder, SerperClient, WebSearchPipe +from core.base.abstractions.llm import GenerationConfig +from core.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch def run_rag_pipeline(query="Who was Aristotle?"): diff --git a/r2r_core/examples/scripts/run_web_rag.py b/py/core/examples/scripts/run_web_rag.py similarity index 92% rename from r2r_core/examples/scripts/run_web_rag.py rename to py/core/examples/scripts/run_web_rag.py index 6738dc933..d16cad68f 100644 --- a/r2r_core/examples/scripts/run_web_rag.py +++ b/py/core/examples/scripts/run_web_rag.py @@ -1,8 +1,7 @@ import fire +from core.base.abstractions.llm import GenerationConfig from r2r import R2RBuilder, SerperClient, WebSearchPipe -from r2r_core.base.abstractions.llm import GenerationConfig - def run_rag_pipeline(query="Who was Aristotle?"): # Create search pipe override and pipes diff --git a/r2r_core/examples/scripts/sample_data_ingestor.py b/py/core/examples/scripts/sample_data_ingestor.py similarity index 97% rename from r2r_core/examples/scripts/sample_data_ingestor.py rename to py/core/examples/scripts/sample_data_ingestor.py index 2fdc653b2..309c8b61e 100644 --- a/r2r_core/examples/scripts/sample_data_ingestor.py +++ b/py/core/examples/scripts/sample_data_ingestor.py @@ -4,7 +4,7 @@ import fire if TYPE_CHECKING: - from r2r_core.main.execution import R2RExecutionWrapper + from core.main.execution import R2RExecutionWrapper class SampleDataIngestor: diff --git a/r2r_core/integrations/__init__.py b/py/core/integrations/__init__.py similarity index 100% rename from r2r_core/integrations/__init__.py rename to py/core/integrations/__init__.py diff --git a/r2r_core/integrations/serper.py b/py/core/integrations/serper.py similarity index 100% rename from r2r_core/integrations/serper.py rename to py/core/integrations/serper.py diff --git a/r2r_core/main/__init__.py b/py/core/main/__init__.py similarity index 100% rename from r2r_core/main/__init__.py rename to py/core/main/__init__.py diff --git a/r2r_core/main/abstractions.py b/py/core/main/abstractions.py similarity index 91% rename from r2r_core/main/abstractions.py rename to py/core/main/abstractions.py index e2df9f88b..cb7f2e774 100644 --- a/r2r_core/main/abstractions.py +++ b/py/core/main/abstractions.py @@ -1,10 +1,8 @@ from typing import Optional -from pydantic import BaseModel - -from r2r_core.agent import R2RRAGAgent, R2RStreamingRAGAgent -from r2r_core.base.pipes import AsyncPipe -from r2r_core.base.providers import ( +from core.agent import R2RRAGAgent, R2RStreamingRAGAgent +from core.base.pipes import AsyncPipe +from core.base.providers import ( AuthProvider, ChunkingProvider, CompletionProvider, @@ -14,12 +12,13 @@ ParsingProvider, PromptProvider, ) -from r2r_core.pipelines import ( +from core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, SearchPipeline, ) +from pydantic import BaseModel class R2RProviders(BaseModel): diff --git a/r2r_core/main/api/__init__.py b/py/core/main/api/__init__.py similarity index 100% rename from r2r_core/main/api/__init__.py rename to py/core/main/api/__init__.py diff --git a/r2r_core/main/api/routes/__init__.py b/py/core/main/api/routes/__init__.py similarity index 100% rename from r2r_core/main/api/routes/__init__.py rename to py/core/main/api/routes/__init__.py diff --git a/r2r_core/main/api/routes/auth/__init__.py b/py/core/main/api/routes/auth/__init__.py similarity index 100% rename from r2r_core/main/api/routes/auth/__init__.py rename to py/core/main/api/routes/auth/__init__.py diff --git a/r2r_core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py similarity index 99% rename from r2r_core/main/api/routes/auth/base.py rename to py/core/main/api/routes/auth/base.py index 499b012f0..84707d008 100644 --- a/r2r_core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -1,16 +1,15 @@ import uuid from typing import TYPE_CHECKING -from fastapi import Body, Depends -from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm -from pydantic import EmailStr - -from r2r_core.base.api.models.auth.responses import ( +from core.base.api.models.auth.responses import ( GenericMessageResponse, WrappedGenericMessageResponse, WrappedTokenResponse, WrappedUserResponse, ) +from fastapi import Body, Depends +from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm +from pydantic import EmailStr from ..base_router import BaseRouter diff --git a/r2r_core/main/api/routes/base_router.py b/py/core/main/api/routes/base_router.py similarity index 95% rename from r2r_core/main/api/routes/base_router.py rename to py/core/main/api/routes/base_router.py index c5e089b27..f9acfa1ba 100644 --- a/r2r_core/main/api/routes/base_router.py +++ b/py/core/main/api/routes/base_router.py @@ -2,12 +2,11 @@ import logging from abc import abstractmethod +from core.base import R2RException, manage_run +from core.base.logging.base import RunType from fastapi import APIRouter, HTTPException from fastapi.responses import StreamingResponse -from r2r_core.base import R2RException, manage_run -from r2r_core.base.logging.base import RunType - logger = logging.getLogger(__name__) diff --git a/r2r_core/main/api/routes/ingestion/__init__.py b/py/core/main/api/routes/ingestion/__init__.py similarity index 100% rename from r2r_core/main/api/routes/ingestion/__init__.py rename to py/core/main/api/routes/ingestion/__init__.py diff --git a/r2r_core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py similarity index 98% rename from r2r_core/main/api/routes/ingestion/base.py rename to py/core/main/api/routes/ingestion/base.py index f1feb6ca2..8eba7ef91 100644 --- a/r2r_core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -5,14 +5,11 @@ from uuid import UUID import yaml +from core.base import ChunkingConfig, R2RException +from core.base.api.models.ingestion.responses import WrappedIngestionResponse +from core.base.utils import generate_user_document_id from fastapi import Depends, File, Form, UploadFile -from r2r_core.base import ChunkingConfig, R2RException -from r2r_core.base.api.models.ingestion.responses import ( - WrappedIngestionResponse, -) -from r2r_core.base.utils import generate_user_document_id - from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine from ..base_router import BaseRouter diff --git a/r2r_core/main/api/routes/ingestion/ingestion_router_openapi.yml b/py/core/main/api/routes/ingestion/ingestion_router_openapi.yml similarity index 100% rename from r2r_core/main/api/routes/ingestion/ingestion_router_openapi.yml rename to py/core/main/api/routes/ingestion/ingestion_router_openapi.yml diff --git a/r2r_core/main/api/routes/management/__init__.py b/py/core/main/api/routes/management/__init__.py similarity index 100% rename from r2r_core/main/api/routes/management/__init__.py rename to py/core/main/api/routes/management/__init__.py diff --git a/r2r_core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py similarity index 99% rename from r2r_core/main/api/routes/management/base.py rename to py/core/main/api/routes/management/base.py index 5aa90e973..571d057be 100644 --- a/r2r_core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -5,10 +5,8 @@ from uuid import UUID import psutil -from fastapi import Body, Depends, Path, Query - -from r2r_core.base import R2RException -from r2r_core.base.api.models.management.responses import ( +from core.base import R2RException +from core.base.api.models.management.responses import ( WrappedAddUserResponse, WrappedAnalyticsResponse, WrappedAppSettingsResponse, @@ -24,6 +22,7 @@ WrappedServerStatsResponse, WrappedUserOverviewResponse, ) +from fastapi import Body, Depends, Path, Query from ....engine import R2REngine from ..base_router import BaseRouter diff --git a/r2r_core/main/api/routes/restructure/__init__.py b/py/core/main/api/routes/restructure/__init__.py similarity index 100% rename from r2r_core/main/api/routes/restructure/__init__.py rename to py/core/main/api/routes/restructure/__init__.py diff --git a/r2r_core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py similarity index 88% rename from r2r_core/main/api/routes/restructure/base.py rename to py/core/main/api/routes/restructure/base.py index ebe726448..1d0801301 100644 --- a/r2r_core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -1,8 +1,7 @@ +from core.main.api.routes.base_router import BaseRouter +from core.main.engine import R2REngine from fastapi import Depends -from r2r_core.main.api.routes.base_router import BaseRouter -from r2r_core.main.engine import R2REngine - # TODO: Botched by Claude class RestructureRouter(BaseRouter): diff --git a/r2r_core/main/api/routes/retrieval/__init__.py b/py/core/main/api/routes/retrieval/__init__.py similarity index 100% rename from r2r_core/main/api/routes/retrieval/__init__.py rename to py/core/main/api/routes/retrieval/__init__.py diff --git a/r2r_core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py similarity index 99% rename from r2r_core/main/api/routes/retrieval/base.py rename to py/core/main/api/routes/retrieval/base.py index a8e469c5c..8fbe4f3c1 100644 --- a/r2r_core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -2,21 +2,20 @@ from typing import Optional import yaml -from fastapi import Body, Depends -from fastapi.responses import StreamingResponse - -from r2r_core.base import ( +from core.base import ( GenerationConfig, KGSearchSettings, Message, RunType, VectorSearchSettings, ) -from r2r_core.base.api.models import ( +from core.base.api.models import ( WrappedRAGAgentResponse, WrappedRAGResponse, WrappedSearchResponse, ) +from fastapi import Body, Depends +from fastapi.responses import StreamingResponse from ....engine import R2REngine from ..base_router import BaseRouter diff --git a/r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml b/py/core/main/api/routes/retrieval/retrieval_router_openapi.yml similarity index 100% rename from r2r_core/main/api/routes/retrieval/retrieval_router_openapi.yml rename to py/core/main/api/routes/retrieval/retrieval_router_openapi.yml diff --git a/r2r_core/main/app.py b/py/core/main/app.py similarity index 100% rename from r2r_core/main/app.py rename to py/core/main/app.py diff --git a/r2r_core/main/app_entry.py b/py/core/main/app_entry.py similarity index 100% rename from r2r_core/main/app_entry.py rename to py/core/main/app_entry.py diff --git a/r2r_core/main/assembly/__init__.py b/py/core/main/assembly/__init__.py similarity index 100% rename from r2r_core/main/assembly/__init__.py rename to py/core/main/assembly/__init__.py diff --git a/r2r_core/main/assembly/builder.py b/py/core/main/assembly/builder.py similarity index 99% rename from r2r_core/main/assembly/builder.py rename to py/core/main/assembly/builder.py index 22ec703a2..c7ef206b3 100644 --- a/r2r_core/main/assembly/builder.py +++ b/py/core/main/assembly/builder.py @@ -1,8 +1,8 @@ import os from typing import Optional, Type -from r2r_core.agent import R2RRAGAgent -from r2r_core.base import ( +from core.agent import R2RRAGAgent +from core.base import ( AsyncPipe, AuthProvider, CompletionProvider, @@ -12,7 +12,7 @@ KGProvider, PromptProvider, ) -from r2r_core.pipelines import ( +from core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, diff --git a/r2r_core/main/assembly/config.py b/py/core/main/assembly/config.py similarity index 95% rename from r2r_core/main/assembly/config.py rename to py/core/main/assembly/config.py index 1f1408198..b52819f4b 100644 --- a/r2r_core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -113,7 +113,11 @@ def from_toml(cls, config_path: str = None) -> "R2RConfig": if config_path is None: # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) - config_path = os.path.join(file_dir, "..", "..", "..", "r2r.toml") + print(file_dir) + print(os.path.join(file_dir, "..", "..", "..", "r2r.toml")) + config_path = os.path.join( + file_dir, "..", "..", "..", "..", "r2r.toml" + ) # Load configuration from TOML file with open(config_path) as f: @@ -146,7 +150,7 @@ def load_default_config(cls) -> dict: # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) default_config_path = os.path.join( - file_dir, "..", "..", "..", "r2r.toml" + file_dir, "..", "..", "..", "..", "r2r.toml" ) # Load default configuration from TOML file with open(default_config_path) as f: diff --git a/r2r_core/main/assembly/factory.py b/py/core/main/assembly/factory.py similarity index 92% rename from r2r_core/main/assembly/factory.py rename to py/core/main/assembly/factory.py index 78966121f..7b012548c 100644 --- a/r2r_core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -2,8 +2,8 @@ import os from typing import Any, Optional -from r2r_core.agent import R2RRAGAgent, R2RStreamingRAGAgent -from r2r_core.base import ( +from core.agent import R2RRAGAgent, R2RStreamingRAGAgent +from core.base import ( AsyncPipe, AuthConfig, AuthProvider, @@ -24,7 +24,7 @@ PromptProvider, RunLoggingSingleton, ) -from r2r_core.pipelines import ( +from core.pipelines import ( IngestionPipeline, KGEnrichmentPipeline, RAGPipeline, @@ -51,7 +51,7 @@ def create_auth_provider( ) -> AuthProvider: auth_provider: Optional[AuthProvider] = None if auth_config.provider == "r2r": - from r2r_core.providers import R2RAuthProvider + from core.providers import R2RAuthProvider auth_provider = R2RAuthProvider( auth_config, crypto_provider, db_provider @@ -70,7 +70,7 @@ def create_crypto_provider( ) -> CryptoProvider: crypto_provider: Optional[CryptoProvider] = None if crypto_config.provider == "bcrypt": - from r2r_core.providers.crypto import BCryptConfig, BCryptProvider + from core.providers.crypto import BCryptConfig, BCryptProvider crypto_provider = BCryptProvider( BCryptConfig(**crypto_config.dict()) @@ -88,11 +88,11 @@ def create_parsing_provider( parsing_config: ParsingConfig, *args, **kwargs ) -> ParsingProvider: if parsing_config.provider == "r2r": - from r2r_core.providers import R2RParsingProvider + from core.providers import R2RParsingProvider return R2RParsingProvider(parsing_config) elif parsing_config.provider == "unstructured": - from r2r_core.providers import UnstructuredParsingProvider + from core.providers import UnstructuredParsingProvider return UnstructuredParsingProvider(parsing_config) else: @@ -106,11 +106,11 @@ def create_chunking_provider( ) -> ChunkingProvider: chunking_config.validate() if chunking_config.provider == "r2r": - from r2r_core.providers import R2RChunkingProvider + from core.providers import R2RChunkingProvider return R2RChunkingProvider(chunking_config) elif chunking_config.provider == "unstructured": - from r2r_core.providers import UnstructuredChunkingProvider + from core.providers import UnstructuredChunkingProvider return UnstructuredChunkingProvider(chunking_config) else: @@ -133,7 +133,7 @@ def create_database_provider( vector_db_dimension = self.config.embedding.base_dimension if db_config.provider == "postgres": - from r2r_core.providers import PostgresDBProvider + from core.providers import PostgresDBProvider database_provider = PostgresDBProvider( db_config, vector_db_dimension, crypto_provider=crypto_provider @@ -158,17 +158,17 @@ def create_embedding_provider( raise ValueError( "Must set OPENAI_API_KEY in order to initialize OpenAIEmbeddingProvider." ) - from r2r_core.providers import OpenAIEmbeddingProvider + from core.providers import OpenAIEmbeddingProvider embedding_provider = OpenAIEmbeddingProvider(embedding) elif embedding.provider == "litellm": - from r2r_core.providers import LiteLLMEmbeddingProvider + from core.providers import LiteLLMEmbeddingProvider embedding_provider = LiteLLMEmbeddingProvider(embedding) elif embedding.provider == "ollama": - from r2r_core.providers import OllamaEmbeddingProvider + from core.providers import OllamaEmbeddingProvider embedding_provider = OllamaEmbeddingProvider(embedding) @@ -188,11 +188,11 @@ def create_llm_provider( ) -> CompletionProvider: llm_provider: Optional[CompletionProvider] = None if llm_config.provider == "openai": - from r2r_core.providers import OpenAICompletionProvider + from core.providers import OpenAICompletionProvider llm_provider = OpenAICompletionProvider(llm_config) elif llm_config.provider == "litellm": - from r2r_core.providers import LiteCompletionProvider + from core.providers import LiteCompletionProvider llm_provider = LiteCompletionProvider(llm_config) else: @@ -209,7 +209,7 @@ def create_prompt_provider( ) -> PromptProvider: prompt_provider = None if prompt_config.provider == "r2r": - from r2r_core.providers import R2RPromptProvider + from core.providers import R2RPromptProvider prompt_provider = R2RPromptProvider(prompt_config) else: @@ -221,7 +221,7 @@ def create_prompt_provider( @staticmethod def create_kg_provider(kg_config, *args, **kwargs): if kg_config.provider == "neo4j": - from r2r_core.providers import Neo4jKGProvider + from core.providers import Neo4jKGProvider return Neo4jKGProvider(kg_config) elif kg_config.provider is None: @@ -362,12 +362,12 @@ def create_pipes( ) def create_parsing_pipe(self, *args, **kwargs) -> Any: - from r2r_core.pipes import ParsingPipe + from core.pipes import ParsingPipe return ParsingPipe(parsing_provider=self.providers.parsing) def create_chunking_pipe(self, *args, **kwargs) -> Any: - from r2r_core.pipes import ChunkingPipe + from core.pipes import ChunkingPipe return ChunkingPipe(chunking_provider=self.providers.chunking) @@ -375,7 +375,7 @@ def create_embedding_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r_core.pipes import EmbeddingPipe + from core.pipes import EmbeddingPipe return EmbeddingPipe( embedding_provider=self.providers.embedding, @@ -387,7 +387,7 @@ def create_vector_storage_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r_core.pipes import VectorStoragePipe + from core.pipes import VectorStoragePipe return VectorStoragePipe(database_provider=self.providers.database) @@ -395,7 +395,7 @@ def create_vector_search_pipe(self, *args, **kwargs) -> Any: if self.config.embedding.provider is None: return None - from r2r_core.pipes import VectorSearchPipe + from core.pipes import VectorSearchPipe return VectorSearchPipe( database_provider=self.providers.database, @@ -406,7 +406,7 @@ def create_kg_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r_core.pipes import KGTriplesExtractionPipe + from core.pipes import KGTriplesExtractionPipe return KGTriplesExtractionPipe( kg_provider=self.providers.kg, @@ -420,7 +420,7 @@ def create_kg_storage_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r_core.pipes import KGStoragePipe + from core.pipes import KGStoragePipe return KGStoragePipe( kg_provider=self.providers.kg, @@ -431,7 +431,7 @@ def create_kg_search_pipe(self, *args, **kwargs) -> Any: if self.config.kg.provider is None: return None - from r2r_core.pipes import KGSearchSearchPipe + from core.pipes import KGSearchSearchPipe return KGSearchSearchPipe( kg_provider=self.providers.kg, @@ -442,14 +442,14 @@ def create_kg_search_pipe(self, *args, **kwargs) -> Any: def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: if stream: - from r2r_core.pipes import StreamingSearchRAGPipe + from core.pipes import StreamingSearchRAGPipe return StreamingSearchRAGPipe( llm_provider=self.providers.llm, prompt_provider=self.providers.prompt, ) else: - from r2r_core.pipes import SearchRAGPipe + from core.pipes import SearchRAGPipe return SearchRAGPipe( llm_provider=self.providers.llm, @@ -457,7 +457,7 @@ def create_rag_pipe(self, stream: bool = False, *args, **kwargs) -> Any: ) def create_kg_node_extraction_pipe(self, *args, **kwargs) -> Any: - from r2r_core.pipes import KGNodeExtractionPipe + from core.pipes import KGNodeExtractionPipe return KGNodeExtractionPipe( kg_provider=self.providers.kg, @@ -466,7 +466,7 @@ def create_kg_node_extraction_pipe(self, *args, **kwargs) -> Any: ) def create_kg_node_description_pipe(self, *args, **kwargs) -> Any: - from r2r_core.pipes import KGNodeDescriptionPipe + from core.pipes import KGNodeDescriptionPipe return KGNodeDescriptionPipe( kg_provider=self.providers.kg, @@ -476,7 +476,7 @@ def create_kg_node_description_pipe(self, *args, **kwargs) -> Any: ) def create_kg_clustering_pipe(self, *args, **kwargs) -> Any: - from r2r_core.pipes import KGClusteringPipe + from core.pipes import KGClusteringPipe return KGClusteringPipe( kg_provider=self.providers.kg, diff --git a/r2r_core/main/assembly/factory_extensions.py b/py/core/main/assembly/factory_extensions.py similarity index 95% rename from r2r_core/main/assembly/factory_extensions.py rename to py/core/main/assembly/factory_extensions.py index 755a1897c..51e17fc55 100644 --- a/r2r_core/main/assembly/factory_extensions.py +++ b/py/core/main/assembly/factory_extensions.py @@ -1,5 +1,5 @@ -from r2r_core.pipes.retrieval.multi_search import MultiSearchPipe -from r2r_core.pipes.retrieval.query_transform_pipe import QueryTransformPipe +from core.pipes.retrieval.multi_search import MultiSearchPipe +from core.pipes.retrieval.query_transform_pipe import QueryTransformPipe from .factory import R2RPipeFactory diff --git a/r2r_core/main/engine.py b/py/core/main/engine.py similarity index 98% rename from r2r_core/main/engine.py rename to py/core/main/engine.py index 008bb622e..3fbb6f1e0 100644 --- a/r2r_core/main/engine.py +++ b/py/core/main/engine.py @@ -1,7 +1,7 @@ from typing import TYPE_CHECKING, Optional -from r2r_core.base import RunLoggingSingleton, RunManager -from r2r_core.base.abstractions.base import AsyncSyncMeta, syncable +from core.base import RunLoggingSingleton, RunManager +from core.base.abstractions.base import AsyncSyncMeta, syncable from .abstractions import R2RAgents, R2RPipelines, R2RProviders from .services.auth_service import AuthService diff --git a/r2r_core/main/execution.py b/py/core/main/execution.py similarity index 98% rename from r2r_core/main/execution.py rename to py/core/main/execution.py index 412adea27..78915de75 100644 --- a/r2r_core/main/execution.py +++ b/py/core/main/execution.py @@ -8,18 +8,15 @@ from uuid import UUID import click -from fastapi import UploadFile - -from r2r_core.base import ( +from core.base import ( AnalysisTypes, GenerationConfig, KGSearchSettings, LogFilterCriteria, VectorSearchSettings, ) - -# TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.r2r.client import R2RClient +from fastapi import UploadFile +from sdk.client import R2RClient from .assembly.builder import R2RBuilder from .assembly.config import R2RConfig @@ -431,7 +428,7 @@ def analytics( ) def ingest_sample_file(self, no_media: bool = True, option: int = 0): - from r2r_core.examples.scripts.sample_data_ingestor import ( + from core.examples.scripts.sample_data_ingestor import ( SampleDataIngestor, ) @@ -442,7 +439,7 @@ def ingest_sample_file(self, no_media: bool = True, option: int = 0): ) def ingest_sample_files(self, no_media: bool = True): - from r2r_core.examples.scripts.sample_data_ingestor import ( + from core.examples.scripts.sample_data_ingestor import ( SampleDataIngestor, ) diff --git a/r2r_core/main/r2r.py b/py/core/main/r2r.py similarity index 100% rename from r2r_core/main/r2r.py rename to py/core/main/r2r.py diff --git a/r2r_core/main/services/__init__.py b/py/core/main/services/__init__.py similarity index 100% rename from r2r_core/main/services/__init__.py rename to py/core/main/services/__init__.py diff --git a/r2r_core/main/services/auth_service.py b/py/core/main/services/auth_service.py similarity index 96% rename from r2r_core/main/services/auth_service.py rename to py/core/main/services/auth_service.py index 484c37608..5fd0fb9d7 100644 --- a/r2r_core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -2,9 +2,9 @@ from typing import Optional from uuid import UUID -from r2r_core.base import R2RException, RunLoggingSingleton, RunManager, Token -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.telemetry.telemetry_decorator import telemetry_event +from core.base import R2RException, RunLoggingSingleton, RunManager, Token +from core.base.api.models.auth.responses import UserResponse +from core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r_core/main/services/base.py b/py/core/main/services/base.py similarity index 91% rename from r2r_core/main/services/base.py rename to py/core/main/services/base.py index 3392cd2e0..26bb1fc41 100644 --- a/r2r_core/main/services/base.py +++ b/py/core/main/services/base.py @@ -1,6 +1,6 @@ from abc import ABC -from r2r_core.base import RunLoggingSingleton, RunManager +from core.base import RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r_core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py similarity index 98% rename from r2r_core/main/services/ingestion_service.py rename to py/core/main/services/ingestion_service.py index 30defa28f..85d64b747 100644 --- a/r2r_core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -4,9 +4,7 @@ from typing import Any, Optional from uuid import UUID -from fastapi import UploadFile - -from r2r_core.base import ( +from core.base import ( Document, DocumentInfo, DocumentType, @@ -18,9 +16,10 @@ increment_version, to_async_generator, ) -from r2r_core.base.api.models import IngestionResponse -from r2r_core.base.providers import ChunkingProvider -from r2r_core.telemetry.telemetry_decorator import telemetry_event +from core.base.api.models import IngestionResponse +from core.base.providers import ChunkingProvider +from core.telemetry.telemetry_decorator import telemetry_event +from fastapi import UploadFile from ...base.api.models.auth.responses import UserResponse from ..abstractions import R2RAgents, R2RPipelines, R2RProviders diff --git a/r2r_core/main/services/management_service.py b/py/core/main/services/management_service.py similarity index 99% rename from r2r_core/main/services/management_service.py rename to py/core/main/services/management_service.py index 78efb01e0..b6bd18811 100644 --- a/r2r_core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -6,8 +6,7 @@ from uuid import UUID import toml - -from r2r_core.base import ( +from core.base import ( AnalysisTypes, LogFilterCriteria, LogProcessor, @@ -15,7 +14,7 @@ RunLoggingSingleton, RunManager, ) -from r2r_core.telemetry.telemetry_decorator import telemetry_event +from core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r_core/main/services/restructure_service.py b/py/core/main/services/restructure_service.py similarity index 94% rename from r2r_core/main/services/restructure_service.py rename to py/core/main/services/restructure_service.py index 6667092dd..99341d0fe 100644 --- a/r2r_core/main/services/restructure_service.py +++ b/py/core/main/services/restructure_service.py @@ -1,7 +1,7 @@ import logging from typing import Any, Dict, List -from r2r_core.base import R2RException, RunLoggingSingleton, RunManager +from core.base import R2RException, RunLoggingSingleton, RunManager from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r_core/main/services/retrieval_service.py b/py/core/main/services/retrieval_service.py similarity index 98% rename from r2r_core/main/services/retrieval_service.py rename to py/core/main/services/retrieval_service.py index 7138af38c..c299f17e1 100644 --- a/r2r_core/main/services/retrieval_service.py +++ b/py/core/main/services/retrieval_service.py @@ -4,7 +4,7 @@ from typing import Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( CompletionRecord, GenerationConfig, KGSearchSettings, @@ -18,9 +18,9 @@ manage_run, to_async_generator, ) -from r2r_core.base.api.models import RAGResponse, SearchResponse -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.telemetry.telemetry_decorator import telemetry_event +from core.base.api.models import RAGResponse, SearchResponse +from core.base.api.models.auth.responses import UserResponse +from core.telemetry.telemetry_decorator import telemetry_event from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig diff --git a/r2r_core/parsers/__init__.py b/py/core/parsers/__init__.py similarity index 100% rename from r2r_core/parsers/__init__.py rename to py/core/parsers/__init__.py diff --git a/r2r_core/parsers/media/__init__.py b/py/core/parsers/media/__init__.py similarity index 100% rename from r2r_core/parsers/media/__init__.py rename to py/core/parsers/media/__init__.py diff --git a/r2r_core/parsers/media/audio_parser.py b/py/core/parsers/media/audio_parser.py similarity index 88% rename from r2r_core/parsers/media/audio_parser.py rename to py/core/parsers/media/audio_parser.py index adc4ccb63..000857b99 100644 --- a/r2r_core/parsers/media/audio_parser.py +++ b/py/core/parsers/media/audio_parser.py @@ -1,8 +1,8 @@ import os from typing import AsyncGenerator -from r2r_core.base.parsers.base_parser import AsyncParser -from r2r_core.parsers.media.openai_helpers import process_audio_with_openai +from core.base.parsers.base_parser import AsyncParser +from core.parsers.media.openai_helpers import process_audio_with_openai class AudioParser(AsyncParser[bytes]): diff --git a/r2r_core/parsers/media/docx_parser.py b/py/core/parsers/media/docx_parser.py similarity index 87% rename from r2r_core/parsers/media/docx_parser.py rename to py/core/parsers/media/docx_parser.py index 0f555fbcd..5993328a0 100644 --- a/r2r_core/parsers/media/docx_parser.py +++ b/py/core/parsers/media/docx_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class DOCXParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/media/img_parser.py b/py/core/parsers/media/img_parser.py similarity index 85% rename from r2r_core/parsers/media/img_parser.py rename to py/core/parsers/media/img_parser.py index fb6519501..67cc80e8e 100644 --- a/r2r_core/parsers/media/img_parser.py +++ b/py/core/parsers/media/img_parser.py @@ -1,9 +1,9 @@ import os from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser -from r2r_core.parsers.media.openai_helpers import process_frame_with_openai +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser +from core.parsers.media.openai_helpers import process_frame_with_openai class ImageParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/media/movie_parser.py b/py/core/parsers/media/movie_parser.py similarity index 97% rename from r2r_core/parsers/media/movie_parser.py rename to py/core/parsers/media/movie_parser.py index 1ff73d5ba..ddf3aa7bf 100644 --- a/r2r_core/parsers/media/movie_parser.py +++ b/py/core/parsers/media/movie_parser.py @@ -2,8 +2,8 @@ import os from typing import AsyncGenerator -from r2r_core.base.parsers.base_parser import AsyncParser -from r2r_core.parsers.media.openai_helpers import ( +from core.base.parsers.base_parser import AsyncParser +from core.parsers.media.openai_helpers import ( process_audio_with_openai, process_frame_with_openai, ) diff --git a/r2r_core/parsers/media/openai_helpers.py b/py/core/parsers/media/openai_helpers.py similarity index 100% rename from r2r_core/parsers/media/openai_helpers.py rename to py/core/parsers/media/openai_helpers.py diff --git a/r2r_core/parsers/media/pdf_parser.py b/py/core/parsers/media/pdf_parser.py similarity index 98% rename from r2r_core/parsers/media/pdf_parser.py rename to py/core/parsers/media/pdf_parser.py index 5f9e4c0a8..bbf0dd53d 100644 --- a/r2r_core/parsers/media/pdf_parser.py +++ b/py/core/parsers/media/pdf_parser.py @@ -5,8 +5,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser logger = logging.getLogger(__name__) diff --git a/r2r_core/parsers/media/ppt_parser.py b/py/core/parsers/media/ppt_parser.py similarity index 88% rename from r2r_core/parsers/media/ppt_parser.py rename to py/core/parsers/media/ppt_parser.py index 3ad4d28a6..8ebf130f3 100644 --- a/r2r_core/parsers/media/ppt_parser.py +++ b/py/core/parsers/media/ppt_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class PPTParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/structured/__init__.py b/py/core/parsers/structured/__init__.py similarity index 100% rename from r2r_core/parsers/structured/__init__.py rename to py/core/parsers/structured/__init__.py diff --git a/r2r_core/parsers/structured/csv_parser.py b/py/core/parsers/structured/csv_parser.py similarity index 95% rename from r2r_core/parsers/structured/csv_parser.py rename to py/core/parsers/structured/csv_parser.py index 1f26fc2c1..cc58c52a5 100644 --- a/r2r_core/parsers/structured/csv_parser.py +++ b/py/core/parsers/structured/csv_parser.py @@ -1,7 +1,7 @@ from typing import IO, AsyncGenerator, Union -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class CSVParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/structured/json_parser.py b/py/core/parsers/structured/json_parser.py similarity index 93% rename from r2r_core/parsers/structured/json_parser.py rename to py/core/parsers/structured/json_parser.py index 3dcaf96df..9ade198dd 100644 --- a/r2r_core/parsers/structured/json_parser.py +++ b/py/core/parsers/structured/json_parser.py @@ -1,8 +1,8 @@ import json from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class JSONParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/structured/xlsx_parser.py b/py/core/parsers/structured/xlsx_parser.py similarity index 96% rename from r2r_core/parsers/structured/xlsx_parser.py rename to py/core/parsers/structured/xlsx_parser.py index b7050518b..a95d9d66d 100644 --- a/r2r_core/parsers/structured/xlsx_parser.py +++ b/py/core/parsers/structured/xlsx_parser.py @@ -1,8 +1,8 @@ from io import BytesIO from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class XLSXParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/text/__init__.py b/py/core/parsers/text/__init__.py similarity index 100% rename from r2r_core/parsers/text/__init__.py rename to py/core/parsers/text/__init__.py diff --git a/r2r_core/parsers/text/html_parser.py b/py/core/parsers/text/html_parser.py similarity index 74% rename from r2r_core/parsers/text/html_parser.py rename to py/core/parsers/text/html_parser.py index 6fbeab7cd..6d87f38f2 100644 --- a/r2r_core/parsers/text/html_parser.py +++ b/py/core/parsers/text/html_parser.py @@ -1,9 +1,8 @@ from typing import AsyncGenerator from bs4 import BeautifulSoup - -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class HTMLParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/text/md_parser.py b/py/core/parsers/text/md_parser.py similarity index 82% rename from r2r_core/parsers/text/md_parser.py rename to py/core/parsers/text/md_parser.py index f74fff2e1..515dba3f1 100644 --- a/r2r_core/parsers/text/md_parser.py +++ b/py/core/parsers/text/md_parser.py @@ -1,9 +1,8 @@ from typing import AsyncGenerator from bs4 import BeautifulSoup - -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class MDParser(AsyncParser[DataType]): diff --git a/r2r_core/parsers/text/text_parser.py b/py/core/parsers/text/text_parser.py similarity index 71% rename from r2r_core/parsers/text/text_parser.py rename to py/core/parsers/text/text_parser.py index 269320946..7dbe9ac10 100644 --- a/r2r_core/parsers/text/text_parser.py +++ b/py/core/parsers/text/text_parser.py @@ -1,7 +1,7 @@ from typing import AsyncGenerator -from r2r_core.base.abstractions.document import DataType -from r2r_core.base.parsers.base_parser import AsyncParser +from core.base.abstractions.document import DataType +from core.base.parsers.base_parser import AsyncParser class TextParser(AsyncParser[DataType]): diff --git a/r2r_core/pipelines/__init__.py b/py/core/pipelines/__init__.py similarity index 100% rename from r2r_core/pipelines/__init__.py rename to py/core/pipelines/__init__.py diff --git a/r2r_core/pipelines/graph_enrichment.py b/py/core/pipelines/graph_enrichment.py similarity index 100% rename from r2r_core/pipelines/graph_enrichment.py rename to py/core/pipelines/graph_enrichment.py diff --git a/r2r_core/pipelines/ingestion_pipeline.py b/py/core/pipelines/ingestion_pipeline.py similarity index 92% rename from r2r_core/pipelines/ingestion_pipeline.py rename to py/core/pipelines/ingestion_pipeline.py index 6949a40bb..006ca309c 100644 --- a/r2r_core/pipelines/ingestion_pipeline.py +++ b/py/core/pipelines/ingestion_pipeline.py @@ -3,15 +3,12 @@ from asyncio import Queue from typing import Any, Optional -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.base.logging.run_logger import RunLoggingSingleton -from r2r_core.base.logging.run_manager import RunManager, manage_run -from r2r_core.base.pipeline.base_pipeline import ( - AsyncPipeline, - dequeue_requests, -) -from r2r_core.base.pipes.base_pipe import AsyncPipe, AsyncState -from r2r_core.base.providers.chunking import ChunkingProvider +from core.base.api.models.auth.responses import UserResponse +from core.base.logging.run_logger import RunLoggingSingleton +from core.base.logging.run_manager import RunManager, manage_run +from core.base.pipeline.base_pipeline import AsyncPipeline, dequeue_requests +from core.base.pipes.base_pipe import AsyncPipe, AsyncState +from core.base.providers.chunking import ChunkingProvider logger = logging.getLogger(__name__) diff --git a/r2r_core/pipelines/rag_pipeline.py b/py/core/pipelines/rag_pipeline.py similarity index 100% rename from r2r_core/pipelines/rag_pipeline.py rename to py/core/pipelines/rag_pipeline.py diff --git a/r2r_core/pipelines/search_pipeline.py b/py/core/pipelines/search_pipeline.py similarity index 100% rename from r2r_core/pipelines/search_pipeline.py rename to py/core/pipelines/search_pipeline.py diff --git a/r2r_core/pipes/__init__.py b/py/core/pipes/__init__.py similarity index 100% rename from r2r_core/pipes/__init__.py rename to py/core/pipes/__init__.py diff --git a/r2r_core/pipes/abstractions/__init__.py b/py/core/pipes/abstractions/__init__.py similarity index 100% rename from r2r_core/pipes/abstractions/__init__.py rename to py/core/pipes/abstractions/__init__.py diff --git a/r2r_core/pipes/abstractions/generator_pipe.py b/py/core/pipes/abstractions/generator_pipe.py similarity index 89% rename from r2r_core/pipes/abstractions/generator_pipe.py rename to py/core/pipes/abstractions/generator_pipe.py index d72777c2e..edc230dc0 100644 --- a/r2r_core/pipes/abstractions/generator_pipe.py +++ b/py/core/pipes/abstractions/generator_pipe.py @@ -2,15 +2,15 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, CompletionProvider, PipeType, PromptProvider, RunLoggingSingleton, ) -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.abstractions.llm import GenerationConfig +from core.base.pipes.base_pipe import AsyncPipe class GeneratorPipe(AsyncPipe): diff --git a/r2r_core/pipes/abstractions/search_pipe.py b/py/core/pipes/abstractions/search_pipe.py similarity index 98% rename from r2r_core/pipes/abstractions/search_pipe.py rename to py/core/pipes/abstractions/search_pipe.py index e533cb92d..905a737b3 100644 --- a/r2r_core/pipes/abstractions/search_pipe.py +++ b/py/core/pipes/abstractions/search_pipe.py @@ -3,7 +3,7 @@ from typing import Any, AsyncGenerator, Optional, Union from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncPipe, AsyncState, PipeType, diff --git a/r2r_core/pipes/ingestion/__init__.py b/py/core/pipes/ingestion/__init__.py similarity index 100% rename from r2r_core/pipes/ingestion/__init__.py rename to py/core/pipes/ingestion/__init__.py diff --git a/r2r_core/pipes/ingestion/chunking_pipe.py b/py/core/pipes/ingestion/chunking_pipe.py similarity index 94% rename from r2r_core/pipes/ingestion/chunking_pipe.py rename to py/core/pipes/ingestion/chunking_pipe.py index 04ce83a05..e95ba350e 100644 --- a/r2r_core/pipes/ingestion/chunking_pipe.py +++ b/py/core/pipes/ingestion/chunking_pipe.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator, Optional, Union -from r2r_core.base import ( +from core.base import ( AsyncState, ChunkingConfig, ChunkingProvider, @@ -11,8 +11,8 @@ RunLoggingSingleton, generate_id_from_label, ) -from r2r_core.base.pipes.base_pipe import AsyncPipe -from r2r_core.providers import R2RChunkingProvider +from core.base.pipes.base_pipe import AsyncPipe +from core.providers import R2RChunkingProvider class ChunkingPipe(AsyncPipe): diff --git a/r2r_core/pipes/ingestion/embedding_pipe.py b/py/core/pipes/ingestion/embedding_pipe.py similarity index 98% rename from r2r_core/pipes/ingestion/embedding_pipe.py rename to py/core/pipes/ingestion/embedding_pipe.py index e702b933f..243913312 100644 --- a/r2r_core/pipes/ingestion/embedding_pipe.py +++ b/py/core/pipes/ingestion/embedding_pipe.py @@ -2,7 +2,7 @@ import logging from typing import Any, AsyncGenerator, Optional, Union -from r2r_core.base import ( +from core.base import ( AsyncState, DocumentFragment, EmbeddingProvider, @@ -12,7 +12,7 @@ Vector, VectorEntry, ) -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/ingestion/kg_extraction_pipe.py b/py/core/pipes/ingestion/kg_extraction_pipe.py similarity index 97% rename from r2r_core/pipes/ingestion/kg_extraction_pipe.py rename to py/core/pipes/ingestion/kg_extraction_pipe.py index 504c0d03d..18030be78 100644 --- a/r2r_core/pipes/ingestion/kg_extraction_pipe.py +++ b/py/core/pipes/ingestion/kg_extraction_pipe.py @@ -3,7 +3,7 @@ import logging from typing import Any, AsyncGenerator, Optional, Union -from r2r_core.base import ( +from core.base import ( AsyncState, ChunkingProvider, CompletionProvider, @@ -14,12 +14,12 @@ R2RDocumentProcessingError, RunLoggingSingleton, ) -from r2r_core.base.abstractions.graph import ( +from core.base.abstractions.graph import ( KGExtraction, extract_entities, extract_triples, ) -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/ingestion/parsing_pipe.py b/py/core/pipes/ingestion/parsing_pipe.py similarity index 93% rename from r2r_core/pipes/ingestion/parsing_pipe.py rename to py/core/pipes/ingestion/parsing_pipe.py index 28bb997d9..9b4bdebff 100644 --- a/r2r_core/pipes/ingestion/parsing_pipe.py +++ b/py/core/pipes/ingestion/parsing_pipe.py @@ -6,7 +6,7 @@ from typing import AsyncGenerator, Optional, Union from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, Document, DocumentExtraction, @@ -15,8 +15,8 @@ RunLoggingSingleton, generate_id_from_label, ) -from r2r_core.base.abstractions.exception import R2RDocumentProcessingError -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.abstractions.exception import R2RDocumentProcessingError +from core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/ingestion/vector_storage_pipe.py b/py/core/pipes/ingestion/vector_storage_pipe.py similarity index 95% rename from r2r_core/pipes/ingestion/vector_storage_pipe.py rename to py/core/pipes/ingestion/vector_storage_pipe.py index ab55117dc..ccb1e71bf 100644 --- a/r2r_core/pipes/ingestion/vector_storage_pipe.py +++ b/py/core/pipes/ingestion/vector_storage_pipe.py @@ -3,15 +3,15 @@ from typing import Any, AsyncGenerator, Optional, Tuple, Union from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, DatabaseProvider, PipeType, RunLoggingSingleton, VectorEntry, ) -from r2r_core.base.abstractions.exception import R2RDocumentProcessingError -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.abstractions.exception import R2RDocumentProcessingError +from core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py similarity index 99% rename from r2r_core/pipes/kg/clustering.py rename to py/core/pipes/kg/clustering.py index e6c7c0c9b..a31411f00 100644 --- a/r2r_core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -10,9 +10,7 @@ from uuid import UUID import networkx as nx -from graspologic.partition import hierarchical_leiden - -from r2r_core.base import ( +from core.base import ( AsyncPipe, AsyncState, Community, @@ -25,6 +23,7 @@ RunLoggingSingleton, Triple, ) +from graspologic.partition import hierarchical_leiden logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/kg/extraction.py b/py/core/pipes/kg/extraction.py similarity index 98% rename from r2r_core/pipes/kg/extraction.py rename to py/core/pipes/kg/extraction.py index 4d9d0f3ab..9edd708b0 100644 --- a/r2r_core/pipes/kg/extraction.py +++ b/py/core/pipes/kg/extraction.py @@ -5,7 +5,7 @@ import uuid from typing import Any, AsyncGenerator, Optional, Union -from r2r_core.base import ( +from core.base import ( AsyncState, ChunkingProvider, CompletionProvider, @@ -20,7 +20,7 @@ RunLoggingSingleton, Triple, ) -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.pipes.base_pipe import AsyncPipe logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/kg/node_extraction.py b/py/core/pipes/kg/node_extraction.py similarity index 97% rename from r2r_core/pipes/kg/node_extraction.py rename to py/core/pipes/kg/node_extraction.py index 0078a68b8..b55cb4ce4 100644 --- a/r2r_core/pipes/kg/node_extraction.py +++ b/py/core/pipes/kg/node_extraction.py @@ -5,7 +5,7 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, CompletionProvider, EmbeddingProvider, @@ -14,9 +14,9 @@ PromptProvider, RunLoggingSingleton, ) -from r2r_core.base.abstractions.graph import Entity, Triple -from r2r_core.base.pipes.base_pipe import AsyncPipe -from r2r_core.base.providers.llm import GenerationConfig +from core.base.abstractions.graph import Entity, Triple +from core.base.pipes.base_pipe import AsyncPipe +from core.base.providers.llm import GenerationConfig logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/kg/storage.py b/py/core/pipes/kg/storage.py similarity index 95% rename from r2r_core/pipes/kg/storage.py rename to py/core/pipes/kg/storage.py index 635a47d73..ae6754609 100644 --- a/r2r_core/pipes/kg/storage.py +++ b/py/core/pipes/kg/storage.py @@ -3,15 +3,15 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, EmbeddingProvider, KGExtraction, PipeType, RunLoggingSingleton, ) -from r2r_core.base.pipes.base_pipe import AsyncPipe -from r2r_core.base.providers import KGProvider +from core.base.pipes.base_pipe import AsyncPipe +from core.base.providers import KGProvider logger = logging.getLogger(__name__) diff --git a/r2r_core/pipes/other/web_search_pipe.py b/py/core/pipes/other/web_search_pipe.py similarity index 97% rename from r2r_core/pipes/other/web_search_pipe.py rename to py/core/pipes/other/web_search_pipe.py index f51eafa5e..0c0e39178 100644 --- a/r2r_core/pipes/other/web_search_pipe.py +++ b/py/core/pipes/other/web_search_pipe.py @@ -3,14 +3,14 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncPipe, AsyncState, PipeType, VectorSearchResult, generate_id_from_label, ) -from r2r_core.integrations import SerperClient +from core.integrations import SerperClient from ..abstractions.search_pipe import SearchPipe diff --git a/r2r_core/pipes/retrieval/kg_search_search_pipe.py b/py/core/pipes/retrieval/kg_search_search_pipe.py similarity index 99% rename from r2r_core/pipes/retrieval/kg_search_search_pipe.py rename to py/core/pipes/retrieval/kg_search_search_pipe.py index 9435651dc..16c26d2c1 100644 --- a/r2r_core/pipes/retrieval/kg_search_search_pipe.py +++ b/py/core/pipes/retrieval/kg_search_search_pipe.py @@ -4,7 +4,7 @@ from typing import Any, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, CompletionProvider, EmbeddingProvider, diff --git a/r2r_core/pipes/retrieval/multi_search.py b/py/core/pipes/retrieval/multi_search.py similarity index 93% rename from r2r_core/pipes/retrieval/multi_search.py rename to py/core/pipes/retrieval/multi_search.py index ff29e3461..b7a510966 100644 --- a/r2r_core/pipes/retrieval/multi_search.py +++ b/py/core/pipes/retrieval/multi_search.py @@ -2,9 +2,9 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.base.abstractions.search import VectorSearchResult -from r2r_core.base.pipes.base_pipe import AsyncPipe +from core.base.abstractions.llm import GenerationConfig +from core.base.abstractions.search import VectorSearchResult +from core.base.pipes.base_pipe import AsyncPipe from ..abstractions.search_pipe import SearchPipe from .query_transform_pipe import QueryTransformPipe diff --git a/r2r_core/pipes/retrieval/query_transform_pipe.py b/py/core/pipes/retrieval/query_transform_pipe.py similarity index 96% rename from r2r_core/pipes/retrieval/query_transform_pipe.py rename to py/core/pipes/retrieval/query_transform_pipe.py index 2d2a4a2f5..16dbadccb 100644 --- a/r2r_core/pipes/retrieval/query_transform_pipe.py +++ b/py/core/pipes/retrieval/query_transform_pipe.py @@ -2,14 +2,14 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncPipe, AsyncState, CompletionProvider, PipeType, PromptProvider, ) -from r2r_core.base.abstractions.llm import GenerationConfig +from core.base.abstractions.llm import GenerationConfig from ..abstractions.generator_pipe import GeneratorPipe diff --git a/r2r_core/pipes/retrieval/search_rag_pipe.py b/py/core/pipes/retrieval/search_rag_pipe.py similarity index 97% rename from r2r_core/pipes/retrieval/search_rag_pipe.py rename to py/core/pipes/retrieval/search_rag_pipe.py index 031f49ba0..562a7e2ae 100644 --- a/r2r_core/pipes/retrieval/search_rag_pipe.py +++ b/py/core/pipes/retrieval/search_rag_pipe.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator, Optional, Tuple -from r2r_core.base import ( +from core.base import ( AggregateSearchResult, AsyncPipe, AsyncState, @@ -9,7 +9,7 @@ PipeType, PromptProvider, ) -from r2r_core.base.abstractions.llm import GenerationConfig, RAGCompletion +from core.base.abstractions.llm import GenerationConfig, RAGCompletion from ..abstractions.generator_pipe import GeneratorPipe diff --git a/r2r_core/pipes/retrieval/streaming_rag_pipe.py b/py/core/pipes/retrieval/streaming_rag_pipe.py similarity index 97% rename from r2r_core/pipes/retrieval/streaming_rag_pipe.py rename to py/core/pipes/retrieval/streaming_rag_pipe.py index a33b2e838..da4ef1d74 100644 --- a/r2r_core/pipes/retrieval/streaming_rag_pipe.py +++ b/py/core/pipes/retrieval/streaming_rag_pipe.py @@ -4,7 +4,7 @@ from typing import Any, AsyncGenerator, Generator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncState, CompletionProvider, CompletionRecord, @@ -12,7 +12,7 @@ PipeType, PromptProvider, ) -from r2r_core.base.abstractions.llm import GenerationConfig +from core.base.abstractions.llm import GenerationConfig from ..abstractions.generator_pipe import GeneratorPipe from .search_rag_pipe import SearchRAGPipe diff --git a/r2r_core/pipes/retrieval/vector_search_pipe.py b/py/core/pipes/retrieval/vector_search_pipe.py similarity index 99% rename from r2r_core/pipes/retrieval/vector_search_pipe.py rename to py/core/pipes/retrieval/vector_search_pipe.py index e32d622c5..d01317f5f 100644 --- a/r2r_core/pipes/retrieval/vector_search_pipe.py +++ b/py/core/pipes/retrieval/vector_search_pipe.py @@ -3,7 +3,7 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( AsyncPipe, AsyncState, DatabaseProvider, diff --git a/r2r_core/providers/__init__.py b/py/core/providers/__init__.py similarity index 100% rename from r2r_core/providers/__init__.py rename to py/core/providers/__init__.py diff --git a/r2r_core/providers/auth/__init__.py b/py/core/providers/auth/__init__.py similarity index 100% rename from r2r_core/providers/auth/__init__.py rename to py/core/providers/auth/__init__.py diff --git a/r2r_core/providers/auth/r2r_auth.py b/py/core/providers/auth/r2r_auth.py similarity index 99% rename from r2r_core/providers/auth/r2r_auth.py rename to py/core/providers/auth/r2r_auth.py index c68fba95d..cceea2d4c 100644 --- a/r2r_core/providers/auth/r2r_auth.py +++ b/py/core/providers/auth/r2r_auth.py @@ -4,10 +4,7 @@ from typing import Dict import jwt -from fastapi import Depends -from fastapi.security import OAuth2PasswordBearer - -from r2r_core.base import ( +from core.base import ( AuthConfig, AuthProvider, CryptoProvider, @@ -16,7 +13,9 @@ Token, TokenData, ) -from r2r_core.base.api.models.auth.responses import UserResponse +from core.base.api.models.auth.responses import UserResponse +from fastapi import Depends +from fastapi.security import OAuth2PasswordBearer logger = logging.getLogger(__name__) oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/r2r_core/providers/chunking/__init__.py b/py/core/providers/chunking/__init__.py similarity index 100% rename from r2r_core/providers/chunking/__init__.py rename to py/core/providers/chunking/__init__.py diff --git a/r2r_core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py similarity index 99% rename from r2r_core/providers/chunking/r2r_chunking.py rename to py/core/providers/chunking/r2r_chunking.py index de8dcbb7c..f391c56a2 100644 --- a/r2r_core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -1,6 +1,6 @@ from typing import Any, AsyncGenerator -from r2r_core.base import ( +from core.base import ( ChunkingConfig, ChunkingProvider, Method, diff --git a/r2r_core/providers/chunking/unstructured_chunking.py b/py/core/providers/chunking/unstructured_chunking.py similarity index 97% rename from r2r_core/providers/chunking/unstructured_chunking.py rename to py/core/providers/chunking/unstructured_chunking.py index a54f81676..7f0bdf6e3 100644 --- a/r2r_core/providers/chunking/unstructured_chunking.py +++ b/py/core/providers/chunking/unstructured_chunking.py @@ -1,6 +1,6 @@ from typing import AsyncGenerator -from r2r_core.base import ChunkingProvider +from core.base import ChunkingProvider class UnstructuredChunkingProvider(ChunkingProvider): diff --git a/r2r_core/providers/crypto/__init__.py b/py/core/providers/crypto/__init__.py similarity index 100% rename from r2r_core/providers/crypto/__init__.py rename to py/core/providers/crypto/__init__.py diff --git a/r2r_core/providers/crypto/bcrypt.py b/py/core/providers/crypto/bcrypt.py similarity index 96% rename from r2r_core/providers/crypto/bcrypt.py rename to py/core/providers/crypto/bcrypt.py index 7b769b09a..d69559de3 100644 --- a/r2r_core/providers/crypto/bcrypt.py +++ b/py/core/providers/crypto/bcrypt.py @@ -1,7 +1,7 @@ import secrets import string -from r2r_core.base import CryptoConfig, CryptoProvider +from core.base import CryptoConfig, CryptoProvider class BCryptConfig(CryptoConfig): diff --git a/r2r_core/providers/database/__init__.py b/py/core/providers/database/__init__.py similarity index 100% rename from r2r_core/providers/database/__init__.py rename to py/core/providers/database/__init__.py diff --git a/r2r_core/providers/database/base.py b/py/core/providers/database/base.py similarity index 100% rename from r2r_core/providers/database/base.py rename to py/core/providers/database/base.py diff --git a/r2r_core/providers/database/document.py b/py/core/providers/database/document.py similarity index 98% rename from r2r_core/providers/database/document.py rename to py/core/providers/database/document.py index 07b214021..0af205ec3 100644 --- a/r2r_core/providers/database/document.py +++ b/py/core/providers/database/document.py @@ -1,7 +1,7 @@ from typing import Optional from uuid import UUID -from r2r_core.base import DocumentInfo, DocumentStatus, DocumentType +from core.base import DocumentInfo, DocumentStatus, DocumentType from .base import DatabaseMixin diff --git a/r2r_core/providers/database/group.py b/py/core/providers/database/group.py similarity index 98% rename from r2r_core/providers/database/group.py rename to py/core/providers/database/group.py index 5a9247fa1..ab3cb811e 100644 --- a/r2r_core/providers/database/group.py +++ b/py/core/providers/database/group.py @@ -2,14 +2,10 @@ from typing import Optional from uuid import UUID -from r2r_core.base import R2RException -from r2r_core.base.abstractions import ( - DocumentInfo, - DocumentStatus, - DocumentType, -) -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.base.api.models.management.responses import ( +from core.base import R2RException +from core.base.abstractions import DocumentInfo, DocumentStatus, DocumentType +from core.base.api.models.auth.responses import UserResponse +from core.base.api.models.management.responses import ( GroupOverviewResponse, GroupResponse, ) diff --git a/r2r_core/providers/database/postgres.py b/py/core/providers/database/postgres.py similarity index 99% rename from r2r_core/providers/database/postgres.py rename to py/core/providers/database/postgres.py index 96539512e..7fc699422 100644 --- a/r2r_core/providers/database/postgres.py +++ b/py/core/providers/database/postgres.py @@ -2,7 +2,7 @@ import os from typing import Optional -from r2r_core.base import ( +from core.base import ( CryptoProvider, DatabaseConfig, DatabaseProvider, diff --git a/r2r_core/providers/database/relational.py b/py/core/providers/database/relational.py similarity index 80% rename from r2r_core/providers/database/relational.py rename to py/core/providers/database/relational.py index a8ab40e33..04e7c3fef 100644 --- a/r2r_core/providers/database/relational.py +++ b/py/core/providers/database/relational.py @@ -1,13 +1,12 @@ import logging +from core.providers.database.base import DatabaseMixin, execute_query +from core.providers.database.document import DocumentMixin +from core.providers.database.group import GroupMixin +from core.providers.database.tokens import BlacklistedTokensMixin +from core.providers.database.user import UserMixin from sqlalchemy import exc, text -from r2r_core.providers.database.base import DatabaseMixin, execute_query -from r2r_core.providers.database.document import DocumentMixin -from r2r_core.providers.database.group import GroupMixin -from r2r_core.providers.database.tokens import BlacklistedTokensMixin -from r2r_core.providers.database.user import UserMixin - logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/database/tokens.py b/py/core/providers/database/tokens.py similarity index 100% rename from r2r_core/providers/database/tokens.py rename to py/core/providers/database/tokens.py diff --git a/r2r_core/providers/database/user.py b/py/core/providers/database/user.py similarity index 98% rename from r2r_core/providers/database/user.py rename to py/core/providers/database/user.py index 45df73d01..8098d228d 100644 --- a/r2r_core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -2,12 +2,11 @@ from typing import Optional from uuid import UUID +from core.base.abstractions import R2RException, UserStats +from core.base.api.models.auth.responses import UserResponse +from core.base.utils import generate_id_from_label from sqlalchemy import text -from r2r_core.base.abstractions import R2RException, UserStats -from r2r_core.base.api.models.auth.responses import UserResponse -from r2r_core.base.utils import generate_id_from_label - from .base import DatabaseMixin, QueryBuilder diff --git a/r2r_core/providers/database/vecs/__init__.py b/py/core/providers/database/vecs/__init__.py similarity index 100% rename from r2r_core/providers/database/vecs/__init__.py rename to py/core/providers/database/vecs/__init__.py diff --git a/r2r_core/providers/database/vecs/adapter/__init__.py b/py/core/providers/database/vecs/adapter/__init__.py similarity index 100% rename from r2r_core/providers/database/vecs/adapter/__init__.py rename to py/core/providers/database/vecs/adapter/__init__.py diff --git a/r2r_core/providers/database/vecs/adapter/base.py b/py/core/providers/database/vecs/adapter/base.py similarity index 100% rename from r2r_core/providers/database/vecs/adapter/base.py rename to py/core/providers/database/vecs/adapter/base.py diff --git a/r2r_core/providers/database/vecs/adapter/markdown.py b/py/core/providers/database/vecs/adapter/markdown.py similarity index 100% rename from r2r_core/providers/database/vecs/adapter/markdown.py rename to py/core/providers/database/vecs/adapter/markdown.py diff --git a/r2r_core/providers/database/vecs/adapter/noop.py b/py/core/providers/database/vecs/adapter/noop.py similarity index 100% rename from r2r_core/providers/database/vecs/adapter/noop.py rename to py/core/providers/database/vecs/adapter/noop.py diff --git a/r2r_core/providers/database/vecs/adapter/text.py b/py/core/providers/database/vecs/adapter/text.py similarity index 100% rename from r2r_core/providers/database/vecs/adapter/text.py rename to py/core/providers/database/vecs/adapter/text.py diff --git a/r2r_core/providers/database/vecs/client.py b/py/core/providers/database/vecs/client.py similarity index 95% rename from r2r_core/providers/database/vecs/client.py rename to py/core/providers/database/vecs/client.py index b67a1e83b..50938f576 100644 --- a/r2r_core/providers/database/vecs/client.py +++ b/py/core/providers/database/vecs/client.py @@ -21,7 +21,7 @@ from .exc import CollectionNotFound if TYPE_CHECKING: - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection logger = logging.getLogger(__name__) @@ -168,7 +168,7 @@ def get_or_create_collection( Raises: CollectionAlreadyExists: If a collection with the same name already exists """ - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection adapter_dimension = adapter.exported_dimension if adapter else None @@ -196,7 +196,7 @@ def create_collection(self, name: str, dimension: int) -> Collection: Raises: CollectionAlreadyExists: If a collection with the same name already exists """ - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection return Collection(name, dimension, self)._create() @@ -214,7 +214,7 @@ def get_collection(self, name: str) -> Collection: Raises: CollectionNotFound: If no collection with the given name exists. """ - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection query = text( """ @@ -255,7 +255,7 @@ def list_collections(self) -> List["Collection"]: Returns: list[Collection]: A list of all collections. """ - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection return Collection._list_collections(self) @@ -271,7 +271,7 @@ def delete_collection(self, name: str) -> None: Returns: None """ - from r2r_core.providers.database.vecs.collection import Collection + from core.providers.database.vecs.collection import Collection Collection(name, -1, self)._drop() return diff --git a/r2r_core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py similarity index 99% rename from r2r_core/providers/database/vecs/collection.py rename to py/core/providers/database/vecs/collection.py index bf8d00f42..e342ad49a 100644 --- a/r2r_core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -24,6 +24,7 @@ from uuid import UUID, uuid4 import psycopg2 +from core.base.abstractions import VectorSearchSettings from flupy import flu from sqlalchemy import ( Column, @@ -43,8 +44,6 @@ from sqlalchemy.dialects import postgresql from sqlalchemy.types import Float, UserDefinedType -from r2r_core.base.abstractions import VectorSearchSettings - from .adapter import Adapter, AdapterContext, NoOp, Record from .exc import ( ArgError, @@ -230,7 +229,7 @@ def __init__( dimension (int): The dimension of the vectors in the collection. client (Client): The client to use for interacting with the database. """ - from r2r_core.providers.database.vecs.adapter import Adapter + from core.providers.database.vecs.adapter import Adapter self.client = client self.name = name diff --git a/r2r_core/providers/database/vecs/exc.py b/py/core/providers/database/vecs/exc.py similarity index 100% rename from r2r_core/providers/database/vecs/exc.py rename to py/core/providers/database/vecs/exc.py diff --git a/r2r_core/providers/database/vector.py b/py/core/providers/database/vector.py similarity index 99% rename from r2r_core/providers/database/vector.py rename to py/core/providers/database/vector.py index 754ce6489..0eec9a880 100644 --- a/r2r_core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -4,17 +4,16 @@ import time from typing import Any, Optional -from sqlalchemy import exc, text -from sqlalchemy.engine.url import make_url - -from r2r_core.base import ( +from core.base import ( DatabaseConfig, VectorDBProvider, VectorEntry, VectorSearchResult, generate_id_from_label, ) -from r2r_core.base.abstractions import VectorSearchSettings +from core.base.abstractions import VectorSearchSettings +from sqlalchemy import exc, text +from sqlalchemy.engine.url import make_url from .vecs import Client, Collection, create_client diff --git a/r2r_core/providers/embeddings/__init__.py b/py/core/providers/embeddings/__init__.py similarity index 100% rename from r2r_core/providers/embeddings/__init__.py rename to py/core/providers/embeddings/__init__.py diff --git a/r2r_core/providers/embeddings/litellm.py b/py/core/providers/embeddings/litellm.py similarity index 99% rename from r2r_core/providers/embeddings/litellm.py rename to py/core/providers/embeddings/litellm.py index c70ac16f3..359a7a964 100644 --- a/r2r_core/providers/embeddings/litellm.py +++ b/py/core/providers/embeddings/litellm.py @@ -2,15 +2,14 @@ import logging from typing import Any, List -from litellm import aembedding, embedding - -from r2r_core.base import ( +from core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, R2RException, VectorSearchResult, ) +from litellm import aembedding, embedding logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/embeddings/ollama.py b/py/core/providers/embeddings/ollama.py similarity index 99% rename from r2r_core/providers/embeddings/ollama.py rename to py/core/providers/embeddings/ollama.py index 20ddbc7db..3e60f22da 100644 --- a/r2r_core/providers/embeddings/ollama.py +++ b/py/core/providers/embeddings/ollama.py @@ -2,15 +2,14 @@ import os from typing import Any, List -from ollama import AsyncClient, Client - -from r2r_core.base import ( +from core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, R2RException, VectorSearchResult, ) +from ollama import AsyncClient, Client logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/embeddings/openai.py b/py/core/providers/embeddings/openai.py similarity index 99% rename from r2r_core/providers/embeddings/openai.py rename to py/core/providers/embeddings/openai.py index 01ed840dd..2ae812ee2 100644 --- a/r2r_core/providers/embeddings/openai.py +++ b/py/core/providers/embeddings/openai.py @@ -3,15 +3,14 @@ import os from typing import Any, List -from openai import AsyncOpenAI, AuthenticationError, OpenAI -from openai._types import NOT_GIVEN - -from r2r_core.base import ( +from core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, VectorSearchResult, ) +from openai import AsyncOpenAI, AuthenticationError, OpenAI +from openai._types import NOT_GIVEN logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/kg/__init__.py b/py/core/providers/kg/__init__.py similarity index 100% rename from r2r_core/providers/kg/__init__.py rename to py/core/providers/kg/__init__.py diff --git a/r2r_core/providers/kg/neo4j/__init__.py b/py/core/providers/kg/neo4j/__init__.py similarity index 100% rename from r2r_core/providers/kg/neo4j/__init__.py rename to py/core/providers/kg/neo4j/__init__.py diff --git a/r2r_core/providers/kg/neo4j/graph_queries.py b/py/core/providers/kg/neo4j/graph_queries.py similarity index 100% rename from r2r_core/providers/kg/neo4j/graph_queries.py rename to py/core/providers/kg/neo4j/graph_queries.py diff --git a/r2r_core/providers/kg/neo4j/provider.py b/py/core/providers/kg/neo4j/provider.py similarity index 98% rename from r2r_core/providers/kg/neo4j/provider.py rename to py/core/providers/kg/neo4j/provider.py index e06f2a468..ee1e7bf1c 100644 --- a/r2r_core/providers/kg/neo4j/provider.py +++ b/py/core/providers/kg/neo4j/provider.py @@ -6,14 +6,14 @@ from typing import Any, Dict, List, Optional from uuid import UUID -from r2r_core.base import ( +from core.base import ( KGConfig, KGProvider, format_entity_types, format_relations, ) -from r2r_core.base.abstractions.document import DocumentFragment -from r2r_core.base.abstractions.graph import ( +from core.base.abstractions.document import DocumentFragment +from core.base.abstractions.graph import ( Community, Entity, KGExtraction, diff --git a/r2r_core/providers/llm/__init__.py b/py/core/providers/llm/__init__.py similarity index 100% rename from r2r_core/providers/llm/__init__.py rename to py/core/providers/llm/__init__.py diff --git a/r2r_core/providers/llm/litellm.py b/py/core/providers/llm/litellm.py similarity index 95% rename from r2r_core/providers/llm/litellm.py rename to py/core/providers/llm/litellm.py index 7c60c7ad4..1bbdd33c4 100644 --- a/r2r_core/providers/llm/litellm.py +++ b/py/core/providers/llm/litellm.py @@ -1,8 +1,8 @@ import logging from typing import Any -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.base.providers.llm import CompletionConfig, CompletionProvider +from core.base.abstractions.llm import GenerationConfig +from core.base.providers.llm import CompletionConfig, CompletionProvider logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/llm/openai.py b/py/core/providers/llm/openai.py similarity index 95% rename from r2r_core/providers/llm/openai.py rename to py/core/providers/llm/openai.py index 57d9cd33e..f6e522796 100644 --- a/r2r_core/providers/llm/openai.py +++ b/py/core/providers/llm/openai.py @@ -2,11 +2,10 @@ import os from typing import Any +from core.base.abstractions.llm import GenerationConfig +from core.base.providers.llm import CompletionConfig, CompletionProvider from openai import AsyncOpenAI, OpenAI -from r2r_core.base.abstractions.llm import GenerationConfig -from r2r_core.base.providers.llm import CompletionConfig, CompletionProvider - logger = logging.getLogger(__name__) diff --git a/r2r_core/providers/parsing/__init__.py b/py/core/providers/parsing/__init__.py similarity index 100% rename from r2r_core/providers/parsing/__init__.py rename to py/core/providers/parsing/__init__.py diff --git a/r2r_core/providers/parsing/r2r_parsing.py b/py/core/providers/parsing/r2r_parsing.py similarity index 98% rename from r2r_core/providers/parsing/r2r_parsing.py rename to py/core/providers/parsing/r2r_parsing.py index 8420c7ed7..55cbeb37c 100644 --- a/r2r_core/providers/parsing/r2r_parsing.py +++ b/py/core/providers/parsing/r2r_parsing.py @@ -2,8 +2,8 @@ import time from typing import Any, AsyncGenerator -from r2r_core import parsers -from r2r_core.base import ( +from core import parsers +from core.base import ( Document, DocumentExtraction, DocumentType, diff --git a/r2r_core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py similarity index 98% rename from r2r_core/providers/parsing/unstructured_parsing.py rename to py/core/providers/parsing/unstructured_parsing.py index ef2d1d307..0fc68a447 100644 --- a/r2r_core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -3,7 +3,7 @@ from io import BytesIO from typing import AsyncGenerator -from r2r_core.base import ( +from core.base import ( Document, DocumentExtraction, DocumentType, diff --git a/r2r_core/providers/prompts/__init__.py b/py/core/providers/prompts/__init__.py similarity index 100% rename from r2r_core/providers/prompts/__init__.py rename to py/core/providers/prompts/__init__.py diff --git a/r2r_core/providers/prompts/defaults.yaml b/py/core/providers/prompts/defaults.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults.yaml rename to py/core/providers/prompts/defaults.yaml diff --git a/r2r_core/providers/prompts/defaults/default_rag.yaml b/py/core/providers/prompts/defaults/default_rag.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/default_rag.yaml rename to py/core/providers/prompts/defaults/default_rag.yaml diff --git a/r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml b/py/core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml rename to py/core/providers/prompts/defaults/few_shot_ner_kg_extraction.yaml diff --git a/r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml b/py/core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml rename to py/core/providers/prompts/defaults/few_shot_ner_kg_extraction_with_spec.yaml diff --git a/r2r_core/providers/prompts/defaults/graphrag_community_reports.yaml b/py/core/providers/prompts/defaults/graphrag_community_reports.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/graphrag_community_reports.yaml rename to py/core/providers/prompts/defaults/graphrag_community_reports.yaml diff --git a/r2r_core/providers/prompts/defaults/graphrag_map_system_prompt.yaml b/py/core/providers/prompts/defaults/graphrag_map_system_prompt.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/graphrag_map_system_prompt.yaml rename to py/core/providers/prompts/defaults/graphrag_map_system_prompt.yaml diff --git a/r2r_core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml b/py/core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml rename to py/core/providers/prompts/defaults/graphrag_reduce_system_prompt.yaml diff --git a/r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml b/py/core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml rename to py/core/providers/prompts/defaults/graphrag_triplet_extraction_few_shot.yaml diff --git a/r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml b/py/core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml rename to py/core/providers/prompts/defaults/graphrag_triplet_extraction_zero_shot.yaml diff --git a/r2r_core/providers/prompts/defaults/hyde.yaml b/py/core/providers/prompts/defaults/hyde.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/hyde.yaml rename to py/core/providers/prompts/defaults/hyde.yaml diff --git a/r2r_core/providers/prompts/defaults/kg_search.yaml b/py/core/providers/prompts/defaults/kg_search.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/kg_search.yaml rename to py/core/providers/prompts/defaults/kg_search.yaml diff --git a/r2r_core/providers/prompts/defaults/kg_search_with_spec.yaml b/py/core/providers/prompts/defaults/kg_search_with_spec.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/kg_search_with_spec.yaml rename to py/core/providers/prompts/defaults/kg_search_with_spec.yaml diff --git a/r2r_core/providers/prompts/defaults/rag_agent.yaml b/py/core/providers/prompts/defaults/rag_agent.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/rag_agent.yaml rename to py/core/providers/prompts/defaults/rag_agent.yaml diff --git a/r2r_core/providers/prompts/defaults/rag_context.yaml b/py/core/providers/prompts/defaults/rag_context.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/rag_context.yaml rename to py/core/providers/prompts/defaults/rag_context.yaml diff --git a/r2r_core/providers/prompts/defaults/rag_fusion.yaml b/py/core/providers/prompts/defaults/rag_fusion.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/rag_fusion.yaml rename to py/core/providers/prompts/defaults/rag_fusion.yaml diff --git a/r2r_core/providers/prompts/defaults/system.yaml b/py/core/providers/prompts/defaults/system.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/system.yaml rename to py/core/providers/prompts/defaults/system.yaml diff --git a/r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml b/py/core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml rename to py/core/providers/prompts/defaults/zero_shot_ner_kg_extraction.yaml diff --git a/r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml b/py/core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml similarity index 100% rename from r2r_core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml rename to py/core/providers/prompts/defaults/zero_shot_ner_kg_extraction_with_spec.yaml diff --git a/r2r_core/providers/prompts/r2r_prompts.py b/py/core/providers/prompts/r2r_prompts.py similarity index 98% rename from r2r_core/providers/prompts/r2r_prompts.py rename to py/core/providers/prompts/r2r_prompts.py index a1be76937..4cf93460c 100644 --- a/r2r_core/providers/prompts/r2r_prompts.py +++ b/py/core/providers/prompts/r2r_prompts.py @@ -5,8 +5,7 @@ import toml import yaml - -from r2r_core.base import Prompt, PromptConfig, PromptProvider +from core.base import Prompt, PromptConfig, PromptProvider logger = logging.getLogger(__name__) diff --git a/r2r_core/telemetry/__init__.py b/py/core/telemetry/__init__.py similarity index 100% rename from r2r_core/telemetry/__init__.py rename to py/core/telemetry/__init__.py diff --git a/r2r_core/telemetry/events.py b/py/core/telemetry/events.py similarity index 100% rename from r2r_core/telemetry/events.py rename to py/core/telemetry/events.py diff --git a/r2r_core/telemetry/posthog.py b/py/core/telemetry/posthog.py similarity index 96% rename from r2r_core/telemetry/posthog.py rename to py/core/telemetry/posthog.py index 90fde942b..ce2df4d40 100644 --- a/r2r_core/telemetry/posthog.py +++ b/py/core/telemetry/posthog.py @@ -2,8 +2,7 @@ import os import posthog - -from r2r_core.telemetry.events import BaseTelemetryEvent +from core.telemetry.events import BaseTelemetryEvent logger = logging.getLogger(__name__) diff --git a/r2r_core/telemetry/telemetry_decorator.py b/py/core/telemetry/telemetry_decorator.py similarity index 93% rename from r2r_core/telemetry/telemetry_decorator.py rename to py/core/telemetry/telemetry_decorator.py index aba557d39..a56aefb60 100644 --- a/r2r_core/telemetry/telemetry_decorator.py +++ b/py/core/telemetry/telemetry_decorator.py @@ -2,8 +2,8 @@ import logging from functools import wraps -from r2r_core.telemetry.events import ErrorEvent, FeatureUsageEvent -from r2r_core.telemetry.posthog import telemetry_client +from core.telemetry.events import ErrorEvent, FeatureUsageEvent +from core.telemetry.posthog import telemetry_client logger = logging.getLogger(__name__) diff --git a/py/sdk/__init__.py b/py/sdk/__init__.py new file mode 100644 index 000000000..df1bc2d75 --- /dev/null +++ b/py/sdk/__init__.py @@ -0,0 +1,6 @@ +from .client import R2RAsyncClient, R2RClient + +__all__ = [ + "R2RAsyncClient", + "R2RClient", +] diff --git a/r2r_python_sdk/r2r/auth.py b/py/sdk/auth.py similarity index 100% rename from r2r_python_sdk/r2r/auth.py rename to py/sdk/auth.py diff --git a/r2r_python_sdk/r2r/client.py b/py/sdk/client.py similarity index 100% rename from r2r_python_sdk/r2r/client.py rename to py/sdk/client.py diff --git a/r2r_python_sdk/r2r/ingestion.py b/py/sdk/ingestion.py similarity index 100% rename from r2r_python_sdk/r2r/ingestion.py rename to py/sdk/ingestion.py diff --git a/r2r_python_sdk/r2r/management.py b/py/sdk/management.py similarity index 100% rename from r2r_python_sdk/r2r/management.py rename to py/sdk/management.py diff --git a/r2r_python_sdk/r2r/models.py b/py/sdk/models.py similarity index 100% rename from r2r_python_sdk/r2r/models.py rename to py/sdk/models.py diff --git a/r2r_python_sdk/r2r/restructure.py b/py/sdk/restructure.py similarity index 100% rename from r2r_python_sdk/r2r/restructure.py rename to py/sdk/restructure.py diff --git a/r2r_python_sdk/r2r/retrieval.py b/py/sdk/retrieval.py similarity index 98% rename from r2r_python_sdk/r2r/retrieval.py rename to py/sdk/retrieval.py index d042c0355..7769cf127 100644 --- a/r2r_python_sdk/r2r/retrieval.py +++ b/py/sdk/retrieval.py @@ -1,7 +1,7 @@ from typing import AsyncGenerator, Optional, Union -from r2r_core.base import VectorSearchSettings -from r2r_core.base.api.models import RAGResponse, SearchResponse +from core.base import VectorSearchSettings +from core.base.api.models import RAGResponse, SearchResponse from .models import ( GenerationConfig, diff --git a/pyproject.toml b/pyproject.toml index 41a348bbe..bf2a568bb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,77 +3,73 @@ requires = ["poetry-core", "setuptools", "wheel"] build-backend = "poetry.core.masonry.api" [tool.poetry] -name = "r2r_core" -version = "0.1.0" +name = "r2r" +version = "0.3.0" description = "SciPhi R2R" authors = ["Owen Colegrove "] license = "MIT" readme = "README.md" include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] +packages = [ + { include = "core", from = "py" }, + { include = "sdk", from = "py" }, +] [tool.poetry.dependencies] # Python Versions python = ">=3.9,<3.13" -# Required dependencies - -# python -pydantic = {extras = ["email"], version = "^2.8.2"} -python-multipart = "^0.0.9" - -# infrastructure +httpx = "^0.27.0" +nest-asyncio = "^1.6.0" fastapi = "^0.109.2" -fire = "^0.5.0" -gunicorn = "^21.2.0" -requests = "^2.31.0" -types-requests = "^2.31.0" -uvicorn = "^0.27.0.post1" - -# TODO - Make some of these optional -# async db providers -aiosqlite = "^0.20.0" -asyncpg = "^0.29.0" -redis = "^5.0.4" -# ingestion -beautifulsoup4 = "^4.12.3" -openpyxl = "^3.1.2" -markdown = "^3.6" -pypdf = "^4.2.0" -python-pptx = "^0.6.23" -python-docx = "^1.1.0" -nest-asyncio = "^1.6.0" +# Core dependencies (optional) +pydantic = { extras = ["email"], version = "^2.8.2", optional = true } +python-multipart = { version = "^0.0.9", optional = true } +fire = { version = "^0.5.0", optional = true } +gunicorn = { version = "^21.2.0", optional = true } +requests = { version = "^2.31.0", optional = true } +types-requests = { version = "^2.31.0", optional = true } +uvicorn = { version = "^0.27.0.post1", optional = true } +aiosqlite = { version = "^0.20.0", optional = true } +asyncpg = { version = "^0.29.0", optional = true } +redis = { version = "^5.0.4", optional = true } +beautifulsoup4 = { version = "^4.12.3", optional = true } +openpyxl = { version = "^3.1.2", optional = true } +markdown = { version = "^3.6", optional = true } +pypdf = { version = "^4.2.0", optional = true } +python-pptx = { version = "^0.6.23", optional = true } +python-docx = { version = "^1.1.0", optional = true } opencv-python = { version = "^4.10.0.82", optional = true } moviepy = { version = "^1.0.3", optional = true } - -# vector db providers -vecs = "^0.4.0" - -# llm providers -litellm = "^1.42.3" -openai = "^1.11.1" - -# integrations -fsspec = "^2024.6.0" -posthog = "^3.5.0" -sqlalchemy = "^2.0.30" -ollama = "^0.3.1" -neo4j = "^5.21.0" -passlib = "^1.7.4" -bcrypt = "^4.1.3" -pyjwt = "^2.8.0" -toml = "^0.10.2" -pyyaml = "^6.0.1" -poppler-utils = "^0.1.0" -# unstructured = {version = "^0.15.0"} -psutil = "^6.0.0" -deepdiff = "^7.0.1" -graspologic = "^3.4.1" +vecs = { version = "^0.4.0", optional = true } +litellm = { version = "^1.42.3", optional = true } +openai = { version = "^1.11.1", optional = true } +fsspec = { version = "^2024.6.0", optional = true } +posthog = { version = "^3.5.0", optional = true } +sqlalchemy = { version = "^2.0.30", optional = true } +ollama = { version = "^0.3.1", optional = true } +neo4j = { version = "^5.21.0", optional = true } +passlib = { version = "^1.7.4", optional = true } +bcrypt = { version = "^4.1.3", optional = true } +pyjwt = { version = "^2.8.0", optional = true } +toml = { version = "^0.10.2", optional = true } +pyyaml = { version = "^6.0.1", optional = true } +poppler-utils = { version = "^0.1.0", optional = true } +psutil = { version = "^6.0.0", optional = true } +deepdiff = { version = "^7.0.1", optional = true } +graspologic = { version = "^3.4.1", optional = true } [tool.poetry.extras] -all = ["moviepy", "opencv-python"] -ingest-movies = ["moviepy", "opencv-python"] - +core = [ + "pydantic", "python-multipart", "fire", "gunicorn", "requests", "types-requests", + "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", + "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", + "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", + "pyjwt", "toml", "pyyaml", "poppler-utils", "psutil", "deepdiff", "graspologic" +] +ingest-movies = ["opencv-python", "moviepy"] +all = ["core", "ingest-movies"] [tool.poetry.group.dev.dependencies] black = "^24.3.0" @@ -90,7 +86,7 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "r2r_core.cli.cli:main" +r2r = "core.cli.cli:main" [tool.black] line-length = 79 diff --git a/r2r_go_sdk/go.mod b/r2r_go_sdk/go.mod deleted file mode 100644 index 4a052a9aa..000000000 --- a/r2r_go_sdk/go.mod +++ /dev/null @@ -1,3 +0,0 @@ -module github.com/yourusername/r2r-go-sdk - -go 1.23.0 diff --git a/r2r_python_sdk/README.md b/r2r_python_sdk/README.md deleted file mode 100644 index e69de29bb..000000000 diff --git a/r2r_python_sdk/poetry.lock b/r2r_python_sdk/poetry.lock deleted file mode 100644 index 00baa0d2b..000000000 --- a/r2r_python_sdk/poetry.lock +++ /dev/null @@ -1,1098 +0,0 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. - -[[package]] -name = "annotated-types" -version = "0.7.0" -description = "Reusable constraint types to 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-[metadata] -lock-version = "2.0" -python-versions = ">=3.9,<3.13" -content-hash = "943e573d66e0f64a5ce610f95d5afbdbd2b5ceb65732fd4bde167da390503414" diff --git a/r2r_python_sdk/pyproject.toml b/r2r_python_sdk/pyproject.toml deleted file mode 100644 index 7a05bb2d5..000000000 --- a/r2r_python_sdk/pyproject.toml +++ /dev/null @@ -1,54 +0,0 @@ -[build-system] -requires = ["poetry-core", "setuptools", "wheel"] -build-backend = "poetry.core.masonry.api" - -[tool.poetry] -name = "r2r" -version = "0.3.0" -description = "Lightweight Python SDK for R2R" -authors = ["Owen Colegrove "] -license = "MIT" -readme = "README.md" - -[tool.poetry.dependencies] -# Python Versions -python = ">=3.9,<3.13" -httpx = "^0.27.0" -nest-asyncio = "^1.6.0" -fastapi = "^0.109.2" - -[tool.poetry.group.dev.dependencies] -black = "^24.3.0" -codecov = "^2.1.13" -flake8 = "6.1.0" -isort = "5.12.0" -mypy = "^1.5.1" -pre-commit = "^2.9" -pytest = "^8.2.0" -pytest-asyncio = "^0.23.6" -pytest-dependency = "^0.6.0" -pytest-mock = "^3.14.0" -pytest-cov = "^5.0.0" -colorama = "^0.4.6" - -[tool.black] -line-length = 79 -target-version = ['py39'] -include = '\.pyi?$' -extend-exclude = ''' -/( - # directories - \.eggs - | \.git - | \.hg - | \.mypy_cache - | \.tox - | \.venv - | venv - | env - | build - | dist -)/ -''' -skip-string-normalization = true -skip-magic-trailing-comma = false diff --git a/r2r_python_sdk/r2r/__init__.py b/r2r_python_sdk/r2r/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/tests/regression/runner.py b/tests/regression/runner.py index 46e7cb3b2..8a0ceae5f 100644 --- a/tests/regression/runner.py +++ b/tests/regression/runner.py @@ -4,10 +4,10 @@ from typing import List from colorama import Fore, Style, init -from test_cases.base import BaseTest, RegressionTest # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.r2r.client import R2RClient +from r2r_python_sdk.sdk.client import R2RClient +from test_cases.base import BaseTest, RegressionTest class RegressionTestRunner: diff --git a/tests/regression/test_cases/base.py b/tests/regression/test_cases/base.py index aa2f96fb5..0859a2767 100644 --- a/tests/regression/test_cases/base.py +++ b/tests/regression/test_cases/base.py @@ -7,7 +7,7 @@ from deepdiff import DeepDiff # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.r2r.client import R2RClient +from r2r_python_sdk.sdk.client import R2RClient def _to_snake_case(name: str) -> str: diff --git a/tests/regression/test_cases/test_document_management.py b/tests/regression/test_cases/test_document_management.py index c6085af9c..67fadf64f 100644 --- a/tests/regression/test_cases/test_document_management.py +++ b/tests/regression/test_cases/test_document_management.py @@ -1,6 +1,7 @@ import os -from r2r_core import R2RException +from core import R2RException + from tests.regression.test_cases.base import BaseTest diff --git a/tests/test_abstractions.py b/tests/test_abstractions.py index 6597ba007..2e167e70e 100644 --- a/tests/test_abstractions.py +++ b/tests/test_abstractions.py @@ -3,8 +3,7 @@ from datetime import datetime import pytest - -from r2r_core import ( +from core import ( AsyncPipe, AsyncState, Prompt, @@ -14,8 +13,8 @@ VectorType, generate_id_from_label, ) -from r2r_core.base.abstractions.completion import CompletionRecord, MessageType -from r2r_core.base.abstractions.search import AggregateSearchResult +from core.base.abstractions.completion import CompletionRecord, MessageType +from core.base.abstractions.search import AggregateSearchResult @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_auth.py b/tests/test_auth.py index 1e4f4e693..152617f0e 100644 --- a/tests/test_auth.py +++ b/tests/test_auth.py @@ -3,8 +3,7 @@ from unittest.mock import Mock, patch import pytest - -from r2r_core import ( +from core import ( AuthConfig, BCryptConfig, BCryptProvider, @@ -13,7 +12,7 @@ R2RAuthProvider, R2RException, ) -from r2r_core.main.services import AuthService +from core.main.services import AuthService # Fixture for PostgresDBProvider diff --git a/tests/test_cli.py b/tests/test_cli.py index 79850a008..fa933eb0d 100644 --- a/tests/test_cli.py +++ b/tests/test_cli.py @@ -3,9 +3,8 @@ import click import pytest from click.testing import CliRunner - -from r2r_core.cli.cli import cli -from r2r_core.cli.utils.param_types import JSON +from core.cli.cli import cli +from core.cli.utils.param_types import JSON @pytest.fixture diff --git a/tests/test_client.py b/tests/test_client.py index 135121700..7751e6cf2 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -3,11 +3,7 @@ from unittest.mock import MagicMock import pytest -from fastapi import Body, Depends -from fastapi.security import OAuth2PasswordBearer -from fastapi.testclient import TestClient - -from r2r_core import ( +from core import ( DocumentInfo, R2RApp, R2RBuilder, @@ -16,9 +12,12 @@ Token, UserResponse, ) +from fastapi import Body, Depends +from fastapi.security import OAuth2PasswordBearer +from fastapi.testclient import TestClient # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.r2r.client import R2RClient +from r2r_python_sdk.sdk.client import R2RClient oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/tests/test_config.py b/tests/test_config.py index e26209110..e8e07273f 100644 --- a/tests/test_config.py +++ b/tests/test_config.py @@ -3,8 +3,7 @@ import pytest import toml - -from r2r_core import DocumentType, R2RConfig +from core import DocumentType, R2RConfig @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_database.py b/tests/test_database.py index d6f86135a..8999c52b0 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -2,16 +2,15 @@ import uuid import pytest -from dotenv import load_dotenv - -from r2r_core import ( +from core import ( DatabaseConfig, DatabaseProvider, Vector, VectorEntry, generate_id_from_label, ) -from r2r_core.providers import PostgresDBProvider +from core.providers import PostgresDBProvider +from dotenv import load_dotenv load_dotenv() diff --git a/tests/test_embedding.py b/tests/test_embedding.py index f565ecb40..8cca96d4f 100644 --- a/tests/test_embedding.py +++ b/tests/test_embedding.py @@ -2,8 +2,7 @@ from unittest.mock import patch import pytest - -from r2r_core import EmbeddingConfig +from core import EmbeddingConfig @pytest.fixture(scope="session", autouse=True) @@ -19,7 +18,7 @@ async def cleanup_tasks(): await asyncio.gather(*tasks, return_exceptions=True) -from r2r_core.providers import LiteLLMEmbeddingProvider +from core.providers import LiteLLMEmbeddingProvider @pytest.fixture @@ -200,7 +199,7 @@ async def test_litellm_async_get_embedding_error_handling(mocker): await provider.async_get_embedding("test") -from r2r_core.providers import OpenAIEmbeddingProvider +from core.providers import OpenAIEmbeddingProvider @pytest.fixture @@ -321,7 +320,7 @@ def test_openai_rerank_model_not_supported(): OpenAIEmbeddingProvider(config) -from r2r_core.providers import OllamaEmbeddingProvider +from core.providers import OllamaEmbeddingProvider @pytest.fixture diff --git a/tests/test_end_to_end.py b/tests/test_end_to_end.py index c9eabe7a2..3ff675544 100644 --- a/tests/test_end_to_end.py +++ b/tests/test_end_to_end.py @@ -3,9 +3,7 @@ import uuid import pytest -from fastapi.datastructures import UploadFile - -from r2r_core import ( +from core import ( Document, DocumentInfo, DocumentStatus, @@ -21,6 +19,7 @@ VectorSearchSettings, generate_id_from_label, ) +from fastapi.datastructures import UploadFile @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_groups.py b/tests/test_groups.py index 541e00960..2562bd38a 100644 --- a/tests/test_groups.py +++ b/tests/test_groups.py @@ -3,14 +3,9 @@ from uuid import UUID import pytest - -from r2r_core import DatabaseConfig, R2RException -from r2r_core.base.abstractions import ( - DocumentInfo, - DocumentStatus, - DocumentType, -) -from r2r_core.providers import BCryptConfig, BCryptProvider, PostgresDBProvider +from core import DatabaseConfig, R2RException +from core.base.abstractions import DocumentInfo, DocumentStatus, DocumentType +from core.providers import BCryptConfig, BCryptProvider, PostgresDBProvider # Add this fixture to create test documents diff --git a/tests/test_groups_client.py b/tests/test_groups_client.py index 2b1c756cd..de1a81fa4 100644 --- a/tests/test_groups_client.py +++ b/tests/test_groups_client.py @@ -3,20 +3,12 @@ from unittest.mock import MagicMock import pytest +from core import R2RApp, R2RBuilder, R2RClient, R2REngine, Token, UserResponse +from core.base import GroupResponse from fastapi import Depends from fastapi.security import OAuth2PasswordBearer from fastapi.testclient import TestClient -from r2r_core import ( - R2RApp, - R2RBuilder, - R2RClient, - R2REngine, - Token, - UserResponse, -) -from r2r_core.base import GroupResponse - oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/tests/test_ingestion_service.py b/tests/test_ingestion_service.py index 4d33d42ae..2fdc7fa01 100644 --- a/tests/test_ingestion_service.py +++ b/tests/test_ingestion_service.py @@ -6,10 +6,8 @@ from unittest.mock import AsyncMock, MagicMock, Mock import pytest -from fastapi import UploadFile - -from r2r_core import R2RAgents -from r2r_core.base import ( +from core import R2RAgents +from core.base import ( Document, DocumentInfo, R2RDocumentProcessingError, @@ -18,8 +16,9 @@ UserResponse, generate_id_from_label, ) -from r2r_core.main import R2RPipelines, R2RProviders -from r2r_core.main.services.ingestion_service import IngestionService +from core.main import R2RPipelines, R2RProviders +from core.main.services.ingestion_service import IngestionService +from fastapi import UploadFile logger = logging.getLogger(__name__) diff --git a/tests/test_llms.py b/tests/test_llms.py index 0708f9a84..0430d0459 100644 --- a/tests/test_llms.py +++ b/tests/test_llms.py @@ -3,13 +3,12 @@ from unittest.mock import AsyncMock, MagicMock, patch import pytest - -from r2r_core import CompletionConfig, GenerationConfig -from r2r_core.base.abstractions.llm import ( +from core import CompletionConfig, GenerationConfig +from core.base.abstractions.llm import ( LLMChatCompletion, LLMChatCompletionChunk, ) -from r2r_core.providers import LiteCompletionProvider, OpenAICompletionProvider +from core.providers import LiteCompletionProvider, OpenAICompletionProvider class MockCompletionResponse: diff --git a/tests/test_logging.py b/tests/test_logging.py index 659151c23..d58a32728 100644 --- a/tests/test_logging.py +++ b/tests/test_logging.py @@ -5,8 +5,7 @@ from uuid import UUID import pytest - -from r2r_core import ( +from core import ( LocalRunLoggingProvider, LoggingConfig, PostgresLoggingConfig, diff --git a/tests/test_parser.py b/tests/test_parser.py index c7fdec41c..be6108a1a 100644 --- a/tests/test_parser.py +++ b/tests/test_parser.py @@ -3,16 +3,15 @@ from unittest.mock import MagicMock, patch import pytest - -from r2r_core.parsers.media.docx_parser import DOCXParser -from r2r_core.parsers.media.pdf_parser import PDFParser -from r2r_core.parsers.media.ppt_parser import PPTParser -from r2r_core.parsers.structured.csv_parser import CSVParser -from r2r_core.parsers.structured.json_parser import JSONParser -from r2r_core.parsers.structured.xlsx_parser import XLSXParser -from r2r_core.parsers.text.html_parser import HTMLParser -from r2r_core.parsers.text.md_parser import MDParser -from r2r_core.parsers.text.text_parser import TextParser +from core.parsers.media.docx_parser import DOCXParser +from core.parsers.media.pdf_parser import PDFParser +from core.parsers.media.ppt_parser import PPTParser +from core.parsers.structured.csv_parser import CSVParser +from core.parsers.structured.json_parser import JSONParser +from core.parsers.structured.xlsx_parser import XLSXParser +from core.parsers.text.html_parser import HTMLParser +from core.parsers.text.md_parser import MDParser +from core.parsers.text.text_parser import TextParser @pytest.fixture(scope="session", autouse=True) diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index ff9773f6a..5a228821f 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -2,8 +2,7 @@ from typing import Any, AsyncGenerator import pytest - -from r2r_core import AsyncPipe, AsyncPipeline, PipeType +from core import AsyncPipe, AsyncPipeline, PipeType class MultiplierPipe(AsyncPipe): diff --git a/tests/test_vector_db.py b/tests/test_vector_db.py index 8396793e2..d4d1b0459 100644 --- a/tests/test_vector_db.py +++ b/tests/test_vector_db.py @@ -2,9 +2,8 @@ from uuid import UUID, uuid4 import pytest - -from r2r_core.base import DatabaseConfig, Vector, VectorEntry -from r2r_core.providers import PostgresDBProvider +from core.base import DatabaseConfig, Vector, VectorEntry +from core.providers import PostgresDBProvider @pytest.fixture From 289ccfb678ffca3defa21c87954d07b6d06c3047 Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 11:15:57 -0700 Subject: [PATCH 13/74] Make graspologic optional --- go/cli/go.mod | 2 +- go/cli/rag_operations.go | 181 --------------------------------- py/core/pipes/kg/clustering.py | 22 ++-- pyproject.toml | 3 +- 4 files changed, 16 insertions(+), 192 deletions(-) delete mode 100644 go/cli/rag_operations.go diff --git a/go/cli/go.mod b/go/cli/go.mod index da0ecc818..82992dc40 100644 --- a/go/cli/go.mod +++ b/go/cli/go.mod @@ -2,7 +2,7 @@ module r2r-cli go 1.23.0 -replace github.com/yourusername/r2r_go_sdk => ../r2r_go_sdk +replace github.com/yourusername/r2r_go_sdk => ../sdk require ( github.com/spf13/cobra v1.8.1 diff --git a/go/cli/rag_operations.go b/go/cli/rag_operations.go deleted file mode 100644 index dee23cd65..000000000 --- a/go/cli/rag_operations.go +++ /dev/null @@ -1,181 +0,0 @@ -package main - -import ( - "encoding/json" - "fmt" - - "github.com/spf13/cobra" - "github.com/yourusername/r2r_go_sdk/pkg/sdk" -) - -func init() { - rootCmd.AddCommand(ragCmd) -} - -func init() { - // rootCmd.AddCommand(inspectKnowledgeGraphCmd) - rootCmd.AddCommand(ragCmd) - rootCmd.AddCommand(searchCmd) -} - -var inspectKnowledgeGraphCmd = &cobra.Command{ - Use: "inspect-knowledge-graph", - Short: "Print relationships from the knowledge graph", - Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) - limit, _ := cmd.Flags().GetInt("limit") - // printDescriptions, _ := cmd.Flags().GetBool("print-descriptions") - - response, err := client.InspectKnowledgeGraph() - if err != nil { - fmt.Printf("Error inspecting knowledge graph: %v\n", err) - return - } - fmt.Println(response) - }), -} - -var ragCmd = &cobra.Command{ - Use: "rag", - Short: "Perform a RAG query", - Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) - query, _ := cmd.Flags().GetString("query") - useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") - filtersStr, _ := cmd.Flags().GetString("filters") - var filters map[string]interface{} - if filtersStr != "" { - json.Unmarshal([]byte(filtersStr), &filters) - } - searchLimit, _ := cmd.Flags().GetInt("search-limit") - doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") - useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") - kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") - stream, _ := cmd.Flags().GetBool("stream") - ragModel, _ := cmd.Flags().GetString("rag-model") - kgSearchType, _ := cmd.Flags().GetString("kg-search-type") - kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") - - generationConfig := sdk.GenerationConfig{ - Stream: stream, - } - if ragModel != "" { - generationConfig.Model = ragModel - } - - vectorSearchSettings := &sdk.VectorSearchSettings{ - UseVectorSearch: useVectorSearch, - Filters: filters, - SearchLimit: searchLimit, - DoHybridSearch: doHybridSearch, - } - - kgSearchSettings := &sdk.KGSearchSettings{ - UseKGSearch: useKgSearch, - Model: kgSearchModel, - SearchType: kgSearchType, - SearchLevel: kgSearchLevel, - } - - response, err := client.RAG(query, generationConfig, vectorSearchSettings, kgSearchSettings) - if err != nil { - fmt.Printf("Error performing RAG query: %v\n", err) - return - } - - if stream { - for chunk := range response.StreamingChannel { - fmt.Print(chunk) - } - fmt.Println() - } else { - fmt.Printf("Search Results:\n%s\n", response.SearchResults) - fmt.Printf("Completion:\n%s\n", response.Completion) - } - }), -} - -var searchCmd = &cobra.Command{ - Use: "search", - Short: "Perform a search query", - Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) - query, _ := cmd.Flags().GetString("query") - useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") - filtersStr, _ := cmd.Flags().GetString("filters") - var filters map[string]interface{} - if filtersStr != "" { - json.Unmarshal([]byte(filtersStr), &filters) - } - searchLimit, _ := cmd.Flags().GetInt("search-limit") - doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") - useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") - kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") - kgSearchType, _ := cmd.Flags().GetString("kg-search-type") - kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") - - vectorSearchSettings := &sdk.VectorSearchSettings{ - UseVectorSearch: useVectorSearch, - Filters: filters, - SearchLimit: searchLimit, - DoHybridSearch: doHybridSearch, - } - - kgSearchSettings := &sdk.KGSearchSettings{ - UseKGSearch: useKgSearch, - Model: kgSearchModel, - SearchType: kgSearchType, - SearchLevel: kgSearchLevel, - } - - results, err := client.Search(query, vectorSearchSettings, kgSearchSettings) - if err != nil { - fmt.Printf("Error performing search: %v\n", err) - return - } - - fmt.Printf("KG_Search Enabled: %v\n", useKgSearch) - fmt.Printf("KG_Search Type: %s\n", kgSearchType) - - if len(results.VectorSearchResults) > 0 { - fmt.Println("Vector search results:") - for _, result := range results.VectorSearchResults { - fmt.Println(result) - } - } - - if len(results.KGSearchResults) > 0 { - fmt.Println("KG search results:") - for _, result := range results.KGSearchResults { - fmt.Println(result) - } - } - }), -} - -func init() { - inspectKnowledgeGraphCmd.Flags().Int("limit", 100, "Limit the number of relationships returned") - inspectKnowledgeGraphCmd.Flags().Bool("print-descriptions", false, "Print descriptions of entities and relationships") - - ragCmd.Flags().String("query", "", "The query for RAG") - ragCmd.Flags().Bool("use-vector-search", true, "Use vector search") - ragCmd.Flags().String("filters", "", "Search filters as JSON") - ragCmd.Flags().Int("search-limit", 10, "Number of search results to return") - ragCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") - ragCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") - ragCmd.Flags().String("kg-search-model", "", "Model for KG agent") - ragCmd.Flags().Bool("stream", false, "Stream the RAG response") - ragCmd.Flags().String("rag-model", "", "Model for RAG") - ragCmd.Flags().String("kg-search-type", "global", "Local or Global") - ragCmd.Flags().String("kg-search-level", "", "Level of cluster to use for Global KG search") - - searchCmd.Flags().String("query", "", "The search query") - searchCmd.Flags().Bool("use-vector-search", true, "Use vector search") - searchCmd.Flags().String("filters", "", "Search filters as JSON") - searchCmd.Flags().Int("search-limit", 10, "Number of search results to return") - searchCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") - searchCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") - searchCmd.Flags().String("kg-search-model", "", "Model for KG agent") - searchCmd.Flags().String("kg-search-type", "global", "Local or Global") - searchCmd.Flags().String("kg-search-level", "", "Level of KG search") -} diff --git a/py/core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py index a31411f00..ed31eb3fd 100644 --- a/py/core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -23,7 +23,6 @@ RunLoggingSingleton, Triple, ) -from graspologic.partition import hierarchical_leiden logger = logging.getLogger(__name__) @@ -70,15 +69,20 @@ def _compute_leiden_communities( seed: int = 0xDEADBEEF, ) -> dict[int, dict[str, int]]: """Compute Leiden communities.""" - community_mapping = hierarchical_leiden( - graph, max_cluster_size=self.max_cluster_size, random_seed=seed - ) - results: dict[int, dict[str, int]] = {} - for partition in community_mapping: - results[partition.level] = results.get(partition.level, {}) - results[partition.level][partition.node] = partition.cluster + try: + from graspologic.partition import hierarchical_leiden - return results + community_mapping = hierarchical_leiden( + graph, max_cluster_size=self.max_cluster_size, random_seed=seed + ) + results: dict[int, dict[str, int]] = {} + for partition in community_mapping: + results[partition.level] = results.get(partition.level, {}) + results[partition.level][partition.node] = partition.cluster + + return results + except ImportError as e: + raise ImportError("Please install the graspologic package.") from e async def cluster_kg(self, triples: list[Triple]) -> list[Community]: """ diff --git a/pyproject.toml b/pyproject.toml index bf2a568bb..955fd579f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -66,9 +66,10 @@ core = [ "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", - "pyjwt", "toml", "pyyaml", "poppler-utils", "psutil", "deepdiff", "graspologic" + "pyjwt", "toml", "pyyaml", "poppler-utils", "psutil", "deepdiff", ] ingest-movies = ["opencv-python", "moviepy"] +kgs = ["graspologic"] all = ["core", "ingest-movies"] [tool.poetry.group.dev.dependencies] From a1b649755aa8c6357f7a535ad0bcd59c4de51991 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 11:38:26 -0700 Subject: [PATCH 14/74] fix rag stream (#895) --- py/sdk/client.py | 38 +++++++++++++++++++++++++++++++------- py/sdk/retrieval.py | 40 ++++++++++++++++++++++++---------------- 2 files changed, 55 insertions(+), 23 deletions(-) diff --git a/py/sdk/client.py b/py/sdk/client.py index a477c2a79..c037dc7d4 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -12,7 +12,7 @@ from .models import R2RException from .restructure import RestructureMethods from .retrieval import RetrievalMethods - +from typing import AsyncGenerator, Generator nest_asyncio.apply() # The empty args become necessary after a recent modification to `base_endpoint` @@ -76,7 +76,7 @@ def __init__( base_url: str = "http://localhost:8000", prefix: str = "/v1", custom_client=None, - timeout: float = 60.0, + timeout: float = 300.0, ): self.base_url = base_url self.prefix = prefix @@ -136,6 +136,19 @@ async def _make_request(self, method, endpoint, **kwargs): status_code=500, message=f"Request failed: {str(e)}" ) + + async def _make_streaming_request(self, method: str, endpoint: str, **kwargs) -> AsyncGenerator[str, None]: + url = f"{self.base_url}{self.prefix}/{endpoint}" + headers = kwargs.pop("headers", {}) + if self.access_token and endpoint not in ["register", "login", "verify_email"]: + headers.update(self._get_auth_header()) + + async with httpx.AsyncClient() as client: + async with client.stream(method, url, headers=headers, timeout=self.timeout, **kwargs) as response: + handle_request_error(response) + async for chunk in response.aiter_text(): + yield chunk + def _get_auth_header(self) -> dict: if not self.access_token: return {} @@ -175,15 +188,26 @@ class R2RClient: def __init__(self, *args, **kwargs): self.async_client = R2RAsyncClient(*args, **kwargs) + def _sync_generator(self, async_gen: AsyncGenerator) -> Generator: + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + + try: + while True: + yield loop.run_until_complete(async_gen.__anext__()) + except StopAsyncIteration: + pass + finally: + loop.close() + def __getattr__(self, name): async_attr = getattr(self.async_client, name) if callable(async_attr): - def sync_wrapper(*args, **kwargs): - return asyncio.get_event_loop().run_until_complete( - async_attr(*args, **kwargs) - ) - + result = asyncio.get_event_loop().run_until_complete(async_attr(*args, **kwargs)) + if isinstance(result, AsyncGenerator): + return self._sync_generator(result) + return result return sync_wrapper return async_attr diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index 7769cf127..650d79185 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -103,16 +103,14 @@ async def rag( } if rag_generation_config.stream: - - async def stream_response(): - async for chunk in await client._make_request( - "POST", "rag", json=data, stream=True - ): - yield RAGResponse(**chunk) - - return stream_response() + return client._make_streaming_request( + "POST", + "rag", + json=data + ) else: return await client._make_request("POST", "rag", json=data) + @staticmethod async def agent( @@ -172,13 +170,23 @@ async def agent( } if rag_generation_config.stream: + return client._make_streaming_request( + "POST", + "agent", + json=data + ) + else: + return await client._make_request("POST", "rag", json=data) - async def stream_response(): - async for chunk in await client._make_request( - "POST", "agent", json=data, stream=True - ): - yield Message(**chunk) - return stream_response() - else: - return await client._make_request("POST", "agent", json=data) + # if rag_generation_config.stream: + + # async def stream_response(): + # async for chunk in await client._make_request( + # "POST", "agent", json=data, stream=True + # ): + # yield Message(**chunk) + + # return stream_response() + # else: + # return await client._make_request("POST", "agent", json=data) From 6a1a7b75e907311459ccb057124ff94e43d7df10 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 12:12:36 -0700 Subject: [PATCH 15/74] add py r2r (#896) --- py/core/main/execution.py | 2 +- poetry.lock => py/poetry.lock | 27 ++++---- py/pyproject.toml | 127 ++++++++++++++++++++++++++++++++++ py/r2r/__init__.py | 16 +++++ py/sdk/retrieval.py | 4 -- 5 files changed, 157 insertions(+), 19 deletions(-) rename poetry.lock => py/poetry.lock (99%) create mode 100644 py/pyproject.toml create mode 100644 py/r2r/__init__.py diff --git a/py/core/main/execution.py b/py/core/main/execution.py index 78915de75..5f9c3f333 100644 --- a/py/core/main/execution.py +++ b/py/core/main/execution.py @@ -16,7 +16,6 @@ VectorSearchSettings, ) from fastapi import UploadFile -from sdk.client import R2RClient from .assembly.builder import R2RBuilder from .assembly.config import R2RConfig @@ -43,6 +42,7 @@ def __init__( self.base_url = base_url if self.client_mode: + from sdk.client import R2RClient self.client = R2RClient(base_url) self.app = None else: diff --git a/poetry.lock b/py/poetry.lock similarity index 99% rename from poetry.lock rename to py/poetry.lock index 54e7c651a..d6b949067 100644 --- a/poetry.lock +++ b/py/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -827,7 +827,7 @@ files = [ name = "distro" version = "1.9.0" description = "Distro - an OS platform information API" -optional = true +optional = false python-versions = ">=3.6" files = [ {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"}, @@ -1540,13 +1540,13 @@ setuptools = "*" [[package]] name = "importlib-metadata" -version = "8.3.0" +version = "8.4.0" description = "Read metadata from Python packages" optional = true python-versions = ">=3.8" files = [ - {file = "importlib_metadata-8.3.0-py3-none-any.whl", hash = "sha256:42817a4a0be5845d22c6e212db66a94ad261e2318d80b3e0d363894a79df2b67"}, - {file = "importlib_metadata-8.3.0.tar.gz", hash = "sha256:9c8fa6e8ea0f9516ad5c8db9246a731c948193c7754d3babb0114a05b27dd364"}, + {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"}, + {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"}, ] [package.dependencies] @@ -1624,7 +1624,7 @@ i18n = ["Babel (>=2.7)"] name = "jiter" version = "0.5.0" description = "Fast iterable JSON parser." -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "jiter-0.5.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b599f4e89b3def9a94091e6ee52e1d7ad7bc33e238ebb9c4c63f211d74822c3f"}, @@ -2571,7 +2571,7 @@ httpx = ">=0.27.0,<0.28.0" name = "openai" version = "1.41.1" description = "The official Python library for the openai API" -optional = true +optional = false python-versions = ">=3.7.1" files = [ {file = "openai-1.41.1-py3-none-any.whl", hash = "sha256:56fb04105263f79559aff3ceea2e1dd16f8c5385e8238cb66cf0e6888fa8bfcf"}, @@ -2610,11 +2610,11 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] @@ -2697,8 +2697,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.23.2", markers = "python_version == \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.2", markers = "python_version == \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -4416,7 +4416,7 @@ files = [ name = "tqdm" version = "4.66.5" description = "Fast, Extensible Progress Meter" -optional = true +optional = false python-versions = ">=3.7" files = [ {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"}, @@ -4779,11 +4779,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -all = [] core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] -ingest-movies = ["moviepy", "opencv-python"] +core-ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "63c0d66d4c195c646341dcf5e1e863a898d30fc96abf58170eaa1e26faca8de0" +content-hash = "34b93bcd771abd4c1eb4f3ffb79f36a716835e721e46cd0767007201abf6d806" diff --git a/py/pyproject.toml b/py/pyproject.toml new file mode 100644 index 000000000..f96330fbf --- /dev/null +++ b/py/pyproject.toml @@ -0,0 +1,127 @@ +[build-system] +requires = ["poetry-core", "setuptools", "wheel"] +build-backend = "poetry.core.masonry.api" + +[tool.poetry] +name = "r2r" +readme = "../README.md" +version = "0.3.0" +description = "SciPhi R2R" +authors = ["Owen Colegrove "] +license = "MIT" +include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] +packages = [ + { include = "r2r", from = "." }, + { include = "core", from = "." }, + { include = "sdk", from = "." }, +] + +[tool.poetry.dependencies] +# Python Versions +python = ">=3.9,<3.13" + +httpx = "^0.27.0" +nest-asyncio = "^1.6.0" +fastapi = "^0.109.2" + +# Core dependencies (optional) +openai = { version = "^1.11.1" } + +pydantic = { extras = ["email"], version = "^2.8.2", optional = true } +python-multipart = { version = "^0.0.9", optional = true } +fire = { version = "^0.5.0", optional = true } +gunicorn = { version = "^21.2.0", optional = true } +requests = { version = "^2.31.0", optional = true } +types-requests = { version = "^2.31.0", optional = true } +uvicorn = { version = "^0.27.0.post1", optional = true } +aiosqlite = { version = "^0.20.0", optional = true } +asyncpg = { version = "^0.29.0", optional = true } +redis = { version = "^5.0.4", optional = true } +beautifulsoup4 = { version = "^4.12.3", optional = true } +openpyxl = { version = "^3.1.2", optional = true } +markdown = { version = "^3.6", optional = true } +pypdf = { version = "^4.2.0", optional = true } +python-pptx = { version = "^0.6.23", optional = true } +python-docx = { version = "^1.1.0", optional = true } +opencv-python = { version = "^4.10.0.82", optional = true } +moviepy = { version = "^1.0.3", optional = true } +vecs = { version = "^0.4.0", optional = true } +litellm = { version = "^1.42.3", optional = true } +fsspec = { version = "^2024.6.0", optional = true } +posthog = { version = "^3.5.0", optional = true } +sqlalchemy = { version = "^2.0.30", optional = true } +ollama = { version = "^0.3.1", optional = true } +neo4j = { version = "^5.21.0", optional = true } +passlib = { version = "^1.7.4", optional = true } +bcrypt = { version = "^4.1.3", optional = true } +pyjwt = { version = "^2.8.0", optional = true } +toml = { version = "^0.10.2", optional = true } +pyyaml = { version = "^6.0.1", optional = true } +poppler-utils = { version = "^0.1.0", optional = true } +psutil = { version = "^6.0.0", optional = true } +deepdiff = { version = "^7.0.1", optional = true } +graspologic = { version = "^3.4.1", optional = true } + +[tool.poetry.extras] +core = [ + "pydantic", "python-multipart", "fire", "gunicorn", "requests", "types-requests", + "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", + "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", + "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", + "pyjwt", "toml", "pyyaml", "poppler-utils", "psutil", "deepdiff", "graspologic" +] +core-ingest-movies = ["opencv-python", "moviepy"] + +[tool.poetry.group.dev.dependencies] +black = "^24.3.0" +codecov = "^2.1.13" +flake8 = "6.1.0" +isort = "5.12.0" +mypy = "^1.5.1" +pre-commit = "^2.9" +pytest = "^8.2.0" +pytest-asyncio = "^0.23.6" +pytest-dependency = "^0.6.0" +pytest-mock = "^3.14.0" +pytest-cov = "^5.0.0" +colorama = "^0.4.6" + +[tool.poetry.scripts] +r2r = "core.cli.cli:main" + +[tool.black] +line-length = 79 +target-version = ['py39'] +include = '\.pyi?$' +extend-exclude = ''' +/( + # directories + \.eggs + | \.git + | \.hg + | \.mypy_cache + | \.tox + | \.venv + | build + | dist +)/ +''' + +[tool.mypy] +ignore_missing_imports = true +exclude = 'playground/.*|deprecated/.*|dump/.*|docs/source|vecs/*' + +[[tool.mypy.overrides]] +module = "yaml" +ignore_missing_imports = true + +[tool.pytest.ini_options] +asyncio_mode = "auto" +addopts = "--cov=r2r --cov-report=term-missing --cov-report=xml" +testpaths = [ + "tests", +] +filterwarnings = [ + "ignore::DeprecationWarning", + "ignore::pytest.PytestUnraisableExceptionWarning", +] diff --git a/py/r2r/__init__.py b/py/r2r/__init__.py new file mode 100644 index 000000000..70e023ef8 --- /dev/null +++ b/py/r2r/__init__.py @@ -0,0 +1,16 @@ +from sdk import * + +__all__ = [ + # R2R SDK + "R2RAsyncClient", + "R2RClient", +] + +try: + from core import * + import core + __all__ += core.__all__ +except ImportError: + # Core dependencies not installed + pass + diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index 650d79185..ddd251a01 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -1,8 +1,5 @@ from typing import AsyncGenerator, Optional, Union -from core.base import VectorSearchSettings -from core.base.api.models import RAGResponse, SearchResponse - from .models import ( GenerationConfig, KGSearchSettings, @@ -12,7 +9,6 @@ VectorSearchSettings, ) - class RetrievalMethods: @staticmethod async def search( From 2df83a1d08c013eed8451db3c3f4bd553e918369 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 12:16:03 -0700 Subject: [PATCH 16/74] Clean up (#897) --- go/cli/rag_operations.go | 181 +++++++++++++++++++++ py/core/main/api/routes/retrieval/base.py | 38 +++-- py/core/main/assembly/config.py | 11 +- py/core/main/services/retrieval_service.py | 1 - py/sdk/client.py | 2 +- 5 files changed, 208 insertions(+), 25 deletions(-) create mode 100644 go/cli/rag_operations.go diff --git a/go/cli/rag_operations.go b/go/cli/rag_operations.go new file mode 100644 index 000000000..dee23cd65 --- /dev/null +++ b/go/cli/rag_operations.go @@ -0,0 +1,181 @@ +package main + +import ( + "encoding/json" + "fmt" + + "github.com/spf13/cobra" + "github.com/yourusername/r2r_go_sdk/pkg/sdk" +) + +func init() { + rootCmd.AddCommand(ragCmd) +} + +func init() { + // rootCmd.AddCommand(inspectKnowledgeGraphCmd) + rootCmd.AddCommand(ragCmd) + rootCmd.AddCommand(searchCmd) +} + +var inspectKnowledgeGraphCmd = &cobra.Command{ + Use: "inspect-knowledge-graph", + Short: "Print relationships from the knowledge graph", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + limit, _ := cmd.Flags().GetInt("limit") + // printDescriptions, _ := cmd.Flags().GetBool("print-descriptions") + + response, err := client.InspectKnowledgeGraph() + if err != nil { + fmt.Printf("Error inspecting knowledge graph: %v\n", err) + return + } + fmt.Println(response) + }), +} + +var ragCmd = &cobra.Command{ + Use: "rag", + Short: "Perform a RAG query", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + query, _ := cmd.Flags().GetString("query") + useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") + filtersStr, _ := cmd.Flags().GetString("filters") + var filters map[string]interface{} + if filtersStr != "" { + json.Unmarshal([]byte(filtersStr), &filters) + } + searchLimit, _ := cmd.Flags().GetInt("search-limit") + doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") + kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") + stream, _ := cmd.Flags().GetBool("stream") + ragModel, _ := cmd.Flags().GetString("rag-model") + kgSearchType, _ := cmd.Flags().GetString("kg-search-type") + kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") + + generationConfig := sdk.GenerationConfig{ + Stream: stream, + } + if ragModel != "" { + generationConfig.Model = ragModel + } + + vectorSearchSettings := &sdk.VectorSearchSettings{ + UseVectorSearch: useVectorSearch, + Filters: filters, + SearchLimit: searchLimit, + DoHybridSearch: doHybridSearch, + } + + kgSearchSettings := &sdk.KGSearchSettings{ + UseKGSearch: useKgSearch, + Model: kgSearchModel, + SearchType: kgSearchType, + SearchLevel: kgSearchLevel, + } + + response, err := client.RAG(query, generationConfig, vectorSearchSettings, kgSearchSettings) + if err != nil { + fmt.Printf("Error performing RAG query: %v\n", err) + return + } + + if stream { + for chunk := range response.StreamingChannel { + fmt.Print(chunk) + } + fmt.Println() + } else { + fmt.Printf("Search Results:\n%s\n", response.SearchResults) + fmt.Printf("Completion:\n%s\n", response.Completion) + } + }), +} + +var searchCmd = &cobra.Command{ + Use: "search", + Short: "Perform a search query", + Run: withTimer(func(cmd *cobra.Command, args []string) { + client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + query, _ := cmd.Flags().GetString("query") + useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") + filtersStr, _ := cmd.Flags().GetString("filters") + var filters map[string]interface{} + if filtersStr != "" { + json.Unmarshal([]byte(filtersStr), &filters) + } + searchLimit, _ := cmd.Flags().GetInt("search-limit") + doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") + kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") + kgSearchType, _ := cmd.Flags().GetString("kg-search-type") + kgSearchLevel, _ := cmd.Flags().GetString("kg-search-level") + + vectorSearchSettings := &sdk.VectorSearchSettings{ + UseVectorSearch: useVectorSearch, + Filters: filters, + SearchLimit: searchLimit, + DoHybridSearch: doHybridSearch, + } + + kgSearchSettings := &sdk.KGSearchSettings{ + UseKGSearch: useKgSearch, + Model: kgSearchModel, + SearchType: kgSearchType, + SearchLevel: kgSearchLevel, + } + + results, err := client.Search(query, vectorSearchSettings, kgSearchSettings) + if err != nil { + fmt.Printf("Error performing search: %v\n", err) + return + } + + fmt.Printf("KG_Search Enabled: %v\n", useKgSearch) + fmt.Printf("KG_Search Type: %s\n", kgSearchType) + + if len(results.VectorSearchResults) > 0 { + fmt.Println("Vector search results:") + for _, result := range results.VectorSearchResults { + fmt.Println(result) + } + } + + if len(results.KGSearchResults) > 0 { + fmt.Println("KG search results:") + for _, result := range results.KGSearchResults { + fmt.Println(result) + } + } + }), +} + +func init() { + inspectKnowledgeGraphCmd.Flags().Int("limit", 100, "Limit the number of relationships returned") + inspectKnowledgeGraphCmd.Flags().Bool("print-descriptions", false, "Print descriptions of entities and relationships") + + ragCmd.Flags().String("query", "", "The query for RAG") + ragCmd.Flags().Bool("use-vector-search", true, "Use vector search") + ragCmd.Flags().String("filters", "", "Search filters as JSON") + ragCmd.Flags().Int("search-limit", 10, "Number of search results to return") + ragCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + ragCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") + ragCmd.Flags().String("kg-search-model", "", "Model for KG agent") + ragCmd.Flags().Bool("stream", false, "Stream the RAG response") + ragCmd.Flags().String("rag-model", "", "Model for RAG") + ragCmd.Flags().String("kg-search-type", "global", "Local or Global") + ragCmd.Flags().String("kg-search-level", "", "Level of cluster to use for Global KG search") + + searchCmd.Flags().String("query", "", "The search query") + searchCmd.Flags().Bool("use-vector-search", true, "Use vector search") + searchCmd.Flags().String("filters", "", "Search filters as JSON") + searchCmd.Flags().Int("search-limit", 10, "Number of search results to return") + searchCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + searchCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") + searchCmd.Flags().String("kg-search-model", "", "Model for KG agent") + searchCmd.Flags().String("kg-search-type", "global", "Local or Global") + searchCmd.Flags().String("kg-search-level", "", "Level of KG search") +} diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index 8fbe4f3c1..ab45eda1b 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -6,6 +6,7 @@ GenerationConfig, KGSearchSettings, Message, + R2RException, RunType, VectorSearchSettings, ) @@ -224,23 +225,26 @@ async def agent_app( vector_search_settings.filters = filters - response = await self.engine.arag_agent( - messages=messages, - vector_search_settings=vector_search_settings, - kg_search_settings=kg_search_settings, - rag_generation_config=rag_generation_config, - task_prompt_override=task_prompt_override, - include_title_if_available=include_title_if_available, - ) + try: + response = await self.engine.arag_agent( + messages=messages, + vector_search_settings=vector_search_settings, + kg_search_settings=kg_search_settings, + rag_generation_config=rag_generation_config, + task_prompt_override=task_prompt_override, + include_title_if_available=include_title_if_available, + ) - if rag_generation_config.stream: + if rag_generation_config.stream: - async def stream_generator(): - async for chunk in response: - yield chunk + async def stream_generator(): + async for chunk in response: + yield chunk - return StreamingResponse( - stream_generator(), media_type="application/json" - ) - else: - return response + return StreamingResponse( + stream_generator(), media_type="application/json" + ) + else: + return response + except Exception as e: + raise R2RException(str(e), 500) diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index b52819f4b..ab2494587 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -102,8 +102,9 @@ def _validate_config_section( ): if section not in config_data: raise ValueError(f"Missing '{section}' section in config") - missing_keys = [key for key in keys if key not in config_data[section]] - if missing_keys: + if missing_keys := [ + key for key in keys if key not in config_data[section] + ]: raise ValueError( f"Missing required keys in '{section}' config: {', '.join(missing_keys)}" ) @@ -171,13 +172,11 @@ def _serialize_config(config_section: Any) -> dict: return config_section.value elif isinstance(config_section, BaseModel): return R2RConfig._serialize_config( - config_section.dict(exclude_none=True) + config_section.model_dump(exclude_none=True) ) else: return config_section @staticmethod def _serialize_key(key: Any) -> str: - if isinstance(key, Enum): - return key.value - return str(key) + return key.value if isinstance(key, Enum) else str(key) diff --git a/py/core/main/services/retrieval_service.py b/py/core/main/services/retrieval_service.py index c299f17e1..ca58ab1fa 100644 --- a/py/core/main/services/retrieval_service.py +++ b/py/core/main/services/retrieval_service.py @@ -306,7 +306,6 @@ async def stream_response(): value=latency, ) return results - except Exception as e: logger.error(f"Pipeline error: {str(e)}") if "NoneType" in str(e): diff --git a/py/sdk/client.py b/py/sdk/client.py index c037dc7d4..fcca73f46 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -134,7 +134,7 @@ async def _make_request(self, method, endpoint, **kwargs): except httpx.RequestError as e: raise R2RException( status_code=500, message=f"Request failed: {str(e)}" - ) + ) from e async def _make_streaming_request(self, method: str, endpoint: str, **kwargs) -> AsyncGenerator[str, None]: From 4e0034f296b83648521c8f2c21246b30c0a63bbe Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 12:27:52 -0700 Subject: [PATCH 17/74] fix agent (#898) --- py/core/base/abstractions/__init__.py | 2 + py/core/base/abstractions/llm.py | 29 ++++++++- .../base/api/models/retrieval/responses.py | 63 ++----------------- py/core/main/api/routes/retrieval/base.py | 1 - py/sdk/retrieval.py | 15 +---- 5 files changed, 35 insertions(+), 75 deletions(-) diff --git a/py/core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py index 6ea82c364..1245a7e4c 100644 --- a/py/core/base/abstractions/__init__.py +++ b/py/core/base/abstractions/__init__.py @@ -24,6 +24,7 @@ GenerationConfig, LLMChatCompletion, LLMChatCompletionChunk, + Message, RAGCompletion, ) from .prompt import Prompt @@ -70,6 +71,7 @@ "GenerationConfig", "LLMChatCompletion", "LLMChatCompletionChunk", + "Message", "RAGCompletion", # Prompt abstractions "Prompt", diff --git a/py/core/base/abstractions/llm.py b/py/core/base/abstractions/llm.py index 487cd046f..6ab140c84 100644 --- a/py/core/base/abstractions/llm.py +++ b/py/core/base/abstractions/llm.py @@ -1,7 +1,8 @@ """Abstractions for the LLM model.""" -from typing import TYPE_CHECKING, ClassVar, Optional +from typing import TYPE_CHECKING, ClassVar, Optional, Union, Any +from enum import Enum from openai.types.chat import ChatCompletion, ChatCompletionChunk from pydantic import BaseModel, Field @@ -100,3 +101,29 @@ class Config: "add_generation_kwargs": None, "api_base": None, } + +class MessageType(Enum): + SYSTEM = "system" + USER = "user" + ASSISTANT = "assistant" + FUNCTION = "function" + TOOL = "tool" + + def __str__(self): + return self.value + +class Message(BaseModel): + role: Union[MessageType, str] + content: Optional[str] = None + name: Optional[str] = None + function_call: Optional[dict[str, Any]] = None + tool_calls: Optional[list[dict[str, Any]]] = None + + class Config: + json_schema_extra = { + "role": "user", + "content": "This is a test message.", + "name": None, + "function_call": None, + "tool_calls": None, + } \ No newline at end of file diff --git a/py/core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py index 2ebac059a..dbf601990 100644 --- a/py/core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -1,12 +1,12 @@ -from typing import Any, List, Optional +from typing import Any, Optional -from core.base.abstractions.search import KGSearchResult, VectorSearchResult +from core.base.abstractions import KGSearchResult, VectorSearchResult, Message from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel, Field class SearchResponse(BaseModel): - vector_search_results: List[VectorSearchResult] = Field( + vector_search_results: list[VectorSearchResult] = Field( ..., description="List of vector search results", ) @@ -87,62 +87,7 @@ class Config: } } - -class RAGAgentResponse(BaseModel): - completion: Any = Field( - ..., - description="The generated completion from the RAG agent process", - ) - search_results: SearchResponse = Field( - ..., - description="The search results used for the RAG agent process", - ) - thought_process: Optional[str] = Field( - None, - description="The agent's thought process or reasoning", - ) - - class Config: - json_schema_extra = { - "example": { - "completion": { - "id": "chatcmpl-example456", - "choices": [ - { - "finish_reason": "stop", - "index": 0, - "logprobs": None, - "message": { - "content": "The capital of France is Paris. Paris is not only the capital but also the largest city in France, known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", - "role": "assistant", - }, - } - ], - }, - "search_results": { - "vector_search_results": [ - { - "fragment_id": "d79ef23a-fc23-5452-8f49-d7bd46088a96", - "extraction_id": "4f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", - "document_id": "5e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "3acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.89943702876567796, - "text": "Paris is the capital and most populous city of France. It is known for its iconic landmarks such as the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.", - "metadata": { - "title": "france_geography.pdf", - "associatedQuery": "What is the capital of France?", - }, - } - ], - "kg_search_results": None, - }, - "thought_process": "To answer this question, I'll need to search for information about France's capital. The search results provide clear information about Paris being the capital of France, along with some additional details about its landmarks.", - } - } - - # Create wrapped versions of the responses WrappedSearchResponse = ResultsWrapper[SearchResponse] WrappedRAGResponse = ResultsWrapper[RAGResponse] -WrappedRAGAgentResponse = ResultsWrapper[RAGAgentResponse] +WrappedRAGAgentResponse = ResultsWrapper[list[Message]] diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index ab45eda1b..fb13b6755 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -155,7 +155,6 @@ async def rag_app( ) if rag_generation_config.stream: - async def stream_generator(): async for chunk in response: yield chunk diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index ddd251a01..5852592dc 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -172,17 +172,4 @@ async def agent( json=data ) else: - return await client._make_request("POST", "rag", json=data) - - - # if rag_generation_config.stream: - - # async def stream_response(): - # async for chunk in await client._make_request( - # "POST", "agent", json=data, stream=True - # ): - # yield Message(**chunk) - - # return stream_response() - # else: - # return await client._make_request("POST", "agent", json=data) + return await client._make_request("POST", "agent", json=data) \ No newline at end of file From 3519338437db55c7f06cd8c2ed806bb7fd7c9d20 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 12:31:39 -0700 Subject: [PATCH 18/74] define `RAGAgentResponse` (#899) --- py/core/base/api/models/retrieval/responses.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/py/core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py index dbf601990..6048b4433 100644 --- a/py/core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -87,7 +87,8 @@ class Config: } } +RAGAgentResponse = list[Message] # Create wrapped versions of the responses WrappedSearchResponse = ResultsWrapper[SearchResponse] WrappedRAGResponse = ResultsWrapper[RAGResponse] -WrappedRAGAgentResponse = ResultsWrapper[list[Message]] +WrappedRAGAgentResponse = ResultsWrapper[RAGAgentResponse] From 675a18c4b701ed24f5377d6a99e91a14c7aa9217 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Tue, 20 Aug 2024 16:34:54 -0400 Subject: [PATCH 19/74] Shreyas/unstructured (#900) * api + oss lib * rm pdb * rm poetry lock * update version * fixes --- py/core/base/providers/chunking.py | 6 +- py/core/base/providers/parsing.py | 4 +- py/core/configs/unstructured.toml | 8 ++ py/core/main/assembly/config.py | 2 +- py/core/main/assembly/factory.py | 4 +- py/core/pipes/ingestion/chunking_pipe.py | 6 +- py/core/providers/chunking/r2r_chunking.py | 12 ++- .../chunking/unstructured_chunking.py | 39 ++++++---- .../providers/parsing/unstructured_parsing.py | 74 ++++++++++++++++++- pyproject.toml | 2 +- 10 files changed, 125 insertions(+), 32 deletions(-) create mode 100644 py/core/configs/unstructured.toml diff --git a/py/core/base/providers/chunking.py b/py/core/base/providers/chunking.py index 6b2bab04b..6d20a07a0 100644 --- a/py/core/base/providers/chunking.py +++ b/py/core/base/providers/chunking.py @@ -1,9 +1,9 @@ from abc import ABC, abstractmethod from enum import Enum -from typing import AsyncGenerator, Optional +from typing import AsyncGenerator, Optional, Union from .base import Provider, ProviderConfig - +from ..abstractions.document import DocumentExtraction class Method(str, Enum): BY_TITLE = "by_title" @@ -57,6 +57,6 @@ def __init__(self, config: ChunkingConfig): self.config = config @abstractmethod - async def chunk(self, parsed_document: str) -> AsyncGenerator[str, None]: + async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[str, None]: """Chunk the parsed document using the configured chunking strategy.""" pass diff --git a/py/core/base/providers/parsing.py b/py/core/base/providers/parsing.py index 4a572d35d..ef9e4ef95 100644 --- a/py/core/base/providers/parsing.py +++ b/py/core/base/providers/parsing.py @@ -5,6 +5,7 @@ from ..abstractions.document import Document, DocumentType from .base import Provider, ProviderConfig +from .chunking import ChunkingConfig class OverrideParser(BaseModel): @@ -16,10 +17,11 @@ class ParsingConfig(ProviderConfig): provider: str = "r2r" excluded_parsers: List[DocumentType] = Field(default_factory=list) override_parsers: List[OverrideParser] = Field(default_factory=list) + chunking_config: ChunkingConfig = Field(default_factory=ChunkingConfig) @property def supported_providers(self) -> list[str]: - return ["r2r", "unstructured", None] + return ["r2r", "unstructured", 'unstructured_api', None] def validate(self) -> None: if self.provider not in self.supported_providers: diff --git a/py/core/configs/unstructured.toml b/py/core/configs/unstructured.toml new file mode 100644 index 000000000..8c2a00237 --- /dev/null +++ b/py/core/configs/unstructured.toml @@ -0,0 +1,8 @@ +[parsing] +provider = "unstructured_api" + +[chunking] +provider = "unstructured" +method = "recursive" +chunk_size = 512 +chunk_overlap = 50 \ No newline at end of file diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index ab2494587..a26481a24 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -93,7 +93,7 @@ def __init__(self, config_data: dict[str, Any]): self.embedding = EmbeddingConfig.create(**self.embedding) self.kg = KGConfig.create(**self.kg) self.logging = LoggingConfig.create(**self.logging) - self.parsing = ParsingConfig.create(**self.parsing) + self.parsing = ParsingConfig.create(chunking_config=self.chunking, **self.parsing) self.prompt = PromptConfig.create(**self.prompt) self.agent = AgentConfig.create(**self.agent) diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 7b012548c..8a7e24805 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -91,10 +91,10 @@ def create_parsing_provider( from core.providers import R2RParsingProvider return R2RParsingProvider(parsing_config) - elif parsing_config.provider == "unstructured": + elif parsing_config.provider == "unstructured" or parsing_config.provider == "unstructured_api": from core.providers import UnstructuredParsingProvider - return UnstructuredParsingProvider(parsing_config) + return UnstructuredParsingProvider(parsing_config.provider == "unstructured_api", parsing_config) else: raise ValueError( f"Parsing provider {parsing_config.provider} not supported" diff --git a/py/core/pipes/ingestion/chunking_pipe.py b/py/core/pipes/ingestion/chunking_pipe.py index e95ba350e..e79be5407 100644 --- a/py/core/pipes/ingestion/chunking_pipe.py +++ b/py/core/pipes/ingestion/chunking_pipe.py @@ -1,3 +1,4 @@ +import logging from typing import Any, AsyncGenerator, Optional, Union from core.base import ( @@ -14,6 +15,7 @@ from core.base.pipes.base_pipe import AsyncPipe from core.providers import R2RChunkingProvider +logger = logging.getLogger(__name__) class ChunkingPipe(AsyncPipe): class Input(AsyncPipe.Input): @@ -64,7 +66,7 @@ async def _run_logic( try: iteration = 0 - async for chunk in chunking_provider.chunk(item.data): + async for chunk in chunking_provider.chunk(item): item.metadata["chunk_order"] = iteration yield DocumentFragment( id=generate_id_from_label(f"{item.id}-{iteration}"), @@ -77,6 +79,8 @@ async def _run_logic( ) iteration += 1 except Exception as e: + logger.error(f"Error chunking document: {str(e)}") + # print the traceback yield R2RDocumentProcessingError( document_id=item.document_id, error_message=f"Error chunking document: {str(e)}", diff --git a/py/core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py index f391c56a2..4baed4768 100644 --- a/py/core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -1,4 +1,4 @@ -from typing import Any, AsyncGenerator +from typing import Any, AsyncGenerator, Union from core.base import ( ChunkingConfig, @@ -8,6 +8,8 @@ TextSplitter, ) +from core.base import ChunkingProvider, Method +from core.base.abstractions.document import DocumentExtraction class R2RChunkingProvider(ChunkingProvider): def __init__(self, config: ChunkingConfig): @@ -43,7 +45,11 @@ def update_config(self, config_override: ChunkingConfig): self.config = config_override self.text_splitter = self._initialize_text_splitter() - async def chunk(self, parsed_document: Any) -> AsyncGenerator[Any, None]: + async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[Any, None]: + + if isinstance(parsed_document, DocumentExtraction): + parsed_document = parsed_document.data + if isinstance(parsed_document, str): chunks = self.text_splitter.create_documents([parsed_document]) else: @@ -56,7 +62,7 @@ async def chunk(self, parsed_document: Any) -> AsyncGenerator[Any, None]: ) async def chunk_with_override( - self, parsed_document: Any, config_override: ChunkingConfig + self, parsed_document: Union[str, DocumentExtraction], config_override: ChunkingConfig ) -> AsyncGenerator[Any, None]: original_config = self.config original_splitter = self.text_splitter diff --git a/py/core/providers/chunking/unstructured_chunking.py b/py/core/providers/chunking/unstructured_chunking.py index 7f0bdf6e3..f3e732d3d 100644 --- a/py/core/providers/chunking/unstructured_chunking.py +++ b/py/core/providers/chunking/unstructured_chunking.py @@ -1,6 +1,7 @@ -from typing import AsyncGenerator +from typing import AsyncGenerator, Union -from core.base import ChunkingProvider +from core.base import ChunkingProvider, Method +from core.base.abstractions.document import DocumentExtraction class UnstructuredChunkingProvider(ChunkingProvider): @@ -22,22 +23,28 @@ def __init__(self, config): ) super().__init__(config) - async def chunk(self, parsed_document: str) -> AsyncGenerator[str, None]: - if self.config.method == "by_title": - chunks = self.chunk_by_title( - [self.Text(text=parsed_document)], - max_characters=self.config.chunk_size, - new_after_n_chars=self.config.max_chunk_size - or self.config.chunk_size, - overlap=self.config.chunk_overlap, - ) + async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[str, None]: + + # as unstructured has already partitioned the document, we can yield the text directly + if parsed_document.metadata.get('partitioned_by_unstructured', False): + yield parsed_document.data + else: - chunks = self.chunk_elements( - [self.Text(text=parsed_document)], + if self.config.method == Method.BY_TITLE: + chunks = self.chunk_by_title( + [self.Text(text=parsed_document.data)], max_characters=self.config.chunk_size, new_after_n_chars=self.config.max_chunk_size or self.config.chunk_size, overlap=self.config.chunk_overlap, - ) - for chunk in chunks: - yield chunk.text + ) + else: + chunks = self.chunk_elements( + [self.Text(text=parsed_document.data)], + max_characters=self.config.chunk_size, + new_after_n_chars=self.config.max_chunk_size + or self.config.chunk_size, + overlap=self.config.chunk_overlap, + ) + for chunk in chunks: + yield chunk.text \ No newline at end of file diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index 0fc68a447..179b69875 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -2,6 +2,8 @@ import time from io import BytesIO from typing import AsyncGenerator +import os + from core.base import ( Document, @@ -15,7 +17,7 @@ class UnstructuredParsingProvider(ParsingProvider): - def __init__(self, config): + def __init__(self, use_api, config): try: from unstructured.partition.auto import partition @@ -28,6 +30,26 @@ def __init__(self, config): logger.warning( "Excluded parsers are not supported by the unstructured parsing provider." ) + + self.use_api = use_api + if self.use_api: + from unstructured_client import UnstructuredClient + from unstructured_client.models import shared, operations + from unstructured_client.models.errors import SDKError + from unstructured.staging.base import dict_to_elements + + try: + self.unstructured_api_auth = os.environ["UNSTRUCTURED_API_KEY"] + except KeyError: + raise ValueError("UNSTRUCTURED_API_KEY environment variable is not set") + + self.unstructured_api_url = os.environ.get("UNSTRUCTURED_API_URL", "https://api.unstructured.io/general/v0/general") + + self.client = UnstructuredClient(api_key_auth=self.unstructured_api_auth, server_url=self.unstructured_api_url) + self.shared = shared + self.operations = operations + self.dict_to_elements = dict_to_elements + super().__init__(config) async def parse( @@ -38,19 +60,63 @@ async def parse( data = BytesIO(data) # TODO - Include check on excluded parsers here. - t0 = time.time() - elements = self.partition(file=data) + if self.use_api: + logger.info(f"Using API to parse document {document.id}") + files = self.shared.Files( + content=data.read() if isinstance(data, BytesIO) else data, + file_name=document.metadata.get('filename', 'unknown_file') + ) + + req = self.operations.PartitionRequest( + self.shared.PartitionParameters( + files=files, + split_pdf_page=True, + split_pdf_allow_failed=True, + split_pdf_concurrency_level=15 + ) + ) + elements = self.client.general.partition(req) + elements = [element for element in elements.elements] + + else: + logger.info(f"Using local unstructured to parse document {document.id}") + elements = self.partition(file=data, **self.config.chunking_config.dict()) for iteration, element in enumerate(elements): + + if isinstance(element, dict): + element_dict = element + + for key, value in element.items(): + if key != "text": + if key == 'metadata': + for k, v in value.items(): + if k not in document.metadata: + document.metadata[k] = v + else: + document.metadata[f"unstructured_{k}"] = v + elif key in document.metadata: + document.metadata[f"unstructured_{key}"] = value + else: + document.metadata[key] = value + else: + text = value + + # indicate that the document was chunked using unstructured + # nullifies the need for chunking in the pipeline + document.metadata['partitioned_by_unstructured'] = True + + # creating the text extraction extraction = DocumentExtraction( id=generate_id_from_label(f"{document.id}-{iteration}"), document_id=document.id, user_id=document.user_id, group_ids=document.group_ids, - data=element.text, + data=text, metadata=document.metadata, ) + yield extraction logger.debug( diff --git a/pyproject.toml b/pyproject.toml index 955fd579f..bf751095e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,7 +38,7 @@ beautifulsoup4 = { version = "^4.12.3", optional = true } openpyxl = { version = "^3.1.2", optional = true } markdown = { version = "^3.6", optional = true } pypdf = { version = "^4.2.0", optional = true } -python-pptx = { version = "^0.6.23", optional = true } +python-pptx = { version = "^1.0.1", optional = true } python-docx = { version = "^1.1.0", optional = true } opencv-python = { version = "^4.10.0.82", optional = true } moviepy = { version = "^1.0.3", optional = true } From 044b4d2a293430fc0d4648f8f1fed924231acc03 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 14:40:41 -0700 Subject: [PATCH 20/74] Feature/cleanup client obj logic (#901) * define `RAGAgentResponse` * cleanup client logic --- py/core/__init__.py | 2 +- py/core/base/abstractions/llm.py | 10 +- .../base/api/models/retrieval/responses.py | 3 +- py/core/base/providers/chunking.py | 7 +- py/core/base/providers/parsing.py | 2 +- py/core/main/api/routes/auth/base.py | 1 - py/core/main/api/routes/retrieval/base.py | 1 + py/core/main/assembly/config.py | 6 +- py/core/main/assembly/factory.py | 9 +- py/core/main/execution.py | 1 + py/core/pipes/ingestion/chunking_pipe.py | 1 + py/core/providers/chunking/r2r_chunking.py | 21 +++-- .../chunking/unstructured_chunking.py | 18 ++-- py/core/providers/embeddings/ollama.py | 4 +- py/core/providers/llm/litellm.py | 4 - .../providers/parsing/unstructured_parsing.py | 37 +++++--- py/r2r/__init__.py | 4 +- py/sdk/client.py | 26 ++++-- py/sdk/retrieval.py | 92 ++++++------------- 19 files changed, 126 insertions(+), 123 deletions(-) diff --git a/py/core/__init__.py b/py/core/__init__.py index 0201c23f1..7fd3a9c41 100644 --- a/py/core/__init__.py +++ b/py/core/__init__.py @@ -11,7 +11,7 @@ from .pipes import * from .providers import * -logger = logging.getLogger("r2r") +logger = logging.getLogger("core") logger.setLevel(logging.INFO) # Create a console handler and set the level to info diff --git a/py/core/base/abstractions/llm.py b/py/core/base/abstractions/llm.py index 6ab140c84..24623dfda 100644 --- a/py/core/base/abstractions/llm.py +++ b/py/core/base/abstractions/llm.py @@ -1,8 +1,8 @@ """Abstractions for the LLM model.""" -from typing import TYPE_CHECKING, ClassVar, Optional, Union, Any - from enum import Enum +from typing import TYPE_CHECKING, Any, ClassVar, Optional, Union + from openai.types.chat import ChatCompletion, ChatCompletionChunk from pydantic import BaseModel, Field @@ -102,6 +102,7 @@ class Config: "api_base": None, } + class MessageType(Enum): SYSTEM = "system" USER = "user" @@ -111,7 +112,8 @@ class MessageType(Enum): def __str__(self): return self.value - + + class Message(BaseModel): role: Union[MessageType, str] content: Optional[str] = None @@ -126,4 +128,4 @@ class Config: "name": None, "function_call": None, "tool_calls": None, - } \ No newline at end of file + } diff --git a/py/core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py index 6048b4433..9e64e96cf 100644 --- a/py/core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -1,6 +1,6 @@ from typing import Any, Optional -from core.base.abstractions import KGSearchResult, VectorSearchResult, Message +from core.base.abstractions import KGSearchResult, Message, VectorSearchResult from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel, Field @@ -87,6 +87,7 @@ class Config: } } + RAGAgentResponse = list[Message] # Create wrapped versions of the responses WrappedSearchResponse = ResultsWrapper[SearchResponse] diff --git a/py/core/base/providers/chunking.py b/py/core/base/providers/chunking.py index 6d20a07a0..a133063af 100644 --- a/py/core/base/providers/chunking.py +++ b/py/core/base/providers/chunking.py @@ -2,8 +2,9 @@ from enum import Enum from typing import AsyncGenerator, Optional, Union -from .base import Provider, ProviderConfig from ..abstractions.document import DocumentExtraction +from .base import Provider, ProviderConfig + class Method(str, Enum): BY_TITLE = "by_title" @@ -57,6 +58,8 @@ def __init__(self, config: ChunkingConfig): self.config = config @abstractmethod - async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[str, None]: + async def chunk( + self, parsed_document: Union[str, DocumentExtraction] + ) -> AsyncGenerator[str, None]: """Chunk the parsed document using the configured chunking strategy.""" pass diff --git a/py/core/base/providers/parsing.py b/py/core/base/providers/parsing.py index ef9e4ef95..12f2573ca 100644 --- a/py/core/base/providers/parsing.py +++ b/py/core/base/providers/parsing.py @@ -21,7 +21,7 @@ class ParsingConfig(ProviderConfig): @property def supported_providers(self) -> list[str]: - return ["r2r", "unstructured", 'unstructured_api', None] + return ["r2r", "unstructured", "unstructured_api", None] def validate(self) -> None: if self.provider not in self.supported_providers: diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 84707d008..3e840fd2a 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -180,7 +180,6 @@ async def request_password_reset_app( This endpoint initiates the password reset process by sending a reset link to the specified email address. """ - print("email = ", email) result = await self.engine.arequest_password_reset(email) return GenericMessageResponse(message=result["message"]) diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index fb13b6755..ab45eda1b 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -155,6 +155,7 @@ async def rag_app( ) if rag_generation_config.stream: + async def stream_generator(): async for chunk in response: yield chunk diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index a26481a24..8b9ed61bd 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -93,7 +93,9 @@ def __init__(self, config_data: dict[str, Any]): self.embedding = EmbeddingConfig.create(**self.embedding) self.kg = KGConfig.create(**self.kg) self.logging = LoggingConfig.create(**self.logging) - self.parsing = ParsingConfig.create(chunking_config=self.chunking, **self.parsing) + self.parsing = ParsingConfig.create( + chunking_config=self.chunking, **self.parsing + ) self.prompt = PromptConfig.create(**self.prompt) self.agent = AgentConfig.create(**self.agent) @@ -114,8 +116,6 @@ def from_toml(cls, config_path: str = None) -> "R2RConfig": if config_path is None: # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) - print(file_dir) - print(os.path.join(file_dir, "..", "..", "..", "r2r.toml")) config_path = os.path.join( file_dir, "..", "..", "..", "..", "r2r.toml" ) diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 8a7e24805..fa3296163 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -91,10 +91,15 @@ def create_parsing_provider( from core.providers import R2RParsingProvider return R2RParsingProvider(parsing_config) - elif parsing_config.provider == "unstructured" or parsing_config.provider == "unstructured_api": + elif ( + parsing_config.provider == "unstructured" + or parsing_config.provider == "unstructured_api" + ): from core.providers import UnstructuredParsingProvider - return UnstructuredParsingProvider(parsing_config.provider == "unstructured_api", parsing_config) + return UnstructuredParsingProvider( + parsing_config.provider == "unstructured_api", parsing_config + ) else: raise ValueError( f"Parsing provider {parsing_config.provider} not supported" diff --git a/py/core/main/execution.py b/py/core/main/execution.py index 5f9c3f333..b6bd5c0fd 100644 --- a/py/core/main/execution.py +++ b/py/core/main/execution.py @@ -43,6 +43,7 @@ def __init__( if self.client_mode: from sdk.client import R2RClient + self.client = R2RClient(base_url) self.app = None else: diff --git a/py/core/pipes/ingestion/chunking_pipe.py b/py/core/pipes/ingestion/chunking_pipe.py index e79be5407..e6f064183 100644 --- a/py/core/pipes/ingestion/chunking_pipe.py +++ b/py/core/pipes/ingestion/chunking_pipe.py @@ -17,6 +17,7 @@ logger = logging.getLogger(__name__) + class ChunkingPipe(AsyncPipe): class Input(AsyncPipe.Input): message: AsyncGenerator[ diff --git a/py/core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py index 4baed4768..fac009ffe 100644 --- a/py/core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -1,3 +1,4 @@ +import logging from typing import Any, AsyncGenerator, Union from core.base import ( @@ -7,22 +8,20 @@ RecursiveCharacterTextSplitter, TextSplitter, ) - -from core.base import ChunkingProvider, Method from core.base.abstractions.document import DocumentExtraction +logger = logging.getLogger(__name__) + + class R2RChunkingProvider(ChunkingProvider): def __init__(self, config: ChunkingConfig): super().__init__(config) self.text_splitter = self._initialize_text_splitter() - print( + logger.info( f"R2RChunkingProvider initialized with config: {self.config}" - ) # Debug log + ) def _initialize_text_splitter(self) -> TextSplitter: - print( - f"Initializing text splitter with method: {self.config.method}" - ) # Debug log if self.config.method == Method.RECURSIVE: return RecursiveCharacterTextSplitter( chunk_size=self.config.chunk_size, @@ -45,7 +44,9 @@ def update_config(self, config_override: ChunkingConfig): self.config = config_override self.text_splitter = self._initialize_text_splitter() - async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[Any, None]: + async def chunk( + self, parsed_document: Union[str, DocumentExtraction] + ) -> AsyncGenerator[Any, None]: if isinstance(parsed_document, DocumentExtraction): parsed_document = parsed_document.data @@ -62,7 +63,9 @@ async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncG ) async def chunk_with_override( - self, parsed_document: Union[str, DocumentExtraction], config_override: ChunkingConfig + self, + parsed_document: Union[str, DocumentExtraction], + config_override: ChunkingConfig, ) -> AsyncGenerator[Any, None]: original_config = self.config original_splitter = self.text_splitter diff --git a/py/core/providers/chunking/unstructured_chunking.py b/py/core/providers/chunking/unstructured_chunking.py index f3e732d3d..fdcba1ed0 100644 --- a/py/core/providers/chunking/unstructured_chunking.py +++ b/py/core/providers/chunking/unstructured_chunking.py @@ -23,20 +23,22 @@ def __init__(self, config): ) super().__init__(config) - async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncGenerator[str, None]: + async def chunk( + self, parsed_document: Union[str, DocumentExtraction] + ) -> AsyncGenerator[str, None]: # as unstructured has already partitioned the document, we can yield the text directly - if parsed_document.metadata.get('partitioned_by_unstructured', False): + if parsed_document.metadata.get("partitioned_by_unstructured", False): yield parsed_document.data else: if self.config.method == Method.BY_TITLE: chunks = self.chunk_by_title( - [self.Text(text=parsed_document.data)], - max_characters=self.config.chunk_size, - new_after_n_chars=self.config.max_chunk_size - or self.config.chunk_size, - overlap=self.config.chunk_overlap, + [self.Text(text=parsed_document.data)], + max_characters=self.config.chunk_size, + new_after_n_chars=self.config.max_chunk_size + or self.config.chunk_size, + overlap=self.config.chunk_overlap, ) else: chunks = self.chunk_elements( @@ -47,4 +49,4 @@ async def chunk(self, parsed_document: Union[str, DocumentExtraction]) -> AsyncG overlap=self.config.chunk_overlap, ) for chunk in chunks: - yield chunk.text \ No newline at end of file + yield chunk.text diff --git a/py/core/providers/embeddings/ollama.py b/py/core/providers/embeddings/ollama.py index 3e60f22da..6a6cc624c 100644 --- a/py/core/providers/embeddings/ollama.py +++ b/py/core/providers/embeddings/ollama.py @@ -84,9 +84,7 @@ def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: prefixed_batch = [ self.prefixes.get(purpose, "") + text for text in batch ] - response = self.client.embed( - model=kwargs["model"], input=prefixed_batch, **kwargs - ) + response = self.client.embed(input=prefixed_batch, **kwargs) embeddings.extend(response["embeddings"]) return embeddings except Exception as e: diff --git a/py/core/providers/llm/litellm.py b/py/core/providers/llm/litellm.py index 1bbdd33c4..c6db63880 100644 --- a/py/core/providers/llm/litellm.py +++ b/py/core/providers/llm/litellm.py @@ -51,13 +51,10 @@ async def _execute_task(self, task: dict[str, Any]): args["messages"] = messages args = {**args, **kwargs} - logger.debug(f"Executing async LiteLLM task with args: {args}") try: response = await self.acompletion(**args) - logger.debug("Async LiteLLM task executed successfully") return response except Exception as e: - logger.error(f"Async LiteLLM task execution failed: {str(e)}") raise def _execute_task_sync(self, task: dict[str, Any]): @@ -69,7 +66,6 @@ def _execute_task_sync(self, task: dict[str, Any]): args["messages"] = messages args = {**args, **kwargs} - logger.debug(f"Executing sync LiteLLM task with args: {args}") try: response = self.completion(**args) logger.debug("Sync LiteLLM task executed successfully") diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index 179b69875..a1c7347eb 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -1,9 +1,8 @@ import logging +import os import time from io import BytesIO from typing import AsyncGenerator -import os - from core.base import ( Document, @@ -33,19 +32,27 @@ def __init__(self, use_api, config): self.use_api = use_api if self.use_api: + from unstructured.staging.base import dict_to_elements from unstructured_client import UnstructuredClient - from unstructured_client.models import shared, operations + from unstructured_client.models import operations, shared from unstructured_client.models.errors import SDKError - from unstructured.staging.base import dict_to_elements try: self.unstructured_api_auth = os.environ["UNSTRUCTURED_API_KEY"] except KeyError: - raise ValueError("UNSTRUCTURED_API_KEY environment variable is not set") + raise ValueError( + "UNSTRUCTURED_API_KEY environment variable is not set" + ) - self.unstructured_api_url = os.environ.get("UNSTRUCTURED_API_URL", "https://api.unstructured.io/general/v0/general") + self.unstructured_api_url = os.environ.get( + "UNSTRUCTURED_API_URL", + "https://api.unstructured.io/general/v0/general", + ) - self.client = UnstructuredClient(api_key_auth=self.unstructured_api_auth, server_url=self.unstructured_api_url) + self.client = UnstructuredClient( + api_key_auth=self.unstructured_api_auth, + server_url=self.unstructured_api_url, + ) self.shared = shared self.operations = operations self.dict_to_elements = dict_to_elements @@ -65,7 +72,7 @@ async def parse( logger.info(f"Using API to parse document {document.id}") files = self.shared.Files( content=data.read() if isinstance(data, BytesIO) else data, - file_name=document.metadata.get('filename', 'unknown_file') + file_name=document.metadata.get("filename", "unknown_file"), ) req = self.operations.PartitionRequest( @@ -73,15 +80,19 @@ async def parse( files=files, split_pdf_page=True, split_pdf_allow_failed=True, - split_pdf_concurrency_level=15 + split_pdf_concurrency_level=15, ) ) elements = self.client.general.partition(req) elements = [element for element in elements.elements] else: - logger.info(f"Using local unstructured to parse document {document.id}") - elements = self.partition(file=data, **self.config.chunking_config.dict()) + logger.info( + f"Using local unstructured to parse document {document.id}" + ) + elements = self.partition( + file=data, **self.config.chunking_config.dict() + ) for iteration, element in enumerate(elements): @@ -90,7 +101,7 @@ async def parse( for key, value in element.items(): if key != "text": - if key == 'metadata': + if key == "metadata": for k, v in value.items(): if k not in document.metadata: document.metadata[k] = v @@ -105,7 +116,7 @@ async def parse( # indicate that the document was chunked using unstructured # nullifies the need for chunking in the pipeline - document.metadata['partitioned_by_unstructured'] = True + document.metadata["partitioned_by_unstructured"] = True # creating the text extraction extraction = DocumentExtraction( diff --git a/py/r2r/__init__.py b/py/r2r/__init__.py index 70e023ef8..d568f22a2 100644 --- a/py/r2r/__init__.py +++ b/py/r2r/__init__.py @@ -7,10 +7,10 @@ ] try: - from core import * import core + from core import * + __all__ += core.__all__ except ImportError: # Core dependencies not installed pass - diff --git a/py/sdk/client.py b/py/sdk/client.py index fcca73f46..d92fec48c 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -1,6 +1,7 @@ import asyncio import inspect import json +from typing import AsyncGenerator, Generator import httpx import nest_asyncio @@ -12,7 +13,7 @@ from .models import R2RException from .restructure import RestructureMethods from .retrieval import RetrievalMethods -from typing import AsyncGenerator, Generator + nest_asyncio.apply() # The empty args become necessary after a recent modification to `base_endpoint` @@ -136,15 +137,22 @@ async def _make_request(self, method, endpoint, **kwargs): status_code=500, message=f"Request failed: {str(e)}" ) from e - - async def _make_streaming_request(self, method: str, endpoint: str, **kwargs) -> AsyncGenerator[str, None]: + async def _make_streaming_request( + self, method: str, endpoint: str, **kwargs + ) -> AsyncGenerator[str, None]: url = f"{self.base_url}{self.prefix}/{endpoint}" headers = kwargs.pop("headers", {}) - if self.access_token and endpoint not in ["register", "login", "verify_email"]: + if self.access_token and endpoint not in [ + "register", + "login", + "verify_email", + ]: headers.update(self._get_auth_header()) - + async with httpx.AsyncClient() as client: - async with client.stream(method, url, headers=headers, timeout=self.timeout, **kwargs) as response: + async with client.stream( + method, url, headers=headers, timeout=self.timeout, **kwargs + ) as response: handle_request_error(response) async for chunk in response.aiter_text(): yield chunk @@ -203,11 +211,15 @@ def _sync_generator(self, async_gen: AsyncGenerator) -> Generator: def __getattr__(self, name): async_attr = getattr(self.async_client, name) if callable(async_attr): + def sync_wrapper(*args, **kwargs): - result = asyncio.get_event_loop().run_until_complete(async_attr(*args, **kwargs)) + result = asyncio.get_event_loop().run_until_complete( + async_attr(*args, **kwargs) + ) if isinstance(result, AsyncGenerator): return self._sync_generator(result) return result + return sync_wrapper return async_attr diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index 5852592dc..edc2f9db3 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -9,6 +9,7 @@ VectorSearchSettings, ) + class RetrievalMethods: @staticmethod async def search( @@ -32,23 +33,15 @@ async def search( Returns: SearchResponse: The search response. """ - if isinstance(vector_search_settings, dict): - vector_search_settings = VectorSearchSettings( - **vector_search_settings - ) - if isinstance(kg_search_settings, dict): - kg_search_settings = KGSearchSettings(**kg_search_settings) + if not isinstance(vector_search_settings, dict): + vector_search_settings = vector_search_settings.model_dump() + if not isinstance(kg_search_settings, dict): + kg_search_settings = kg_search_settings.model_dump() data = { "query": query, - "vector_search_settings": ( - vector_search_settings.model_dump() - if vector_search_settings - else None - ), - "kg_search_settings": ( - kg_search_settings.model_dump() if kg_search_settings else None - ), + "vector_search_settings": vector_search_settings, + "kg_search_settings": kg_search_settings, } return await client._make_request("POST", "search", json=data) @@ -76,37 +69,24 @@ async def rag( Returns: Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: The RAG response """ - if isinstance(rag_generation_config, dict): - rag_generation_config = GenerationConfig(**rag_generation_config) - if isinstance(vector_search_settings, dict): - vector_search_settings = VectorSearchSettings( - **vector_search_settings - ) - if isinstance(kg_search_settings, dict): - kg_search_settings = KGSearchSettings(**kg_search_settings) + if not isinstance(rag_generation_config, dict): + rag_generation_config = rag_generation_config.model_dump() + if not isinstance(vector_search_settings, dict): + vector_search_settings = vector_search_settings.model_dump() + if not isinstance(kg_search_settings, dict): + kg_search_settings = kg_search_settings.model_dump() data = { "query": query, - "rag_generation_config": rag_generation_config.model_dump(), - "vector_search_settings": ( - vector_search_settings.model_dump() - if vector_search_settings - else None - ), - "kg_search_settings": ( - kg_search_settings.model_dump() if kg_search_settings else None - ), + "rag_generation_config": rag_generation_config, + "vector_search_settings": vector_search_settings, + "kg_search_settings": kg_search_settings, } - if rag_generation_config.stream: - return client._make_streaming_request( - "POST", - "rag", - json=data - ) + if rag_generation_config.get("stream", False): + return client._make_streaming_request("POST", "rag", json=data) else: return await client._make_request("POST", "rag", json=data) - @staticmethod async def agent( @@ -136,14 +116,12 @@ async def agent( Returns: Union[List[Message], AsyncGenerator[Message, None]]: The agent response. """ - if isinstance(rag_generation_config, dict): - rag_generation_config = GenerationConfig(**rag_generation_config) - if isinstance(vector_search_settings, dict): - vector_search_settings = VectorSearchSettings( - **vector_search_settings - ) - if isinstance(kg_search_settings, dict): - kg_search_settings = KGSearchSettings(**kg_search_settings) + if not isinstance(rag_generation_config, dict): + rag_generation_config = rag_generation_config.model_dump() + if not isinstance(vector_search_settings, dict): + vector_search_settings = vector_search_settings.model_dump() + if not isinstance(kg_search_settings, dict): + kg_search_settings = kg_search_settings.model_dump() messages = [ Message(**msg) if isinstance(msg, dict) else msg @@ -152,24 +130,14 @@ async def agent( data = { "messages": [msg.model_dump() for msg in messages], - "rag_generation_config": rag_generation_config.model_dump(), - "vector_search_settings": ( - vector_search_settings.model_dump() - if vector_search_settings - else None - ), - "kg_search_settings": ( - kg_search_settings.model_dump() if kg_search_settings else None - ), + "rag_generation_config": rag_generation_config, + "vector_search_settings": vector_search_settings, + "kg_search_settings": kg_search_settings, "task_prompt_override": task_prompt_override, "include_title_if_available": include_title_if_available, } - if rag_generation_config.stream: - return client._make_streaming_request( - "POST", - "agent", - json=data - ) + if rag_generation_config.get("stream", False): + return client._make_streaming_request("POST", "agent", json=data) else: - return await client._make_request("POST", "agent", json=data) \ No newline at end of file + return await client._make_request("POST", "agent", json=data) From f048f7a31c3861473f27d9a6309a1b53c9d1d8c6 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Tue, 20 Aug 2024 17:54:25 -0400 Subject: [PATCH 21/74] Shreyas/tests (#889) * init * tests * rename service * api model * add * merge * rm restructure router * print descriptions --- py/core/base/api/models/__init__.py | 8 + .../base/api/models/restructure/__init__.py | 0 .../base/api/models/restructure/responses.py | 13 + py/core/main/api/__init__.py | 2 + py/core/main/api/routes/management/base.py | 3 +- py/core/main/services/management_service.py | 38 ++- py/core/main/services/restructure_service.py | 2 +- py/core/providers/kg/neo4j/provider.py | 2 - py/sdk/restructure.py | 10 +- tests/test_kg.py | 290 +++++++++--------- 10 files changed, 203 insertions(+), 165 deletions(-) create mode 100644 py/core/base/api/models/restructure/__init__.py create mode 100644 py/core/base/api/models/restructure/responses.py diff --git a/py/core/base/api/models/__init__.py b/py/core/base/api/models/__init__.py index 9944d0fb7..e83f16244 100644 --- a/py/core/base/api/models/__init__.py +++ b/py/core/base/api/models/__init__.py @@ -42,6 +42,11 @@ WrappedSearchResponse, ) +from .restructure.responses import ( + KGEnrichementResponse, + WrappedKGEnrichementResponse, +) + __all__ = [ # Auth Responses "GenericMessageResponse", @@ -52,6 +57,9 @@ "FailedDocument", "IngestionResponse", "WrappedIngestionResponse", + # Restructure Responses + "KGEnrichementResponse", + "WrappedKGEnrichementResponse", # Management Responses "PromptResponse", "ServerStats", diff --git a/py/core/base/api/models/restructure/__init__.py b/py/core/base/api/models/restructure/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py new file mode 100644 index 000000000..88dd906ae --- /dev/null +++ b/py/core/base/api/models/restructure/responses.py @@ -0,0 +1,13 @@ +from typing import Any, Dict, List, Optional +from uuid import UUID +from pydantic import BaseModel +from datetime import datetime + +from core.base.api.models.base import ResultsWrapper + + +class KGEnrichementResponse(BaseModel): + enriched_content: Dict[str, Any] + + +WrappedKGEnrichementResponse = ResultsWrapper[KGEnrichementResponse] \ No newline at end of file diff --git a/py/core/main/api/__init__.py b/py/core/main/api/__init__.py index 7eb5cea8a..1ca250e35 100644 --- a/py/core/main/api/__init__.py +++ b/py/core/main/api/__init__.py @@ -1,6 +1,7 @@ from .routes.auth.base import AuthRouter from .routes.base_router import BaseRouter from .routes.ingestion.base import IngestionRouter +from .routes.restructure.base import RestructureRouter from .routes.management.base import ManagementRouter from .routes.retrieval.base import RetrievalRouter @@ -11,4 +12,5 @@ "ManagementRouter", "RetrievalRouter", "BaseRouter", + "RestructureRouter", ] diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 571d057be..ff052ab22 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -231,6 +231,7 @@ async def document_chunks_app( @self.base_endpoint async def inspect_knowledge_graph( limit: int = 100, + print_descriptions: bool = False, auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedKnowledgeGraphResponse: if not auth_user.is_superuser: @@ -238,7 +239,7 @@ async def inspect_knowledge_graph( "Only a superuser can call the `inspect_knowledge_graph` endpoint.", 403, ) - return await self.engine.ainspect_knowledge_graph(limit=limit) + return await self.engine.ainspect_knowledge_graph(limit=limit, print_descriptions=print_descriptions) @self.router.get("/groups_overview") @self.base_endpoint diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index b6bd18811..2e76b9fd9 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -363,16 +363,16 @@ async def inspect_knowledge_graph( descriptions_dict = {} relationships = [] + for relationship in relationships_raw: - descriptions_dict[relationship["subject"]["name"]] = ( - relationship["subject"]["description"] - ) - descriptions_dict[relationship["object"]["name"]] = ( - relationship["object"]["description"] - ) - descriptions_dict[relationship["relation"]["name"]] = ( - relationship["relation"]["description"] - ) + if print_descriptions: + descriptions_dict[relationship["subject"]["name"]] = ( + relationship["subject"]["description"] + ) + descriptions_dict[relationship["object"]["name"]] = ( + relationship["object"]["description"] + ) + relationships.append( ( relationship["subject"]["name"], @@ -460,17 +460,15 @@ def generate_output( output = [] # Print grouped relationships for subject, relations in grouped_relationships.items(): - output.extend( - [ - f"\n== {subject} ==", - *(f" {relation}:" for relation in relations), - *( - f" - {obj}" - for objects in relations.values() - for obj in objects - ), - ] - ) + output.append(f"\n== {subject} ==") + if print_descriptions and subject in descriptions_dict: + output.append(f"\tDescription: {descriptions_dict[subject]}") + for relation, objects in relations.items(): + output.append(f" {relation}:") + for obj in objects: + output.append(f" - {obj}") + if print_descriptions and obj in descriptions_dict: + output.append(f" Description: {descriptions_dict[obj]}") # Print basic graph statistics output.extend( diff --git a/py/core/main/services/restructure_service.py b/py/core/main/services/restructure_service.py index 99341d0fe..e85d0a7bd 100644 --- a/py/core/main/services/restructure_service.py +++ b/py/core/main/services/restructure_service.py @@ -39,7 +39,7 @@ async def enrich_graph(self) -> Dict[str, Any]: """ try: # Assuming there's a graph enrichment pipeline - return self.pipelines.kg_enrichment_pipeline.run( + return await self.pipelines.kg_enrichment_pipeline.run( input=[], run_manager=self.run_manager, ) diff --git a/py/core/providers/kg/neo4j/provider.py b/py/core/providers/kg/neo4j/provider.py index ee1e7bf1c..aa862b202 100644 --- a/py/core/providers/kg/neo4j/provider.py +++ b/py/core/providers/kg/neo4j/provider.py @@ -150,8 +150,6 @@ def batched_import(self, statement, df, batch_size=1000): rows=batch, database_=self._database, ) - print(result.summary.counters) - print(f"{total} rows in { time.time() - start_s} s.") return total def get_chunks( diff --git a/py/sdk/restructure.py b/py/sdk/restructure.py index 251c1667f..156fba98d 100644 --- a/py/sdk/restructure.py +++ b/py/sdk/restructure.py @@ -1,10 +1,16 @@ +from typing import Any, Dict, List, Optional + +from core.base import Document +from core.base.api.models import KGEnrichementResponse + + class RestructureMethods: @staticmethod - async def enrich_graph(client) -> dict: + async def enrich_graph(client) -> KGEnrichementResponse: """ Perform graph enrichment over the entire graph. Returns: - dict: Results of the graph enrichment process. + KGEnrichementResponse: Results of the graph enrichment process. """ return await client._make_request("POST", "enrich_graph") diff --git a/tests/test_kg.py b/tests/test_kg.py index fffb8bea8..ae4289657 100644 --- a/tests/test_kg.py +++ b/tests/test_kg.py @@ -1,139 +1,151 @@ -# import json -# import uuid -# from unittest.mock import Mock, patch - -# import pytest - -# from r2r_core.base.abstractions.document import DocumentFragment -# from r2r_core.base.abstractions.graph import Entity, Triple -# from r2r_core.base.providers.kg import KGConfig -# from r2r_core.providers.kg.neo4j.provider import Neo4jKGProvider - - -# @pytest.fixture -# def neo4j_kg_provider(): -# extra_fields = { -# "user": "neo4j", -# "password": "ineedastrongerpassword", -# "url": "bolt://localhost:7688", -# "database": "neo4j", -# } -# config = KGConfig(provider="neo4j", extra_fields=extra_fields) -# return Neo4jKGProvider(config) - - -# @pytest.fixture(autouse=True) -# def clean_graph(neo4j_kg_provider): -# neo4j_kg_provider.delete_all_nodes() -# yield -# neo4j_kg_provider.delete_all_nodes() - - -# def get_uuid(): -# return str(uuid.uuid4()) - - -# @pytest.fixture -# def test_chunks(): -# return [ -# DocumentFragment( -# id=get_uuid(), -# data="Test chunk 1", -# metadata={"testkey": "testvalue"}, -# document_id=get_uuid(), -# extraction_id=get_uuid(), -# ), -# DocumentFragment( -# id=get_uuid(), -# data="Test chunk 2", -# metadata={"testkey": "testvalue"}, -# document_id=get_uuid(), -# extraction_id=get_uuid(), -# ), -# ] - - -# @pytest.fixture -# def test_entities(): -# return [ -# Entity( -# id=get_uuid(), -# category="Test category 1", -# subcategory=None, -# value="Test entity 1", -# description="Test entity 1 description", -# description_embedding=[1.0, 2.0, 3.0], -# name_embedding=[1.0, 2.0, 3.0], -# graph_embedding=[1.0, 2.0, 3.0], -# community_ids=[get_uuid()], -# text_unit_ids=[get_uuid()], -# document_ids=[get_uuid(), get_uuid()], -# rank=1, -# attributes={"testkey": "testvalue"}, -# ), -# # Entity(id=get_uuid(), category="Test category 2", subcategory=None, value="Test entity 2", description="Test entity 2 description", description_embedding=[1.0, 2.0, 3.0], name_embedding=[1.0, 2.0, 3.0], graph_embedding=[1.0, 2.0, 3.0], community_ids=[get_uuid()], text_unit_ids=[get_uuid()], document_ids=[get_uuid(), get_uuid()], rank=1, attributes={"testkey": "testvalue"}) -# ] - - -# @pytest.fixture -# def test_triples(): -# return [ -# Triple( -# id=get_uuid(), -# subject=get_uuid(), -# predicate="test_predicate", -# object=get_uuid(), -# weight=1.0, -# description="Test triple description", -# predicate_embedding=[1.0, 2.0, 3.0], -# text_unit_ids=[get_uuid()], -# document_ids=[get_uuid()], -# attributes={"testkey": "testvalue"}, -# ) -# ] - - -# def test_upsert_chunks(neo4j_kg_provider, test_chunks, clean_graph): -# neo4j_kg_provider.upsert_chunks(test_chunks) -# neo4j_output = neo4j_kg_provider.get_chunks() -# chunks = [record["c"]._properties for record in neo4j_output.records] -# assert len(chunks) == len(test_chunks) -# for chunk, test_chunk in zip(chunks, test_chunks): -# assert chunk["id"] == str(test_chunk.id) -# assert chunk["data"] == test_chunk.data -# assert json.loads(chunk["metadata"]) == test_chunk.metadata -# assert chunk["document_id"] == str(test_chunk.document_id) -# assert chunk["extraction_id"] == str(test_chunk.extraction_id) - - -# def test_upsert_entities(neo4j_kg_provider, test_entities): -# neo4j_kg_provider.upsert_entities(test_entities) -# neo4j_output = neo4j_kg_provider.get_entities() -# entities = [record["e"]._properties for record in neo4j_output.records] -# assert len(entities) == len(test_entities) -# for entity, test_entity in zip(entities, test_entities): -# assert entity["id"] == test_entity.id -# assert entity["category"] == test_entity.category -# assert entity["value"] == test_entity.value -# assert entity["description"] == test_entity.description - - -# def test_upsert_triples(neo4j_kg_provider, test_triples): -# triples_count = neo4j_kg_provider.upsert_triples(test_triples) -# triples = neo4j_kg_provider.get_triples() -# assert len(triples) == len(test_triples) -# for triple, test_triple in zip(triples, test_triples): -# assert triple.id == test_triple.id -# assert triple.subject == test_triple.subject -# assert triple.predicate == test_triple.predicate -# assert triple.object == test_triple.object - - -# def test_upsert_communities(neo4j_kg_provider, test_communities): -# neo4j_kg_provider.upsert_communities(test_communities) -# neo4j_output = neo4j_kg_provider.get_communities() -# communities = [record["c"]._properties for record in neo4j_output.records] -# assert len(communities) == len(test_communities) -# for community, test_community in zip(communities, test_communities): -# assert community["id"] == test_community.id -# assert community["name"] == test_community.name +import pytest +import asyncio +from unittest.mock import AsyncMock, MagicMock +from core.pipes.kg.extraction import KGTriplesExtractionPipe +from core.pipes.kg.clustering import KGClusteringPipe +from core.base import DocumentFragment, KGExtraction, Entity, Triple, Community +from uuid import uuid4 + +@pytest.fixture +def kg_extraction_pipe(): + return KGTriplesExtractionPipe( + kg_provider=MagicMock(), + llm_provider=MagicMock(), + prompt_provider=MagicMock(), + chunking_provider=MagicMock() + ) + +@pytest.fixture +def document_fragment(): + return DocumentFragment( + id=uuid4(), + extraction_id=uuid4(), + document_id=uuid4(), + user_id=uuid4(), + group_ids=[uuid4()], + data="Test data", + metadata={} + ) +@pytest.mark.asyncio +async def test_extract_kg_success(kg_extraction_pipe, document_fragment): + kg_extraction_pipe.llm_provider.aget_completion = AsyncMock(return_value=MagicMock( + choices=[MagicMock(message=MagicMock(content=( + '("entity"$$$$Entity1$$$$Category1$$$$Description1)' + '("relationship"$$$$Entity1$$$$Entity2$$$$Predicate$$$$Description$$$$0.8)' + )))] + )) + result = await kg_extraction_pipe.extract_kg(document_fragment) + + assert isinstance(result, KGExtraction) + assert len(result.entities) == 1 + assert len(result.triples) == 1 + assert result.entities[0].name == "Entity1" + assert result.triples[0].subject == "Entity1" + assert result.triples[0].object == "Entity2" + +@pytest.mark.asyncio +async def test_run_logic(kg_extraction_pipe, document_fragment): + async def mock_input_generator(): + for _ in range(2): + yield document_fragment + + input_mock = MagicMock() + input_mock.message = mock_input_generator() + + kg_extraction_pipe.extract_kg = AsyncMock(return_value=KGExtraction( + entities=[Entity(name="TestEntity", category="TestCategory", description="TestDescription")], + triples=[Triple(subject="TestSubject", predicate="TestPredicate", object="TestObject")] + )) + + results = [result async for result in kg_extraction_pipe._run_logic(input_mock, MagicMock(), "run_id")] + + assert len(results) == 2 + for result in results: + assert isinstance(result, KGExtraction) + assert len(result.entities) == 1 + assert len(result.triples) == 1 + +@pytest.fixture +def mock_kg_provider(mocker): + provider = mocker.Mock() + provider.get_all_entities.return_value = [ + Entity(name=f"Entity{i}", category=f"Category{i%2+1}", description=f"Description{i}") + for i in range(1, 4) + ] + + provider.get_entities.return_value = [ + Entity(name=f"Entity{i}", category=f"Category{i%2+1}", description=f"Description{i}") + for i in range(1, 4) + ] + + provider.get_triples.return_value = [ + Triple(subject=f"Entity{i}", predicate=f"Predicate{i%2+1}", object=f"Entity{i+1}") + for i in range(1, 4) + ] + + provider.get_communities.return_value = [ + Community(id=f"Community{i}", level=f"Level{i%2+1}", short_id=f"Short{i}", title=f"Title{i}", entity_ids=[f"Entity{i}"], relationship_ids=[f"Relationship{i}"]) + for i in range(1, 4) + ] + + return provider + +@pytest.fixture +def mock_embedding_provider(mocker): + provider = mocker.Mock() + provider.get_embeddings.return_value = [ + [0.1*i, 0.2*i, 0.3*i] for i in range(1, 4) + ] + provider.async_get_embedding = AsyncMock(return_value=[0.1, 0.2, 0.3]) + return provider + +@pytest.fixture +def mock_completion_provider(mocker): + provider = mocker.Mock() + + async def mock_aget_completion(*args, **kwargs): + return mocker.Mock( + choices=[mocker.Mock(message=mocker.Mock(content="Cluster summary"))] + ) + + provider.aget_completion = mock_aget_completion + return provider + +@pytest.fixture +def mock_prompt_provider(mocker): + provider = mocker.Mock() + provider.get_message_payload.return_value = mocker.Mock( + task_prompt_name="graphrag_community_reports", + task_inputs={"input_text": "Test input text"} + ) + provider._get_message_payload.return_value = { + "task_prompt_name": "graphrag_community_reports", + "task_inputs": {"input_text": "Test input text"} + } + return provider + +@pytest.fixture +def kg_clustering_pipe(mocker, mock_kg_provider, mock_embedding_provider, mock_completion_provider, mock_prompt_provider): + return KGClusteringPipe( + kg_provider=mock_kg_provider, + embedding_provider=mock_embedding_provider, + llm_provider=mock_completion_provider, + prompt_provider=mock_prompt_provider, + n_clusters=2 + ) + +@pytest.mark.asyncio +async def test_cluster_kg(kg_clustering_pipe): + triples = [ + Triple(subject="Entity1", predicate="relatedTo", object="Entity2"), + Triple(subject="Entity2", predicate="relatedTo", object="Entity3"), + Triple(subject="Entity3", predicate="relatedTo", object="Entity1") + ] + + result = [] + async for community in kg_clustering_pipe.cluster_kg(triples): + result.append(community) + + assert len(result) == 1 + assert result[0]['id'] == '0_0' + assert result[0]['title'] == '_' \ No newline at end of file From 4b31b9f497a2fc6dd09570031d76464445370bd8 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 17:14:23 -0700 Subject: [PATCH 22/74] Refactor CLI (#903) --- .pre-commit-config.yaml | 8 +- py/cli/__init__.py | 18 ++ py/cli/cli.py | 51 +++++ py/{core => }/cli/command_group.py | 19 +- py/{core => }/cli/commands/__init__.py | 0 .../commands/auth.py} | 2 +- py/cli/commands/ingestion.py | 115 ++++++++++ py/cli/commands/management.py | 154 +++++++++++++ py/cli/commands/restructure.py | 18 ++ py/cli/commands/retrieval.py | 203 ++++++++++++++++++ .../commands/server.py} | 76 +++++-- py/{core => }/cli/utils/__init__.py | 0 py/{core => }/cli/utils/docker_utils.py | 56 +++-- py/{core => }/cli/utils/param_types.py | 0 py/{core => }/cli/utils/timer.py | 0 py/core/__init__.py | 3 - .../base/api/models/restructure/responses.py | 4 +- py/core/base/providers/kg.py | 13 +- py/core/cli/__init__.py | 23 -- py/core/cli/cli.py | 50 ----- py/core/cli/commands/document_operations.py | 133 ------------ py/core/cli/commands/kg_operations.py | 15 -- .../commands/oberservability_operations.py | 73 ------- py/core/cli/commands/rag_operations.py | 167 -------------- .../examples/scripts/sample_data_ingestor.py | 64 ------ py/core/main/__init__.py | 3 - py/core/main/api/routes/management/base.py | 4 +- py/core/main/api/routes/restructure/base.py | 1 - py/core/main/app_entry.py | 21 +- py/core/main/services/management_service.py | 8 +- py/core/main/services/retrieval_service.py | 33 +-- .../providers/parsing/unstructured_parsing.py | 4 +- py/pyproject.toml | 3 +- py/sdk/client.py | 22 +- py/sdk/ingestion.py | 39 ++-- py/sdk/management.py | 79 ++----- py/sdk/retrieval.py | 6 + py/sdk/server.py | 40 ++++ tests/regression/runner.py | 24 +-- tests/regression/test_cases/base.py | 44 ++-- tests/test_cli.py | 24 +-- tests/test_client.py | 24 +-- tests/test_kg.py | 131 ++++++++--- 43 files changed, 905 insertions(+), 870 deletions(-) create mode 100644 py/cli/__init__.py create mode 100644 py/cli/cli.py rename py/{core => }/cli/command_group.py (53%) rename py/{core => }/cli/commands/__init__.py (100%) rename py/{core/cli/commands/auth_operations.py => cli/commands/auth.py} (88%) create mode 100644 py/cli/commands/ingestion.py create mode 100644 py/cli/commands/management.py create mode 100644 py/cli/commands/restructure.py create mode 100644 py/cli/commands/retrieval.py rename py/{core/cli/commands/server_operations.py => cli/commands/server.py} (81%) rename py/{core => }/cli/utils/__init__.py (100%) rename py/{core => }/cli/utils/docker_utils.py (93%) rename py/{core => }/cli/utils/param_types.py (100%) rename py/{core => }/cli/utils/timer.py (100%) delete mode 100644 py/core/cli/__init__.py delete mode 100644 py/core/cli/cli.py delete mode 100644 py/core/cli/commands/document_operations.py delete mode 100644 py/core/cli/commands/kg_operations.py delete mode 100644 py/core/cli/commands/oberservability_operations.py delete mode 100644 py/core/cli/commands/rag_operations.py delete mode 100644 py/core/examples/scripts/sample_data_ingestor.py create mode 100644 py/sdk/server.py diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index f6fdbfd4e..5961fe9e2 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -12,14 +12,14 @@ repos: hooks: - id: isort name: isort - entry: poetry run isort + entry: bash -c 'cd py && poetry run isort $(git diff --cached --name-only --diff-filter=ACM | grep ".py$" | xargs -I {} echo ../{}) || true' language: system types: [python] - args: ["--profile", "black", "--filter-files"] + pass_filenames: false - id: black name: black - entry: poetry run black + entry: bash -c 'cd py && poetry run black $(git diff --cached --name-only --diff-filter=ACM | grep ".py$" | xargs -I {} echo ../{})' language: system types: [python] - exclude: ^(.venv|venv|env)/ + pass_filenames: false diff --git a/py/cli/__init__.py b/py/cli/__init__.py new file mode 100644 index 000000000..8f4bb2e43 --- /dev/null +++ b/py/cli/__init__.py @@ -0,0 +1,18 @@ +from .cli import cli, main +from .command_group import cli as command_group_cli +from .commands import auth, ingestion, management, retrieval, server + +__all__ = [ + # From cli.py + "cli", + "main", + # From Command Group + "command_group_cli", + # From Commands + "auth", + "ingestion", + "management", + "restructure", + "retrieval", + "server", +] diff --git a/py/cli/cli.py b/py/cli/cli.py new file mode 100644 index 000000000..ac567c18c --- /dev/null +++ b/py/cli/cli.py @@ -0,0 +1,51 @@ +from cli.command_group import cli +from cli.commands import ( + auth, + ingestion, + management, + restructure, + retrieval, + server, +) + +# Auth +cli.add_command(auth.generate_private_key) + +# Ingesetion +cli.add_command(ingestion.ingest_files) +cli.add_command(ingestion.update_files) +cli.add_command(ingestion.ingest_sample_file) +cli.add_command(ingestion.ingest_sample_files) + +# Management +cli.add_command(management.analytics) +cli.add_command(management.app_settings) +cli.add_command(management.users_overview) +cli.add_command(management.documents_overview) +cli.add_command(management.document_chunks) +cli.add_command(management.inspect_knowledge_graph) + +# Restructure +cli.add_command(restructure.enrich_graph) + +# Retrieval +cli.add_command(retrieval.search) +cli.add_command(retrieval.rag) + +# Server +cli.add_command(server.health) +cli.add_command(server.server_stats) +cli.add_command(server.logs) +cli.add_command(server.docker_down) +cli.add_command(server.generate_report) +cli.add_command(server.serve) +cli.add_command(server.update) +cli.add_command(server.version) + + +def main(): + cli() + + +if __name__ == "__main__": + main() diff --git a/py/core/cli/command_group.py b/py/cli/command_group.py similarity index 53% rename from py/core/cli/command_group.py rename to py/cli/command_group.py index 7ae0534c2..0291bc874 100644 --- a/py/core/cli/command_group.py +++ b/py/cli/command_group.py @@ -1,7 +1,7 @@ import os import click -from core.main.execution import R2RExecutionWrapper +from sdk.client import R2RClient # TODO: refactor this to remove config path and config name @@ -12,14 +12,13 @@ @click.option( "--config-name", default=None, help="Name of the configuration to use" ) -@click.option("--client-mode", default=True, help="Run in client mode") @click.option( "--base-url", default="http://localhost:8000", help="Base URL for client mode", ) @click.pass_context -def cli(ctx, config_path, config_name, client_mode, base_url): +def cli(ctx, config_path, config_name, base_url): """R2R CLI for all core operations.""" if config_path and config_name: raise click.UsageError( @@ -29,16 +28,4 @@ def cli(ctx, config_path, config_name, client_mode, base_url): if config_path: config_path = os.path.abspath(config_path) - if ctx.invoked_subcommand != "serve": - ctx.obj = R2RExecutionWrapper( - config_path, - config_name, - client_mode if ctx.invoked_subcommand != "serve" else False, - base_url, - ) - else: - ctx.obj = { - "config_path": config_path, - "config_name": config_name, - "base_url": base_url, - } + ctx.obj = R2RClient(base_url) diff --git a/py/core/cli/commands/__init__.py b/py/cli/commands/__init__.py similarity index 100% rename from py/core/cli/commands/__init__.py rename to py/cli/commands/__init__.py diff --git a/py/core/cli/commands/auth_operations.py b/py/cli/commands/auth.py similarity index 88% rename from py/core/cli/commands/auth_operations.py rename to py/cli/commands/auth.py index 83f13dd1c..5a241477f 100644 --- a/py/core/cli/commands/auth_operations.py +++ b/py/cli/commands/auth.py @@ -1,7 +1,7 @@ import secrets import click -from core.cli.command_group import cli +from cli.command_group import cli @cli.command() diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py new file mode 100644 index 000000000..3e84f54e6 --- /dev/null +++ b/py/cli/commands/ingestion.py @@ -0,0 +1,115 @@ +import json +import os +import tempfile +from urllib.parse import urlparse + +import click +import requests +from cli.command_group import cli +from cli.utils.param_types import JSON +from cli.utils.timer import timer + + +@cli.command() +@click.argument("file_paths", nargs=-1, required=True, type=click.Path(exists=True)) +@click.option("--document-ids", multiple=True, help="Document IDs for ingestion") +@click.option("--metadatas", type=JSON, help="Metadatas for ingestion as a JSON string") +@click.option( + "--versions", + multiple=True, + help="Starting version for ingested files (e.g. `v1`)", +) +@click.pass_obj +def ingest_files(client, file_paths, document_ids, metadatas, versions): + """Ingest files into R2R.""" + with timer(): + file_paths = list(file_paths) + document_ids = list(document_ids) if document_ids else None + versions = list(versions) if versions else None + + response = client.ingest_files(file_paths, metadatas, document_ids, versions) + click.echo(json.dumps(response, indent=2)) + + +@cli.command() +@click.argument("file-paths", nargs=-1, required=True, type=click.Path(exists=True)) +@click.option( + "--document-ids", + required=True, + help="Document IDs to update (comma-separated)", +) +@click.option("--metadatas", type=JSON, help="Metadatas for updating as a JSON string") +@click.pass_obj +def update_files(client, file_paths, document_ids, metadatas): + """Update existing files in R2R.""" + with timer(): + file_paths = list(file_paths) + + document_ids = document_ids.split(",") + + if metadatas: + if isinstance(metadatas, str): + metadatas = json.loads(metadatas) + if isinstance(metadatas, dict): + metadatas = [metadatas] + elif not isinstance(metadatas, list): + raise click.BadParameter( + "Metadatas must be a JSON string representing a list of dictionaries or a single dictionary" + ) + + response = client.update_files(file_paths, document_ids, metadatas) + click.echo(json.dumps(response, indent=2)) + + +def ingest_files_from_urls(client, urls): + """Download and ingest files from given URLs.""" + ingested_files = [] + for url in urls: + filename = os.path.basename(urlparse(url).path) + + with tempfile.NamedTemporaryFile( + mode="w+", delete=False, suffix=f"_{filename}" + ) as temp_file: + response = requests.get(url) + response.raise_for_status() + temp_file.write(response.text) + temp_file_path = temp_file.name + + try: + response = client.ingest_files([temp_file_path]) + click.echo(f"File '{filename}' ingested successfully. Response: {response}") + ingested_files.append(filename) + finally: + os.unlink(temp_file_path) + + return ingested_files + + +@cli.command() +@click.pass_obj +def ingest_sample_file(client): + """Ingest the first sample file into R2R.""" + sample_file_url = "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/aristotle.txt" + + with timer(): + ingested_files = ingest_files_from_urls(client, [sample_file_url]) + + click.echo( + f"Sample file ingestion completed. Ingested files: {', '.join(ingested_files)}" + ) + + +@cli.command() +@click.pass_obj +def ingest_sample_files(client): + """Ingest multiple sample files into R2R.""" + urls = [ + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/aristotle.txt", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/got.txt", + ] + with timer(): + ingested_files = ingest_files_from_urls(client, urls) + + click.echo( + f"Sample files ingestion completed. Ingested files: {', '.join(ingested_files)}" + ) diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py new file mode 100644 index 000000000..79eab188e --- /dev/null +++ b/py/cli/commands/management.py @@ -0,0 +1,154 @@ +from typing import Any, Dict + +import click +from cli.command_group import cli +from cli.utils.param_types import JSON +from cli.utils.timer import timer + +# TODO: Implement update_prompt + + +# TODO: Update +@cli.command() +@click.option("--filters", type=JSON, help="Filters for analytics as JSON") +@click.option("--analysis-types", type=JSON, help="Analysis types as JSON") +@click.pass_obj +def analytics(client, filters: Dict[str, Any], analysis_types: Dict[str, Any]): + """Retrieve analytics data.""" + with timer(): + response = client.analytics(filters, analysis_types) + + click.echo(response) + + +@cli.command() +@click.pass_obj +def app_settings(client): + """Retrieve application settings.""" + with timer(): + response = client.app_settings() + + click.echo(response) + + +# TODO: Implement score_completion + + +@cli.command() +@click.option("--user-ids", multiple=True, help="User IDs to overview") +@click.pass_obj +def users_overview(client, user_ids): + """Get an overview of users.""" + user_ids = list(user_ids) if user_ids else None + + with timer(): + response = client.users_overview(user_ids) + + for user in response: + click.echo(user) + + +@cli.command() +@click.option( + "--filter", + "-f", + multiple=True, + help="Filters for deletion in the format key:operator:value", +) +@click.pass_obj +def delete(client, filter): + """Delete documents based on filters.""" + filters = {} + for f in filter: + key, operator, value = f.split(":", 2) + if key not in filters: + filters[key] = {} + filters[key][f"${operator}"] = value + + with timer(): + response = client.delete(filters=filters) + + click.echo(response) + + +@cli.command() +@click.option("--document-ids", multiple=True, help="Document IDs to overview") +@click.pass_obj +def documents_overview(client, document_ids): + """Get an overview of documents.""" + document_ids = list(document_ids) if document_ids else None + + with timer(): + response = client.documents_overview(document_ids) + + for document in response["results"]: + click.echo(document) + + +@cli.command() +@click.option("--document-id", help="Document ID to retrieve chunks for") +@click.pass_obj +def document_chunks(client, document_id): + """Get chunks of a specific document.""" + with timer(): + response = client.document_chunks(document_id) + + for chunk in response: + click.echo(chunk) + + +@cli.command() +@click.option( + "--limit", + default=None, + help="The maximum number of nodes to return. Defaults to 100.", +) +@click.pass_obj +def inspect_knowledge_graph(client, limit): + """Inspect the knowledge graph.""" + with timer(): + response = client.inspect_knowledge_graph(limit) + + click.echo(response) + + +## TODO: Implement groups_overview + + +## TODO: Implement create_group + + +## TODO: Implement get_group + + +## TODO: Implement update_group + + +## TODO: Implement delete_group + + +## TODO: Implement list_groups + + +## TODO: Implement add_user_to_group + + +## TODO: Implement remove_user_from_group + + +## TODO: Implement get_users_in_group + + +## TODO: Implement get_groups_for_user + + +## TODO: Implement assign_document_to_group + + +## TODO: Implement remove_document_from_group + + +## TODO: Implement get_document_groups + + +## TODO: Implement get_documents_in_group diff --git a/py/cli/commands/restructure.py b/py/cli/commands/restructure.py new file mode 100644 index 000000000..451c95c3b --- /dev/null +++ b/py/cli/commands/restructure.py @@ -0,0 +1,18 @@ +from typing import Any, Dict + +import click +from cli.command_group import cli +from cli.utils.param_types import JSON +from cli.utils.timer import timer + + +@cli.command() +@click.pass_obj +def enrich_graph(client): + """ + Perform graph enrichment over the entire graph. + """ + with timer(): + response = client.restructure() + + click.echo(response) diff --git a/py/cli/commands/retrieval.py b/py/cli/commands/retrieval.py new file mode 100644 index 000000000..b7ff0cd07 --- /dev/null +++ b/py/cli/commands/retrieval.py @@ -0,0 +1,203 @@ +import click +from cli.command_group import cli +from cli.utils.param_types import JSON +from cli.utils.timer import timer + + +@cli.command() +@click.option("--query", prompt="Enter your search query", help="The search query") +# VectorSearchSettings +@click.option( + "--use-vector-search", + is_flag=True, + default=True, + help="Whether to use vector search", +) +@click.option( + "--filters", + type=JSON, + help="Filters to apply to the vector search as a JSON", +) +@click.option("--search-limit", default=None, help="Number of search results to return") +@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" +) +# KGSearchSettings +@click.option("--use-kg-search", is_flag=True, help="Use knowledge graph search") +@click.option("--kg-search-type", default=None, help="Local or Global") +@click.option("--kg-search-level", default=None, help="Level of KG search") +@click.option( + "--kg-search-generation-config", + type=JSON, + help="KG search generation config", +) +@click.option("--entity-types", type=JSON, help="Entity types to search for as a JSON") +@click.option( + "--relationships", type=JSON, help="Relationships to search for as a JSON" +) +@click.option( + "--max-community-description-length", + type=JSON, + help="Max community description length", +) +@click.option( + "--max-llm-queries-for-global-search", type=JSON, help="Max community size" +) +@click.option("--local-search-limits", type=JSON, help="Local search limits") +@click.pass_obj +def search(client, query, **kwargs): + """Perform a search query.""" + vector_search_settings = { + k: v + for k, v in kwargs.items() + if k + in [ + "use_vector_search", + "filters", + "search_limit", + "do_hybrid_search", + "selected_group_ids", + ] + and v is not None + } + + kg_search_settings = { + k: v + for k, v in kwargs.items() + if k + in [ + "use_kg_search", + "kg_search_type", + "kg_search_level", + "kg_search_generation_config", + "entity_types", + "relationships", + "max_community_description_length", + "max_llm_queries_for_global_search", + "local_search_limits", + ] + and v is not None + } + + with timer(): + results = client.search( + query, + vector_search_settings, + kg_search_settings, + ) + + if isinstance(results, dict) and "results" in results: + results = results["results"] + + if "vector_search_results" in results: + click.echo("Vector search results:") + for result in results["vector_search_results"]: + click.echo(result) + + if "kg_search_results" in results and results["kg_search_results"]: + click.echo("KG search results:") + for result in results["kg_search_results"]: + click.echo(result) + + +@cli.command() +@click.option("--query", prompt="Enter your query", help="The query for RAG") +# RAG Generation Config +@click.option("--stream", is_flag=True, help="Stream the RAG response") +@click.option("--rag-model", default=None, help="Model for RAG") +# Vector Search Settings +@click.option( + "--use-vector-search", is_flag=True, default=True, help="Use vector search" +) +@click.option("--filters", type=JSON, help="Search filters as JSON") +@click.option("--search-limit", default=10, help="Number of search results to return") +@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" +) +# KG Search Settings +@click.option("--use-kg-search", is_flag=True, help="Use knowledge graph search") +@click.option("--kg-search-type", default="global", help="Local or Global") +@click.option( + "--kg-search-level", + default=None, + help="Level of cluster to use for Global KG search", +) +@click.option("--kg-search-model", default=None, help="Model for KG agent") +@click.option("--entity-types", type=JSON, help="Entity types to search for as a JSON") +@click.option( + "--relationships", type=JSON, help="Relationships to search for as a JSON" +) +@click.option( + "--max-community-description-length", + type=int, + help="Max community description length", +) +@click.option( + "--max-llm-queries-for-global-search", type=int, help="Max community size" +) +@click.option("--local-search-limits", type=JSON, help="Local search limits") +@click.pass_obj +def rag(client, query, **kwargs): + """Perform a RAG query.""" + rag_generation_config = { + "stream": kwargs.get("stream", False), + } + if kwargs.get("rag_model"): + rag_generation_config["model"] = kwargs["rag_model"] + + vector_search_settings = { + k: v + for k, v in kwargs.items() + if k + in [ + "use_vector_search", + "filters", + "search_limit", + "do_hybrid_search", + "selected_group_ids", + ] + and v is not None + } + + kg_search_settings = { + k: v + for k, v in kwargs.items() + if k + in [ + "use_kg_search", + "kg_search_type", + "kg_search_level", + "kg_search_model", + "entity_types", + "relationships", + "max_community_description_length", + "max_llm_queries_for_global_search", + "local_search_limits", + ] + and v is not None + } + + if kg_search_settings.get("kg_search_model"): + kg_search_settings["kg_search_generation_config"] = { + "model": kg_search_settings.pop("kg_search_model") + } + + with timer(): + response = client.rag( + query, + rag_generation_config, + vector_search_settings, + kg_search_settings, + ) + + if rag_generation_config.get("stream"): + for chunk in response: + click.echo(chunk, nl=False) + click.echo() + else: + click.echo(response) + + +# TODO: Implement agent diff --git a/py/core/cli/commands/server_operations.py b/py/cli/commands/server.py similarity index 81% rename from py/core/cli/commands/server_operations.py rename to py/cli/commands/server.py index f66915acc..f0d948505 100644 --- a/py/core/cli/commands/server_operations.py +++ b/py/cli/commands/server.py @@ -5,17 +5,61 @@ import sys import click -from core.cli.command_group import cli -from core.cli.utils.docker_utils import ( +from cli.command_group import cli +from cli.utils.docker_utils import ( bring_down_docker_compose, remove_r2r_network, run_docker_serve, run_local_serve, ) -from core.cli.utils.timer import timer +from cli.utils.timer import timer from dotenv import load_dotenv +@cli.command() +@click.pass_obj +def health(client): + """Check the health of the server.""" + with timer(): + response = client.health() + + click.echo(response) + + +@cli.command() +@click.pass_obj +def server_stats(client): + """Check the server stats.""" + with timer(): + response = client.server_stats() + + click.echo(response) + + +@cli.command() +@click.option("--run-type-filter", help="Filter for log types") +@click.option( + "--max-runs", default=None, help="Maximum number of runs to fetch" +) +@click.pass_obj +def logs(client, run_type_filter, max_runs): + """Retrieve logs with optional type filter.""" + with timer(): + response = client.logs(run_type_filter, max_runs) + + for log in response["results"]: + click.echo(f"Run ID: {log['run_id']}") + click.echo(f"Run Type: {log['run_type']}") + click.echo(f"Timestamp: {log['timestamp']}") + click.echo(f"User ID: {log['user_id']}") + click.echo("Entries:") + for entry in log["entries"]: + click.echo(f" - {entry['key']}: {entry['value'][:100]}") + click.echo("---") + + click.echo(f"Total runs: {len(response)}") + + @cli.command() @click.option( "--volumes", @@ -29,7 +73,7 @@ ) @click.option("--project-name", default="r2r", help="Project name for Docker") @click.pass_context -def docker_down(ctx, volumes, remove_orphans, project_name): +def docker_down(volumes, remove_orphans, project_name): """Bring down the Docker Compose setup and attempt to remove the network if necessary.""" result = bring_down_docker_compose(project_name, volumes, remove_orphans) remove_r2r_network() @@ -121,16 +165,6 @@ def generate_report(): click.echo(json.dumps(report, indent=2)) -@cli.command() -@click.pass_obj -def health(obj): - """Check the health of the server.""" - with timer(): - response = obj.health() - - click.echo(response) - - @cli.command() @click.option("--host", default="0.0.0.0", help="Host to run the server on") @click.option("--port", default=8000, help="Port to run the server on") @@ -148,9 +182,10 @@ def health(obj): ) @click.option("--project-name", default="r2r", help="Project name for Docker") @click.option("--image", help="Docker image to use") +@click.option("--config-path", help="Path to the configuration file") @click.pass_obj def serve( - obj, + client, host, port, docker, @@ -159,12 +194,13 @@ def serve( exclude_postgres, project_name, image, + config_path, ): """Start the R2R server.""" load_dotenv() - if obj["config_path"]: - config_path = os.path.abspath(obj["config_path"]) + if config_path: + config_path = os.path.abspath(config_path) # For Windows, convert backslashes to forward slashes and prepend /host_mnt/ if platform.system() == "Windows": @@ -172,11 +208,9 @@ def serve( "\\", "/" ).replace(":", "") - obj["config_path"] = config_path - if docker: run_docker_serve( - obj, + client, host, port, exclude_neo4j, @@ -205,7 +239,7 @@ def serve( click.echo(f"Opening browser to {url}") webbrowser.open(url) else: - run_local_serve(obj, host, port) + run_local_serve(client, host, port) @cli.command() diff --git a/py/core/cli/utils/__init__.py b/py/cli/utils/__init__.py similarity index 100% rename from py/core/cli/utils/__init__.py rename to py/cli/utils/__init__.py diff --git a/py/core/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py similarity index 93% rename from py/core/cli/utils/docker_utils.py rename to py/cli/utils/docker_utils.py index 76708dac0..a4352c83e 100644 --- a/py/core/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -5,12 +5,13 @@ import subprocess import sys import time +from typing import Optional import click import requests from core.main import R2RBuilder, R2RConfig -from core.main.execution import R2RExecutionWrapper from requests.exceptions import RequestException +from sdk import R2RClient def bring_down_docker_compose(project_name, volumes, remove_orphans): @@ -71,38 +72,49 @@ def remove_r2r_network(): ) -def run_local_serve(obj, host, port): - wrapper = R2RExecutionWrapper(**obj, client_mode=False) - llm_provider = wrapper.app.config.completion.provider - llm_model = wrapper.app.config.completion.generation_config.model +def run_local_serve( + obj: R2RClient, host: str, port: int, config_path: Optional[str] = None +): + try: + from r2r import R2R + except ImportError: + click.echo( + "You must install the `r2r core` package to run the R2R server locally." + ) + sys.exit(1) + + r2r_instance = R2R() + llm_provider = r2r_instance.config.completion.provider + llm_model = r2r_instance.config.completion.generation_config.model model_provider = llm_model.split("/")[0] available_port = find_available_port(port) check_llm_reqs(llm_provider, model_provider, include_ollama=True) - wrapper.serve(host, available_port) + r2r_instance.serve(host, available_port) def run_docker_serve( - obj, - host, - port, - exclude_neo4j, - exclude_ollama, - exclude_postgres, - project_name, - image, + client: R2RClient, + host: str, + port: int, + exclude_neo4j: bool, + exclude_ollama: bool, + exclude_postgres: bool, + project_name: str, + image: str, + config_path: Optional[str] = None, ): check_set_docker_env_vars(exclude_neo4j, exclude_postgres) - set_config_env_vars(obj) set_ollama_api_base(exclude_ollama) - config = ( - R2RConfig.from_toml(obj["config_path"]) - if obj["config_path"] - else R2RConfig.from_toml( - R2RBuilder.CONFIG_OPTIONS[obj["config_name"] or "default"] + + if config_path: + config = R2RConfig.from_toml(config_path) + else: + config = R2RConfig.from_toml( + R2RBuilder.CONFIG_OPTIONS[client.config_name or "default"] ) - ) + completion_provider = config.completion.provider completion_model = config.completion.generation_config.model completion_model_provider = completion_model.split("/")[0] @@ -139,7 +151,7 @@ def run_docker_serve( exclude_ollama, exclude_postgres, project_name, - obj["config_path"], + config_path, image, ) diff --git a/py/core/cli/utils/param_types.py b/py/cli/utils/param_types.py similarity index 100% rename from py/core/cli/utils/param_types.py rename to py/cli/utils/param_types.py diff --git a/py/core/cli/utils/timer.py b/py/cli/utils/timer.py similarity index 100% rename from py/core/cli/utils/timer.py rename to py/cli/utils/timer.py diff --git a/py/core/__init__.py b/py/core/__init__.py index 7fd3a9c41..2ed623e65 100644 --- a/py/core/__init__.py +++ b/py/core/__init__.py @@ -31,7 +31,6 @@ logger.propagate = False -# TODO - Cleanup export strategy && slimmify release __all__ = [ ## AGENT # Base @@ -194,8 +193,6 @@ # "r2r_app", ## R2R ENGINE "R2REngine", - ## R2R EXECUTION - "R2RExecutionWrapper", ## R2R ASSEMBLY # Builder "R2RBuilder", diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py index 88dd906ae..7f57c6f98 100644 --- a/py/core/base/api/models/restructure/responses.py +++ b/py/core/base/api/models/restructure/responses.py @@ -3,11 +3,11 @@ from pydantic import BaseModel from datetime import datetime -from core.base.api.models.base import ResultsWrapper +from core.base.api.models.base import ResultsWrapper class KGEnrichementResponse(BaseModel): enriched_content: Dict[str, Any] -WrappedKGEnrichementResponse = ResultsWrapper[KGEnrichementResponse] \ No newline at end of file +WrappedKGEnrichementResponse = ResultsWrapper[KGEnrichementResponse] diff --git a/py/core/base/providers/kg.py b/py/core/base/providers/kg.py index 9093b22b2..9f34b8af0 100644 --- a/py/core/base/providers/kg.py +++ b/py/core/base/providers/kg.py @@ -37,9 +37,7 @@ class KGProvider(ABC): def __init__(self, config: KGConfig) -> None: if not isinstance(config, KGConfig): - raise ValueError( - "KGProvider must be initialized with a `KGConfig`." - ) + raise ValueError("KGProvider must be initialized with a `KGConfig`.") logger.info(f"Initializing KG provider with config: {config}") self.config = config self.validate_config() @@ -111,15 +109,14 @@ def get_schema(self, refresh: bool = False) -> str: @abstractmethod def structured_query( - self, query: str, param_map: Optional[dict[str, Any]] = {} + self, query: str, param_map: Optional[dict[str, Any]] = None ) -> Any: """Abstract method to query the graph store with statement and parameters.""" - pass + if param_map is None: + param_map = {} @abstractmethod - def vector_query( - self, query, **kwargs: Any - ) -> Tuple[list[Entity], list[float]]: + def vector_query(self, query, **kwargs: Any) -> Tuple[list[Entity], list[float]]: """Abstract method to query the graph store with a vector store query.""" # TODO - Type this method. diff --git a/py/core/cli/__init__.py b/py/core/cli/__init__.py deleted file mode 100644 index 275abbc6c..000000000 --- a/py/core/cli/__init__.py +++ /dev/null @@ -1,23 +0,0 @@ -from .cli import cli, main -from .command_group import cli as command_group_cli -from .commands import ( - auth_operations, - document_operations, - oberservability_operations, - rag_operations, - server_operations, -) - -__all__ = [ - # From cli.py - "cli", - "main", - # From Command Group - "command_group_cli", - # From Commands - "auth_operations", - "document_operations", - "oberservability_operations", - "rag_operations", - "server_operations", -] diff --git a/py/core/cli/cli.py b/py/core/cli/cli.py deleted file mode 100644 index 4314b89ae..000000000 --- a/py/core/cli/cli.py +++ /dev/null @@ -1,50 +0,0 @@ -from core.cli.command_group import cli -from core.cli.commands import ( - auth_operations, - document_operations, - kg_operations, - oberservability_operations, - rag_operations, - server_operations, -) - -# Server operations -cli.add_command(server_operations.docker_down) -cli.add_command(server_operations.generate_report) -cli.add_command(server_operations.health) -cli.add_command(server_operations.serve) -cli.add_command(server_operations.update) -cli.add_command(server_operations.version) - -# Document operations -cli.add_command(document_operations.delete) -cli.add_command(document_operations.document_chunks) -cli.add_command(document_operations.documents_overview) -cli.add_command(document_operations.ingest_files) -cli.add_command(document_operations.ingest_sample_file) -cli.add_command(document_operations.ingest_sample_files) -cli.add_command(document_operations.update_files) - -# Search and RAG operations -cli.add_command(rag_operations.inspect_knowledge_graph) -cli.add_command(rag_operations.rag) -cli.add_command(rag_operations.search) - -# Auth operations -cli.add_command(auth_operations.generate_private_key) - -# Observability operations -cli.add_command(oberservability_operations.analytics) -cli.add_command(oberservability_operations.app_settings) -cli.add_command(oberservability_operations.logs) -cli.add_command(oberservability_operations.users_overview) - -cli.add_command(kg_operations.enrich_graph) - - -def main(): - cli() - - -if __name__ == "__main__": - main() diff --git a/py/core/cli/commands/document_operations.py b/py/core/cli/commands/document_operations.py deleted file mode 100644 index 081f5e46b..000000000 --- a/py/core/cli/commands/document_operations.py +++ /dev/null @@ -1,133 +0,0 @@ -import click -from core.cli.command_group import cli -from core.cli.utils.timer import timer - - -@cli.command() -@click.option( - "--filter", - "-f", - multiple=True, - help="Filters for deletion in the format key:operator:value", -) -@click.pass_obj -def delete(obj, filter): - """Delete documents based on filters.""" - filters = {} - for f in filter: - key, operator, value = f.split(":", 2) - if key not in filters: - filters[key] = {} - filters[key][f"${operator}"] = value - - with timer(): - response = obj.delete(filters=filters) - - click.echo(response) - - -@cli.command() -@click.option("--document-ids", multiple=True, help="Document IDs to overview") -@click.pass_obj -def documents_overview(obj, document_ids): - """Get an overview of documents.""" - document_ids = list(document_ids) if document_ids else None - - with timer(): - response = obj.documents_overview(document_ids) - - for document in response: - click.echo(document) - - -@cli.command() -@click.argument("document-id") -@click.pass_obj -def document_chunks(obj, document_id): - """Get chunks of a specific document.""" - print(document_id) - with timer(): - response = obj.document_chunks(document_id) - - for chunk in response: - click.echo(chunk) - - -@cli.command() -@click.option( - "--file-paths", multiple=True, help="Paths to files for ingestion" -) -@click.option( - "--document-ids", multiple=True, help="Document IDs for ingestion" -) -@click.option("--metadatas", multiple=True, help="Metadatas for ingestion") -@click.option( - "--versions", - multiple=True, - help="Starting version for ingested files (e.g. `v1`)", -) -@click.pass_obj -def ingest_files(obj, file_paths, document_ids, metadatas, versions): - """Ingest files into R2R.""" - with timer(): - file_paths = list(file_paths) - document_ids = list(document_ids) if document_ids else None - metadatas = list(metadatas) if metadatas else None - versions = list(versions) if versions else None - - response = obj.ingest_files( - file_paths, document_ids, metadatas, versions - ) - click.echo(response) - - -@cli.command() -@click.option( - "--no-media", - is_flag=True, - default=False, - help="Exclude media files from ingestion", -) -@click.option("--option", type=int, default=0, help="Which file to ingest?") -@click.pass_obj -def ingest_sample_file(obj, no_media, option): - """Ingest sample files into R2R.""" - with timer(): - response = obj.ingest_sample_file(no_media=no_media, option=option) - - click.echo(response) - - -@cli.command() -@click.option( - "--no-media", - default=True, - help="Exclude media files from ingestion", -) -@click.pass_obj -def ingest_sample_files(obj, no_media): - """Ingest all sample files into R2R.""" - with timer(): - response = obj.ingest_sample_files(no_media=no_media) - - click.echo(response) - - -@cli.command() -@click.argument("file-paths", nargs=-1) -@click.option( - "--document-ids", multiple=True, help="Document IDs for ingestion" -) -@click.option("--metadatas", multiple=True, help="Metadatas for ingestion") -@click.pass_obj -def update_files(obj, file_paths, document_ids, metadatas): - """Update existing files in R2R.""" - with timer(): - # Default to None if empty tuples are provided - metadatas = list(metadatas) if metadatas else None - - response = obj.update_files( - list(file_paths), list(document_ids), metadatas - ) - - click.echo(response) diff --git a/py/core/cli/commands/kg_operations.py b/py/core/cli/commands/kg_operations.py deleted file mode 100644 index 7512bc33d..000000000 --- a/py/core/cli/commands/kg_operations.py +++ /dev/null @@ -1,15 +0,0 @@ -import click -from core.cli.command_group import cli -from core.cli.utils.timer import timer - - -@cli.command() -@click.pass_obj -def enrich_graph(obj): - """Enrich the knowledge graph with specified documents.""" - # document_ids = list(document_ids) if document_ids else None - - with timer(): - response = obj.enrich_graph() - - click.echo(response) diff --git a/py/core/cli/commands/oberservability_operations.py b/py/core/cli/commands/oberservability_operations.py deleted file mode 100644 index 4df95c66d..000000000 --- a/py/core/cli/commands/oberservability_operations.py +++ /dev/null @@ -1,73 +0,0 @@ -from typing import Any, Dict -from uuid import UUID - -import click -from core.cli.command_group import cli -from core.cli.utils.param_types import JSON -from core.cli.utils.timer import timer - - -@cli.command() -@click.option("--filters", type=JSON, help="Filters for analytics as JSON") -@click.option("--analysis-types", type=JSON, help="Analysis types as JSON") -@click.pass_obj -def analytics(obj, filters: Dict[str, Any], analysis_types: Dict[str, Any]): - """Retrieve analytics data.""" - with timer(): - response = obj.analytics(filters, analysis_types) - - click.echo(response) - - -@cli.command() -@click.pass_obj -def app_settings(obj): - """Retrieve application settings.""" - with timer(): - response = obj.app_settings() - - click.echo(response) - - -@cli.command() -@click.option("--run-type-filter", help="Filter for log types") -@click.option( - "--max-runs", default=100, help="Maximum number of runs to fetch" -) -@click.pass_obj -def logs(obj, run_type_filter, max_runs): - """Retrieve logs with optional type filter.""" - with timer(): - response = obj.logs(run_type_filter, max_runs) - - for log in response: - click.echo(f"Run ID: {log['run_id']}") - click.echo(f"Run Type: {log['run_type']}") - if "timestamp" in log: - click.echo(f"Timestamp: {log['timestamp']}") - else: - click.echo("Timestamp: Not available") - if "user_id" in log: - click.echo(f"User ID: {log['user_id']}") - else: - click.echo("User ID: Not available") - click.echo("Entries:") - for entry in log["entries"]: - click.echo(f" - {entry['key']}: {entry['value'][:100]}") - click.echo("---") - - click.echo(f"Total runs: {len(response)}") - - -@cli.command() -@click.option("--user-ids", multiple=True, help="User IDs to overview") -@click.pass_obj -def users_overview(obj, user_ids): - """Get an overview of users.""" - user_ids = [UUID(user_id) for user_id in user_ids] if user_ids else None - - with timer(): - response = obj.users_overview(user_ids) - - for user in response: - click.echo(user) diff --git a/py/core/cli/commands/rag_operations.py b/py/core/cli/commands/rag_operations.py deleted file mode 100644 index 88f72576c..000000000 --- a/py/core/cli/commands/rag_operations.py +++ /dev/null @@ -1,167 +0,0 @@ -import click -from core.cli.command_group import cli -from core.cli.utils.param_types import JSON -from core.cli.utils.timer import timer - - -@cli.command() -@click.option( - "--limit", default=100, help="Limit the number of relationships returned" -) -@click.option( - "--print-descriptions", - is_flag=True, - help="Print descriptions of entities and relationships", -) -@click.pass_obj -def inspect_knowledge_graph(obj, limit, print_descriptions): - """Print relationships from the knowledge graph.""" - with timer(): - response = obj.inspect_knowledge_graph(limit, print_descriptions) - - click.echo(response) - - -@cli.command() -@click.option("--query", prompt="Enter your query", help="The query for RAG") -@click.option( - "--use-vector-search", is_flag=True, default=True, help="Use vector search" -) -@click.option("--filters", type=JSON, help="Search filters as JSON") -@click.option( - "--search-limit", default=10, help="Number of search results to return" -) -@click.option( - "--use-hybrid-search", is_flag=True, help="Perform hybrid search" -) -@click.option( - "--use-kg-search", is_flag=True, help="Use knowledge graph search" -) -@click.option("--kg-search-model", default=None, help="Model for KG agent") -@click.option("--stream", is_flag=True, help="Stream the RAG response") -@click.option("--rag-model", default=None, help="Model for RAG") -@click.option( - "--kg-search-level", - default=None, - help="Level of cluster to use for Global KG search", -) -@click.option("--kg-search-type", default="global", help="Local or Global") -@click.pass_obj -def rag( - obj, - query, - use_vector_search, - filters, - search_limit, - use_hybrid_search, - use_kg_search, - kg_search_model, - stream, - rag_model, - kg_search_type, - kg_search_level, -): - """Perform a RAG query.""" - kg_search_generation_config = {} - if kg_search_model: - kg_search_generation_config = {"model": kg_search_model} - rag_generation_config = {"stream": stream} - if rag_model: - rag_generation_config["model"] = rag_model - - with timer(): - response = obj.rag( - query, - use_vector_search, - filters, - search_limit, - use_hybrid_search, - use_kg_search, - kg_search_generation_config, - stream, - rag_generation_config, - kg_search_type, - kg_search_level, - ) - if stream: - for chunk in response: - click.echo(chunk, nl=False) - click.echo() - elif obj.client_mode: - click.echo(f"Search Results:\n{response['search_results']}") - click.echo(f"Completion:\n{response['completion']}") - else: - click.echo(f"Search Results:\n{response.search_results}") - click.echo(f"Completion:\n{response.completion}") - - -@cli.command() -@click.option( - "--query", prompt="Enter your search query", help="The search query" -) -@click.option( - "--use-vector-search", is_flag=True, default=True, help="Use vector search" -) -@click.option("--filters", type=JSON, help="Search filters as JSON") -@click.option( - "--search-limit", default=10, help="Number of search results to return" -) -@click.option( - "--use-hybrid-search", is_flag=True, help="Perform hybrid search" -) -@click.option( - "--use-kg-search", is_flag=True, help="Use knowledge graph search" -) -@click.option("--kg-search-model", default=None, help="Model for KG agent") -@click.option("--kg-search-type", default="global", help="Local or Global") -@click.option("--kg-search-level", default=None, help="Level of KG search") -@click.pass_obj -def search( - obj, - query, - use_vector_search, - filters, - search_limit, - use_hybrid_search, - use_kg_search, - kg_search_model, - kg_search_type, - kg_search_level, - entity_types=[], - relationships=[], -): - """Perform a search query.""" - kg_search_generation_config = {} - if kg_search_model: - kg_search_generation_config["model"] = kg_search_model - - with timer(): - results = obj.search( - query, - use_vector_search=use_vector_search, - filters=filters, - search_limit=search_limit, - use_hybrid_search=use_hybrid_search, - use_kg_search=use_kg_search, - entity_types=entity_types, - relationships=relationships, - kg_search_type=kg_search_type, - kg_search_generation_config=kg_search_generation_config, - kg_search_level=kg_search_level, - ) - - print("KG_Search Enabled", use_kg_search) - print("KG_Search Type", kg_search_type) - - if isinstance(results, dict) and "results" in results: - results = results["results"] - - if "vector_search_results" in results: - click.echo("Vector search results:") - for result in results["vector_search_results"]: - click.echo(result) - - if "kg_search_results" in results and results["kg_search_results"]: - click.echo("KG search results:") - for result in results["kg_search_results"]: - click.echo(result) diff --git a/py/core/examples/scripts/sample_data_ingestor.py b/py/core/examples/scripts/sample_data_ingestor.py deleted file mode 100644 index 309c8b61e..000000000 --- a/py/core/examples/scripts/sample_data_ingestor.py +++ /dev/null @@ -1,64 +0,0 @@ -import os -from typing import TYPE_CHECKING - -import fire - -if TYPE_CHECKING: - from core.main.execution import R2RExecutionWrapper - - -class SampleDataIngestor: - def __init__( - self, - executor: "R2RExecutionWrapper", - ): - self.executor = executor - - @staticmethod - def get_sample_files(no_media: bool = True) -> list[str]: - examples_dir = os.path.join( - os.path.dirname(os.path.abspath(__file__)), ".." - ) - - files = [ - os.path.join(examples_dir, "data", "aristotle.txt"), - os.path.join(examples_dir, "data", "got.txt"), - os.path.join(examples_dir, "data", "screen_shot.png"), - os.path.join(examples_dir, "data", "pg_essay_1.html"), - os.path.join(examples_dir, "data", "pg_essay_2.html"), - os.path.join(examples_dir, "data", "pg_essay_3.html"), - os.path.join(examples_dir, "data", "pg_essay_4.html"), - os.path.join(examples_dir, "data", "pg_essay_5.html"), - os.path.join(examples_dir, "data", "lyft_2021.pdf"), - os.path.join(examples_dir, "data", "uber_2021.pdf"), - os.path.join(examples_dir, "data", "sample.mp3"), - os.path.join(examples_dir, "data", "sample2.mp3"), - ] - if no_media: - excluded_types = ["jpeg", "jpg", "png", "svg", "mp3", "mp4"] - files = [ - file_path - for file_path in files - if file_path.split(".")[-1].lower() not in excluded_types - ] - return files - - def ingest_sample_files(self, no_media: bool = True): - sample_files = self.get_sample_files(no_media) - - response = self.executor.ingest_files( - sample_files, - ) - return response - - def ingest_sample_file(self, no_media: bool = True, option: int = 0): - sample_files = self.get_sample_files() - - response = self.executor.ingest_files( - [sample_files[option]], - ) - return response - - -if __name__ == "__main__": - fire.Fire(SampleDataIngestor) diff --git a/py/core/main/__init__.py b/py/core/main/__init__.py index 4843948d7..373502757 100644 --- a/py/core/main/__init__.py +++ b/py/core/main/__init__.py @@ -5,7 +5,6 @@ # from .app_entry import r2r_app from .assembly import * from .engine import R2REngine -from .execution import R2RExecutionWrapper from .r2r import R2R from .services import ( AuthService, @@ -33,8 +32,6 @@ # "r2r_app", ## R2R ENGINE "R2REngine", - ## R2R EXECUTION - "R2RExecutionWrapper", ## R2R ASSEMBLY # Builder "R2RBuilder", diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index ff052ab22..bf5aa7973 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -239,7 +239,9 @@ async def inspect_knowledge_graph( "Only a superuser can call the `inspect_knowledge_graph` endpoint.", 403, ) - return await self.engine.ainspect_knowledge_graph(limit=limit, print_descriptions=print_descriptions) + return await self.engine.ainspect_knowledge_graph( + limit=limit, print_descriptions=print_descriptions + ) @self.router.get("/groups_overview") @self.base_endpoint diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index 1d0801301..abf44fc66 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -3,7 +3,6 @@ from fastapi import Depends -# TODO: Botched by Claude class RestructureRouter(BaseRouter): def __init__(self, engine: R2REngine): super().__init__(engine) diff --git a/py/core/main/app_entry.py b/py/core/main/app_entry.py index 9c312108d..3f487ddbd 100644 --- a/py/core/main/app_entry.py +++ b/py/core/main/app_entry.py @@ -6,7 +6,7 @@ from fastapi import FastAPI from .assembly import R2RBuilder, R2RConfig -from .execution import R2RExecutionWrapper +from .r2r import R2R logger = logging.getLogger(__name__) current_file_path = os.path.dirname(__file__) @@ -22,7 +22,6 @@ class PipelineType(Enum): def r2r_app( config_name: Optional[str] = "default", config_path: Optional[str] = None, - client_mode: bool = False, base_url: Optional[str] = None, pipeline_type: PipelineType = PipelineType.QNA, ) -> FastAPI: @@ -31,8 +30,7 @@ def r2r_app( if config_path and config_name: raise ValueError("Cannot specify both config and config_name") - config_path = os.getenv("CONFIG_PATH") or config_path - if config_path: + if config_path := os.getenv("CONFIG_PATH") or config_path: config = R2RConfig.from_toml(config_path) else: config_name = os.getenv("CONFIG_NAME") or config_name @@ -40,22 +38,15 @@ def r2r_app( raise ValueError(f"Invalid config name: {config_name}") config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) - if ( - config.embedding.provider == "openai" - and "OPENAI_API_KEY" not in os.environ - ): + if config.embedding.provider == "openai" and "OPENAI_API_KEY" not in os.environ: raise ValueError( "Must set OPENAI_API_KEY in order to initialize OpenAIEmbeddingProvider." ) - wrapper = R2RExecutionWrapper( - config_name=config_name, - config_path=config_path, - client_mode=client_mode, - base_url=base_url, - ) + r2r_deployment = R2R(config=config) - return wrapper.get_app() + # Return the FastAPI app + return r2r_deployment.app.app logging.basicConfig(level=logging.INFO) diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index 2e76b9fd9..b8b499e2f 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -363,7 +363,7 @@ async def inspect_knowledge_graph( descriptions_dict = {} relationships = [] - + for relationship in relationships_raw: if print_descriptions: descriptions_dict[relationship["subject"]["name"]] = ( @@ -372,7 +372,7 @@ async def inspect_knowledge_graph( descriptions_dict[relationship["object"]["name"]] = ( relationship["object"]["description"] ) - + relationships.append( ( relationship["subject"]["name"], @@ -468,7 +468,9 @@ def generate_output( for obj in objects: output.append(f" - {obj}") if print_descriptions and obj in descriptions_dict: - output.append(f" Description: {descriptions_dict[obj]}") + output.append( + f" Description: {descriptions_dict[obj]}" + ) # Print basic graph statistics output.extend( diff --git a/py/core/main/services/retrieval_service.py b/py/core/main/services/retrieval_service.py index ca58ab1fa..f52a85766 100644 --- a/py/core/main/services/retrieval_service.py +++ b/py/core/main/services/retrieval_service.py @@ -61,10 +61,7 @@ async def search( async with manage_run(self.run_manager, "search_app") as run_id: t0 = time.time() - if ( - kg_search_settings.use_kg_search - and self.config.kg.provider is None - ): + if kg_search_settings.use_kg_search and self.config.kg.provider is None: raise R2RException( status_code=400, message="Knowledge Graph search is not enabled in the configuration.", @@ -167,13 +164,9 @@ async def rag( ) if len(results) == 0: - raise R2RException( - status_code=404, message="No results found" - ) + raise R2RException(status_code=404, message="No results found") if len(results) > 1: - logger.warning( - f"Multiple results found for query: {query}" - ) + logger.warning(f"Multiple results found for query: {query}") completion_record.search_results = ( results[0].search_results @@ -181,9 +174,7 @@ async def rag( else None ) completion_record.llm_response = ( - results[0].completion - if hasattr(results[0], "completion") - else None + results[0].completion if hasattr(results[0], "completion") else None ) completion_record.completion_end_time = datetime.now() @@ -202,10 +193,10 @@ async def rag( raise R2RException( status_code=502, message="Remote server not reachable or returned an invalid response", - ) + ) from e raise R2RException( status_code=500, message="Internal Server Error" - ) + ) from e async def stream_rag_response( self, @@ -219,9 +210,7 @@ async def stream_rag_response( ): async def stream_response(): async with manage_run(self.run_manager, "arag"): - async for ( - chunk - ) in await self.pipelines.streaming_rag_pipeline.run( + async for chunk in await self.pipelines.streaming_rag_pipeline.run( input=to_async_generator([query]), run_manager=self.run_manager, vector_search_settings=vector_search_settings, @@ -271,9 +260,7 @@ async def agent( async def stream_response(): async with manage_run(self.run_manager, "arag_agent"): - async for ( - chunk - ) in self.agents.streaming_rag_agent.arun( + async for chunk in self.agents.streaming_rag_agent.arun( messages=messages, system_instruction=task_prompt_override, vector_search_settings=vector_search_settings, @@ -313,6 +300,4 @@ async def stream_response(): status_code=502, message="Ollama server not reachable or returned an invalid response", ) - raise R2RException( - status_code=500, message="Internal Server Error" - ) + raise R2RException(status_code=500, message="Internal Server Error") diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index a1c7347eb..3fe073a52 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -21,10 +21,10 @@ def __init__(self, use_api, config): from unstructured.partition.auto import partition self.partition = partition - except ImportError: + except ImportError as e: raise ImportError( "Please install the unstructured package to use the unstructured parsing provider." - ) + ) from e if config.excluded_parsers: logger.warning( "Excluded parsers are not supported by the unstructured parsing provider." diff --git a/py/pyproject.toml b/py/pyproject.toml index f96330fbf..eb04f31d0 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -12,6 +12,7 @@ license = "MIT" include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] packages = [ { include = "r2r", from = "." }, + { include = "cli", from = "." }, { include = "core", from = "." }, { include = "sdk", from = "." }, ] @@ -87,7 +88,7 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "core.cli.cli:main" +r2r = "cli.cli:main" [tool.black] line-length = 79 diff --git a/py/sdk/client.py b/py/sdk/client.py index d92fec48c..60b34cf22 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -13,6 +13,7 @@ from .models import R2RException from .restructure import RestructureMethods from .retrieval import RetrievalMethods +from .server import ServerMethods nest_asyncio.apply() @@ -88,23 +89,23 @@ def __init__( # Initialize method groups self._auth = AuthMethods - self._retrieval = RetrievalMethods self._ingestion = IngestionMethods - self._restructure = RestructureMethods self._management = ManagementMethods + self._restructure = RestructureMethods + self._retrieval = RetrievalMethods + self._server = ServerMethods # Collect all methods from the method groups self._methods = {} for group in [ self._auth, - self._retrieval, self._ingestion, - self._restructure, self._management, + self._restructure, + self._retrieval, + self._server, ]: - for name, method in inspect.getmembers( - group, predicate=inspect.isfunction - ): + for name, method in inspect.getmembers(group, predicate=inspect.isfunction): if not name.startswith("_"): self._methods[name] = method @@ -169,9 +170,6 @@ def _ensure_authenticated(self): message="Not authenticated. Please login first.", ) - async def health(self) -> dict: - return await self._make_request("GET", "health") - async def close(self): await self.client.aclose() @@ -183,9 +181,7 @@ async def __aexit__(self, exc_type, exc_val, exc_tb): def __getattr__(self, name): if name in self._methods: - return lambda *args, **kwargs: self._methods[name]( - self, *args, **kwargs - ) + return lambda *args, **kwargs: self._methods[name](self, *args, **kwargs) raise AttributeError(f"'R2RClient' object has no attribute '{name}'") def __dir__(self): diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index 01c9629f1..ed15a3147 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -34,9 +34,7 @@ async def ingest_files( for path in file_paths: if os.path.isdir(path): for root, _, files in os.walk(path): - all_file_paths.extend( - os.path.join(root, file) for file in files - ) + all_file_paths.extend(os.path.join(root, file) for file in files) else: all_file_paths.append(path) @@ -79,7 +77,7 @@ async def ingest_files( async def update_files( client, file_paths: list[str], - document_ids: Optional[list[str]] = None, + document_ids: list[str], metadatas: Optional[list[dict]] = None, chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: @@ -88,17 +86,15 @@ async def update_files( Args: file_paths (List[str]): List of file paths to update. - document_ids (Optional[List[str]): An optional list of document IDs to update. + document_ids (List[str]): List of document IDs to update. metadatas (Optional[List[dict]]): List of updated metadata dictionaries for each file. chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: dict: Update results containing processed, failed, and skipped documents. """ - if document_ids and len(file_paths) != len(document_ids): - raise ValueError( - "Number of file paths must match number of document IDs." - ) + if len(file_paths) != len(document_ids): + raise ValueError("Number of file paths must match number of document IDs.") with ExitStack() as stack: files = [ @@ -114,22 +110,17 @@ async def update_files( ] data = { - "metadatas": json.dumps(metadatas) if metadatas else None, - "document_ids": ( - json.dumps([str(doc_id) for doc_id in document_ids]) - if document_ids - else None - ), - "chunking_config_override": ( - json.dumps( - chunking_config_override.model_dump() - if isinstance(chunking_config_override, ChunkingConfig) - else chunking_config_override - ) - if chunking_config_override - else None - ), + "document_ids": document_ids, } + if metadatas: + data["metadatas"] = metadatas + if chunking_config_override: + data["chunking_config_override"] = ( + chunking_config_override.model_dump() + if isinstance(chunking_config_override, ChunkingConfig) + else chunking_config_override + ) + return await client._make_request( "POST", "update_files", data=data, files=files ) diff --git a/py/sdk/management.py b/py/sdk/management.py index 40d62d406..e39247ec3 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -3,16 +3,6 @@ class ManagementMethods: - @staticmethod - async def server_stats(client) -> dict: - """ - Get statistics about the server, including the start time, uptime, CPU usage, and memory usage. - - Returns: - dict: The server statistics. - """ - return await client._make_request("GET", "server_stats") - @staticmethod async def update_prompt( client, @@ -69,29 +59,6 @@ async def analytics( return await client._make_request("GET", "analytics", params=params) - @staticmethod - async def logs( - client, - run_type_filter: Optional[str] = None, - max_runs: int = None, - ) -> dict: - """ - Get logs from the server. - - Args: - run_type_filter (Optional[str]): The run type to filter by. - max_runs (int): Specifies the maximum number of runs to return. Values outside the range of 1 to 1000 will be adjusted to the nearest valid value with a default of 100. - - Returns: - dict: The logs from the server. - """ - params = {} - if run_type_filter is not None: - params["run_type_filter"] = run_type_filter - if max_runs is not None: - params["max_runs"] = max_runs - return await client._make_request("GET", "logs", params=params) - @staticmethod async def app_settings(client) -> dict: """ @@ -119,9 +86,7 @@ async def score_completion( dict: The response from the server. """ data = {"message_id": message_id, "score": score} - return await client._make_request( - "POST", "score_completion", json=data - ) + return await client._make_request("POST", "score_completion", json=data) @staticmethod async def users_overview( @@ -137,12 +102,10 @@ async def users_overview( Returns: dict: The overview of users in the system. """ - params = { - "user_ids": [str(uid) for uid in user_ids] if user_ids else None - } - return await client._make_request( - "GET", "users_overview", params=params - ) + params = {} + if user_ids is not None: + params["user_ids"] = [str(uid) for uid in user_ids] + return await client._make_request("GET", "users_overview", params=params) @staticmethod async def delete( @@ -182,9 +145,7 @@ async def documents_overview( if document_ids: params["document_ids"] = document_ids - return await client._make_request( - "GET", "documents_overview", params=params - ) + return await client._make_request("GET", "documents_overview", params=params) @staticmethod async def document_chunks( @@ -200,9 +161,7 @@ async def document_chunks( Returns: dict: The chunks for the document. """ - return await client._make_request( - "GET", f"document_chunks/{document_id}" - ) + return await client._make_request("GET", f"document_chunks/{document_id}") @staticmethod async def inspect_knowledge_graph( @@ -250,9 +209,7 @@ async def groups_overview( params["limit"] = limit if offset: params["offset"] = offset - return await client._make_request( - "GET", "groups_overview", params=params - ) + return await client._make_request("GET", "groups_overview", params=params) @staticmethod async def create_group( @@ -377,9 +334,7 @@ async def add_user_to_group( "user_id": user_id, "group_id": group_id, } - return await client._make_request( - "POST", "add_user_to_group", json=data - ) + return await client._make_request("POST", "add_user_to_group", json=data) @staticmethod async def remove_user_from_group( @@ -401,9 +356,7 @@ async def remove_user_from_group( "user_id": user_id, "group_id": group_id, } - return await client._make_request( - "POST", "remove_user_from_group", json=data - ) + return await client._make_request("POST", "remove_user_from_group", json=data) @staticmethod async def get_users_in_group( @@ -446,9 +399,7 @@ async def get_groups_for_user( Returns: dict: The list of groups that the user is a member of. """ - return await client._make_request( - "GET", f"get_groups_for_user/{user_id}" - ) + return await client._make_request("GET", f"get_groups_for_user/{user_id}") @staticmethod async def assign_document_to_group( @@ -470,9 +421,7 @@ async def assign_document_to_group( "document_id": document_id, "group_id": group_id, } - return await client._make_request( - "POST", "assign_document_to_group", json=data - ) + return await client._make_request("POST", "assign_document_to_group", json=data) # TODO: Verify that this method is implemented, also, should be a PUT request @staticmethod @@ -513,9 +462,7 @@ async def get_document_groups( Returns: dict: The list of groups that the document is assigned to. """ - return await client._make_request( - "GET", f"get_document_groups/{document_id}" - ) + return await client._make_request("GET", f"get_document_groups/{document_id}") @staticmethod async def get_documents_in_group( diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index edc2f9db3..5e446e3e9 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -33,6 +33,12 @@ async def search( Returns: SearchResponse: The search response. """ + if isinstance(vector_search_settings, dict): + vector_search_settings = VectorSearchSettings( + **vector_search_settings + ) + if isinstance(kg_search_settings, dict): + kg_search_settings = KGSearchSettings(**kg_search_settings) if not isinstance(vector_search_settings, dict): vector_search_settings = vector_search_settings.model_dump() if not isinstance(kg_search_settings, dict): diff --git a/py/sdk/server.py b/py/sdk/server.py new file mode 100644 index 000000000..89e33b782 --- /dev/null +++ b/py/sdk/server.py @@ -0,0 +1,40 @@ +from typing import Optional + + +class ServerMethods: + @staticmethod + async def health(self) -> dict: + return await self._make_request("GET", "health") + + @staticmethod + async def server_stats(client) -> dict: + """ + Get statistics about the server, including the start time, uptime, CPU usage, and memory usage. + + Returns: + dict: The server statistics. + """ + return await client._make_request("GET", "server_stats") + + @staticmethod + async def logs( + client, + run_type_filter: Optional[str] = None, + max_runs: int = None, + ) -> dict: + """ + Get logs from the server. + + Args: + run_type_filter (Optional[str]): The run type to filter by. + max_runs (int): Specifies the maximum number of runs to return. Values outside the range of 1 to 1000 will be adjusted to the nearest valid value with a default of 100. + + Returns: + dict: The logs from the server. + """ + params = {} + if run_type_filter is not None: + params["run_type_filter"] = run_type_filter + if max_runs is not None: + params["max_runs"] = max_runs + return await client._make_request("GET", "logs", params=params) diff --git a/tests/regression/runner.py b/tests/regression/runner.py index 8a0ceae5f..52d19942b 100644 --- a/tests/regression/runner.py +++ b/tests/regression/runner.py @@ -6,7 +6,7 @@ from colorama import Fore, Style, init # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.sdk.client import R2RClient +from sdk.client import R2RClient from test_cases.base import BaseTest, RegressionTest @@ -32,11 +32,7 @@ def __init__( if not check_only: self.outputs_dir = os.path.join( os.path.dirname(__file__), - ( - "expected_outputs" - if self.update_expected - else "observed_outputs" - ), + ("expected_outputs" if self.update_expected else "observed_outputs"), ) os.makedirs(self.outputs_dir, exist_ok=True) @@ -71,20 +67,12 @@ def compare_all(self) -> bool: observed_outputs_dir = os.path.join( os.path.dirname(__file__), "observed_outputs" ) - print( - f"\n{Fore.CYAN}Comparing results for test suites:{Style.RESET_ALL}" - ) + print(f"\n{Fore.CYAN}Comparing results for test suites:{Style.RESET_ALL}") for test in self.tests: - if test.compare_outputs( - observed_outputs_dir, expected_outputs_dir - ): - print( - f"{Fore.GREEN}{test.__class__.__name__} ✓{Style.RESET_ALL}" - ) + if test.compare_outputs(observed_outputs_dir, expected_outputs_dir): + print(f"{Fore.GREEN}{test.__class__.__name__} ✓{Style.RESET_ALL}") else: - print( - f"{Fore.RED}{test.__class__.__name__} ✗{Style.RESET_ALL}" - ) + print(f"{Fore.RED}{test.__class__.__name__} ✗{Style.RESET_ALL}") all_passed = False return all_passed diff --git a/tests/regression/test_cases/base.py b/tests/regression/test_cases/base.py index 0859a2767..f2241416d 100644 --- a/tests/regression/test_cases/base.py +++ b/tests/regression/test_cases/base.py @@ -3,11 +3,11 @@ import re from typing import Any, Callable, Dict, Optional -from colorama import Fore, Style, init +from colorama import Fore, Style from deepdiff import DeepDiff # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.sdk.client import R2RClient +from sdk.client import R2RClient def _to_snake_case(name: str) -> str: @@ -47,9 +47,7 @@ def _save_expected_output(self, output: Dict[str, Any]): with open(self.expected_output_file, "w") as f: json.dump(output, f, indent=2) - def _compare_output( - self, actual: Dict[str, Any], expected: Dict[str, Any] - ) -> bool: + def _compare_output(self, actual: Dict[str, Any], expected: Dict[str, Any]) -> bool: diff = self._custom_diff(expected, actual) if diff: print(f"\nTest {self.name} failed. Differences found:") @@ -67,9 +65,7 @@ def _custom_diff( if "completion" in expected_results and "completion" in actual_results: # Custom comparison for content field - expected_completion = self._get_completion_content( - expected_results - ) + expected_completion = self._get_completion_content(expected_results) actual_completion = self._get_completion_content(actual_results) if ( expected_completion @@ -92,9 +88,7 @@ def _custom_diff( exclude_paths=self.exclude_paths, ) if deep_diff: - diff["other_differences"] = self._serialize_deep_diff( - deep_diff - ) + diff["other_differences"] = self._serialize_deep_diff(deep_diff) # Print the specific fields that are different for change_type, changes in deep_diff.items(): if change_type == "values_changed": @@ -104,13 +98,9 @@ def _custom_diff( print(f" Actual: {change['new_value']}") except Exception as e: - diff["deepdiff_error"] = ( - f"Error in DeepDiff comparison: {str(e)}" - ) + diff["deepdiff_error"] = f"Error in DeepDiff comparison: {str(e)}" return diff - elif ( - "completion" in expected_results or "completion" in actual_results - ): + elif "completion" in expected_results or "completion" in actual_results: diff["content_mismatch"] = { "expected_results": expected_results, "actual_results": actual_results, @@ -125,9 +115,7 @@ def _custom_diff( ) if deep_diff: - diff["other_differences"] = self._serialize_deep_diff( - deep_diff - ) + diff["other_differences"] = self._serialize_deep_diff(deep_diff) # Print the specific fields that are different for change_type, changes in deep_diff.items(): if change_type == "values_changed": @@ -170,9 +158,7 @@ def _fuzzy_content_match( expected_words = set(re.findall(r"\w+", expected.lower())) actual_words = set(re.findall(r"\w+", actual.lower())) common_words = expected_words.intersection(actual_words) - similarity = len(common_words) / max( - len(expected_words), len(actual_words) - ) + similarity = len(common_words) / max(len(expected_words), len(actual_words)) return similarity >= threshold @@ -233,13 +219,9 @@ def compare_outputs( observed_outputs.get(snake_case_name, {}), expected_outputs.get(snake_case_name, {}), ): - print( - f"{Fore.GREEN} Test {snake_case_name} passed ✓{Style.RESET_ALL}" - ) + print(f"{Fore.GREEN} Test {snake_case_name} passed ✓{Style.RESET_ALL}") else: - print( - f"{Fore.RED} Test {snake_case_name} failed ✗{Style.RESET_ALL}" - ) + print(f"{Fore.RED} Test {snake_case_name} failed ✗{Style.RESET_ALL}") all_passed = False return all_passed @@ -265,9 +247,7 @@ def set_exclude_paths(self, test_name: str, exclude_paths: list[str] = []): self.exclude_paths_map[_to_snake_case(test_name)] = exclude_paths def get_test_cases(self) -> Dict[str, callable]: - raise NotImplementedError( - "Subclasses must implement get_test_cases method" - ) + raise NotImplementedError("Subclasses must implement get_test_cases method") def _load_expected_outputs(self) -> Dict[str, Any]: with open(self.expected_outputs_file, "r") as f: diff --git a/tests/test_cli.py b/tests/test_cli.py index fa933eb0d..2c63a1193 100644 --- a/tests/test_cli.py +++ b/tests/test_cli.py @@ -2,9 +2,9 @@ import click import pytest +from cli.cli import cli +from cli.utils.param_types import JSON from click.testing import CliRunner -from core.cli.cli import cli -from core.cli.utils.param_types import JSON @pytest.fixture @@ -28,10 +28,7 @@ def test_generate_private_key(runner): result = runner.invoke(cli, ["generate-private-key"]) assert result.exit_code == 0 assert "Generated Private Key:" in result.output - assert ( - "Keep this key secure and use it as your R2R_SECRET_KEY." - in result.output - ) + assert "Keep this key secure and use it as your R2R_SECRET_KEY." in result.output def test_delete_command(runner, mock_r2r_execution_wrapper): @@ -41,9 +38,7 @@ def test_delete_command(runner, mock_r2r_execution_wrapper): result = runner.invoke(cli, ["delete", "--filter", "key1:eq:value1"]) assert result.exit_code == 0 assert "Deleted successfully" in result.output - mock_instance.delete.assert_called_once_with( - filters={"key1": {"$eq": "value1"}} - ) + mock_instance.delete.assert_called_once_with(filters={"key1": {"$eq": "value1"}}) def test_multiple_deletes(runner, mock_r2r_execution_wrapper): @@ -124,15 +119,11 @@ def test_ingest_sample_file(runner, mock_r2r_execution_wrapper): mock_instance = mock_r2r_execution_wrapper.return_value mock_instance.ingest_sample_file.return_value = "Sample file ingested" - result = runner.invoke( - cli, ["ingest-sample-file", "--no-media", "--option", "1"] - ) + result = runner.invoke(cli, ["ingest-sample-file", "--no-media", "--option", "1"]) print(f"Output: {result.output}") assert result.exit_code == 0 assert "Sample file ingested" in result.output - mock_instance.ingest_sample_file.assert_called_once_with( - no_media=True, option=1 - ) + mock_instance.ingest_sample_file.assert_called_once_with(no_media=True, option=1) def test_update_files(runner, mock_r2r_execution_wrapper): @@ -254,8 +245,7 @@ def test_docker_down_command(runner): result = runner.invoke(cli, ["docker-down"]) assert result.exit_code == 0 assert ( - "Docker Compose setup has been successfully brought down." - in result.output + "Docker Compose setup has been successfully brought down." in result.output ) mock_bring_down.assert_called_once() mock_remove_network.assert_called_once() diff --git a/tests/test_client.py b/tests/test_client.py index 7751e6cf2..90f172690 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -17,7 +17,7 @@ from fastapi.testclient import TestClient # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.sdk.client import R2RClient +from sdk.client import R2RClient oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") @@ -26,15 +26,15 @@ def create_user(email: str, password: str): return UserResponse( id=uuid.UUID("12345678-1234-5678-1234-567812345678"), email=email, - hashed_password="hashed_" + password, + hashed_password=f"hashed_{password}", is_active=True, is_superuser=False, is_verified=False, name="Test User", bio="Test Bio", profile_picture="http://example.com/pic.jpg", - created_at=datetime.utcnow(), - updated_at=datetime.utcnow(), + created_at=datetime.now(datetime.UTC), + updated_at=datetime.now(datetime.UTC), ) @@ -83,9 +83,7 @@ def auth_wrapper(token: str = Depends(oauth2_scheme)): @pytest.fixture(scope="function") def mock_db(): db = MagicMock() - db.relational.get_user_by_email.return_value = ( - None # Simulate empty database - ) + db.relational.get_user_by_email.return_value = None # Simulate empty database db.relational.create_user.side_effect = create_user db.relational.get_user_by_id.return_value = create_user( @@ -107,8 +105,8 @@ def update_user(user): title=f"Document {i}", type="txt", group_ids=[uuid.uuid4()], - created_at=datetime.utcnow(), - updated_at=datetime.utcnow(), + created_at=datetime.now(datetime.UTC), + updated_at=datetime.now(datetime.UTC), version="1", metadata={}, size_in_bytes=1000, @@ -297,9 +295,7 @@ async def test_password_reset_flow(r2r_client, mock_db): r2r_client.register(**user_data) # Request password reset - reset_response = r2r_client.request_password_reset( - "reset_pass@example.com" - ) + reset_response = r2r_client.request_password_reset("reset_pass@example.com") print("reset_response = ", reset_response) assert "message" in reset_response["results"] @@ -308,9 +304,7 @@ async def test_password_reset_flow(r2r_client, mock_db): confirm_response = r2r_client.confirm_password_reset( mock_reset_token, "new_password" ) - assert ( - confirm_response["results"]["message"] == "Password reset successfully" - ) + assert confirm_response["results"]["message"] == "Password reset successfully" # Try logging in with new password login_response = r2r_client.login( diff --git a/tests/test_kg.py b/tests/test_kg.py index ae4289657..7f8c4885c 100644 --- a/tests/test_kg.py +++ b/tests/test_kg.py @@ -6,15 +6,17 @@ from core.base import DocumentFragment, KGExtraction, Entity, Triple, Community from uuid import uuid4 + @pytest.fixture def kg_extraction_pipe(): return KGTriplesExtractionPipe( kg_provider=MagicMock(), llm_provider=MagicMock(), prompt_provider=MagicMock(), - chunking_provider=MagicMock() + chunking_provider=MagicMock(), ) + @pytest.fixture def document_fragment(): return DocumentFragment( @@ -24,18 +26,28 @@ def document_fragment(): user_id=uuid4(), group_ids=[uuid4()], data="Test data", - metadata={} + metadata={}, ) + + @pytest.mark.asyncio async def test_extract_kg_success(kg_extraction_pipe, document_fragment): - kg_extraction_pipe.llm_provider.aget_completion = AsyncMock(return_value=MagicMock( - choices=[MagicMock(message=MagicMock(content=( - '("entity"$$$$Entity1$$$$Category1$$$$Description1)' - '("relationship"$$$$Entity1$$$$Entity2$$$$Predicate$$$$Description$$$$0.8)' - )))] - )) + kg_extraction_pipe.llm_provider.aget_completion = AsyncMock( + return_value=MagicMock( + choices=[ + MagicMock( + message=MagicMock( + content=( + '("entity"$$$$Entity1$$$$Category1$$$$Description1)' + '("relationship"$$$$Entity1$$$$Entity2$$$$Predicate$$$$Description$$$$0.8)' + ) + ) + ) + ] + ) + ) result = await kg_extraction_pipe.extract_kg(document_fragment) - + assert isinstance(result, KGExtraction) assert len(result.entities) == 1 assert len(result.triples) == 1 @@ -43,103 +55,156 @@ async def test_extract_kg_success(kg_extraction_pipe, document_fragment): assert result.triples[0].subject == "Entity1" assert result.triples[0].object == "Entity2" + @pytest.mark.asyncio async def test_run_logic(kg_extraction_pipe, document_fragment): async def mock_input_generator(): for _ in range(2): yield document_fragment - + input_mock = MagicMock() input_mock.message = mock_input_generator() - - kg_extraction_pipe.extract_kg = AsyncMock(return_value=KGExtraction( - entities=[Entity(name="TestEntity", category="TestCategory", description="TestDescription")], - triples=[Triple(subject="TestSubject", predicate="TestPredicate", object="TestObject")] - )) - - results = [result async for result in kg_extraction_pipe._run_logic(input_mock, MagicMock(), "run_id")] - + + kg_extraction_pipe.extract_kg = AsyncMock( + return_value=KGExtraction( + entities=[ + Entity( + name="TestEntity", + category="TestCategory", + description="TestDescription", + ) + ], + triples=[ + Triple( + subject="TestSubject", + predicate="TestPredicate", + object="TestObject", + ) + ], + ) + ) + + results = [ + result + async for result in kg_extraction_pipe._run_logic( + input_mock, MagicMock(), "run_id" + ) + ] + assert len(results) == 2 for result in results: assert isinstance(result, KGExtraction) assert len(result.entities) == 1 assert len(result.triples) == 1 + @pytest.fixture def mock_kg_provider(mocker): provider = mocker.Mock() provider.get_all_entities.return_value = [ - Entity(name=f"Entity{i}", category=f"Category{i%2+1}", description=f"Description{i}") + Entity( + name=f"Entity{i}", + category=f"Category{i%2+1}", + description=f"Description{i}", + ) for i in range(1, 4) ] provider.get_entities.return_value = [ - Entity(name=f"Entity{i}", category=f"Category{i%2+1}", description=f"Description{i}") + Entity( + name=f"Entity{i}", + category=f"Category{i%2+1}", + description=f"Description{i}", + ) for i in range(1, 4) ] provider.get_triples.return_value = [ - Triple(subject=f"Entity{i}", predicate=f"Predicate{i%2+1}", object=f"Entity{i+1}") + Triple( + subject=f"Entity{i}", + predicate=f"Predicate{i%2+1}", + object=f"Entity{i+1}", + ) for i in range(1, 4) ] provider.get_communities.return_value = [ - Community(id=f"Community{i}", level=f"Level{i%2+1}", short_id=f"Short{i}", title=f"Title{i}", entity_ids=[f"Entity{i}"], relationship_ids=[f"Relationship{i}"]) + Community( + id=f"Community{i}", + level=f"Level{i%2+1}", + short_id=f"Short{i}", + title=f"Title{i}", + entity_ids=[f"Entity{i}"], + relationship_ids=[f"Relationship{i}"], + ) for i in range(1, 4) ] return provider + @pytest.fixture def mock_embedding_provider(mocker): provider = mocker.Mock() provider.get_embeddings.return_value = [ - [0.1*i, 0.2*i, 0.3*i] for i in range(1, 4) + [0.1 * i, 0.2 * i, 0.3 * i] for i in range(1, 4) ] provider.async_get_embedding = AsyncMock(return_value=[0.1, 0.2, 0.3]) return provider + @pytest.fixture def mock_completion_provider(mocker): provider = mocker.Mock() - + async def mock_aget_completion(*args, **kwargs): return mocker.Mock( - choices=[mocker.Mock(message=mocker.Mock(content="Cluster summary"))] + choices=[ + mocker.Mock(message=mocker.Mock(content="Cluster summary")) + ] ) - + provider.aget_completion = mock_aget_completion return provider + @pytest.fixture def mock_prompt_provider(mocker): provider = mocker.Mock() provider.get_message_payload.return_value = mocker.Mock( task_prompt_name="graphrag_community_reports", - task_inputs={"input_text": "Test input text"} + task_inputs={"input_text": "Test input text"}, ) provider._get_message_payload.return_value = { "task_prompt_name": "graphrag_community_reports", - "task_inputs": {"input_text": "Test input text"} + "task_inputs": {"input_text": "Test input text"}, } return provider + @pytest.fixture -def kg_clustering_pipe(mocker, mock_kg_provider, mock_embedding_provider, mock_completion_provider, mock_prompt_provider): +def kg_clustering_pipe( + mocker, + mock_kg_provider, + mock_embedding_provider, + mock_completion_provider, + mock_prompt_provider, +): return KGClusteringPipe( kg_provider=mock_kg_provider, embedding_provider=mock_embedding_provider, llm_provider=mock_completion_provider, prompt_provider=mock_prompt_provider, - n_clusters=2 + n_clusters=2, ) + @pytest.mark.asyncio async def test_cluster_kg(kg_clustering_pipe): triples = [ Triple(subject="Entity1", predicate="relatedTo", object="Entity2"), Triple(subject="Entity2", predicate="relatedTo", object="Entity3"), - Triple(subject="Entity3", predicate="relatedTo", object="Entity1") + Triple(subject="Entity3", predicate="relatedTo", object="Entity1"), ] result = [] @@ -147,5 +212,5 @@ async def test_cluster_kg(kg_clustering_pipe): result.append(community) assert len(result) == 1 - assert result[0]['id'] == '0_0' - assert result[0]['title'] == '_' \ No newline at end of file + assert result[0]["id"] == "0_0" + assert result[0]["title"] == "_" From 30f524a9d34cc86cbf87d5a7c988ad5569968104 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 17:25:42 -0700 Subject: [PATCH 23/74] Rm files readded by git (#904) --- py/core/main/execution.py | 479 -------------------------------------- py/poetry.lock | 46 +--- py/pyproject.toml | 4 +- pyproject.toml | 2 +- 4 files changed, 12 insertions(+), 519 deletions(-) delete mode 100644 py/core/main/execution.py diff --git a/py/core/main/execution.py b/py/core/main/execution.py deleted file mode 100644 index b6bd5c0fd..000000000 --- a/py/core/main/execution.py +++ /dev/null @@ -1,479 +0,0 @@ -import ast -import asyncio -import json -import os -import threading -import time -from typing import Any, Dict, Optional, Union -from uuid import UUID - -import click -from core.base import ( - AnalysisTypes, - GenerationConfig, - KGSearchSettings, - LogFilterCriteria, - VectorSearchSettings, -) -from fastapi import UploadFile - -from .assembly.builder import R2RBuilder -from .assembly.config import R2RConfig -from .r2r import R2R - - -class R2RExecutionWrapper: - """A demo class for the R2R library.""" - - def __init__( - self, - config_path: Optional[str] = None, - config_name: Optional[str] = "default", - client_mode: bool = True, - base_url="http://localhost:8000", - ): - if config_path and config_name: - raise Exception("Cannot specify both config_path and config_name") - - # Handle fire CLI - if isinstance(client_mode, str): - client_mode = client_mode.lower() == "true" - self.client_mode = client_mode - self.base_url = base_url - - if self.client_mode: - from sdk.client import R2RClient - - self.client = R2RClient(base_url) - self.app = None - else: - config = ( - R2RConfig.from_toml(config_path) - if config_path - else R2RConfig.from_toml( - R2RBuilder.CONFIG_OPTIONS[config_name or "default"] - ) - ) - - self.client = None - self.app = R2R(config=config) - - def serve(self, host: str = "0.0.0.0", port: int = 8000): - if not self.client_mode: - self.app.serve(host, port) - else: - raise ValueError( - "Serve method is only available when `client_mode=False`." - ) - - def _parse_metadata_string(metadata_string: str) -> list[dict]: - """ - Convert a string representation of metadata into a list of dictionaries. - - The input string can be in one of two formats: - 1. JSON array of objects: '[{"key": "value"}, {"key2": "value2"}]' - 2. Python-like list of dictionaries: "[{'key': 'value'}, {'key2': 'value2'}]" - - Args: - metadata_string (str): The string representation of metadata. - - Returns: - list[dict]: A list of dictionaries representing the metadata. - - Raises: - ValueError: If the string cannot be parsed into a list of dictionaries. - """ - if not metadata_string: - return [] - - try: - # First, try to parse as JSON - return json.loads(metadata_string) - except json.JSONDecodeError as e: - try: - # If JSON parsing fails, try to evaluate as a Python literal - result = ast.literal_eval(metadata_string) - if not isinstance(result, list) or not all( - isinstance(item, dict) for item in result - ): - raise ValueError( - "The string does not represent a list of dictionaries" - ) from e - return result - except (ValueError, SyntaxError) as exc: - raise ValueError( - "Unable to parse the metadata string. " - "Please ensure it's a valid JSON array or Python list of dictionaries." - ) from exc - - def ingest_files( - self, - file_paths: list[str], - metadatas: Optional[list[dict]] = None, - document_ids: Optional[list[Union[UUID, str]]] = None, - versions: Optional[list[str]] = None, - ): - if isinstance(file_paths, str): - file_paths = list(file_paths.split(",")) - if isinstance(metadatas, str): - metadatas = self._parse_metadata_string(metadatas) - if isinstance(document_ids, str): - document_ids = list(document_ids.split(",")) - if isinstance(versions, str): - versions = list(versions.split(",")) - - all_file_paths = [] - for path in file_paths: - if os.path.isdir(path): - for root, _, files in os.walk(path): - all_file_paths.extend( - os.path.join(root, file) for file in files - ) - else: - all_file_paths.append(path) - - files = [ - UploadFile( - filename=os.path.basename(file_path), - file=open(file_path, "rb"), - ) - for file_path in all_file_paths - ] - - for file in files: - file.file.seek(0, 2) - file.size = file.file.tell() - file.file.seek(0) - - try: - spinner_chars = "|/-\\" - stop_spinner = False - - def spinner(): - i = 0 - while not stop_spinner: - click.echo( - f"\rIngesting files {spinner_chars[i % len(spinner_chars)]}", - nl=False, - ) - time.sleep(0.1) - i += 1 - - spinner_thread = threading.Thread(target=spinner) - spinner_thread.start() - - try: - if self.client_mode: - results = self.client.ingest_files( - file_paths=all_file_paths, - document_ids=document_ids, - metadatas=metadatas, - versions=versions, - ) - results["results"] - else: - results = self.app.ingest_files( - files=files, - document_ids=document_ids, - metadatas=metadatas, - versions=versions, - ) - finally: - stop_spinner = True - spinner_thread.join() - click.echo("\rIngestion complete! ") - - return results - finally: - for file in files: - file.file.close() - - def update_files( - self, - file_paths: list[str], - document_ids: list[str], - metadatas: Optional[list[dict]] = None, - ): - if isinstance(file_paths, str): - file_paths = list(file_paths.split(",")) - if isinstance(metadatas, str): - metadatas = self._parse_metadata_string(metadatas) - if isinstance(document_ids, str): - document_ids = list(document_ids.split(",")) - - if self.client_mode: - return self.client.update_files( - file_paths=file_paths, - document_ids=document_ids, - metadatas=metadatas, - )["results"] - - files = [ - UploadFile( - filename=file_path, - file=open(file_path, "rb"), - ) - for file_path in file_paths - ] - return self.app.update_files( - files=files, document_ids=document_ids, metadatas=metadatas - ) - - def search( - self, - query: str, - use_vector_search: bool = True, - filters: Optional[dict[str, str]] = None, - search_limit: int = 10, - use_hybrid_search: bool = False, - use_kg_search: bool = False, - kg_search_generation_config: Optional[dict] = None, - kg_search_type: str = "global", - kg_search_level: Optional[str] = None, - entity_types: list = [], - relationships: list = [], - ): - if self.client_mode: - return self.client.search( - query, - VectorSearchSettings( - use_vector_search=use_vector_search, - filters=filters or {}, - search_limit=search_limit, - use_hybrid_search=use_hybrid_search, - ), - KGSearchSettings( - use_kg_search=use_kg_search, - kg_search_type=kg_search_type, - kg_search_level=kg_search_level, - entity_types=entity_types, - relationships=relationships, - kg_search_generation_config=GenerationConfig( - **(kg_search_generation_config or {}) - ), - ), - )["results"] - else: - return self.app.search( - query, - VectorSearchSettings( - use_vector_search=use_vector_search, - filters=filters or {}, - search_limit=search_limit, - use_hybrid_search=use_hybrid_search, - ), - KGSearchSettings( - use_kg_search=use_kg_search, - kg_search_generation_config=GenerationConfig( - **(kg_search_generation_config or {}) - ), - kg_search_type=kg_search_type, - kg_search_level=kg_search_level, - entity_types=entity_types, - relationships=relationships, - ), - ) - - def rag( - self, - query: str, - use_vector_search: bool = True, - filters: Optional[dict[str, str]] = None, - search_limit: int = 10, - use_hybrid_search: bool = False, - use_kg_search: bool = False, - kg_search_generation_config: Optional[dict] = None, - stream: bool = False, - rag_generation_config: Optional[dict] = None, - kg_search_type: str = "global", - kg_search_level: Optional[str] = None, - ): - if self.client_mode: - response = self.client.rag( - query, - vector_search_settings=VectorSearchSettings( - use_vector_search=use_vector_search, - filters=filters or {}, - search_limit=search_limit, - use_hybrid_search=use_hybrid_search, - ), - kg_search_settings=KGSearchSettings( - use_kg_search=use_kg_search, - kg_search_generation_config=GenerationConfig( - **(kg_search_generation_config or {}) - ), - kg_search_type=kg_search_type, - kg_search_level=kg_search_level, - ), - rag_generation_config=GenerationConfig( - **(rag_generation_config or {}) - ), - ) - - if not stream: - response = response["results"] - return response - else: - return response - else: - response = self.app.rag( - query, - vector_search_settings=VectorSearchSettings( - use_vector_search=use_vector_search, - filters=filters or {}, - search_limit=search_limit, - use_hybrid_search=use_hybrid_search, - ), - kg_search_settings=KGSearchSettings( - use_kg_search=use_kg_search, - kg_search_generation_config=GenerationConfig( - **(kg_search_generation_config or {}) - ), - ), - rag_generation_config=GenerationConfig( - **(rag_generation_config or {}) - ), - ) - if not stream: - return response - else: - - async def async_generator(): - async for chunk in response: - yield chunk - - def sync_generator(): - try: - loop = asyncio.get_event_loop() - async_gen = async_generator() - while True: - try: - yield loop.run_until_complete( - async_gen.__anext__() - ) - except StopAsyncIteration: - break - except Exception: - pass - - return sync_generator() - - def documents_overview( - self, - document_ids: Optional[list[str]] = None, - ): - if self.client_mode: - return self.client.documents_overview(document_ids)["results"] - else: - return self.app.documents_overview(document_ids) - - def enrich_graph(self): - if self.client_mode: - return self.client.enrich_graph() - else: - return self.app.enrich_graph() - - def delete( - self, - filters: Optional[dict[str, str]] = None, - ): - if self.client_mode: - return self.client.delete(filters)["results"] - else: - return self.app.delete(filters) - - def logs( - self, - run_type_filter: Optional[str] = None, - max_runs: int = 100, - ): - if self.client_mode: - return self.client.logs(run_type_filter, max_runs)["results"] - else: - return self.app.logs(run_type_filter, max_runs) - - def document_chunks(self, document_id: str): - doc_uuid = UUID(document_id) - if self.client_mode: - return self.client.document_chunks(doc_uuid)["results"] - else: - return self.app.document_chunks(doc_uuid) - - def app_settings(self): - if self.client_mode: - return self.client.app_settings() - else: - return self.app.app_settings() - - def users_overview(self, user_ids: Optional[list[UUID]] = None): - if self.client_mode: - return self.client.users_overview(user_ids)["results"] - else: - return self.app.users_overview(user_ids) - - def analytics( - self, - filters: Optional[Dict[str, Any]] = None, - analysis_types: Optional[Dict[str, Any]] = None, - ): - if self.client_mode: - return self.client.analytics( - filter_criteria=filters, - analysis_types=analysis_types, - )["results"] - - filter_criteria = LogFilterCriteria(filters=filters) - analysis_types_obj = AnalysisTypes(analysis_types=analysis_types) - return self.app.analytics( - filter_criteria=filter_criteria, analysis_types=analysis_types_obj - ) - - def ingest_sample_file(self, no_media: bool = True, option: int = 0): - from core.examples.scripts.sample_data_ingestor import ( - SampleDataIngestor, - ) - - """Ingest the first sample file into R2R.""" - sample_ingestor = SampleDataIngestor(self) - return sample_ingestor.ingest_sample_file( - no_media=no_media, option=option - ) - - def ingest_sample_files(self, no_media: bool = True): - from core.examples.scripts.sample_data_ingestor import ( - SampleDataIngestor, - ) - - """Ingest the first sample file into R2R.""" - sample_ingestor = SampleDataIngestor(self) - return sample_ingestor.ingest_sample_files(no_media=no_media) - - def inspect_knowledge_graph( - self, limit: int = 100, print_descriptions: bool = False - ) -> str: - if self.client_mode: - return self.client.inspect_knowledge_graph( - limit, print_descriptions - )["results"] - else: - return self.engine.inspect_knowledge_graph( - limit, print_descriptions - ) - - def health(self) -> str: - if self.client_mode: - return self.client.health() - - def get_app(self): - if not self.client_mode: - return self.app.app.app - else: - raise Exception( - "`get_app` method is only available when running with `client_mode=False`." - ) - - -if __name__ == "__main__": - import fire - - fire.Fire(R2RExecutionWrapper) diff --git a/py/poetry.lock b/py/poetry.lock index d6b949067..e365e7793 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -929,20 +929,6 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"] typing = ["typing-extensions (>=4.8)"] -[[package]] -name = "fire" -version = "0.5.0" -description = "A library for automatically generating command line interfaces." -optional = true -python-versions = "*" -files = [ - {file = "fire-0.5.0.tar.gz", hash = "sha256:a6b0d49e98c8963910021f92bba66f65ab440da2982b78eb1bbf95a0a34aacc6"}, -] - -[package.dependencies] -six = "*" -termcolor = "*" - [[package]] name = "flake8" version = "6.1.0" @@ -2569,13 +2555,13 @@ httpx = ">=0.27.0,<0.28.0" [[package]] name = "openai" -version = "1.41.1" +version = "1.42.0" description = "The official Python library for the openai API" optional = false python-versions = ">=3.7.1" files = [ - {file = "openai-1.41.1-py3-none-any.whl", hash = "sha256:56fb04105263f79559aff3ceea2e1dd16f8c5385e8238cb66cf0e6888fa8bfcf"}, - {file = "openai-1.41.1.tar.gz", hash = "sha256:e38e376efd91e0d4db071e2a6517b6b4cac1c2a6fd63efdc5ec6be10c5967c1b"}, + {file = "openai-1.42.0-py3-none-any.whl", hash = "sha256:dc91e0307033a4f94931e5d03cc3b29b9717014ad5e73f9f2051b6cb5eda4d80"}, + {file = "openai-1.42.0.tar.gz", hash = "sha256:c9d31853b4e0bc2dc8bd08003b462a006035655a701471695d0bfdc08529cde3"}, ] [package.dependencies] @@ -3974,13 +3960,13 @@ stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"] [[package]] name = "setuptools" -version = "73.0.0" +version = "73.0.1" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = false python-versions = ">=3.8" files = [ - {file = "setuptools-73.0.0-py3-none-any.whl", hash = "sha256:f2bfcce7ae1784d90b04c57c2802e8649e1976530bb25dc72c2b078d3ecf4864"}, - {file = "setuptools-73.0.0.tar.gz", hash = "sha256:3c08705fadfc8c7c445cf4d98078f0fafb9225775b2b4e8447e40348f82597c0"}, + {file = "setuptools-73.0.1-py3-none-any.whl", hash = "sha256:b208925fcb9f7af924ed2dc04708ea89791e24bde0d3020b27df0e116088b34e"}, + {file = "setuptools-73.0.1.tar.gz", hash = "sha256:d59a3e788ab7e012ab2c4baed1b376da6366883ee20d7a5fc426816e3d7b1193"}, ] [package.extras] @@ -4196,20 +4182,6 @@ build = ["cython (>=0.29.33)"] develop = ["colorama", "cython (>=0.29.33)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"] docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"] -[[package]] -name = "termcolor" -version = "2.4.0" -description = "ANSI color formatting for output in terminal" -optional = true -python-versions = ">=3.8" -files = [ - {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"}, - {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"}, -] - -[package.extras] -tests = ["pytest", "pytest-cov"] - [[package]] name = "threadpoolctl" version = "3.5.0" @@ -4779,10 +4751,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] +core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] core-ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "34b93bcd771abd4c1eb4f3ffb79f36a716835e721e46cd0767007201abf6d806" +content-hash = "e7200bc7f06b1a2b7e36a8f0a449b324848a490371aeb72f375034724b84eab0" diff --git a/py/pyproject.toml b/py/pyproject.toml index eb04f31d0..953c8bcfc 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -30,7 +30,6 @@ openai = { version = "^1.11.1" } pydantic = { extras = ["email"], version = "^2.8.2", optional = true } python-multipart = { version = "^0.0.9", optional = true } -fire = { version = "^0.5.0", optional = true } gunicorn = { version = "^21.2.0", optional = true } requests = { version = "^2.31.0", optional = true } types-requests = { version = "^2.31.0", optional = true } @@ -62,10 +61,11 @@ poppler-utils = { version = "^0.1.0", optional = true } psutil = { version = "^6.0.0", optional = true } deepdiff = { version = "^7.0.1", optional = true } graspologic = { version = "^3.4.1", optional = true } +click = "^8.1.7" [tool.poetry.extras] core = [ - "pydantic", "python-multipart", "fire", "gunicorn", "requests", "types-requests", + "pydantic", "python-multipart", "gunicorn", "requests", "types-requests", "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", diff --git a/pyproject.toml b/pyproject.toml index bf751095e..0c2f96ae1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -87,7 +87,7 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "core.cli.cli:main" +r2r = "cli.cli:main" [tool.black] line-length = 79 From a2267bc1912dc1b67d67d4acdb536b26f7c81b4b Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Tue, 20 Aug 2024 17:48:28 -0700 Subject: [PATCH 24/74] Remove Execution Wrapper (#905) * Rm files readded by git * Fix merge botch --- .pre-commit-config.yaml | 2 +- py/cli/commands/ingestion.py | 28 +++-- py/cli/commands/retrieval.py | 28 +++-- py/core/base/providers/kg.py | 8 +- py/core/configs/unstructured.toml | 2 +- py/core/main/app_entry.py | 5 +- py/core/main/services/retrieval_service.py | 29 +++-- py/poetry.lock | 6 +- py/pyproject.toml | 2 +- py/sdk/client.py | 8 +- py/sdk/ingestion.py | 8 +- py/sdk/management.py | 40 +++++-- pyproject.toml | 127 --------------------- 13 files changed, 122 insertions(+), 171 deletions(-) delete mode 100644 pyproject.toml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 5961fe9e2..1a086bbdc 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -19,7 +19,7 @@ repos: - id: black name: black - entry: bash -c 'cd py && poetry run black $(git diff --cached --name-only --diff-filter=ACM | grep ".py$" | xargs -I {} echo ../{})' + entry: bash -c 'cd py && poetry run black .' language: system types: [python] pass_filenames: false diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py index 3e84f54e6..0666ee869 100644 --- a/py/cli/commands/ingestion.py +++ b/py/cli/commands/ingestion.py @@ -11,9 +11,15 @@ @cli.command() -@click.argument("file_paths", nargs=-1, required=True, type=click.Path(exists=True)) -@click.option("--document-ids", multiple=True, help="Document IDs for ingestion") -@click.option("--metadatas", type=JSON, help="Metadatas for ingestion as a JSON string") +@click.argument( + "file_paths", nargs=-1, required=True, type=click.Path(exists=True) +) +@click.option( + "--document-ids", multiple=True, help="Document IDs for ingestion" +) +@click.option( + "--metadatas", type=JSON, help="Metadatas for ingestion as a JSON string" +) @click.option( "--versions", multiple=True, @@ -27,18 +33,24 @@ def ingest_files(client, file_paths, document_ids, metadatas, versions): document_ids = list(document_ids) if document_ids else None versions = list(versions) if versions else None - response = client.ingest_files(file_paths, metadatas, document_ids, versions) + response = client.ingest_files( + file_paths, metadatas, document_ids, versions + ) click.echo(json.dumps(response, indent=2)) @cli.command() -@click.argument("file-paths", nargs=-1, required=True, type=click.Path(exists=True)) +@click.argument( + "file-paths", nargs=-1, required=True, type=click.Path(exists=True) +) @click.option( "--document-ids", required=True, help="Document IDs to update (comma-separated)", ) -@click.option("--metadatas", type=JSON, help="Metadatas for updating as a JSON string") +@click.option( + "--metadatas", type=JSON, help="Metadatas for updating as a JSON string" +) @click.pass_obj def update_files(client, file_paths, document_ids, metadatas): """Update existing files in R2R.""" @@ -77,7 +89,9 @@ def ingest_files_from_urls(client, urls): try: response = client.ingest_files([temp_file_path]) - click.echo(f"File '{filename}' ingested successfully. Response: {response}") + click.echo( + f"File '{filename}' ingested successfully. Response: {response}" + ) ingested_files.append(filename) finally: os.unlink(temp_file_path) diff --git a/py/cli/commands/retrieval.py b/py/cli/commands/retrieval.py index b7ff0cd07..e2e0d5782 100644 --- a/py/cli/commands/retrieval.py +++ b/py/cli/commands/retrieval.py @@ -5,7 +5,9 @@ @cli.command() -@click.option("--query", prompt="Enter your search query", help="The search query") +@click.option( + "--query", prompt="Enter your search query", help="The search query" +) # VectorSearchSettings @click.option( "--use-vector-search", @@ -18,13 +20,17 @@ type=JSON, help="Filters to apply to the vector search as a JSON", ) -@click.option("--search-limit", default=None, help="Number of search results to return") +@click.option( + "--search-limit", default=None, help="Number of search results to return" +) @click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) # KGSearchSettings -@click.option("--use-kg-search", is_flag=True, help="Use knowledge graph search") +@click.option( + "--use-kg-search", is_flag=True, help="Use knowledge graph search" +) @click.option("--kg-search-type", default=None, help="Local or Global") @click.option("--kg-search-level", default=None, help="Level of KG search") @click.option( @@ -32,7 +38,9 @@ type=JSON, help="KG search generation config", ) -@click.option("--entity-types", type=JSON, help="Entity types to search for as a JSON") +@click.option( + "--entity-types", type=JSON, help="Entity types to search for as a JSON" +) @click.option( "--relationships", type=JSON, help="Relationships to search for as a JSON" ) @@ -111,13 +119,17 @@ def search(client, query, **kwargs): "--use-vector-search", is_flag=True, default=True, help="Use vector search" ) @click.option("--filters", type=JSON, help="Search filters as JSON") -@click.option("--search-limit", default=10, help="Number of search results to return") +@click.option( + "--search-limit", default=10, help="Number of search results to return" +) @click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) # KG Search Settings -@click.option("--use-kg-search", is_flag=True, help="Use knowledge graph search") +@click.option( + "--use-kg-search", is_flag=True, help="Use knowledge graph search" +) @click.option("--kg-search-type", default="global", help="Local or Global") @click.option( "--kg-search-level", @@ -125,7 +137,9 @@ def search(client, query, **kwargs): help="Level of cluster to use for Global KG search", ) @click.option("--kg-search-model", default=None, help="Model for KG agent") -@click.option("--entity-types", type=JSON, help="Entity types to search for as a JSON") +@click.option( + "--entity-types", type=JSON, help="Entity types to search for as a JSON" +) @click.option( "--relationships", type=JSON, help="Relationships to search for as a JSON" ) diff --git a/py/core/base/providers/kg.py b/py/core/base/providers/kg.py index 9f34b8af0..6259fd829 100644 --- a/py/core/base/providers/kg.py +++ b/py/core/base/providers/kg.py @@ -37,7 +37,9 @@ class KGProvider(ABC): def __init__(self, config: KGConfig) -> None: if not isinstance(config, KGConfig): - raise ValueError("KGProvider must be initialized with a `KGConfig`.") + raise ValueError( + "KGProvider must be initialized with a `KGConfig`." + ) logger.info(f"Initializing KG provider with config: {config}") self.config = config self.validate_config() @@ -116,7 +118,9 @@ def structured_query( param_map = {} @abstractmethod - def vector_query(self, query, **kwargs: Any) -> Tuple[list[Entity], list[float]]: + def vector_query( + self, query, **kwargs: Any + ) -> Tuple[list[Entity], list[float]]: """Abstract method to query the graph store with a vector store query.""" # TODO - Type this method. diff --git a/py/core/configs/unstructured.toml b/py/core/configs/unstructured.toml index 8c2a00237..a8786d13a 100644 --- a/py/core/configs/unstructured.toml +++ b/py/core/configs/unstructured.toml @@ -5,4 +5,4 @@ provider = "unstructured_api" provider = "unstructured" method = "recursive" chunk_size = 512 -chunk_overlap = 50 \ No newline at end of file +chunk_overlap = 50 diff --git a/py/core/main/app_entry.py b/py/core/main/app_entry.py index 3f487ddbd..d61e15fbe 100644 --- a/py/core/main/app_entry.py +++ b/py/core/main/app_entry.py @@ -38,7 +38,10 @@ def r2r_app( raise ValueError(f"Invalid config name: {config_name}") config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) - if config.embedding.provider == "openai" and "OPENAI_API_KEY" not in os.environ: + if ( + config.embedding.provider == "openai" + and "OPENAI_API_KEY" not in os.environ + ): raise ValueError( "Must set OPENAI_API_KEY in order to initialize OpenAIEmbeddingProvider." ) diff --git a/py/core/main/services/retrieval_service.py b/py/core/main/services/retrieval_service.py index f52a85766..d9e72bc8a 100644 --- a/py/core/main/services/retrieval_service.py +++ b/py/core/main/services/retrieval_service.py @@ -61,7 +61,10 @@ async def search( async with manage_run(self.run_manager, "search_app") as run_id: t0 = time.time() - if kg_search_settings.use_kg_search and self.config.kg.provider is None: + if ( + kg_search_settings.use_kg_search + and self.config.kg.provider is None + ): raise R2RException( status_code=400, message="Knowledge Graph search is not enabled in the configuration.", @@ -164,9 +167,13 @@ async def rag( ) if len(results) == 0: - raise R2RException(status_code=404, message="No results found") + raise R2RException( + status_code=404, message="No results found" + ) if len(results) > 1: - logger.warning(f"Multiple results found for query: {query}") + logger.warning( + f"Multiple results found for query: {query}" + ) completion_record.search_results = ( results[0].search_results @@ -174,7 +181,9 @@ async def rag( else None ) completion_record.llm_response = ( - results[0].completion if hasattr(results[0], "completion") else None + results[0].completion + if hasattr(results[0], "completion") + else None ) completion_record.completion_end_time = datetime.now() @@ -210,7 +219,9 @@ async def stream_rag_response( ): async def stream_response(): async with manage_run(self.run_manager, "arag"): - async for chunk in await self.pipelines.streaming_rag_pipeline.run( + async for ( + chunk + ) in await self.pipelines.streaming_rag_pipeline.run( input=to_async_generator([query]), run_manager=self.run_manager, vector_search_settings=vector_search_settings, @@ -260,7 +271,9 @@ async def agent( async def stream_response(): async with manage_run(self.run_manager, "arag_agent"): - async for chunk in self.agents.streaming_rag_agent.arun( + async for ( + chunk + ) in self.agents.streaming_rag_agent.arun( messages=messages, system_instruction=task_prompt_override, vector_search_settings=vector_search_settings, @@ -300,4 +313,6 @@ async def stream_response(): status_code=502, message="Ollama server not reachable or returned an invalid response", ) - raise R2RException(status_code=500, message="Internal Server Error") + raise R2RException( + status_code=500, message="Internal Server Error" + ) diff --git a/py/poetry.lock b/py/poetry.lock index e365e7793..2914428a1 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -2596,11 +2596,11 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] @@ -2683,8 +2683,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, {version = ">=1.23.2", markers = "python_version == \"3.11\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" diff --git a/py/pyproject.toml b/py/pyproject.toml index 953c8bcfc..0e1733aa3 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -24,10 +24,10 @@ python = ">=3.9,<3.13" httpx = "^0.27.0" nest-asyncio = "^1.6.0" fastapi = "^0.109.2" +click = "^8.1.7" # Core dependencies (optional) openai = { version = "^1.11.1" } - pydantic = { extras = ["email"], version = "^2.8.2", optional = true } python-multipart = { version = "^0.0.9", optional = true } gunicorn = { version = "^21.2.0", optional = true } diff --git a/py/sdk/client.py b/py/sdk/client.py index 60b34cf22..57b065806 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -105,7 +105,9 @@ def __init__( self._retrieval, self._server, ]: - for name, method in inspect.getmembers(group, predicate=inspect.isfunction): + for name, method in inspect.getmembers( + group, predicate=inspect.isfunction + ): if not name.startswith("_"): self._methods[name] = method @@ -181,7 +183,9 @@ async def __aexit__(self, exc_type, exc_val, exc_tb): def __getattr__(self, name): if name in self._methods: - return lambda *args, **kwargs: self._methods[name](self, *args, **kwargs) + return lambda *args, **kwargs: self._methods[name]( + self, *args, **kwargs + ) raise AttributeError(f"'R2RClient' object has no attribute '{name}'") def __dir__(self): diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index ed15a3147..e8206ef28 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -34,7 +34,9 @@ async def ingest_files( for path in file_paths: if os.path.isdir(path): for root, _, files in os.walk(path): - all_file_paths.extend(os.path.join(root, file) for file in files) + all_file_paths.extend( + os.path.join(root, file) for file in files + ) else: all_file_paths.append(path) @@ -94,7 +96,9 @@ async def update_files( dict: Update results containing processed, failed, and skipped documents. """ if len(file_paths) != len(document_ids): - raise ValueError("Number of file paths must match number of document IDs.") + raise ValueError( + "Number of file paths must match number of document IDs." + ) with ExitStack() as stack: files = [ diff --git a/py/sdk/management.py b/py/sdk/management.py index e39247ec3..9d4486154 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -86,7 +86,9 @@ async def score_completion( dict: The response from the server. """ data = {"message_id": message_id, "score": score} - return await client._make_request("POST", "score_completion", json=data) + return await client._make_request( + "POST", "score_completion", json=data + ) @staticmethod async def users_overview( @@ -105,7 +107,9 @@ async def users_overview( params = {} if user_ids is not None: params["user_ids"] = [str(uid) for uid in user_ids] - return await client._make_request("GET", "users_overview", params=params) + return await client._make_request( + "GET", "users_overview", params=params + ) @staticmethod async def delete( @@ -145,7 +149,9 @@ async def documents_overview( if document_ids: params["document_ids"] = document_ids - return await client._make_request("GET", "documents_overview", params=params) + return await client._make_request( + "GET", "documents_overview", params=params + ) @staticmethod async def document_chunks( @@ -161,7 +167,9 @@ async def document_chunks( Returns: dict: The chunks for the document. """ - return await client._make_request("GET", f"document_chunks/{document_id}") + return await client._make_request( + "GET", f"document_chunks/{document_id}" + ) @staticmethod async def inspect_knowledge_graph( @@ -209,7 +217,9 @@ async def groups_overview( params["limit"] = limit if offset: params["offset"] = offset - return await client._make_request("GET", "groups_overview", params=params) + return await client._make_request( + "GET", "groups_overview", params=params + ) @staticmethod async def create_group( @@ -334,7 +344,9 @@ async def add_user_to_group( "user_id": user_id, "group_id": group_id, } - return await client._make_request("POST", "add_user_to_group", json=data) + return await client._make_request( + "POST", "add_user_to_group", json=data + ) @staticmethod async def remove_user_from_group( @@ -356,7 +368,9 @@ async def remove_user_from_group( "user_id": user_id, "group_id": group_id, } - return await client._make_request("POST", "remove_user_from_group", json=data) + return await client._make_request( + "POST", "remove_user_from_group", json=data + ) @staticmethod async def get_users_in_group( @@ -399,7 +413,9 @@ async def get_groups_for_user( Returns: dict: The list of groups that the user is a member of. """ - return await client._make_request("GET", f"get_groups_for_user/{user_id}") + return await client._make_request( + "GET", f"get_groups_for_user/{user_id}" + ) @staticmethod async def assign_document_to_group( @@ -421,7 +437,9 @@ async def assign_document_to_group( "document_id": document_id, "group_id": group_id, } - return await client._make_request("POST", "assign_document_to_group", json=data) + return await client._make_request( + "POST", "assign_document_to_group", json=data + ) # TODO: Verify that this method is implemented, also, should be a PUT request @staticmethod @@ -462,7 +480,9 @@ async def get_document_groups( Returns: dict: The list of groups that the document is assigned to. """ - return await client._make_request("GET", f"get_document_groups/{document_id}") + return await client._make_request( + "GET", f"get_document_groups/{document_id}" + ) @staticmethod async def get_documents_in_group( diff --git a/pyproject.toml b/pyproject.toml deleted file mode 100644 index 0c2f96ae1..000000000 --- a/pyproject.toml +++ /dev/null @@ -1,127 +0,0 @@ -[build-system] -requires = ["poetry-core", "setuptools", "wheel"] -build-backend = "poetry.core.masonry.api" - -[tool.poetry] -name = "r2r" -version = "0.3.0" -description = "SciPhi R2R" -authors = ["Owen Colegrove "] -license = "MIT" -readme = "README.md" -include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] -packages = [ - { include = "core", from = "py" }, - { include = "sdk", from = "py" }, -] - -[tool.poetry.dependencies] -# Python Versions -python = ">=3.9,<3.13" - -httpx = "^0.27.0" -nest-asyncio = "^1.6.0" -fastapi = "^0.109.2" - -# Core dependencies (optional) -pydantic = { extras = ["email"], version = "^2.8.2", optional = true } -python-multipart = { version = "^0.0.9", optional = true } -fire = { version = "^0.5.0", optional = true } -gunicorn = { version = "^21.2.0", optional = true } -requests = { version = "^2.31.0", optional = true } -types-requests = { version = "^2.31.0", optional = true } -uvicorn = { version = "^0.27.0.post1", optional = true } -aiosqlite = { version = "^0.20.0", optional = true } -asyncpg = { version = "^0.29.0", optional = true } -redis = { version = "^5.0.4", optional = true } -beautifulsoup4 = { version = "^4.12.3", optional = true } -openpyxl = { version = "^3.1.2", optional = true } -markdown = { version = "^3.6", optional = true } -pypdf = { version = "^4.2.0", optional = true } -python-pptx = { version = "^1.0.1", optional = true } -python-docx = { version = "^1.1.0", optional = true } -opencv-python = { version = "^4.10.0.82", optional = true } -moviepy = { version = "^1.0.3", optional = true } -vecs = { version = "^0.4.0", optional = true } -litellm = { version = "^1.42.3", optional = true } -openai = { version = "^1.11.1", optional = true } -fsspec = { version = "^2024.6.0", optional = true } -posthog = { version = "^3.5.0", optional = true } -sqlalchemy = { version = "^2.0.30", optional = true } -ollama = { version = "^0.3.1", optional = true } -neo4j = { version = "^5.21.0", optional = true } -passlib = { version = "^1.7.4", optional = true } -bcrypt = { version = "^4.1.3", optional = true } -pyjwt = { version = "^2.8.0", optional = true } -toml = { version = "^0.10.2", optional = true } -pyyaml = { version = "^6.0.1", optional = true } -poppler-utils = { version = "^0.1.0", optional = true } -psutil = { version = "^6.0.0", optional = true } -deepdiff = { version = "^7.0.1", optional = true } -graspologic = { version = "^3.4.1", optional = true } - -[tool.poetry.extras] -core = [ - "pydantic", "python-multipart", "fire", "gunicorn", "requests", "types-requests", - "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", - "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", - "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", - "pyjwt", "toml", "pyyaml", "poppler-utils", "psutil", "deepdiff", -] -ingest-movies = ["opencv-python", "moviepy"] -kgs = ["graspologic"] -all = ["core", "ingest-movies"] - -[tool.poetry.group.dev.dependencies] -black = "^24.3.0" -codecov = "^2.1.13" -flake8 = "6.1.0" -isort = "5.12.0" -mypy = "^1.5.1" -pre-commit = "^2.9" -pytest = "^8.2.0" -pytest-asyncio = "^0.23.6" -pytest-dependency = "^0.6.0" -pytest-mock = "^3.14.0" -pytest-cov = "^5.0.0" -colorama = "^0.4.6" - -[tool.poetry.scripts] -r2r = "cli.cli:main" - -[tool.black] -line-length = 79 -target-version = ['py39'] -include = '\.pyi?$' -extend-exclude = ''' -/( - # directories - \.eggs - | \.git - | \.hg - | \.mypy_cache - | \.tox - | \.venv - | build - | dist -)/ -''' - -[tool.mypy] -ignore_missing_imports = true -exclude = 'playground/.*|deprecated/.*|dump/.*|docs/source|vecs/*' - -[[tool.mypy.overrides]] -module = "yaml" -ignore_missing_imports = true - -[tool.pytest.ini_options] -asyncio_mode = "auto" -addopts = "--cov=r2r --cov-report=term-missing --cov-report=xml" -testpaths = [ - "tests", -] -filterwarnings = [ - "ignore::DeprecationWarning", - "ignore::pytest.PytestUnraisableExceptionWarning", -] From 8f09101610da544dc8efb0a1600c3855c84896b6 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 18:09:07 -0700 Subject: [PATCH 25/74] Feature/fix auth revive tests rebased (#906) * adding the client touch ups * fix auth, revive tests * add back tests * uncomment run auth workflow * decruft * refresh test kg --- go/sdk/pkg/sdk/ingestion.go | 4 +- js/sdk/src/r2rClient.ts | 12 +- py/core/base/api/models/__init__.py | 9 +- .../base/api/models/management/responses.py | 3 +- .../base/api/models/restructure/responses.py | 4 +- py/core/base/providers/auth.py | 2 +- py/core/examples/scripts/run_auth_workflow.py | 8 +- py/core/main/api/__init__.py | 2 +- py/core/main/api/routes/ingestion/base.py | 182 ++------- .../ingestion/ingestion_router_openapi.yml | 4 +- py/core/main/api/routes/management/base.py | 34 +- py/core/main/assembly/factory.py | 9 +- py/core/main/services/ingestion_service.py | 1 + py/core/pipelines/ingestion_pipeline.py | 4 +- py/core/providers/database/user.py | 4 +- py/poetry.lock | 34 +- py/pyproject.toml | 9 +- py/sdk/auth.py | 16 +- py/sdk/client.py | 14 +- py/sdk/ingestion.py | 41 +- py/sdk/management.py | 8 +- py/sdk/retrieval.py | 48 ++- {tests => py/tests}/__init__.py | 0 .../tests}/docker_tests/dockerTest.bash | 0 .../test_document_management.json | 0 .../test_group_management.json | 0 .../expected_outputs/test_observability.json | 0 .../expected_outputs/test_retrieval.json | 0 .../test_user_management.json | 0 {tests => py/tests}/regression/runner.py | 24 +- .../tests}/regression/test_cases/base.py | 44 +- .../test_cases/test_document_management.py | 0 .../test_cases/test_group_management.py | 0 .../test_cases/test_observability.py | 0 .../regression/test_cases/test_retrieval.py | 0 .../test_cases/test_user_management.py | 0 .../test_data/admin_document_group1.txt | 0 .../test_data/admin_document_user1.txt | 0 .../regression/test_data/test_document.txt | 0 .../regression/test_data/user1_document.txt | 0 .../test_data/user1_document_group.txt | 0 .../regression/test_data/user2_document.txt | 0 {tests => py/tests}/test_abstractions.py | 0 {tests => py/tests}/test_auth.py | 0 {tests => py/tests}/test_cli.py | 32 +- py/tests/test_client.py | 377 ++++++++++++++++++ {tests => py/tests}/test_config.py | 0 {tests => py/tests}/test_database.py | 34 +- {tests => py/tests}/test_embedding.py | 0 {tests => py/tests}/test_end_to_end.py | 0 {tests => py/tests}/test_groups.py | 0 {tests => py/tests}/test_groups_client.py | 3 +- {tests => py/tests}/test_ingestion_service.py | 0 {tests => py/tests}/test_kg.py | 2 +- {tests => py/tests}/test_llms.py | 0 {tests => py/tests}/test_logging.py | 0 {tests => py/tests}/test_parser.py | 0 {tests => py/tests}/test_pipeline.py | 0 {tests => py/tests}/test_vector_db.py | 125 +++--- 59 files changed, 729 insertions(+), 364 deletions(-) rename {tests => py/tests}/__init__.py (100%) rename {tests => py/tests}/docker_tests/dockerTest.bash (100%) rename {tests => py/tests}/regression/expected_outputs/test_document_management.json (100%) rename {tests => py/tests}/regression/expected_outputs/test_group_management.json (100%) rename {tests => py/tests}/regression/expected_outputs/test_observability.json (100%) rename {tests => py/tests}/regression/expected_outputs/test_retrieval.json (100%) rename {tests => py/tests}/regression/expected_outputs/test_user_management.json (100%) rename {tests => py/tests}/regression/runner.py (86%) rename {tests => py/tests}/regression/test_cases/base.py (89%) rename {tests => py/tests}/regression/test_cases/test_document_management.py (100%) rename {tests => py/tests}/regression/test_cases/test_group_management.py (100%) rename {tests => py/tests}/regression/test_cases/test_observability.py (100%) rename {tests => py/tests}/regression/test_cases/test_retrieval.py (100%) rename {tests => py/tests}/regression/test_cases/test_user_management.py (100%) rename {tests => py/tests}/regression/test_data/admin_document_group1.txt (100%) rename {tests => py/tests}/regression/test_data/admin_document_user1.txt (100%) rename {tests => py/tests}/regression/test_data/test_document.txt (100%) rename {tests => py/tests}/regression/test_data/user1_document.txt (100%) rename {tests => py/tests}/regression/test_data/user1_document_group.txt (100%) rename {tests => py/tests}/regression/test_data/user2_document.txt (100%) rename {tests => py/tests}/test_abstractions.py (100%) rename {tests => py/tests}/test_auth.py (100%) rename {tests => py/tests}/test_cli.py (93%) create mode 100644 py/tests/test_client.py rename {tests => py/tests}/test_config.py (100%) rename {tests => py/tests}/test_database.py (82%) rename {tests => py/tests}/test_embedding.py (100%) rename {tests => py/tests}/test_end_to_end.py (100%) rename {tests => py/tests}/test_groups.py (100%) rename {tests => py/tests}/test_groups_client.py (99%) rename {tests => py/tests}/test_ingestion_service.py (100%) rename {tests => py/tests}/test_kg.py (99%) rename {tests => py/tests}/test_llms.py (100%) rename {tests => py/tests}/test_logging.py (100%) rename {tests => py/tests}/test_parser.py (100%) rename {tests => py/tests}/test_pipeline.py (100%) rename {tests => py/tests}/test_vector_db.py (70%) diff --git a/go/sdk/pkg/sdk/ingestion.go b/go/sdk/pkg/sdk/ingestion.go index d6a77ad38..0f4f9bc62 100644 --- a/go/sdk/pkg/sdk/ingestion.go +++ b/go/sdk/pkg/sdk/ingestion.go @@ -84,7 +84,7 @@ func (i *Ingestion) IngestFiles( if err != nil { return nil, fmt.Errorf("error marshaling chunking config: %w", err) } - writer.WriteField("chunking_config_override", string(chunkingConfigJSON)) + writer.WriteField("chunking_settings", string(chunkingConfigJSON)) } err := writer.Close() @@ -167,7 +167,7 @@ func (i *Ingestion) UpdateFiles( if err != nil { return nil, fmt.Errorf("error marshaling chunking config: %w", err) } - writer.WriteField("chunking_config_override", string(chunkingConfigJSON)) + writer.WriteField("chunking_settings", string(chunkingConfigJSON)) } err = writer.Close() diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index b1703e069..3b3396a58 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -403,7 +403,7 @@ export class r2rClient { document_ids?: string[]; user_ids?: (string | null)[]; versions?: string[]; - chunking_config_override?: Record; + chunking_settings?: Record; skip_document_info?: boolean; } = {}, ): Promise { @@ -468,8 +468,8 @@ export class r2rClient { : undefined, user_ids: options.user_ids ? JSON.stringify(options.user_ids) : undefined, versions: options.versions ? JSON.stringify(options.versions) : undefined, - chunking_config_override: options.chunking_config_override - ? JSON.stringify(options.chunking_config_override) + chunking_settings: options.chunking_settings + ? JSON.stringify(options.chunking_settings) : undefined, skip_document_info: options.skip_document_info !== undefined @@ -511,7 +511,7 @@ export class r2rClient { options: { document_ids: string[]; metadatas?: Record[]; - chunking_config_override?: Record; + chunking_settings?: Record; }, ): Promise { this._ensureAuthenticated(); @@ -549,8 +549,8 @@ export class r2rClient { metadatas: options.metadatas ? JSON.stringify(options.metadatas) : undefined, - chunking_config_override: options.chunking_config_override - ? JSON.stringify(options.chunking_config_override) + chunking_settings: options.chunking_settings + ? JSON.stringify(options.chunking_settings) : undefined, }; diff --git a/py/core/base/api/models/__init__.py b/py/core/base/api/models/__init__.py index e83f16244..1bbf8549c 100644 --- a/py/core/base/api/models/__init__.py +++ b/py/core/base/api/models/__init__.py @@ -33,6 +33,10 @@ WrappedServerStatsResponse, WrappedUserOverviewResponse, ) +from .restructure.responses import ( + KGEnrichementResponse, + WrappedKGEnrichementResponse, +) from .retrieval.responses import ( RAGAgentResponse, RAGResponse, @@ -42,11 +46,6 @@ WrappedSearchResponse, ) -from .restructure.responses import ( - KGEnrichementResponse, - WrappedKGEnrichementResponse, -) - __all__ = [ # Auth Responses "GenericMessageResponse", diff --git a/py/core/base/api/models/management/responses.py b/py/core/base/api/models/management/responses.py index 22c7037ba..64636c6ee 100644 --- a/py/core/base/api/models/management/responses.py +++ b/py/core/base/api/models/management/responses.py @@ -32,7 +32,7 @@ class ServerStats(BaseModel): class AnalyticsResponse(BaseModel): - analytics_data: Any + analytics_data: Optional[dict] = None filtered_logs: Dict[str, Any] @@ -61,6 +61,7 @@ class DocumentOverviewResponse(BaseModel): updated_at: datetime status: str version: str + metadata: Dict[str, Any] class DocumentChunkResponse(BaseModel): diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py index 7f57c6f98..e9e62e85e 100644 --- a/py/core/base/api/models/restructure/responses.py +++ b/py/core/base/api/models/restructure/responses.py @@ -1,9 +1,9 @@ +from datetime import datetime from typing import Any, Dict, List, Optional from uuid import UUID -from pydantic import BaseModel -from datetime import datetime from core.base.api.models.base import ResultsWrapper +from pydantic import BaseModel class KGEnrichementResponse(BaseModel): diff --git a/py/core/base/providers/auth.py b/py/core/base/providers/auth.py index 88a86f103..f979f38ba 100644 --- a/py/core/base/providers/auth.py +++ b/py/core/base/providers/auth.py @@ -91,7 +91,7 @@ def login(self, email: str, password: str) -> Dict[str, Token]: @abstractmethod def refresh_access_token( - self, user_email: str, refresh_access_token: str + self, user_email: str, refresh_token: str ) -> Dict[str, str]: pass diff --git a/py/core/examples/scripts/run_auth_workflow.py b/py/core/examples/scripts/run_auth_workflow.py index db24394ec..ad4837fc6 100644 --- a/py/core/examples/scripts/run_auth_workflow.py +++ b/py/core/examples/scripts/run_auth_workflow.py @@ -1,5 +1,5 @@ # TODO: need to import this from the package, not from the local directory -from r2r_python_sdk.sdk.client import R2RClient +from r2r import R2RClient if __name__ == "__main__": client = R2RClient( @@ -7,7 +7,7 @@ ) # Replace with your R2R deployment URL # Register a new user - user_result = client.register("user1@test.com", "password123") + user_result = client.register("user11123@test.com", "password123") print(user_result) # # Uncomment when running with authentication @@ -16,7 +16,7 @@ # print(verify_result) # Login immediately (assuming email verification is disabled) - login_result = client.login("user1@test.com", "password123") + login_result = client.login("user11123@test.com", "password123") print(login_result) # Refresh access token @@ -51,7 +51,7 @@ print(logout_result) # {'results': {'message': 'Logged out successfully'}} - # Login as admin + # # Login as admin login_result = client.login("admin@example.com", "change_me_immediately") # Now you can access superuser features, for example: diff --git a/py/core/main/api/__init__.py b/py/core/main/api/__init__.py index 1ca250e35..573280998 100644 --- a/py/core/main/api/__init__.py +++ b/py/core/main/api/__init__.py @@ -1,8 +1,8 @@ from .routes.auth.base import AuthRouter from .routes.base_router import BaseRouter from .routes.ingestion.base import IngestionRouter -from .routes.restructure.base import RestructureRouter from .routes.management.base import ManagementRouter +from .routes.restructure.base import RestructureRouter from .routes.retrieval.base import RetrievalRouter __all__ = [ diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index 8eba7ef91..5c973b18f 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -9,6 +9,7 @@ from core.base.api.models.ingestion.responses import WrappedIngestionResponse from core.base.utils import generate_user_document_id from fastapi import Depends, File, Form, UploadFile +from pydantic import Json from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine @@ -46,21 +47,19 @@ async def ingest_files_app( files: List[UploadFile] = File( ..., description=ingest_files_descriptions.get("files") ), - document_ids: Optional[list[str]] = Form( + document_ids: Optional[Json[list[UUID]]] = Form( None, description=ingest_files_descriptions.get("document_ids"), ), - versions: Optional[list[str]] = Form( + versions: Optional[Json[list[str]]] = Form( None, description=ingest_files_descriptions.get("versions") ), - metadatas: Optional[list[dict]] = Form( + metadatas: Optional[Json[list[dict]]] = Form( None, description=ingest_files_descriptions.get("metadatas") ), - chunking_config_override: Optional[ChunkingConfig] = Form( + chunking_settings: Optional[ChunkingConfig] = Form( None, - description=ingest_files_descriptions.get( - "chunking_config_override" - ), + description=ingest_files_descriptions.get("chunking_settings"), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedIngestionResponse: @@ -71,19 +70,12 @@ async def ingest_files_app( A valid user authentication token is required to access this endpoint, as regular users can only ingest files for their own access. More expansive group permissioning is under development. """ - try: - parsed_data = self.parse_ingest_files_form_data( - metadatas, document_ids, versions, chunking_config_override - ) - except R2RException as e: - raise e - chunking_provider = None - if chunking_config_override: - chunking_config_override.validate() + if chunking_settings: + chunking_settings.validate() chunking_provider = ( R2RProviderFactory.create_chunking_provider( - chunking_config_override + chunking_settings ) ) else: @@ -111,9 +103,9 @@ async def ingest_files_app( ingestion_result = await self.engine.aingest_files( files=files, - metadatas=parsed_data["metadatas"], - document_ids=parsed_data["document_ids"], - versions=parsed_data["versions"], + metadatas=metadatas, + document_ids=document_ids, + versions=versions, user=auth_user, chunking_provider=chunking_provider, ) @@ -146,17 +138,16 @@ async def update_files_app( files: List[UploadFile] = File( ..., description=update_files_descriptions.get("files") ), - document_ids: Optional[list[str]] = Form( - None, description=update_files_descriptions.get("document_ids") + document_ids: Optional[Json[list[UUID]]] = Form( + None, + description=ingest_files_descriptions.get("document_ids"), ), - metadatas: Optional[list[dict]] = Form( - None, description=update_files_descriptions.get("metadatas") + metadatas: Optional[Json[list[dict]]] = Form( + None, description=ingest_files_descriptions.get("metadatas") ), - chunking_config_override: Optional[str] = Form( + chunking_settings: Optional[ChunkingConfig] = Form( None, - description=update_files_descriptions.get( - "chunking_config_override" - ), + description=ingest_files_descriptions.get("chunking_settings"), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedIngestionResponse: @@ -171,143 +162,18 @@ async def update_files_app( A valid user authentication token is required to access this endpoint, as regular users can only update their own files. More expansive group permissioning is under development. """ - try: - parsed_data = self.parse_update_files_form_data( - metadatas, - document_ids, - chunking_config_override, - [file.filename for file in files], - auth_user.id, - ) - except R2RException as e: - raise e - chunking_provider = None - if chunking_config_override: - config = ChunkingConfig(**chunking_config_override) + if chunking_settings: + config = ChunkingConfig(**chunking_settings) chunking_provider = ( R2RProviderFactory.create_chunking_provider(config) ) + print("input metadatas = ", metadatas) return await self.engine.aupdate_files( files=files, - metadatas=parsed_data["metadatas"], - document_ids=parsed_data["document_ids"], + metadatas=metadatas, + document_ids=document_ids, chunking_provider=chunking_provider, user=auth_user, ) - - @staticmethod - def parse_ingest_files_form_data( - metadatas: Optional[str], - document_ids: Optional[str], - versions: Optional[str], - chunking_config_override: Optional[str], - ) -> dict: - try: - parsed_metadatas = ( - json.loads(metadatas) - if metadatas and metadatas != "null" - else None - ) - if parsed_metadatas is not None and not isinstance( - parsed_metadatas, list - ): - raise ValueError("metadatas must be a list of dictionaries") - - parsed_document_ids = ( - json.loads(document_ids) - if document_ids and document_ids != "null" - else None - ) - if parsed_document_ids is not None: - parsed_document_ids = [ - UUID(doc_id) for doc_id in parsed_document_ids - ] - - parsed_versions = ( - json.loads(versions) - if versions and versions != "null" - else None - ) - - parsed_chunking_config = ( - json.loads(chunking_config_override) - if chunking_config_override - and chunking_config_override != "null" - else None - ) - - return { - "metadatas": parsed_metadatas, - "document_ids": parsed_document_ids, - "versions": parsed_versions, - "chunking_config_override": parsed_chunking_config, - } - except json.JSONDecodeError as e: - raise R2RException( - status_code=400, message=f"Invalid JSON in form data: {e}" - ) from e - except ValueError as e: - raise R2RException(status_code=400, message=str(e)) from e - except Exception as e: - raise R2RException( - status_code=400, message=f"Error processing form data: {e}" - ) from e - - @staticmethod - def parse_update_files_form_data( - metadatas: Optional[list[dict]], - document_ids: Optional[list[str]], - chunking_config_override: Optional[str], - filenames: list[str], - user_id: str, - ): - try: - parsed_metadatas = ( - json.loads(metadatas) - if metadatas and metadatas != "null" - else None - ) - if parsed_metadatas is not None and not isinstance( - parsed_metadatas, list - ): - raise ValueError("metadatas must be a list of dictionaries") - - parsed_document_ids = ( - json.loads(document_ids) - if document_ids and document_ids != "null" - else None - ) - if parsed_document_ids is not None: - parsed_document_ids = [ - UUID(doc_id) for doc_id in parsed_document_ids - ] - else: - parsed_document_ids = [ - generate_user_document_id(filename, UUID(user_id)) - for filename in filenames - ] - - parsed_chunking_config = ( - json.loads(chunking_config_override) - if chunking_config_override - and chunking_config_override != "null" - else None - ) - - return { - "metadatas": parsed_metadatas, - "document_ids": parsed_document_ids, - "chunking_config_override": parsed_chunking_config, - } - except json.JSONDecodeError as e: - raise R2RException( - status_code=400, message=f"Invalid JSON in form data: {e}" - ) from e - except ValueError as e: - raise R2RException(status_code=400, message=str(e)) from e - except Exception as e: - raise R2RException( - status_code=400, message=f"Error processing form data: {e}" - ) from e diff --git a/py/core/main/api/routes/ingestion/ingestion_router_openapi.yml b/py/core/main/api/routes/ingestion/ingestion_router_openapi.yml index 31e81c784..7f751ff3c 100644 --- a/py/core/main/api/routes/ingestion/ingestion_router_openapi.yml +++ b/py/core/main/api/routes/ingestion/ingestion_router_openapi.yml @@ -30,7 +30,7 @@ ingest_files: metadatas: "An optional list of JSON metadata to affix to each file" document_ids: "An optional list of document ids for each file. If not provided, the system will generate a unique document id via the `generate_user_document_id` method." versions: "An optional list of versions for each file. If not provided, the system will default to the tag `v1`." - chunking_config_override: "An optional dictionary to override the default chunking configuration for the ingestion process. If not provided, the system will use the default server-side chunking configuration." + chunking_settings: "An optional dictionary to override the default chunking configuration for the ingestion process. If not provided, the system will use the default server-side chunking configuration." update_files: openapi_extra: @@ -58,4 +58,4 @@ update_files: files: "The list of paths of input files to update in the system." document_ids: "An optional list of document ids for each file. If not provided, the system will attempt to generate the corresponding unique from the `generate_user_document_id` method." metadatas: "An optional list of JSON metadata to affix to each file" - chunking_config_override: "JSON string for chunking configuration override" + chunking_settings: "JSON string for chunking configuration override" diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index bf5aa7973..542224b66 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -22,7 +22,9 @@ WrappedServerStatsResponse, WrappedUserOverviewResponse, ) +from core.base.logging import AnalysisTypes, LogFilterCriteria from fastapi import Body, Depends, Path, Query +from pydantic import Json from ....engine import R2REngine from ..base_router import BaseRouter @@ -86,8 +88,8 @@ async def update_prompt_app( @self.router.get("/analytics") @self.base_endpoint async def get_analytics_app( - filter_criteria: Optional[str] = Query("{}"), - analysis_types: Optional[str] = Query("{}"), + filter_criteria: Optional[Json[dict]] = Query({}), + analysis_types: Optional[Json[dict]] = Query({}), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedAnalyticsResponse: if not auth_user.is_superuser: @@ -96,18 +98,11 @@ async def get_analytics_app( ) try: - # Parse the query parameters - filter_criteria_dict = ( - json.loads(filter_criteria) if filter_criteria else {} - ) - analysis_types_dict = ( - json.loads(analysis_types) if analysis_types else {} - ) - - return await self.engine.aanalytics( - filter_criteria=filter_criteria_dict, - analysis_types=analysis_types_dict, + result = await self.engine.aanalytics( + filter_criteria=LogFilterCriteria(**filter_criteria), + analysis_types=AnalysisTypes(**analysis_types), ) + return result except json.JSONDecodeError as e: raise R2RException( f"Invalid JSON in query parameters: {str(e)}", 400 @@ -162,7 +157,7 @@ async def score_completion( @self.router.get("/users_overview") @self.base_endpoint async def users_overview_app( - user_ids: list[str] = Query([]), + user_ids: Optional[list[str]] = Query([]), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedUserOverviewResponse: if not auth_user.is_superuser: @@ -171,7 +166,9 @@ async def users_overview_app( 403, ) - user_uuids = [UUID(user_id) for user_id in user_ids] + user_uuids = ( + [UUID(user_id) for user_id in user_ids] if user_ids else None + ) return await self.engine.ausers_overview(user_ids=user_uuids) @@ -196,16 +193,17 @@ async def documents_overview_app( document_uuids = [ UUID(document_id) for document_id in document_ids ] - return await self.engine.adocuments_overview( + result = await self.engine.adocuments_overview( user_ids=request_user_ids, group_ids=auth_user.group_ids, document_ids=document_uuids, ) + return result - @self.router.get("/document_chunks") + @self.router.get("/document_chunks/{document_id}") @self.base_endpoint async def document_chunks_app( - document_id: str = Query(...), + document_id: str = Path(...), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentChunkResponse: document_uuid = UUID(document_id) diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index fa3296163..7c45864a4 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -246,7 +246,7 @@ def create_providers( auth_provider_override: Optional[AuthProvider] = None, database_provider_override: Optional[DatabaseProvider] = None, parsing_provider_override: Optional[ParsingProvider] = None, - chunking_config_override: Optional[ChunkingProvider] = None, + chunking_settings: Optional[ChunkingProvider] = None, *args, **kwargs, ) -> R2RProviders: @@ -291,11 +291,8 @@ def create_providers( self.config.parsing, *args, **kwargs ) ) - chunking_provider = ( - chunking_config_override - or self.create_chunking_provider( - self.config.chunking, *args, **kwargs - ) + chunking_provider = chunking_settings or self.create_chunking_provider( + self.config.chunking, *args, **kwargs ) return R2RProviders( diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index 85d64b747..5327720f5 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -171,6 +171,7 @@ async def update_files( document = self._file_to_document( file, user, doc_id, updated_metadata ) + print("document = ", document) documents.append(document) ingestion_results = await self.ingest_documents( diff --git a/py/core/pipelines/ingestion_pipeline.py b/py/core/pipelines/ingestion_pipeline.py index 006ca309c..2f4f4ef7d 100644 --- a/py/core/pipelines/ingestion_pipeline.py +++ b/py/core/pipelines/ingestion_pipeline.py @@ -32,7 +32,7 @@ async def run( state: Optional[AsyncState] = None, stream: bool = False, run_manager: Optional[RunManager] = None, - chunking_config_override: Optional[ChunkingProvider] = None, + chunking_settings: Optional[ChunkingProvider] = None, user: Optional[UserResponse] = None, *args: Any, **kwargs: Any, @@ -74,7 +74,7 @@ async def process_documents(): ), state, run_manager, - chunking_config_override=chunking_config_override, + chunking_settings=chunking_settings, *args, **kwargs, ): diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 8098d228d..7208b1859 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -481,10 +481,10 @@ def get_users_overview( is_verified=row[4], created_at=row[5], updated_at=row[6], - group_ids=row[7], + group_ids=row[7] or [], num_files=row[8], total_size_in_bytes=row[9], - document_ids=row[10], + document_ids=row[10] or [], ) for row in results ] diff --git a/py/poetry.lock b/py/poetry.lock index 2914428a1..c350d9ac9 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -929,6 +929,20 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"] typing = ["typing-extensions (>=4.8)"] +[[package]] +name = "fire" +version = "0.5.0" +description = "A library for automatically generating command line interfaces." +optional = true +python-versions = "*" +files = [ + {file = "fire-0.5.0.tar.gz", hash = "sha256:a6b0d49e98c8963910021f92bba66f65ab440da2982b78eb1bbf95a0a34aacc6"}, +] + +[package.dependencies] +six = "*" +termcolor = "*" + [[package]] name = "flake8" version = "6.1.0" @@ -4182,6 +4196,20 @@ build = ["cython (>=0.29.33)"] develop = ["colorama", "cython (>=0.29.33)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"] docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"] +[[package]] +name = "termcolor" +version = "2.4.0" +description = "ANSI color formatting for output in terminal" +optional = true +python-versions = ">=3.8" +files = [ + {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"}, + {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"}, +] + +[package.extras] +tests = ["pytest", "pytest-cov"] + [[package]] name = "threadpoolctl" version = "3.5.0" @@ -4751,10 +4779,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] +core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] core-ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "e7200bc7f06b1a2b7e36a8f0a449b324848a490371aeb72f375034724b84eab0" +content-hash = "34b93bcd771abd4c1eb4f3ffb79f36a716835e721e46cd0767007201abf6d806" diff --git a/py/pyproject.toml b/py/pyproject.toml index 0e1733aa3..f96330fbf 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -12,7 +12,6 @@ license = "MIT" include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yaml", "compose.postgres.yaml", "pyproject.toml"] packages = [ { include = "r2r", from = "." }, - { include = "cli", from = "." }, { include = "core", from = "." }, { include = "sdk", from = "." }, ] @@ -24,12 +23,13 @@ python = ">=3.9,<3.13" httpx = "^0.27.0" nest-asyncio = "^1.6.0" fastapi = "^0.109.2" -click = "^8.1.7" # Core dependencies (optional) openai = { version = "^1.11.1" } + pydantic = { extras = ["email"], version = "^2.8.2", optional = true } python-multipart = { version = "^0.0.9", optional = true } +fire = { version = "^0.5.0", optional = true } gunicorn = { version = "^21.2.0", optional = true } requests = { version = "^2.31.0", optional = true } types-requests = { version = "^2.31.0", optional = true } @@ -61,11 +61,10 @@ poppler-utils = { version = "^0.1.0", optional = true } psutil = { version = "^6.0.0", optional = true } deepdiff = { version = "^7.0.1", optional = true } graspologic = { version = "^3.4.1", optional = true } -click = "^8.1.7" [tool.poetry.extras] core = [ - "pydantic", "python-multipart", "gunicorn", "requests", "types-requests", + "pydantic", "python-multipart", "fire", "gunicorn", "requests", "types-requests", "uvicorn", "aiosqlite", "asyncpg", "redis", "beautifulsoup4", "openpyxl", "markdown", "pypdf", "python-pptx", "python-docx", "vecs", "litellm", "openai", "fsspec", "posthog", "sqlalchemy", "ollama", "neo4j", "passlib", "bcrypt", @@ -88,7 +87,7 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "cli.cli:main" +r2r = "core.cli.cli:main" [tool.black] line-length = 79 diff --git a/py/sdk/auth.py b/py/sdk/auth.py index 578bea36b..e71f7bbe2 100644 --- a/py/sdk/auth.py +++ b/py/sdk/auth.py @@ -31,7 +31,7 @@ async def verify_email(client, verification_code: str) -> dict: return await client._make_request( "POST", "verify_email", - json={"verification_code": verification_code}, + json=verification_code, ) @staticmethod @@ -102,6 +102,7 @@ async def update_user( "profile_picture": profile_picture, } data = {k: v for k, v in data.items() if v is not None} + print("data = ", data) return await client._make_request("PUT", "user", json=data) @staticmethod @@ -112,9 +113,8 @@ async def refresh_access_token(client) -> dict[str, Token]: Returns: dict[str, Token]: The access and refresh tokens from the server. """ - data = {"refresh_token": client._refresh_token} response = await client._make_request( - "POST", "refresh_access_token", json=data + "POST", "refresh_access_token", json=client._refresh_token ) client.access_token = response["results"]["access_token"]["token"] client._refresh_token = response["results"]["refresh_token"]["token"] @@ -152,7 +152,7 @@ async def request_password_reset(client, email: str) -> dict: dict: The response from the server. """ return await client._make_request( - "POST", "request_password_reset", json={"email": email} + "POST", "request_password_reset", json=email ) @staticmethod @@ -173,9 +173,7 @@ async def confirm_password_reset( return await client._make_request("POST", "reset_password", json=data) @staticmethod - async def delete_user( - client, user_id: str, password: Optional[str] = None - ) -> dict: + async def delete_user(client, user_id: str, password: str = None) -> dict: """ Deletes the user with the given user ID. @@ -186,9 +184,7 @@ async def delete_user( Returns: dict: The response from the server. """ - data = {"user_id": user_id} - if password: - data["password"] = password + data = {"user_id": user_id, "password": password} response = await client._make_request("DELETE", "user", json=data) client.access_token = None client._refresh_token = None diff --git a/py/sdk/client.py b/py/sdk/client.py index 57b065806..8de4ac637 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -120,10 +120,18 @@ async def _make_request(self, method, endpoint, **kwargs): "verify_email", ]: headers.update(self._get_auth_header()) - params = kwargs.pop("params", {}) - params = {**params, **EMPTY_ARGS} + if ( + kwargs.get("params", None) == {} + or kwargs.get("params", None) == None + ): + if "params" in kwargs: + kwargs.pop("params") if isinstance(self.client, TestClient): + # Weird mocking fix... + params = kwargs.pop("params", {}) + params = {**params, **EMPTY_ARGS} + response = getattr(self.client, method.lower())( url, headers=headers, params=params, **kwargs ) @@ -131,7 +139,7 @@ async def _make_request(self, method, endpoint, **kwargs): else: try: response = await self.client.request( - method, url, headers=headers, params=params, **kwargs + method, url, headers=headers, **kwargs ) await handle_request_error_async(response) return response.json() if response.content else None diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index e8206ef28..1a7abefde 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -2,6 +2,7 @@ import os from contextlib import ExitStack from typing import Optional, Union +from uuid import UUID from .models import ChunkingConfig @@ -12,10 +13,10 @@ class IngestionMethods: async def ingest_files( client, file_paths: list[str], + document_ids: Optional[list[Union[str, UUID]]] = None, metadatas: Optional[list[dict]] = None, - document_ids: Optional[list[str]] = None, versions: Optional[list[str]] = None, - chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, + chunking_settings: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ Ingest files into your R2R deployment @@ -25,7 +26,7 @@ async def ingest_files( metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. document_ids (Optional[List[str]]): List of document IDs. versions (Optional[List[str]]): List of version strings for each file. - chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. + chunking_settings (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: dict: Ingestion results containing processed, failed, and skipped documents. @@ -61,13 +62,13 @@ async def ingest_files( else None ), "versions": json.dumps(versions) if versions else None, - "chunking_config_override": ( + "chunking_settings": ( json.dumps( - chunking_config_override.model_dump() - if isinstance(chunking_config_override, ChunkingConfig) - else chunking_config_override + chunking_settings.model_dump() + if isinstance(chunking_settings, ChunkingConfig) + else chunking_settings ) - if chunking_config_override + if chunking_settings else None ), } @@ -79,9 +80,9 @@ async def ingest_files( async def update_files( client, file_paths: list[str], - document_ids: list[str], + document_ids: Optional[list[str]], metadatas: Optional[list[dict]] = None, - chunking_config_override: Optional[Union[dict, ChunkingConfig]] = None, + chunking_settings: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ Update existing files in your R2R deployment. @@ -90,7 +91,7 @@ async def update_files( file_paths (List[str]): List of file paths to update. document_ids (List[str]): List of document IDs to update. metadatas (Optional[List[dict]]): List of updated metadata dictionaries for each file. - chunking_config_override (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. + chunking_settings (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: dict: Update results containing processed, failed, and skipped documents. @@ -113,16 +114,16 @@ async def update_files( for file in file_paths ] - data = { - "document_ids": document_ids, - } + data = {} + if document_ids: + data["document_ids"] = json.dumps(document_ids) if metadatas: - data["metadatas"] = metadatas - if chunking_config_override: - data["chunking_config_override"] = ( - chunking_config_override.model_dump() - if isinstance(chunking_config_override, ChunkingConfig) - else chunking_config_override + data["metadatas"] = json.dumps(metadatas) + if chunking_settings: + data["chunking_settings"] = ( + chunking_settings.model_dump() + if isinstance(chunking_settings, ChunkingConfig) + else chunking_settings ) return await client._make_request( diff --git a/py/sdk/management.py b/py/sdk/management.py index 9d4486154..3abff1b00 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -1,5 +1,6 @@ import json from typing import Optional, Union +from uuid import UUID class ManagementMethods: @@ -114,7 +115,7 @@ async def users_overview( @staticmethod async def delete( client, - filters: dict[str, str], + filters: dict, ) -> dict: """ Delete data from the database given a set of filters. @@ -134,7 +135,7 @@ async def delete( @staticmethod async def documents_overview( client, - document_ids: Optional[list[str]] = None, + document_ids: Optional[list[Union[UUID, str]]] = None, ) -> dict: """ Get an overview of documents in the R2R deployment. @@ -146,6 +147,9 @@ async def documents_overview( dict: The overview of documents in the system. """ params = {} + document_ids = ( + [str(doc_id) for doc_id in document_ids] if document_ids else None + ) if document_ids: params["document_ids"] = document_ids diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index 5e446e3e9..b64cf6d39 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -33,15 +33,11 @@ async def search( Returns: SearchResponse: The search response. """ - if isinstance(vector_search_settings, dict): - vector_search_settings = VectorSearchSettings( - **vector_search_settings - ) - if isinstance(kg_search_settings, dict): - kg_search_settings = KGSearchSettings(**kg_search_settings) - if not isinstance(vector_search_settings, dict): + if vector_search_settings and not isinstance( + vector_search_settings, dict + ): vector_search_settings = vector_search_settings.model_dump() - if not isinstance(kg_search_settings, dict): + if kg_search_settings and not isinstance(kg_search_settings, dict): kg_search_settings = kg_search_settings.model_dump() data = { @@ -55,7 +51,7 @@ async def search( async def rag( client, query: str, - rag_generation_config: Union[dict, GenerationConfig], + rag_generation_config: Optional[Union[dict, GenerationConfig]] = None, vector_search_settings: Optional[ Union[dict, VectorSearchSettings] ] = None, @@ -68,18 +64,22 @@ async def rag( Args: query (str): The query to search for. - rag_generation_config (Union[dict, GenerationConfig]): RAG generation configuration. + rag_generation_config (Optional[Union[dict, GenerationConfig]]): RAG generation configuration. vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. Returns: Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: The RAG response """ - if not isinstance(rag_generation_config, dict): + if rag_generation_config and not isinstance( + rag_generation_config, dict + ): rag_generation_config = rag_generation_config.model_dump() - if not isinstance(vector_search_settings, dict): + if vector_search_settings and not isinstance( + vector_search_settings, dict + ): vector_search_settings = vector_search_settings.model_dump() - if not isinstance(kg_search_settings, dict): + if kg_search_settings and not isinstance(kg_search_settings, dict): kg_search_settings = kg_search_settings.model_dump() data = { @@ -89,7 +89,9 @@ async def rag( "kg_search_settings": kg_search_settings, } - if rag_generation_config.get("stream", False): + if rag_generation_config and rag_generation_config.get( + "stream", False + ): return client._make_streaming_request("POST", "rag", json=data) else: return await client._make_request("POST", "rag", json=data) @@ -98,7 +100,7 @@ async def rag( async def agent( client, messages: list[Union[dict, Message]], - rag_generation_config: Union[dict, GenerationConfig], + rag_generation_config: Optional[Union[dict, GenerationConfig]], vector_search_settings: Optional[ Union[dict, VectorSearchSettings] ] = None, @@ -113,7 +115,7 @@ async def agent( Args: messages (List[Union[dict, Message]]): The messages to send to the agent. - rag_generation_config (Union[dict, GenerationConfig]): RAG generation configuration. + rag_generation_config (Optional[Union[dict, GenerationConfig]]): RAG generation configuration. vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. task_prompt_override (Optional[str]): Task prompt override. @@ -122,11 +124,15 @@ async def agent( Returns: Union[List[Message], AsyncGenerator[Message, None]]: The agent response. """ - if not isinstance(rag_generation_config, dict): + if rag_generation_config and not isinstance( + rag_generation_config, dict + ): rag_generation_config = rag_generation_config.model_dump() - if not isinstance(vector_search_settings, dict): + if vector_search_settings and not isinstance( + vector_search_settings, dict + ): vector_search_settings = vector_search_settings.model_dump() - if not isinstance(kg_search_settings, dict): + if kg_search_settings and not isinstance(kg_search_settings, dict): kg_search_settings = kg_search_settings.model_dump() messages = [ @@ -143,7 +149,9 @@ async def agent( "include_title_if_available": include_title_if_available, } - if rag_generation_config.get("stream", False): + if rag_generation_config and rag_generation_config.get( + "stream", False + ): return client._make_streaming_request("POST", "agent", json=data) else: return await client._make_request("POST", "agent", json=data) diff --git a/tests/__init__.py b/py/tests/__init__.py similarity index 100% rename from tests/__init__.py rename to py/tests/__init__.py diff --git a/tests/docker_tests/dockerTest.bash b/py/tests/docker_tests/dockerTest.bash similarity index 100% rename from tests/docker_tests/dockerTest.bash rename to py/tests/docker_tests/dockerTest.bash diff --git a/tests/regression/expected_outputs/test_document_management.json b/py/tests/regression/expected_outputs/test_document_management.json similarity index 100% rename from tests/regression/expected_outputs/test_document_management.json rename to py/tests/regression/expected_outputs/test_document_management.json diff --git a/tests/regression/expected_outputs/test_group_management.json b/py/tests/regression/expected_outputs/test_group_management.json similarity index 100% rename from tests/regression/expected_outputs/test_group_management.json rename to py/tests/regression/expected_outputs/test_group_management.json diff --git a/tests/regression/expected_outputs/test_observability.json b/py/tests/regression/expected_outputs/test_observability.json similarity index 100% rename from tests/regression/expected_outputs/test_observability.json rename to py/tests/regression/expected_outputs/test_observability.json diff --git a/tests/regression/expected_outputs/test_retrieval.json b/py/tests/regression/expected_outputs/test_retrieval.json similarity index 100% rename from tests/regression/expected_outputs/test_retrieval.json rename to py/tests/regression/expected_outputs/test_retrieval.json diff --git a/tests/regression/expected_outputs/test_user_management.json b/py/tests/regression/expected_outputs/test_user_management.json similarity index 100% rename from tests/regression/expected_outputs/test_user_management.json rename to py/tests/regression/expected_outputs/test_user_management.json diff --git a/tests/regression/runner.py b/py/tests/regression/runner.py similarity index 86% rename from tests/regression/runner.py rename to py/tests/regression/runner.py index 52d19942b..c62784ae2 100644 --- a/tests/regression/runner.py +++ b/py/tests/regression/runner.py @@ -6,7 +6,7 @@ from colorama import Fore, Style, init # TODO: need to import this from the package, not from the local directory -from sdk.client import R2RClient +from r2r import R2RClient from test_cases.base import BaseTest, RegressionTest @@ -32,7 +32,11 @@ def __init__( if not check_only: self.outputs_dir = os.path.join( os.path.dirname(__file__), - ("expected_outputs" if self.update_expected else "observed_outputs"), + ( + "expected_outputs" + if self.update_expected + else "observed_outputs" + ), ) os.makedirs(self.outputs_dir, exist_ok=True) @@ -67,12 +71,20 @@ def compare_all(self) -> bool: observed_outputs_dir = os.path.join( os.path.dirname(__file__), "observed_outputs" ) - print(f"\n{Fore.CYAN}Comparing results for test suites:{Style.RESET_ALL}") + print( + f"\n{Fore.CYAN}Comparing results for test suites:{Style.RESET_ALL}" + ) for test in self.tests: - if test.compare_outputs(observed_outputs_dir, expected_outputs_dir): - print(f"{Fore.GREEN}{test.__class__.__name__} ✓{Style.RESET_ALL}") + if test.compare_outputs( + observed_outputs_dir, expected_outputs_dir + ): + print( + f"{Fore.GREEN}{test.__class__.__name__} ✓{Style.RESET_ALL}" + ) else: - print(f"{Fore.RED}{test.__class__.__name__} ✗{Style.RESET_ALL}") + print( + f"{Fore.RED}{test.__class__.__name__} ✗{Style.RESET_ALL}" + ) all_passed = False return all_passed diff --git a/tests/regression/test_cases/base.py b/py/tests/regression/test_cases/base.py similarity index 89% rename from tests/regression/test_cases/base.py rename to py/tests/regression/test_cases/base.py index f2241416d..48120f59a 100644 --- a/tests/regression/test_cases/base.py +++ b/py/tests/regression/test_cases/base.py @@ -3,11 +3,11 @@ import re from typing import Any, Callable, Dict, Optional -from colorama import Fore, Style +from colorama import Fore, Style, init from deepdiff import DeepDiff # TODO: need to import this from the package, not from the local directory -from sdk.client import R2RClient +from r2r import R2RClient def _to_snake_case(name: str) -> str: @@ -47,7 +47,9 @@ def _save_expected_output(self, output: Dict[str, Any]): with open(self.expected_output_file, "w") as f: json.dump(output, f, indent=2) - def _compare_output(self, actual: Dict[str, Any], expected: Dict[str, Any]) -> bool: + def _compare_output( + self, actual: Dict[str, Any], expected: Dict[str, Any] + ) -> bool: diff = self._custom_diff(expected, actual) if diff: print(f"\nTest {self.name} failed. Differences found:") @@ -65,7 +67,9 @@ def _custom_diff( if "completion" in expected_results and "completion" in actual_results: # Custom comparison for content field - expected_completion = self._get_completion_content(expected_results) + expected_completion = self._get_completion_content( + expected_results + ) actual_completion = self._get_completion_content(actual_results) if ( expected_completion @@ -88,7 +92,9 @@ def _custom_diff( exclude_paths=self.exclude_paths, ) if deep_diff: - diff["other_differences"] = self._serialize_deep_diff(deep_diff) + diff["other_differences"] = self._serialize_deep_diff( + deep_diff + ) # Print the specific fields that are different for change_type, changes in deep_diff.items(): if change_type == "values_changed": @@ -98,9 +104,13 @@ def _custom_diff( print(f" Actual: {change['new_value']}") except Exception as e: - diff["deepdiff_error"] = f"Error in DeepDiff comparison: {str(e)}" + diff["deepdiff_error"] = ( + f"Error in DeepDiff comparison: {str(e)}" + ) return diff - elif "completion" in expected_results or "completion" in actual_results: + elif ( + "completion" in expected_results or "completion" in actual_results + ): diff["content_mismatch"] = { "expected_results": expected_results, "actual_results": actual_results, @@ -115,7 +125,9 @@ def _custom_diff( ) if deep_diff: - diff["other_differences"] = self._serialize_deep_diff(deep_diff) + diff["other_differences"] = self._serialize_deep_diff( + deep_diff + ) # Print the specific fields that are different for change_type, changes in deep_diff.items(): if change_type == "values_changed": @@ -158,7 +170,9 @@ def _fuzzy_content_match( expected_words = set(re.findall(r"\w+", expected.lower())) actual_words = set(re.findall(r"\w+", actual.lower())) common_words = expected_words.intersection(actual_words) - similarity = len(common_words) / max(len(expected_words), len(actual_words)) + similarity = len(common_words) / max( + len(expected_words), len(actual_words) + ) return similarity >= threshold @@ -219,9 +233,13 @@ def compare_outputs( observed_outputs.get(snake_case_name, {}), expected_outputs.get(snake_case_name, {}), ): - print(f"{Fore.GREEN} Test {snake_case_name} passed ✓{Style.RESET_ALL}") + print( + f"{Fore.GREEN} Test {snake_case_name} passed ✓{Style.RESET_ALL}" + ) else: - print(f"{Fore.RED} Test {snake_case_name} failed ✗{Style.RESET_ALL}") + print( + f"{Fore.RED} Test {snake_case_name} failed ✗{Style.RESET_ALL}" + ) all_passed = False return all_passed @@ -247,7 +265,9 @@ def set_exclude_paths(self, test_name: str, exclude_paths: list[str] = []): self.exclude_paths_map[_to_snake_case(test_name)] = exclude_paths def get_test_cases(self) -> Dict[str, callable]: - raise NotImplementedError("Subclasses must implement get_test_cases method") + raise NotImplementedError( + "Subclasses must implement get_test_cases method" + ) def _load_expected_outputs(self) -> Dict[str, Any]: with open(self.expected_outputs_file, "r") as f: diff --git a/tests/regression/test_cases/test_document_management.py b/py/tests/regression/test_cases/test_document_management.py similarity index 100% rename from tests/regression/test_cases/test_document_management.py rename to py/tests/regression/test_cases/test_document_management.py diff --git a/tests/regression/test_cases/test_group_management.py b/py/tests/regression/test_cases/test_group_management.py similarity index 100% rename from tests/regression/test_cases/test_group_management.py rename to py/tests/regression/test_cases/test_group_management.py diff --git a/tests/regression/test_cases/test_observability.py b/py/tests/regression/test_cases/test_observability.py similarity index 100% rename from tests/regression/test_cases/test_observability.py rename to py/tests/regression/test_cases/test_observability.py diff --git a/tests/regression/test_cases/test_retrieval.py b/py/tests/regression/test_cases/test_retrieval.py similarity index 100% rename from tests/regression/test_cases/test_retrieval.py rename to py/tests/regression/test_cases/test_retrieval.py diff --git a/tests/regression/test_cases/test_user_management.py b/py/tests/regression/test_cases/test_user_management.py similarity index 100% rename from tests/regression/test_cases/test_user_management.py rename to py/tests/regression/test_cases/test_user_management.py diff --git a/tests/regression/test_data/admin_document_group1.txt b/py/tests/regression/test_data/admin_document_group1.txt similarity index 100% rename from tests/regression/test_data/admin_document_group1.txt rename to py/tests/regression/test_data/admin_document_group1.txt diff --git a/tests/regression/test_data/admin_document_user1.txt b/py/tests/regression/test_data/admin_document_user1.txt similarity index 100% rename from tests/regression/test_data/admin_document_user1.txt rename to py/tests/regression/test_data/admin_document_user1.txt diff --git a/tests/regression/test_data/test_document.txt b/py/tests/regression/test_data/test_document.txt similarity index 100% rename from tests/regression/test_data/test_document.txt rename to py/tests/regression/test_data/test_document.txt diff --git a/tests/regression/test_data/user1_document.txt b/py/tests/regression/test_data/user1_document.txt similarity index 100% rename from tests/regression/test_data/user1_document.txt rename to py/tests/regression/test_data/user1_document.txt diff --git a/tests/regression/test_data/user1_document_group.txt b/py/tests/regression/test_data/user1_document_group.txt similarity index 100% rename from tests/regression/test_data/user1_document_group.txt rename to py/tests/regression/test_data/user1_document_group.txt diff --git a/tests/regression/test_data/user2_document.txt b/py/tests/regression/test_data/user2_document.txt similarity index 100% rename from tests/regression/test_data/user2_document.txt rename to py/tests/regression/test_data/user2_document.txt diff --git a/tests/test_abstractions.py b/py/tests/test_abstractions.py similarity index 100% rename from tests/test_abstractions.py rename to py/tests/test_abstractions.py diff --git a/tests/test_auth.py b/py/tests/test_auth.py similarity index 100% rename from tests/test_auth.py rename to py/tests/test_auth.py diff --git a/tests/test_cli.py b/py/tests/test_cli.py similarity index 93% rename from tests/test_cli.py rename to py/tests/test_cli.py index 2c63a1193..724403b66 100644 --- a/tests/test_cli.py +++ b/py/tests/test_cli.py @@ -2,9 +2,9 @@ import click import pytest +from click.testing import CliRunner from cli.cli import cli from cli.utils.param_types import JSON -from click.testing import CliRunner @pytest.fixture @@ -14,9 +14,9 @@ def runner(): @pytest.fixture def mock_r2r_execution_wrapper(): - with patch("r2r.cli.command_group.R2RExecutionWrapper") as mock: - yield mock - + # with patch("cli.command_group.R2RExecutionWrapper") as mock: + # yield mock + pass def test_cli_group(runner): result = runner.invoke(cli, ["--help"]) @@ -28,7 +28,10 @@ def test_generate_private_key(runner): result = runner.invoke(cli, ["generate-private-key"]) assert result.exit_code == 0 assert "Generated Private Key:" in result.output - assert "Keep this key secure and use it as your R2R_SECRET_KEY." in result.output + assert ( + "Keep this key secure and use it as your R2R_SECRET_KEY." + in result.output + ) def test_delete_command(runner, mock_r2r_execution_wrapper): @@ -38,7 +41,9 @@ def test_delete_command(runner, mock_r2r_execution_wrapper): result = runner.invoke(cli, ["delete", "--filter", "key1:eq:value1"]) assert result.exit_code == 0 assert "Deleted successfully" in result.output - mock_instance.delete.assert_called_once_with(filters={"key1": {"$eq": "value1"}}) + mock_instance.delete.assert_called_once_with( + filters={"key1": {"$eq": "value1"}} + ) def test_multiple_deletes(runner, mock_r2r_execution_wrapper): @@ -119,11 +124,15 @@ def test_ingest_sample_file(runner, mock_r2r_execution_wrapper): mock_instance = mock_r2r_execution_wrapper.return_value mock_instance.ingest_sample_file.return_value = "Sample file ingested" - result = runner.invoke(cli, ["ingest-sample-file", "--no-media", "--option", "1"]) + result = runner.invoke( + cli, ["ingest-sample-file", "--no-media", "--option", "1"] + ) print(f"Output: {result.output}") assert result.exit_code == 0 assert "Sample file ingested" in result.output - mock_instance.ingest_sample_file.assert_called_once_with(no_media=True, option=1) + mock_instance.ingest_sample_file.assert_called_once_with( + no_media=True, option=1 + ) def test_update_files(runner, mock_r2r_execution_wrapper): @@ -234,10 +243,10 @@ def test_json_param_type(): def test_docker_down_command(runner): with ( patch( - "r2r.cli.commands.server_operations.bring_down_docker_compose" + "cli.commands.server_operations.bring_down_docker_compose" ) as mock_bring_down, patch( - "r2r.cli.commands.server_operations.remove_r2r_network" + "cli.commands.server_operations.remove_r2r_network" ) as mock_remove_network, ): @@ -245,7 +254,8 @@ def test_docker_down_command(runner): result = runner.invoke(cli, ["docker-down"]) assert result.exit_code == 0 assert ( - "Docker Compose setup has been successfully brought down." in result.output + "Docker Compose setup has been successfully brought down." + in result.output ) mock_bring_down.assert_called_once() mock_remove_network.assert_called_once() diff --git a/py/tests/test_client.py b/py/tests/test_client.py new file mode 100644 index 000000000..ff983cc9a --- /dev/null +++ b/py/tests/test_client.py @@ -0,0 +1,377 @@ +import uuid +from datetime import datetime +from unittest.mock import MagicMock + +import pytest +from core import ( + DocumentInfo, + R2RApp, + R2RBuilder, + R2REngine, + R2RException, + Token, + UserResponse, +) +from fastapi import Body, Depends +from fastapi.security import OAuth2PasswordBearer +from fastapi.testclient import TestClient + +# TODO: need to import this from the package, not from the local directory +from r2r import R2RClient + +oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") + + +def create_user(email: str, password: str): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email=email, + hashed_password="hashed_" + password, + is_active=True, + is_superuser=False, + is_verified=False, + name="Test User", + bio="Test Bio", + profile_picture="http://example.com/pic.jpg", + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + ) + + +@pytest.fixture(scope="function") +def mock_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=False, + ) + + return auth_wrapper + + +@pytest.fixture(scope="function") +def mock_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=True, + ) + + return auth_wrapper + + +@pytest.fixture(scope="function") +def mock_super_auth_wrapper(): + def auth_wrapper(token: str = Depends(oauth2_scheme)): + return UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email="test@example.com", + is_active=True, + hashed_password="xxx", + is_superuser=True, + ) + + return auth_wrapper + + +@pytest.fixture(scope="function") +def mock_db(): + db = MagicMock() + db.relational.get_user_by_email.return_value = ( + None # Simulate empty database + ) + + db.relational.create_user.side_effect = create_user + db.relational.get_user_by_id.return_value = create_user( + email="test@example.com", password="password" + ) + + def update_user(user): + updated_user = create_user(email=user.email, password="password") + updated_user.name = user.name + updated_user.bio = user.bio + updated_user.profile_picture = user.profile_picture + return updated_user + + db.relational.update_user.side_effect = update_user + db.relational.get_documents_in_group.return_value = [ + DocumentInfo( + user_id=uuid.uuid4(), + id=uuid.uuid4(), + title=f"Document {i}", + type="txt", + group_ids=[uuid.uuid4()], + created_at=datetime.utcnow(), + updated_at=datetime.utcnow(), + version="1", + metadata={}, + size_in_bytes=1000, + ) + for i in range(100) + ] + + return db + + +async def mock_asearch(*args, **kwargs): + return { + "vector_search_results": [ + { + "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", + "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.23943702876567796, + "text": "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + { + "fragment_id": "f0b40c99-e200-507b-a4b9-e931e0b5f321", + "extraction_id": "0348ae71-bccb-58d1-8b5f-36810e46245a", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.22033508121967305, + "text": "s, could also restrict our future access to the capital markets.ITEM 1B. UNRESOLVED STAFF\n COMMENTSNot applicable.\nITEM 2. PROPERTIES\nAs\n of December 31, 2021, we leased and owned office facilities around the world totaling 10.6 million square feet, including 2.6 million square feet for ourcorporate headquarte\nrs in the San Francisco Bay Area, California.We", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + { + "fragment_id": "967c4291-0629-55b6-9323-e2291de8730d", + "extraction_id": "7595cdf2-d1b0-5f13-b853-8ce6857ca5f5", + "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", + "user_id": "2acb499e-8428-543b-bd85-0d9098718220", + "group_ids": [], + "score": 0.21763332188129403, + "text": "RFR means, for any RFR Loan denominated in (a) British Pounds, SONIA and (b) Swiss Francs, SARON. \nRFR Borrowing means, as to any Borrowing, the RFR Loans comprising such Borrowing. \nRFR Business Day means, for any Loan denominated in (a) British Pounds, any day except for (i) a Saturday, (ii) a Sunday or (iii) a day on which banks are closed for general business in London and (b) Swiss Francs, any day except for (i) a Saturday, (ii) a Sunday or", + "metadata": { + "title": "uber_2021.pdf", + "associatedQuery": "What is the capital of France?", + }, + }, + ] + } + + +@pytest.fixture(scope="function") +def app_client(mock_db, mock_auth_wrapper): + config = R2RBuilder._get_config("auth") + providers = MagicMock() + providers.auth.login.return_value = { + "access_token": Token(token="access_token", token_type="access"), + "refresh_token": Token(token="refresh_token", token_type="refresh"), + } + providers.auth.auth_wrapper = mock_auth_wrapper + providers.auth.register.side_effect = mock_db.relational.create_user + providers.auth.verify_email.return_value = { + "message": "Email verified successfully" + } + providers.auth.change_password.return_value = { + "message": "Password changed successfully" + } + providers.auth.request_password_reset.return_value = { + "message": "If the email exists, a reset link has been sent" + } + providers.auth.confirm_password_reset.return_value = { + "message": "Password reset successfully" + } + providers.auth.logout.return_value = {"message": "Logged out successfully"} + + providers.database = mock_db + pipelines = MagicMock() + agents = MagicMock() + engine = R2REngine( + config=config, + providers=providers, + pipelines=pipelines, + agents=agents, + ) + engine.asearch = mock_asearch + app = R2RApp(engine) + return TestClient(app.app) + + +@pytest.fixture(scope="function") +def r2r_client(app_client): + return R2RClient(base_url="http://testserver", custom_client=app_client) + + +def test_health_check(r2r_client): + response = r2r_client.health() + assert response["results"] == {"response": "ok"} + + +def test_register_user(r2r_client, mock_db): + user_data = {"email": "test@example.com", "password": "testpassword"} + response = r2r_client.register(**user_data) + assert "results" in response + assert response["results"]["email"] == user_data["email"] + assert "id" in response["results"] + assert "hashed_password" in response["results"] + mock_db.relational.create_user.assert_called_once() + + +def test_login_user(r2r_client, mock_db): + user_data = {"email": "login_test@example.com", "password": "testpassword"} + mock_db.relational.get_user_by_email.return_value = None + response = r2r_client.register(**user_data) + + mock_db.relational.get_user_by_email.return_value = UserResponse( + id=uuid.UUID("12345678-1234-5678-1234-567812345678"), + email=user_data["email"], + hashed_password="hashed_" + user_data["password"], + is_active=True, + is_superuser=False, + verification_code_expiry=None, + ) + response = r2r_client.login(**user_data) + assert "results" in response + assert "access_token" in response["results"] + assert "refresh_token" in response["results"] + + +def test_authenticated_search(r2r_client, mock_db): + # Register and login + user_data = { + "email": "search_test@example.com", + "password": "testpassword", + } + r2r_client.register(**user_data) + login_response = r2r_client.login(**user_data) + + # Perform search + search_query = "test query" + search_response = r2r_client.search(search_query) + results = search_response["results"] + assert "vector_search_results" in results + assert len(results["vector_search_results"]) > 0 + assert ( + results["vector_search_results"][0]["fragment_id"] + == "c68dc72e-fc23-5452-8f49-d7bd46088a96" + ) + assert ( + results["vector_search_results"][0]["text"] + == "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period" + ) + assert results["vector_search_results"][0]["score"] == 0.23943702876567796 + + +@pytest.mark.asyncio +async def test_change_password(r2r_client, mock_db): + # Register and login + user_data = { + "email": "change_pass@example.com", + "password": "old_password", + } + r2r_client.register(**user_data) + r2r_client.login(**user_data) + + # Change password + response = r2r_client.change_password("old_password", "new_password") + print("response = ", response) + assert response["results"]["message"] == "Password changed successfully" + + # Try logging in with new password + login_response = r2r_client.login( + email="change_pass@example.com", password="new_password" + ) + assert "access_token" in login_response["results"] + + +@pytest.mark.asyncio +async def test_password_reset_flow(r2r_client, mock_db): + # Register a user + user_data = {"email": "reset_pass@example.com", "password": "old_password"} + r2r_client.register(**user_data) + + # Request password reset + reset_response = r2r_client.request_password_reset( + "reset_pass@example.com" + ) + print("reset_response = ", reset_response) + assert "message" in reset_response["results"] + + # Confirm password reset (we'll need to mock the reset token) + mock_reset_token = "mock_reset_token" + confirm_response = r2r_client.confirm_password_reset( + mock_reset_token, "new_password" + ) + assert ( + confirm_response["results"]["message"] == "Password reset successfully" + ) + + # Try logging in with new password + login_response = r2r_client.login( + email="reset_pass@example.com", password="new_password" + ) + assert "access_token" in login_response["results"] + + +@pytest.mark.asyncio +async def test_logout(r2r_client, mock_db): + # Register and login + user_data = {"email": "logout@example.com", "password": "password123"} + r2r_client.register(**user_data) + r2r_client.login(**user_data) + + # Logout + logout_response = r2r_client.logout() + assert logout_response["results"]["message"] == "Logged out successfully" + + # Ensure client's tokens are cleared + assert r2r_client.access_token is None + assert r2r_client._refresh_token is None + + +@pytest.mark.asyncio +async def test_user_profile(r2r_client, mock_db): + # Register and login + user_data = {"email": "profile@example.com", "password": "password123"} + r2r_client.register(**user_data) + r2r_client.login(**user_data) + + # Get user profile + # mock_db.relational.get_user_by_id.return_value = create_user( + # UserCreate(email="profile@example.com", password="password") + # ) + # profile = r2r_client.user() + + # assert profile["results"]["email"] == "profile@example.com" + + # Update user profile + updated_profile = r2r_client.update_user(name="John Doe", bio="Test bio") + assert updated_profile["results"]["name"] == "John Doe" + assert updated_profile["results"]["bio"] == "Test bio" + + +@pytest.mark.asyncio +async def test_get_documents_in_group(r2r_client, mock_db): + # Register and login as a superuser + user_data = {"email": "superuser@example.com", "password": "password123"} + r2r_client.register(**user_data) + + # Set the mock user as a superuser + # mock_db.relational.get_user_by_email.return_value.is_superuser = True + + r2r_client.login(**user_data) + + # Get documents in group + group_id = uuid.uuid4() + response = r2r_client.get_documents_in_group(group_id) + + assert "results" in response + assert len(response["results"]) == 100 # Default limit + assert response["results"][0]["title"] == "Document 0" + assert response["results"][0]["type"] == "txt" diff --git a/tests/test_config.py b/py/tests/test_config.py similarity index 100% rename from tests/test_config.py rename to py/tests/test_config.py diff --git a/tests/test_database.py b/py/tests/test_database.py similarity index 82% rename from tests/test_database.py rename to py/tests/test_database.py index 8999c52b0..81681b1ba 100644 --- a/tests/test_database.py +++ b/py/tests/test_database.py @@ -7,6 +7,7 @@ DatabaseProvider, Vector, VectorEntry, + VectorSearchSettings, generate_id_from_label, ) from core.providers import PostgresDBProvider @@ -66,7 +67,10 @@ def test_db_initialization(request, db_fixture): def test_db_copy_and_search(request, db_fixture): db = request.getfixturevalue(db_fixture) db.vector.upsert(sample_entries[0]) - results = db.vector.search(query_vector=sample_entries[0].vector.data) + results = db.vector.semantic_search( + query_vector=sample_entries[0].vector.data, + search_settings=VectorSearchSettings(), + ) assert len(results) == 1 assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -76,7 +80,10 @@ def test_db_copy_and_search(request, db_fixture): def test_db_upsert_and_search(request, db_fixture): db = request.getfixturevalue(db_fixture) db.vector.upsert(sample_entries[0]) - results = db.vector.search(query_vector=sample_entries[0].vector.data) + results = db.vector.semantic_search( + query_vector=sample_entries[0].vector.data, + search_settings=VectorSearchSettings(), + ) assert len(results) == 1 assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -87,7 +94,9 @@ def test_imperfect_match(request, db_fixture): db = request.getfixturevalue(db_fixture) db.vector.upsert(sample_entries[0]) query_vector = [val + 0.1 for val in sample_entries[0].vector.data] - results = db.vector.search(query_vector=query_vector) + results = db.vector.semantic_search( + query_vector=query_vector, search_settings=VectorSearchSettings() + ) assert len(results) == 1 assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score < 1.0 @@ -100,7 +109,10 @@ def test_bulk_insert_and_search(request, db_fixture): db.vector.upsert(entry) query_vector = sample_entries[0].vector.data - results = db.vector.search(query_vector=query_vector, limit=5) + results = db.vector.semantic_search( + query_vector=query_vector, + search_settings=VectorSearchSettings(search_limit=5), + ) assert len(results) == 5 assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].score == pytest.approx(1.0, rel=1e-3) @@ -114,8 +126,9 @@ def test_search_with_filters(request, db_fixture): filtered_id = sample_entries[0].metadata["key"] query_vector = sample_entries[0].vector.data - results = db.vector.search( - query_vector=query_vector, filters={"key": filtered_id} + results = db.vector.semantic_search( + query_vector=query_vector, + search_settings=VectorSearchSettings(filters={"key": filtered_id}), ) assert len(results) == 1 assert results[0].fragment_id == sample_entries[0].fragment_id @@ -131,7 +144,10 @@ def test_delete(request, db_fixture): key_to_delete = sample_entries[0].metadata["key"] db.vector.delete(filters={"key": {"$eq": key_to_delete}}) - results = db.vector.search(query_vector=sample_entries[0].vector.data) + results = db.vector.semantic_search( + query_vector=sample_entries[0].vector.data, + search_settings=VectorSearchSettings(), + ) assert all(result.metadata["key"] != key_to_delete for result in results) @@ -151,7 +167,9 @@ def test_upsert(request, db_fixture): ) db.vector.upsert(modified_entry) - results = db.vector.search(query_vector=[0.5, 0.5, 0.5]) + results = db.vector.semantic_search( + query_vector=[0.5, 0.5, 0.5], search_settings=VectorSearchSettings() + ) assert len(results) == 1 assert results[0].fragment_id == sample_entries[0].fragment_id assert results[0].metadata["key"] == "new_value" diff --git a/tests/test_embedding.py b/py/tests/test_embedding.py similarity index 100% rename from tests/test_embedding.py rename to py/tests/test_embedding.py diff --git a/tests/test_end_to_end.py b/py/tests/test_end_to_end.py similarity index 100% rename from tests/test_end_to_end.py rename to py/tests/test_end_to_end.py diff --git a/tests/test_groups.py b/py/tests/test_groups.py similarity index 100% rename from tests/test_groups.py rename to py/tests/test_groups.py diff --git a/tests/test_groups_client.py b/py/tests/test_groups_client.py similarity index 99% rename from tests/test_groups_client.py rename to py/tests/test_groups_client.py index de1a81fa4..dfc691af5 100644 --- a/tests/test_groups_client.py +++ b/py/tests/test_groups_client.py @@ -3,11 +3,12 @@ from unittest.mock import MagicMock import pytest -from core import R2RApp, R2RBuilder, R2RClient, R2REngine, Token, UserResponse +from core import R2RApp, R2RBuilder, R2REngine, Token, UserResponse from core.base import GroupResponse from fastapi import Depends from fastapi.security import OAuth2PasswordBearer from fastapi.testclient import TestClient +from r2r import R2RClient oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/tests/test_ingestion_service.py b/py/tests/test_ingestion_service.py similarity index 100% rename from tests/test_ingestion_service.py rename to py/tests/test_ingestion_service.py diff --git a/tests/test_kg.py b/py/tests/test_kg.py similarity index 99% rename from tests/test_kg.py rename to py/tests/test_kg.py index 7f8c4885c..f1d93c03c 100644 --- a/tests/test_kg.py +++ b/py/tests/test_kg.py @@ -213,4 +213,4 @@ async def test_cluster_kg(kg_clustering_pipe): assert len(result) == 1 assert result[0]["id"] == "0_0" - assert result[0]["title"] == "_" + assert result[0]["title"] == "_" \ No newline at end of file diff --git a/tests/test_llms.py b/py/tests/test_llms.py similarity index 100% rename from tests/test_llms.py rename to py/tests/test_llms.py diff --git a/tests/test_logging.py b/py/tests/test_logging.py similarity index 100% rename from tests/test_logging.py rename to py/tests/test_logging.py diff --git a/tests/test_parser.py b/py/tests/test_parser.py similarity index 100% rename from tests/test_parser.py rename to py/tests/test_parser.py diff --git a/tests/test_pipeline.py b/py/tests/test_pipeline.py similarity index 100% rename from tests/test_pipeline.py rename to py/tests/test_pipeline.py diff --git a/tests/test_vector_db.py b/py/tests/test_vector_db.py similarity index 70% rename from tests/test_vector_db.py rename to py/tests/test_vector_db.py index d4d1b0459..342940a6e 100644 --- a/tests/test_vector_db.py +++ b/py/tests/test_vector_db.py @@ -2,7 +2,7 @@ from uuid import UUID, uuid4 import pytest -from core.base import DatabaseConfig, Vector, VectorEntry +from core.base import DatabaseConfig, Vector, VectorEntry, VectorSearchSettings from core.providers import PostgresDBProvider @@ -89,10 +89,11 @@ def sample_entries(vector_db): def test_search_equality_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={"category": {"$eq": "fruit"}}, + VectorSearchSettings( + search_limit=10, filters={"category": {"$eq": "fruit"}} + ), ) assert len(results) == 3 assert all(r.metadata["category"] == "fruit" for r in results) @@ -100,10 +101,11 @@ def test_search_equality_filter(vector_db, sample_entries): def test_search_not_equal_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={"category": {"$ne": "fruit"}}, + VectorSearchSettings( + search_limit=10, filters={"category": {"$ne": "fruit"}} + ), ) assert len(results) == 1 assert results[0].metadata["category"] == "vegetable" @@ -111,10 +113,9 @@ def test_search_not_equal_filter(vector_db, sample_entries): def test_search_greater_than_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={"price": {"$gt": 1.0}}, + VectorSearchSettings(search_limit=10, filters={"price": {"$gt": 1.0}}), ) assert len(results) == 1 assert results[0].text == "Durian" @@ -122,10 +123,11 @@ def test_search_greater_than_filter(vector_db, sample_entries): def test_search_less_than_or_equal_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={"price": {"$lte": 1.0}}, + VectorSearchSettings( + search_limit=10, filters={"price": {"$lte": 1.0}} + ), ) assert len(results) == 3 assert all(r.metadata["price"] <= 1.0 for r in results) @@ -133,10 +135,11 @@ def test_search_less_than_or_equal_filter(vector_db, sample_entries): def test_search_in_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={"color": {"$in": ["red", "yellow"]}}, + VectorSearchSettings( + search_limit=10, filters={"color": {"$in": ["red", "yellow"]}} + ), ) assert len(results) == 2 assert all(r.metadata["color"] in ["red", "yellow"] for r in results) @@ -144,16 +147,18 @@ def test_search_in_filter(vector_db, sample_entries): def test_search_complex_and_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={ - "$and": [ - {"category": {"$eq": "fruit"}}, - {"price": {"$lt": 2.0}}, - {"color": {"$ne": "yellow"}}, - ] - }, + VectorSearchSettings( + search_limit=10, + filters={ + "$and": [ + {"category": {"$eq": "fruit"}}, + {"price": {"$lt": 2.0}}, + {"color": {"$ne": "yellow"}}, + ] + }, + ), ) assert len(results) == 1 assert results[0].text == "Apple" @@ -161,15 +166,17 @@ def test_search_complex_and_filter(vector_db, sample_entries): def test_search_complex_or_filter(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={ - "$or": [ - {"category": {"$eq": "vegetable"}}, - {"price": {"$gte": 5.0}}, - ] - }, + VectorSearchSettings( + search_limit=10, + filters={ + "$or": [ + {"category": {"$eq": "vegetable"}}, + {"price": {"$gte": 5.0}}, + ] + }, + ), ) assert len(results) == 2 assert any(r.metadata["category"] == "vegetable" for r in results) @@ -178,20 +185,22 @@ def test_search_complex_or_filter(vector_db, sample_entries): def test_search_nested_and_or_filters(vector_db, sample_entries): query_vector = Vector([0.2, 0.3, 0.4]) - results = vector_db.search( + results = vector_db.semantic_search( query_vector.data, - limit=10, - filters={ - "$and": [ - {"category": {"$eq": "fruit"}}, - { - "$or": [ - {"color": {"$in": ["red", "yellow"]}}, - {"price": {"$gt": 2.0}}, - ] - }, - ] - }, + VectorSearchSettings( + search_limit=10, + filters={ + "$and": [ + {"category": {"$eq": "fruit"}}, + { + "$or": [ + {"color": {"$in": ["red", "yellow"]}}, + {"price": {"$gt": 2.0}}, + ] + }, + ] + }, + ), ) assert len(results) == 3 assert all(r.metadata["category"] == "fruit" for r in results) @@ -204,7 +213,9 @@ def test_search_nested_and_or_filters(vector_db, sample_entries): def test_delete_equality(vector_db, sample_entries): deleted_ids = vector_db.delete({"category": {"$eq": "vegetable"}}) assert len(deleted_ids) == 1 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 3 assert all(r.metadata["category"] == "fruit" for r in remaining) @@ -212,7 +223,9 @@ def test_delete_equality(vector_db, sample_entries): def test_delete_greater_than(vector_db, sample_entries): deleted_ids = vector_db.delete({"price": {"$gt": 1.0}}) assert len(deleted_ids) == 1 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 3 assert all(r.metadata["price"] <= 1.0 for r in remaining) @@ -220,7 +233,9 @@ def test_delete_greater_than(vector_db, sample_entries): def test_delete_in(vector_db, sample_entries): deleted_ids = vector_db.delete({"color": {"$in": ["red", "yellow"]}}) assert len(deleted_ids) == 2 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 2 assert all(r.metadata["color"] not in ["red", "yellow"] for r in remaining) @@ -235,7 +250,9 @@ def test_delete_complex_and(vector_db, sample_entries): } ) assert len(deleted_ids) == 1 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 3 assert not any( r.metadata["category"] == "fruit" and r.metadata["price"] < 1.0 @@ -253,7 +270,9 @@ def test_delete_complex_or(vector_db, sample_entries): } ) assert len(deleted_ids) == 2 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 2 assert all( r.metadata["category"] != "vegetable" and r.metadata["price"] < 5.0 @@ -276,6 +295,8 @@ def test_delete_nested_and_or(vector_db, sample_entries): } ) assert len(deleted_ids) == 3 - remaining = vector_db.search(Vector([0.2, 0.3, 0.4]).data, limit=10) + remaining = vector_db.semantic_search( + Vector([0.2, 0.3, 0.4]).data, VectorSearchSettings(search_limit=10) + ) assert len(remaining) == 1 assert remaining[0].metadata["category"] == "vegetable" From 66e3c1e6abe17712c7ef44ebac4abcb61a98c80d Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 18:13:58 -0700 Subject: [PATCH 26/74] fixup toml (#908) --- py/pyproject.toml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/py/pyproject.toml b/py/pyproject.toml index f96330fbf..e0900d5ea 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -13,6 +13,7 @@ include = ["r2r.toml", "compose.yaml", "compose.neo4j.yaml", "compose.ollama.yam packages = [ { include = "r2r", from = "." }, { include = "core", from = "." }, + { include = "cli", from = "." }, { include = "sdk", from = "." }, ] @@ -87,7 +88,7 @@ pytest-cov = "^5.0.0" colorama = "^0.4.6" [tool.poetry.scripts] -r2r = "core.cli.cli:main" +r2r = "cli.cli:main" [tool.black] line-length = 79 From 2bc77c2606cb19a602d7839aa3ade1306cdb3708 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Tue, 20 Aug 2024 18:44:02 -0700 Subject: [PATCH 27/74] Feature/fix ingestion update (#909) * fixup toml * fix update --- go/cli/rag_operations.go | 8 +++--- go/sdk/pkg/sdk/retrieval.go | 2 +- js/sdk/README.md | 2 +- js/sdk/src/models.tsx | 2 +- py/cli/commands/retrieval.py | 8 +++--- py/core/examples/hello_r2r.py | 30 ++++++++++------------ py/core/main/api/routes/ingestion/base.py | 1 - py/core/main/services/ingestion_service.py | 19 ++++++++------ py/sdk/ingestion.py | 28 +++++++++++++++++--- py/sdk/models.py | 2 +- py/tests/test_cli.py | 1 + py/tests/test_kg.py | 2 +- 12 files changed, 64 insertions(+), 41 deletions(-) diff --git a/go/cli/rag_operations.go b/go/cli/rag_operations.go index dee23cd65..3c81d5721 100644 --- a/go/cli/rag_operations.go +++ b/go/cli/rag_operations.go @@ -48,7 +48,7 @@ var ragCmd = &cobra.Command{ json.Unmarshal([]byte(filtersStr), &filters) } searchLimit, _ := cmd.Flags().GetInt("search-limit") - doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + doHybridSearch, _ := cmd.Flags().GetBool("use-hybrid-search") useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") stream, _ := cmd.Flags().GetBool("stream") @@ -108,7 +108,7 @@ var searchCmd = &cobra.Command{ json.Unmarshal([]byte(filtersStr), &filters) } searchLimit, _ := cmd.Flags().GetInt("search-limit") - doHybridSearch, _ := cmd.Flags().GetBool("do-hybrid-search") + doHybridSearch, _ := cmd.Flags().GetBool("use-hybrid-search") useKgSearch, _ := cmd.Flags().GetBool("use-kg-search") kgSearchModel, _ := cmd.Flags().GetString("kg-search-model") kgSearchType, _ := cmd.Flags().GetString("kg-search-type") @@ -161,7 +161,7 @@ func init() { ragCmd.Flags().Bool("use-vector-search", true, "Use vector search") ragCmd.Flags().String("filters", "", "Search filters as JSON") ragCmd.Flags().Int("search-limit", 10, "Number of search results to return") - ragCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + ragCmd.Flags().Bool("use-hybrid-search", false, "Perform hybrid search") ragCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") ragCmd.Flags().String("kg-search-model", "", "Model for KG agent") ragCmd.Flags().Bool("stream", false, "Stream the RAG response") @@ -173,7 +173,7 @@ func init() { searchCmd.Flags().Bool("use-vector-search", true, "Use vector search") searchCmd.Flags().String("filters", "", "Search filters as JSON") searchCmd.Flags().Int("search-limit", 10, "Number of search results to return") - searchCmd.Flags().Bool("do-hybrid-search", false, "Perform hybrid search") + searchCmd.Flags().Bool("use-hybrid-search", false, "Perform hybrid search") searchCmd.Flags().Bool("use-kg-search", false, "Use knowledge graph search") searchCmd.Flags().String("kg-search-model", "", "Model for KG agent") searchCmd.Flags().String("kg-search-type", "global", "Local or Global") diff --git a/go/sdk/pkg/sdk/retrieval.go b/go/sdk/pkg/sdk/retrieval.go index 6e90a6533..4e6203730 100644 --- a/go/sdk/pkg/sdk/retrieval.go +++ b/go/sdk/pkg/sdk/retrieval.go @@ -39,7 +39,7 @@ type VectorSearchSettings struct { UseVectorSearch bool `json:"use_vector_search"` Filters map[string]interface{} `json:"filters"` SearchLimit int `json:"search_limit"` - DoHybridSearch bool `json:"do_hybrid_search"` + DoHybridSearch bool `json:"use_hybrid_search"` SelectedGroupIDs []string `json:"selected_group_ids"` } diff --git a/js/sdk/README.md b/js/sdk/README.md index 4cf1966fd..ba9c34d27 100644 --- a/js/sdk/README.md +++ b/js/sdk/README.md @@ -95,7 +95,7 @@ const ragResult = await client.rag({ use_vector_search: true, search_filters: {}, search_limit: 10, - do_hybrid_search: false, + use_hybrid_search: false, use_kg_search: false, kg_generation_config: {}, rag_generation_config: { diff --git a/js/sdk/src/models.tsx b/js/sdk/src/models.tsx index ac800d737..eee1eb834 100644 --- a/js/sdk/src/models.tsx +++ b/js/sdk/src/models.tsx @@ -37,7 +37,7 @@ export interface VectorSearchSettings { use_vector_search?: boolean; filters?: Record; search_limit?: number; - do_hybrid_search?: boolean; + use_hybrid_search?: boolean; } export interface KGSearchSettings { diff --git a/py/cli/commands/retrieval.py b/py/cli/commands/retrieval.py index e2e0d5782..11662c417 100644 --- a/py/cli/commands/retrieval.py +++ b/py/cli/commands/retrieval.py @@ -23,7 +23,7 @@ @click.option( "--search-limit", default=None, help="Number of search results to return" ) -@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option("--use-hybrid-search", is_flag=True, help="Perform hybrid search") @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) @@ -64,7 +64,7 @@ def search(client, query, **kwargs): "use_vector_search", "filters", "search_limit", - "do_hybrid_search", + "use_hybrid_search", "selected_group_ids", ] and v is not None @@ -122,7 +122,7 @@ def search(client, query, **kwargs): @click.option( "--search-limit", default=10, help="Number of search results to return" ) -@click.option("--do-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option("--use-hybrid-search", is_flag=True, help="Perform hybrid search") @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) @@ -169,7 +169,7 @@ def rag(client, query, **kwargs): "use_vector_search", "filters", "search_limit", - "do_hybrid_search", + "use_hybrid_search", "selected_group_ids", ] and v is not None diff --git a/py/core/examples/hello_r2r.py b/py/core/examples/hello_r2r.py index c114d2774..22f3ed402 100644 --- a/py/core/examples/hello_r2r.py +++ b/py/core/examples/hello_r2r.py @@ -1,25 +1,23 @@ -from core import R2R, Document, GenerationConfig +from r2r import R2RClient -app = R2R() # You may pass a custom configuration to `R2R` with config=... +client = R2RClient("http://localhost:8000") -app.ingest_documents( - [ - Document( - type="txt", - data="John is a person that works at Google.", - metadata={}, - ) - ] -) +with open("test.txt", "w") as file: + file.write("John is a person that works at Google.") + +client.ingest_files(file_paths=["test.txt"]) -rag_results = app.rag( - "Who is john", GenerationConfig(model="gpt-3.5-turbo", temperature=0.0) +# Call RAG directly on an R2R object +rag_response = client.rag( + query="Who is john", + rag_generation_config={"model": "gpt-3.5-turbo", "temperature": 0.0}, ) -print(f"Search Results:\n{rag_results.search_results}") -print(f"Completion:\n{rag_results.completion}") +results = rag_response['results'] +print(f"Search Results:\n{results['search_results']}") +print(f"Completion:\n{results['completion']}") # RAG Results: # Search Results: # AggregateSearchResult(vector_search_results=[VectorSearchResult(id=2d71e689-0a0e-5491-a50b-4ecb9494c832, score=0.6848798582029441, metadata={'text': 'John is a person that works at Google.', 'version': 'v0', 'chunk_order': 0, 'document_id': 'ed76b6ee-dd80-5172-9263-919d493b439a', 'extraction_id': '1ba494d7-cb2f-5f0e-9f64-76c31da11381', 'associatedQuery': 'Who is john'})], kg_search_results=None) # Completion: -# ChatCompletion(id='chatcmpl-9g0HnjGjyWDLADe7E2EvLWa35cMkB', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='John is a person that works at Google [1].', role='agent', function_call=None, tool_calls=None))], created=1719797903, model='gpt-3.5-turbo-0125', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=11, prompt_tokens=145, total_tokens=156)) +# ChatCompletion(id='chatcmpl-9g0HnjGjyWDLADe7E2EvLWa35cMkB', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='John is a person that works at Google [1].', role='assistant', function_call=None, tool_calls=None))], created=1719797903, model='gpt-3.5-turbo-0125', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=11, prompt_tokens=145, total_tokens=156)) \ No newline at end of file diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index 5c973b18f..a7263cbb2 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -168,7 +168,6 @@ async def update_files_app( chunking_provider = ( R2RProviderFactory.create_chunking_provider(config) ) - print("input metadatas = ", metadatas) return await self.engine.aupdate_files( files=files, diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index 5327720f5..1b9201229 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -104,7 +104,7 @@ async def update_files( self, files: list[UploadFile], user: UserResponse, - document_ids: list[UUID], + document_ids: Optional[list[UUID]], metadatas: Optional[list[dict]] = None, chunking_provider: Optional[ChunkingProvider] = None, *args: Any, @@ -120,12 +120,16 @@ async def update_files( message="Database provider is not available for updating documents.", ) try: - if len(document_ids) != len(files): - raise R2RException( - status_code=400, - message="Number of ids does not match number of files.", - ) - + if document_ids: + if len(document_ids) != len(files): + raise R2RException( + status_code=400, + message="Number of ids does not match number of files.", + ) + else: + document_ids = [generate_user_document_id(file.filename, user.id) for file in files] + print('user_id = ', user.id) + print('document_ids = ', document_ids) # Only superusers can modify arbitrary document ids, which this gate guarantees in conjuction with the check that follows documents_overview = ( ( @@ -171,7 +175,6 @@ async def update_files( document = self._file_to_document( file, user, doc_id, updated_metadata ) - print("document = ", document) documents.append(document) ingestion_results = await self.ingest_documents( diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index 1a7abefde..cea3f56c6 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -23,14 +23,31 @@ async def ingest_files( Args: file_paths (List[str]): List of file paths to ingest. - metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. document_ids (Optional[List[str]]): List of document IDs. + metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. versions (Optional[List[str]]): List of version strings for each file. chunking_settings (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: dict: Ingestion results containing processed, failed, and skipped documents. """ + if document_ids is not None and len(file_paths) != len(document_ids): + raise ValueError( + "Number of file paths must match number of document IDs." + ) + if metadatas is not None and len(file_paths) != len(metadatas): + raise ValueError( + "Number of metadatas must match number of document IDs." + ) + if versions is not None and len(file_paths) != len(versions): + raise ValueError( + "Number of versions must match number of document IDs." + ) + if chunking_settings is not None and chunking_settings is not ChunkingConfig: + # check if the provided dict maps to a ChunkingConfig + ChunkingConfig(**chunking_settings) + + all_file_paths = [] for path in file_paths: if os.path.isdir(path): @@ -80,7 +97,7 @@ async def ingest_files( async def update_files( client, file_paths: list[str], - document_ids: Optional[list[str]], + document_ids: Optional[list[str]] = None, metadatas: Optional[list[dict]] = None, chunking_settings: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: @@ -96,10 +113,15 @@ async def update_files( Returns: dict: Update results containing processed, failed, and skipped documents. """ - if len(file_paths) != len(document_ids): + if document_ids is not None and len(file_paths) != len(document_ids): + raise ValueError( + "Number of file paths must match number of document IDs." + ) + if metadatas is not None and len(file_paths) != len(metadatas): raise ValueError( "Number of file paths must match number of document IDs." ) + with ExitStack() as stack: files = [ diff --git a/py/sdk/models.py b/py/sdk/models.py index d6fbd2598..96cd0a457 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -219,7 +219,7 @@ class VectorSearchSettings(BaseModel): ge=1, le=100, ) - do_hybrid_search: bool = Field( + use_hybrid_search: bool = Field( default=False, description="Whether to perform a hybrid search (combining vector and keyword search)", ) diff --git a/py/tests/test_cli.py b/py/tests/test_cli.py index 724403b66..0205effb2 100644 --- a/py/tests/test_cli.py +++ b/py/tests/test_cli.py @@ -18,6 +18,7 @@ def mock_r2r_execution_wrapper(): # yield mock pass + def test_cli_group(runner): result = runner.invoke(cli, ["--help"]) assert result.exit_code == 0 diff --git a/py/tests/test_kg.py b/py/tests/test_kg.py index f1d93c03c..7f8c4885c 100644 --- a/py/tests/test_kg.py +++ b/py/tests/test_kg.py @@ -213,4 +213,4 @@ async def test_cluster_kg(kg_clustering_pipe): assert len(result) == 1 assert result[0]["id"] == "0_0" - assert result[0]["title"] == "_" \ No newline at end of file + assert result[0]["title"] == "_" From d638ca90214b38c76a8963e53da9aba5a8b8d41c Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Wed, 21 Aug 2024 10:27:26 -0700 Subject: [PATCH 28/74] Fix CLI Tests (#912) Fix CLI tests --- py/cli/commands/retrieval.py | 8 +- py/cli/utils/param_types.py | 2 + py/core/examples/hello_r2r.py | 4 +- py/core/main/services/ingestion_service.py | 9 +- py/sdk/ingestion.py | 7 +- py/tests/cli/__init__.py | 0 py/tests/cli/commands/__init__.py | 0 py/tests/cli/commands/test_auth.py | 32 ++ py/tests/cli/commands/test_ingestion.py | 174 +++++++++++ py/tests/cli/commands/test_management.py | 208 +++++++++++++ py/tests/cli/commands/test_restructure.py | 55 ++++ py/tests/cli/test_cli.py | 48 +++ py/tests/cli/test_command_group.py | 27 ++ py/tests/cli/utils/test_docker_utils.py | 83 ++++++ py/tests/cli/utils/test_param_types.py | 68 +++++ py/tests/cli/utils/test_timer.py | 77 +++++ py/tests/test_cli.py | 330 --------------------- py/tests/test_kg.py | 9 +- 18 files changed, 797 insertions(+), 344 deletions(-) create mode 100644 py/tests/cli/__init__.py create mode 100644 py/tests/cli/commands/__init__.py create mode 100644 py/tests/cli/commands/test_auth.py create mode 100644 py/tests/cli/commands/test_ingestion.py create mode 100644 py/tests/cli/commands/test_management.py create mode 100644 py/tests/cli/commands/test_restructure.py create mode 100644 py/tests/cli/test_cli.py create mode 100644 py/tests/cli/test_command_group.py create mode 100644 py/tests/cli/utils/test_docker_utils.py create mode 100644 py/tests/cli/utils/test_param_types.py create mode 100644 py/tests/cli/utils/test_timer.py delete mode 100644 py/tests/test_cli.py diff --git a/py/cli/commands/retrieval.py b/py/cli/commands/retrieval.py index 11662c417..c1897ff73 100644 --- a/py/cli/commands/retrieval.py +++ b/py/cli/commands/retrieval.py @@ -23,7 +23,9 @@ @click.option( "--search-limit", default=None, help="Number of search results to return" ) -@click.option("--use-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--use-hybrid-search", is_flag=True, help="Perform hybrid search" +) @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) @@ -122,7 +124,9 @@ def search(client, query, **kwargs): @click.option( "--search-limit", default=10, help="Number of search results to return" ) -@click.option("--use-hybrid-search", is_flag=True, help="Perform hybrid search") +@click.option( + "--use-hybrid-search", is_flag=True, help="Perform hybrid search" +) @click.option( "--selected-group-ids", type=JSON, help="Group IDs to search for as a JSON" ) diff --git a/py/cli/utils/param_types.py b/py/cli/utils/param_types.py index 3bf626d6d..9a29881ee 100644 --- a/py/cli/utils/param_types.py +++ b/py/cli/utils/param_types.py @@ -8,6 +8,8 @@ class JsonParamType(click.ParamType): name = "json" def convert(self, value, param, ctx) -> Dict[str, Any]: + if value is None: + return None if isinstance(value, dict): return value try: diff --git a/py/core/examples/hello_r2r.py b/py/core/examples/hello_r2r.py index 22f3ed402..260c36e2c 100644 --- a/py/core/examples/hello_r2r.py +++ b/py/core/examples/hello_r2r.py @@ -12,7 +12,7 @@ query="Who is john", rag_generation_config={"model": "gpt-3.5-turbo", "temperature": 0.0}, ) -results = rag_response['results'] +results = rag_response["results"] print(f"Search Results:\n{results['search_results']}") print(f"Completion:\n{results['completion']}") @@ -20,4 +20,4 @@ # Search Results: # AggregateSearchResult(vector_search_results=[VectorSearchResult(id=2d71e689-0a0e-5491-a50b-4ecb9494c832, score=0.6848798582029441, metadata={'text': 'John is a person that works at Google.', 'version': 'v0', 'chunk_order': 0, 'document_id': 'ed76b6ee-dd80-5172-9263-919d493b439a', 'extraction_id': '1ba494d7-cb2f-5f0e-9f64-76c31da11381', 'associatedQuery': 'Who is john'})], kg_search_results=None) # Completion: -# ChatCompletion(id='chatcmpl-9g0HnjGjyWDLADe7E2EvLWa35cMkB', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='John is a person that works at Google [1].', role='assistant', function_call=None, tool_calls=None))], created=1719797903, model='gpt-3.5-turbo-0125', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=11, prompt_tokens=145, total_tokens=156)) \ No newline at end of file +# ChatCompletion(id='chatcmpl-9g0HnjGjyWDLADe7E2EvLWa35cMkB', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='John is a person that works at Google [1].', role='assistant', function_call=None, tool_calls=None))], created=1719797903, model='gpt-3.5-turbo-0125', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=11, prompt_tokens=145, total_tokens=156)) diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index 1b9201229..fc9cbf445 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -127,9 +127,12 @@ async def update_files( message="Number of ids does not match number of files.", ) else: - document_ids = [generate_user_document_id(file.filename, user.id) for file in files] - print('user_id = ', user.id) - print('document_ids = ', document_ids) + document_ids = [ + generate_user_document_id(file.filename, user.id) + for file in files + ] + print("user_id = ", user.id) + print("document_ids = ", document_ids) # Only superusers can modify arbitrary document ids, which this gate guarantees in conjuction with the check that follows documents_overview = ( ( diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index cea3f56c6..edacb807c 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -43,10 +43,12 @@ async def ingest_files( raise ValueError( "Number of versions must match number of document IDs." ) - if chunking_settings is not None and chunking_settings is not ChunkingConfig: + if ( + chunking_settings is not None + and chunking_settings is not ChunkingConfig + ): # check if the provided dict maps to a ChunkingConfig ChunkingConfig(**chunking_settings) - all_file_paths = [] for path in file_paths: @@ -121,7 +123,6 @@ async def update_files( raise ValueError( "Number of file paths must match number of document IDs." ) - with ExitStack() as stack: files = [ diff --git a/py/tests/cli/__init__.py b/py/tests/cli/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/py/tests/cli/commands/__init__.py b/py/tests/cli/commands/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/py/tests/cli/commands/test_auth.py b/py/tests/cli/commands/test_auth.py new file mode 100644 index 000000000..b1670c214 --- /dev/null +++ b/py/tests/cli/commands/test_auth.py @@ -0,0 +1,32 @@ +import pytest +from cli.commands.auth import generate_private_key +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +def test_generate_private_key(runner): + result = runner.invoke(generate_private_key) + assert result.exit_code == 0 + assert "Generated Private Key:" in result.output + assert ( + "Keep this key secure and use it as your R2R_SECRET_KEY." + in result.output + ) + + +def test_generate_private_key_output_format(runner): + result = runner.invoke(generate_private_key) + key_line = [ + line + for line in result.output.split("\n") + if "Generated Private Key:" in line + ][0] + key = key_line.split(":")[1].strip() + assert len(key) > 32 # The key should be reasonably long + assert ( + key.isalnum() or "-" in key or "_" in key + ) # The key should be URL-safe diff --git a/py/tests/cli/commands/test_ingestion.py b/py/tests/cli/commands/test_ingestion.py new file mode 100644 index 000000000..28c26a3dc --- /dev/null +++ b/py/tests/cli/commands/test_ingestion.py @@ -0,0 +1,174 @@ +import tempfile +from unittest.mock import MagicMock, patch + +import click +import pytest +from cli.cli import cli +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +@pytest.fixture +def mock_client(): + return MagicMock() + + +@pytest.fixture +def temp_file(): + with tempfile.NamedTemporaryFile(mode="w", delete=False) as f: + f.write("Test content") + f.flush() + yield f.name + + +@pytest.fixture(autouse=True) +def mock_cli_obj(mock_client): + with patch( + "cli.commands.ingestion.click.get_current_context" + ) as mock_context: + mock_context.return_value.obj = mock_client + yield + + +@pytest.fixture(autouse=True) +def mock_r2r_client(): + with patch( + "cli.command_group.R2RClient", new=MagicMock() + ) as MockR2RClient: + mock_client = MockR2RClient.return_value + mock_client.ingest_files.return_value = {"status": "success"} + mock_client.update_files.return_value = {"status": "updated"} + + original_callback = cli.callback + + def new_callback(*args, **kwargs): + ctx = click.get_current_context() + ctx.obj = mock_client + return original_callback(*args, **kwargs) + + cli.callback = new_callback + + yield mock_client + + cli.callback = original_callback + + +def test_ingest_files(runner, mock_r2r_client, temp_file): + result = runner.invoke(cli, ["ingest-files", temp_file]) + assert result.exit_code == 0 + assert '"status": "success"' in result.output + mock_r2r_client.ingest_files.assert_called_once_with( + [temp_file], None, None, None + ) + + +def test_ingest_files_with_options(runner, mock_r2r_client, temp_file): + result = runner.invoke( + cli, + [ + "ingest-files", + temp_file, + "--document-ids", + "doc1", + "--metadatas", + '{"key": "value"}', + "--versions", + "v1", + ], + ) + assert result.exit_code == 0 + assert '"status": "success"' in result.output + assert mock_r2r_client.ingest_files.called, "ingest_files was not called" + mock_r2r_client.ingest_files.assert_called_once_with( + [temp_file], {"key": "value"}, ["doc1"], ["v1"] + ) + + +def test_update_files(runner, mock_r2r_client, temp_file): + result = runner.invoke( + cli, + [ + "update-files", + temp_file, + "--document-ids", + "doc1", + "--metadatas", + '{"key": "new_value"}', + ], + ) + assert result.exit_code == 0 + assert '"status": "updated"' in result.output + assert mock_r2r_client.update_files.called, "update_files was not called" + mock_r2r_client.update_files.assert_called_once_with( + [temp_file], ["doc1"], [{"key": "new_value"}] + ) + + +@patch("cli.commands.ingestion.ingest_files_from_urls") +def test_ingest_sample_file(mock_ingest, runner, mock_r2r_client): + mock_ingest.return_value = ["aristotle.txt"] + result = runner.invoke(cli, ["ingest-sample-file"]) + assert result.exit_code == 0 + assert "Sample file ingestion completed" in result.output + assert "aristotle.txt" in result.output + mock_ingest.assert_called_once() + + +@patch("cli.commands.ingestion.ingest_files_from_urls") +def test_ingest_sample_files(mock_ingest, runner, mock_r2r_client): + mock_ingest.return_value = ["aristotle.txt", "got.txt"] + result = runner.invoke(cli, ["ingest-sample-files"]) + assert result.exit_code == 0 + assert "Sample files ingestion completed" in result.output + assert "aristotle.txt" in result.output + assert "got.txt" in result.output + mock_ingest.assert_called_once() + + +@patch("cli.commands.ingestion.requests.get") +@patch("cli.commands.ingestion.tempfile.NamedTemporaryFile") +def test_ingest_files_from_urls(mock_temp_file, mock_get, mock_r2r_client): + mock_get.return_value.text = "File content" + mock_temp_file.return_value.__enter__.return_value.name = "/tmp/test_file" + mock_r2r_client.ingest_files.return_value = {"status": "success"} + + with patch("cli.commands.ingestion.os.unlink") as mock_unlink: + from cli.commands.ingestion import ingest_files_from_urls + + result = ingest_files_from_urls( + mock_r2r_client, ["http://example.com/file.txt"] + ) + + assert result == ["file.txt"] + mock_r2r_client.ingest_files.assert_called_once_with(["/tmp/test_file"]) + mock_unlink.assert_called_once_with("/tmp/test_file") + + +def test_ingest_files_with_invalid_file(runner, mock_r2r_client): + result = runner.invoke(cli, ["ingest-files", "nonexistent_file.txt"]) + assert result.exit_code != 0 + assert "Error" in result.output + assert not mock_r2r_client.ingest_files.called + + +def test_update_files_with_invalid_metadata( + runner, mock_r2r_client, temp_file +): + result = runner.invoke( + cli, + [ + "update-files", + temp_file, + "--document-ids", + "doc1", + "--metadatas", + "invalid_json", + ], + ) + assert result.exit_code != 0 + assert "Error" in result.output + assert not mock_r2r_client.update_files.called diff --git a/py/tests/cli/commands/test_management.py b/py/tests/cli/commands/test_management.py new file mode 100644 index 000000000..fe1854590 --- /dev/null +++ b/py/tests/cli/commands/test_management.py @@ -0,0 +1,208 @@ +import json +from unittest.mock import MagicMock, patch + +import click +import pytest +from cli.cli import cli +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +@pytest.fixture(autouse=True) +def mock_r2r_client(): + with patch( + "cli.command_group.R2RClient", new=MagicMock() + ) as MockR2RClient: + mock_client = MockR2RClient.return_value + mock_client.analytics.return_value = { + "status": "success", + "result": "analytics data", + } + mock_client.app_settings.return_value = { + "setting1": "value1", + "setting2": "value2", + } + mock_client.users_overview.return_value = [ + {"id": "user1", "name": "John"}, + {"id": "user2", "name": "Jane"}, + ] + mock_client.delete.return_value = {"deleted": 2} + mock_client.documents_overview.return_value = { + "results": [ + {"id": "doc1", "title": "Document 1"}, + {"id": "doc2", "title": "Document 2"}, + ] + } + mock_client.document_chunks.return_value = [ + {"id": "chunk1", "content": "Content 1"}, + {"id": "chunk2", "content": "Content 2"}, + ] + mock_client.inspect_knowledge_graph.return_value = { + "nodes": 100, + "edges": 500, + } + + original_callback = cli.callback + + def new_callback(*args, **kwargs): + ctx = click.get_current_context() + ctx.obj = mock_client + return original_callback(*args, **kwargs) + + cli.callback = new_callback + + yield mock_client + + cli.callback = original_callback + + +def test_analytics(runner, mock_r2r_client): + filters = {"date": "2023-01-01"} + analysis_types = {"type": "user_activity"} + + result = runner.invoke( + cli, + [ + "analytics", + "--filters", + json.dumps(filters), + "--analysis-types", + json.dumps(analysis_types), + ], + ) + + assert result.exit_code == 0 + assert "success" in result.output + mock_r2r_client.analytics.assert_called_once_with(filters, analysis_types) + + +def test_analytics_invalid_json(runner, mock_r2r_client): + result = runner.invoke( + cli, + [ + "analytics", + "--filters", + "invalid_json", + "--analysis-types", + '{"type": "user_activity"}', + ], + ) + + assert result.exit_code == 2 + assert "Invalid value for '--filters'" in result.output + + +def test_app_settings(runner, mock_r2r_client): + result = runner.invoke(cli, ["app-settings"]) + + assert result.exit_code == 0 + assert "setting1" in result.output + assert "value2" in result.output + mock_r2r_client.app_settings.assert_called_once() + + +def test_users_overview(runner, mock_r2r_client): + result = runner.invoke(cli, ["users-overview", "--user-ids", "user1"]) + + print(f"Exit code: {result.exit_code}") + print(f"Output: {result.output}") + + assert result.exit_code == 0 + assert "user1" in result.output + mock_r2r_client.users_overview.assert_called_once_with(["user1"]) + + +def test_users_overview_no_ids(runner, mock_r2r_client): + result = runner.invoke(cli, ["users-overview"]) + + assert result.exit_code == 0 + assert "user1" in result.output + assert "Jane" in result.output + mock_r2r_client.users_overview.assert_called_once_with(None) + + +def test_delete(runner, mock_r2r_client): + result = runner.invoke( + cli, ["delete", "-f", "date:gt:2023-01-01", "-f", "status:eq:inactive"] + ) + + assert result.exit_code == 0 + assert "deleted" in result.output + expected_filters = { + "date": {"$gt": "2023-01-01"}, + "status": {"$eq": "inactive"}, + } + mock_r2r_client.delete.assert_called_once_with(filters=expected_filters) + + +def test_delete_invalid_filter(runner, mock_r2r_client): + result = runner.invoke(cli, ["delete", "-f", "invalid_filter"]) + + assert result.exit_code != 0 + + +def test_documents_overview_without_document_id(runner, mock_r2r_client): + result = runner.invoke( + cli, + [ + "documents-overview", + ], + ) + + assert result.exit_code == 0 + mock_r2r_client.documents_overview.assert_called_once() + + +def test_documents_overview_with_document_id(runner, mock_r2r_client): + result = runner.invoke( + cli, ["documents-overview", "--document-ids", "doc1"] + ) + + print(f"Exit code: {result.exit_code}") + print(f"Output: {result.output}") + + assert result.exit_code == 0 + assert "doc1" in result.output + mock_r2r_client.documents_overview.assert_called_once_with(["doc1"]) + + +def test_document_chunks(runner, mock_r2r_client): + result = runner.invoke(cli, ["document-chunks", "--document-id", "doc1"]) + + assert result.exit_code == 0 + assert "chunk1" in result.output + assert "Content 2" in result.output + mock_r2r_client.document_chunks.assert_called_once_with("doc1") + + +def test_document_chunks_no_id(runner, mock_r2r_client): + result = runner.invoke(cli, ["document-chunks"]) + + print(f"Exit code: {result.exit_code}") + print(f"Output: {result.output}") + + assert result.exit_code == 0 + mock_r2r_client.document_chunks.assert_called_once_with(None) + assert "chunk1" in result.output + + +def test_inspect_knowledge_graph(runner, mock_r2r_client): + result = runner.invoke(cli, ["inspect-knowledge-graph", "--limit", "100"]) + + assert result.exit_code == 0 + assert "nodes" in result.output + assert "500" in result.output + mock_r2r_client.inspect_knowledge_graph.assert_called_once_with("100") + + +def test_inspect_knowledge_graph_no_limit(runner, mock_r2r_client): + result = runner.invoke(cli, ["inspect-knowledge-graph"]) + + assert result.exit_code == 0 + assert "nodes" in result.output + assert "500" in result.output + mock_r2r_client.inspect_knowledge_graph.assert_called_once_with(None) diff --git a/py/tests/cli/commands/test_restructure.py b/py/tests/cli/commands/test_restructure.py new file mode 100644 index 000000000..fb5967e9e --- /dev/null +++ b/py/tests/cli/commands/test_restructure.py @@ -0,0 +1,55 @@ +import json +from unittest.mock import MagicMock, patch + +import click +import pytest +from cli.cli import cli +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +@pytest.fixture +def mock_client(): + return MagicMock() + + +@pytest.fixture(autouse=True) +def mock_cli_obj(mock_client): + with patch( + "cli.commands.restructure.click.get_current_context" + ) as mock_context: + mock_context.return_value.obj = mock_client + yield + + +@pytest.fixture(autouse=True) +def mock_r2r_client(): + with patch( + "cli.command_group.R2RClient", new=MagicMock() + ) as MockR2RClient: + mock_client = MockR2RClient.return_value + + original_callback = cli.callback + + def new_callback(*args, **kwargs): + ctx = click.get_current_context() + ctx.obj = mock_client + return original_callback(*args, **kwargs) + + cli.callback = new_callback + + yield mock_client + + cli.callback = original_callback + + +def test_enrich_graph(runner, mock_r2r_client): + result = runner.invoke(cli, ["enrich-graph"]) + + assert result.exit_code == 0 + assert "Time taken" in result.output + mock_r2r_client.restructure.assert_called_once() diff --git a/py/tests/cli/test_cli.py b/py/tests/cli/test_cli.py new file mode 100644 index 000000000..8605a5d23 --- /dev/null +++ b/py/tests/cli/test_cli.py @@ -0,0 +1,48 @@ +import pytest +from cli.cli import cli, main +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +def test_cli_group_exists(): + assert callable(cli) + assert cli.name == "cli" + + +def test_main_function(runner): + result = runner.invoke(cli, ["--help"]) + assert result.exit_code == 0 + assert "Usage: cli [OPTIONS] COMMAND [ARGS]..." in result.output + + +def test_commands_added(): + commands = [ + "generate-private-key", + "ingest-files", + "update-files", + "ingest-sample-file", + "ingest-sample-files", + "analytics", + "app-settings", + "users-overview", + "documents-overview", + "document-chunks", + "inspect-knowledge-graph", + "enrich-graph", + "search", + "rag", + "health", + "server-stats", + "logs", + "docker-down", + "generate-report", + "serve", + "update", + "version", + ] + for command in commands: + assert command in cli.commands diff --git a/py/tests/cli/test_command_group.py b/py/tests/cli/test_command_group.py new file mode 100644 index 000000000..bb4e113da --- /dev/null +++ b/py/tests/cli/test_command_group.py @@ -0,0 +1,27 @@ +import pytest +from cli.command_group import cli +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +def test_cli_group_options(): + assert "config_path" in [param.name for param in cli.params] + assert "config_name" in [param.name for param in cli.params] + assert "base_url" in [param.name for param in cli.params] + + +def test_cli_group_help(runner): + result = runner.invoke(cli, ["--help"]) + assert result.exit_code == 0 + assert "R2R CLI for all core operations." in result.output + + +def test_base_url_option(runner): + result = runner.invoke( + cli, ["--base-url", "http://example.com", "generate-private-key"] + ) + assert result.exit_code == 0 diff --git a/py/tests/cli/utils/test_docker_utils.py b/py/tests/cli/utils/test_docker_utils.py new file mode 100644 index 000000000..abc4e7408 --- /dev/null +++ b/py/tests/cli/utils/test_docker_utils.py @@ -0,0 +1,83 @@ +import os +import socket +from unittest.mock import MagicMock, patch + +import pytest +from cli.utils.docker_utils import ( + bring_down_docker_compose, + build_docker_command, + check_llm_reqs, + check_set_docker_env_vars, + check_subnet_conflict, + find_available_port, + remove_r2r_network, +) +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +def test_bring_down_docker_compose(runner): + with patch("os.system") as mock_system: + mock_system.return_value = 0 + result = bring_down_docker_compose("test_project", True, True) + assert result == 0 + mock_system.assert_called_once() + + +@patch("subprocess.check_output") +@patch("os.system") +def test_remove_r2r_network(mock_system, mock_check_output): + mock_check_output.return_value = b"r2r_test_network\nother_network" + mock_system.return_value = 0 + remove_r2r_network() + mock_system.assert_called_once_with("docker network rm r2r_test_network") + + +@pytest.mark.parametrize( + "llm_provider,model_provider,env_vars,expected_exit", + [ + ("openai", "openai", {"OPENAI_API_KEY": "test"}, False), + ("openai", "openai", {}, True), + ], +) +def test_check_llm_reqs(llm_provider, model_provider, env_vars, expected_exit): + with patch.dict(os.environ, env_vars, clear=True): + with patch("click.confirm", return_value=False): + with ( + pytest.raises(SystemExit) + if expected_exit + else patch("sys.exit") + ) as mock_exit: + check_llm_reqs(llm_provider, model_provider) + if expected_exit: + mock_exit.assert_called_once_with(1) + + +def test_build_docker_command(): + compose_files = { + "base": "base.yaml", + "neo4j": "neo4j.yaml", + "ollama": "ollama.yaml", + "postgres": "postgres.yaml", + } + command = build_docker_command( + compose_files, + "localhost", + 8000, + False, + False, + False, + "test_project", + None, + "test_image", + ) + assert ( + "docker compose -f base.yaml -f neo4j.yaml -f ollama.yaml -f postgres.yaml" + in command + ) + assert "--project-name test_project" in command + assert "up -d" in command diff --git a/py/tests/cli/utils/test_param_types.py b/py/tests/cli/utils/test_param_types.py new file mode 100644 index 000000000..71c6368e7 --- /dev/null +++ b/py/tests/cli/utils/test_param_types.py @@ -0,0 +1,68 @@ +from unittest.mock import MagicMock + +import click +import pytest +from cli.utils.param_types import JSON, JsonParamType + + +def test_json_param_type_convert_valid_json(): + json_type = JsonParamType() + result = json_type.convert('{"key": "value"}', None, None) + assert result == {"key": "value"} + + +def test_json_param_type_convert_invalid_json(): + json_type = JsonParamType() + with pytest.raises(click.BadParameter) as excinfo: + json_type.convert("{invalid json}", None, None) + assert "is not a valid JSON string" in str(excinfo.value) + + +def test_json_param_type_convert_dict(): + json_type = JsonParamType() + input_dict = {"key": "value"} + result = json_type.convert(input_dict, None, None) + assert result == input_dict + + +def test_json_param_type_name(): + json_type = JsonParamType() + assert json_type.name == "json" + + +def test_json_global_instance(): + assert isinstance(JSON, JsonParamType) + + +def test_json_param_type_convert_with_context(): + json_type = JsonParamType() + mock_ctx = MagicMock() + mock_param = MagicMock() + result = json_type.convert('{"key": "value"}', mock_param, mock_ctx) + assert result == {"key": "value"} + + +def test_json_param_type_convert_empty_string(): + json_type = JsonParamType() + with pytest.raises(click.BadParameter) as excinfo: + json_type.convert("", None, None) + assert "is not a valid JSON string" in str(excinfo.value) + + +def test_json_param_type_convert_none(): + json_type = JsonParamType() + result = json_type.convert(None, None, None) + assert result is None + + +def test_json_param_type_convert_complex_json(): + json_type = JsonParamType() + complex_json = ( + '{"key1": "value1", "key2": [1, 2, 3], "key3": {"nested": true}}' + ) + result = json_type.convert(complex_json, None, None) + assert result == { + "key1": "value1", + "key2": [1, 2, 3], + "key3": {"nested": True}, + } diff --git a/py/tests/cli/utils/test_timer.py b/py/tests/cli/utils/test_timer.py new file mode 100644 index 000000000..109bc3e02 --- /dev/null +++ b/py/tests/cli/utils/test_timer.py @@ -0,0 +1,77 @@ +import time +from unittest.mock import patch + +import pytest +from cli.utils.timer import timer + + +def test_timer_measures_time(): + with patch("time.time") as mock_time: + mock_time.side_effect = [0, 0.1] + + @timer() + def dummy_function(): + time.sleep(0.1) + + with patch("click.echo") as mock_echo: + dummy_function() + mock_echo.assert_called_once_with("Time taken: 0.10 seconds") + + +def test_timer_handles_exceptions(): + @timer() + def error_function(): + raise ValueError("Test exception") + + with patch("time.time") as mock_time: + mock_time.side_effect = [0, 0.1] + + with pytest.raises(ValueError, match="Test exception"): + error_function() + + +def test_timer_nested(): + with patch("time.time") as mock_time: + mock_time.side_effect = [0, 0.1, 0.2, 0.3] + + @timer() + def outer_function(): + time.sleep(0.1) + + @timer() + def inner_function(): + time.sleep(0.1) + + inner_function() + + with patch("click.echo") as mock_echo: + outer_function() + assert mock_echo.call_count == 2 + mock_echo.assert_any_call("Time taken: 0.10 seconds") + mock_echo.assert_any_call("Time taken: 0.30 seconds") + + +def test_timer_zero_duration(): + with patch("time.time") as mock_time: + mock_time.side_effect = [0, 0] + + @timer() + def quick_function(): + pass + + with patch("click.echo") as mock_echo: + quick_function() + mock_echo.assert_called_once_with("Time taken: 0.00 seconds") + + +def test_timer_as_context_manager(): + with patch("time.time") as mock_time: + mock_time.side_effect = [0, 0.1] + + def function_with_context(): + with timer(): + time.sleep(0.1) + + with patch("click.echo") as mock_echo: + function_with_context() + mock_echo.assert_called_once_with("Time taken: 0.10 seconds") diff --git a/py/tests/test_cli.py b/py/tests/test_cli.py deleted file mode 100644 index 0205effb2..000000000 --- a/py/tests/test_cli.py +++ /dev/null @@ -1,330 +0,0 @@ -from unittest.mock import patch - -import click -import pytest -from click.testing import CliRunner -from cli.cli import cli -from cli.utils.param_types import JSON - - -@pytest.fixture -def runner(): - return CliRunner() - - -@pytest.fixture -def mock_r2r_execution_wrapper(): - # with patch("cli.command_group.R2RExecutionWrapper") as mock: - # yield mock - pass - - -def test_cli_group(runner): - result = runner.invoke(cli, ["--help"]) - assert result.exit_code == 0 - assert "R2R CLI for all core operations." in result.output - - -def test_generate_private_key(runner): - result = runner.invoke(cli, ["generate-private-key"]) - assert result.exit_code == 0 - assert "Generated Private Key:" in result.output - assert ( - "Keep this key secure and use it as your R2R_SECRET_KEY." - in result.output - ) - - -def test_delete_command(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.delete.return_value = "Deleted successfully" - - result = runner.invoke(cli, ["delete", "--filter", "key1:eq:value1"]) - assert result.exit_code == 0 - assert "Deleted successfully" in result.output - mock_instance.delete.assert_called_once_with( - filters={"key1": {"$eq": "value1"}} - ) - - -def test_multiple_deletes(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.delete.return_value = "Deleted successfully" - - result = runner.invoke( - cli, - ["delete", "--filter", "key1:eq:value1", "--filter", "key2:eq:value2"], - ) - assert result.exit_code == 0 - assert "Deleted successfully" in result.output - mock_instance.delete.assert_called_once_with( - filters={"key1": {"$eq": "value1"}, "key2": {"$eq": "value2"}} - ) - - -def test_documents_overview(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.documents_overview.return_value = [ - "Document 1", - "Document 2", - ] - - result = runner.invoke( - cli, - [ - "documents-overview", - "--document-ids", - "id1", - "--document-ids", - "id2", - ], - ) - assert result.exit_code == 0 - assert "Document 1" in result.output - assert "Document 2" in result.output - mock_instance.documents_overview.assert_called_once_with(["id1", "id2"]) - - -def test_document_chunks(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.document_chunks.return_value = ["Chunk 1", "Chunk 2"] - - result = runner.invoke(cli, ["document-chunks", "doc_id"]) - assert result.exit_code == 0 - assert "Chunk 1" in result.output - assert "Chunk 2" in result.output - mock_instance.document_chunks.assert_called_once_with("doc_id") - - -def test_ingest_files(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.ingest_files.return_value = "Files ingested successfully" - - result = runner.invoke( - cli, - [ - "ingest-files", - "--file-paths", - "file1.txt", - "--file-paths", - "file2.txt", - "--document-ids", - "id1", - "--document-ids", - "id2", - ], - ) - assert result.exit_code == 0 - assert "Files ingested successfully" in result.output - mock_instance.ingest_files.assert_called_once_with( - ["file1.txt", "file2.txt"], ["id1", "id2"], None, None - ) - - -def test_ingest_sample_file(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.ingest_sample_file.return_value = "Sample file ingested" - - result = runner.invoke( - cli, ["ingest-sample-file", "--no-media", "--option", "1"] - ) - print(f"Output: {result.output}") - assert result.exit_code == 0 - assert "Sample file ingested" in result.output - mock_instance.ingest_sample_file.assert_called_once_with( - no_media=True, option=1 - ) - - -def test_update_files(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.update_files.return_value = "Files updated successfully" - - result = runner.invoke( - cli, - [ - "update-files", - "file1.txt", - "--document-ids", - "id1", - "--metadatas", - '{"key": "value"}', - ], - ) - assert result.exit_code == 0 - assert "Files updated successfully" in result.output - mock_instance.update_files.assert_called_once_with( - ["file1.txt"], ["id1"], ['{"key": "value"}'] - ) - - -def test_analytics(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.analytics.return_value = {"data": "analytics data"} - - result = runner.invoke( - cli, - [ - "analytics", - "--filters", - '{"date": "2023-01-01"}', - "--analysis-types", - '{"type": "usage"}', - ], - ) - assert result.exit_code == 0 - assert "{'data': 'analytics data'}" in result.output - mock_instance.analytics.assert_called_once_with( - {"date": "2023-01-01"}, {"type": "usage"} - ) - - -def test_app_settings(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.app_settings.return_value = {"setting1": "value1"} - - result = runner.invoke(cli, ["app-settings"]) - assert result.exit_code == 0 - assert "{'setting1': 'value1'}" in result.output - mock_instance.app_settings.assert_called_once() - - -def test_logs(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.logs.return_value = [ - { - "run_id": "test-run-id", - "run_type": "test", - "timestamp": "2024-08-05T20:00:00", - "user_id": "test-user-id", - "entries": [{"key": "test-key", "value": "test-value"}], - } - ] - - result = runner.invoke(cli, ["logs", "--run-type-filter", "error"]) - assert result.exit_code == 0 - assert "Run ID: test-run-id" in result.output - assert "Run Type: test" in result.output - assert "Timestamp: 2024-08-05T20:00:00" in result.output - assert "User ID: test-user-id" in result.output - assert "Entries:" in result.output - assert " - test-key: test-value" in result.output - assert "Total runs: 1" in result.output - - -def test_users_overview(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.users_overview.return_value = ["User 1", "User 2"] - - result = runner.invoke( - cli, - [ - "users-overview", - "--user-ids", - "123e4567-e89b-12d3-a456-426614174000", - ], - ) - assert result.exit_code == 0 - assert "User 1" in result.output - assert "User 2" in result.output - mock_instance.users_overview.assert_called_once() - - -def test_json_param_type(): - result = JSON.convert('{"key": "value"}', param=None, ctx=None) - assert result == {"key": "value"} - - with pytest.raises(click.BadParameter): - JSON.convert("invalid json", param=None, ctx=None) - - result = JSON.convert({"key": "value"}, param=None, ctx=None) - assert result == {"key": "value"} - - -def test_docker_down_command(runner): - with ( - patch( - "cli.commands.server_operations.bring_down_docker_compose" - ) as mock_bring_down, - patch( - "cli.commands.server_operations.remove_r2r_network" - ) as mock_remove_network, - ): - - mock_bring_down.return_value = 0 - result = runner.invoke(cli, ["docker-down"]) - assert result.exit_code == 0 - assert ( - "Docker Compose setup has been successfully brought down." - in result.output - ) - mock_bring_down.assert_called_once() - mock_remove_network.assert_called_once() - - # legacy code - # mock_bring_down.return_value = 1 - # result = runner.invoke(cli, ["docker-down"]) - # assert result.exit_code == 0 - # assert ( - # "An error occurred while bringing down the Docker Compose setup." - # in result.output - # ) - # mock_remove_network.assert_called_once() - - -def test_generate_report_command(): - runner = CliRunner() - with ( - patch("subprocess.check_output") as mock_check_output, - patch("platform.system") as mock_system, - patch("platform.release") as mock_release, - patch("platform.version") as mock_version, - patch("platform.machine") as mock_machine, - patch("platform.processor") as mock_processor, - ): - - mock_check_output.side_effect = [ - "container1\tname1\tUp 2 hours\n", - "network1\tnetwork_name1\n", - "172.17.0.0/16\n", - ] - mock_system.return_value = "Linux" - mock_release.return_value = "5.4.0" - mock_version.return_value = "#1 SMP Thu Jun 18 12:34:56 UTC 2020" - mock_machine.return_value = "x86_64" - mock_processor.return_value = "x86_64" - - result = runner.invoke(cli, ["generate-report"]) - assert result.exit_code == 0 - assert "System Report:" in result.output - assert "r2r_version" in result.output - assert "docker_ps" in result.output - assert "docker_subnets" in result.output - assert "os_info" in result.output - - -def test_health_command(runner, mock_r2r_execution_wrapper): - mock_instance = mock_r2r_execution_wrapper.return_value - mock_instance.health.return_value = "Server is healthy" - - result = runner.invoke(cli, ["health"]) - assert result.exit_code == 0 - assert "Server is healthy" in result.output - mock_instance.health.assert_called_once() - - -def test_update_command(runner): - with patch("subprocess.run") as mock_run: - mock_run.return_value.stdout = "Successfully updated R2R" - result = runner.invoke(cli, ["update"]) - assert result.exit_code == 0 - assert "Successfully updated R2R" in result.output - assert "R2R has been successfully updated." in result.output - - -def test_version_command(runner): - with patch("importlib.metadata.version") as mock_version: - mock_version.return_value = "1.0.0" - result = runner.invoke(cli, ["version"]) - assert result.exit_code == 0 - assert "1.0.0" in result.output diff --git a/py/tests/test_kg.py b/py/tests/test_kg.py index 7f8c4885c..1236c492c 100644 --- a/py/tests/test_kg.py +++ b/py/tests/test_kg.py @@ -1,11 +1,12 @@ -import pytest import asyncio from unittest.mock import AsyncMock, MagicMock -from core.pipes.kg.extraction import KGTriplesExtractionPipe -from core.pipes.kg.clustering import KGClusteringPipe -from core.base import DocumentFragment, KGExtraction, Entity, Triple, Community from uuid import uuid4 +import pytest +from core.base import Community, DocumentFragment, Entity, KGExtraction, Triple +from core.pipes.kg.clustering import KGClusteringPipe +from core.pipes.kg.extraction import KGTriplesExtractionPipe + @pytest.fixture def kg_extraction_pipe(): From 4ea5b59ec0276d24ff27be8f6f82d6e9aaf3f570 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Wed, 21 Aug 2024 14:47:19 -0400 Subject: [PATCH 29/74] Shreyas/kg runtime cfg (#913) add kg runtime config --- py/cli/commands/restructure.py | 2 +- py/core/base/__init__.py | 2 ++ py/core/base/abstractions/__init__.py | 3 ++ py/core/base/abstractions/restructure.py | 23 +++++++++++++ py/core/base/providers/kg.py | 4 ++- py/core/configs/neo4j_kg.toml | 20 ++++++++---- py/core/main/api/routes/restructure/base.py | 9 ++++-- py/core/main/assembly/builder.py | 1 + py/core/main/services/restructure_service.py | 5 ++- py/core/pipes/kg/clustering.py | 32 +++++++++---------- py/core/pipes/kg/extraction.py | 2 +- py/core/providers/chunking/r2r_chunking.py | 7 ++-- .../providers/parsing/unstructured_parsing.py | 19 ++++++----- py/sdk/models.py | 27 ++++++++++++++++ py/sdk/restructure.py | 17 +++++++--- 15 files changed, 130 insertions(+), 43 deletions(-) create mode 100644 py/core/base/abstractions/restructure.py diff --git a/py/cli/commands/restructure.py b/py/cli/commands/restructure.py index 451c95c3b..770678a9a 100644 --- a/py/cli/commands/restructure.py +++ b/py/cli/commands/restructure.py @@ -13,6 +13,6 @@ def enrich_graph(client): Perform graph enrichment over the entire graph. """ with timer(): - response = client.restructure() + response = client.enrich_graph() click.echo(response) diff --git a/py/core/base/__init__.py b/py/core/base/__init__.py index 09f9e00e3..5fdb09128 100644 --- a/py/core/base/__init__.py +++ b/py/core/base/__init__.py @@ -47,6 +47,8 @@ "KGSearchSettings", "VectorSearchResult", "VectorSearchSettings", + # Restructure abstractions + "KGEnrichmentSettings", # User abstractions "Token", "TokenData", diff --git a/py/core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py index 1245a7e4c..74d043a72 100644 --- a/py/core/base/abstractions/__init__.py +++ b/py/core/base/abstractions/__init__.py @@ -35,6 +35,7 @@ VectorSearchResult, VectorSearchSettings, ) +from .restructure import KGEnrichmentSettings from .user import Token, TokenData, UserStats from .vector import Vector, VectorEntry, VectorType @@ -81,6 +82,8 @@ "KGSearchSettings", "VectorSearchResult", "VectorSearchSettings", + # Restructure abstractions + "KGEnrichmentSettings", # User abstractions "Token", "TokenData", diff --git a/py/core/base/abstractions/restructure.py b/py/core/base/abstractions/restructure.py new file mode 100644 index 000000000..3d1dd9b01 --- /dev/null +++ b/py/core/base/abstractions/restructure.py @@ -0,0 +1,23 @@ +from typing import Optional + +from pydantic import BaseModel, Field + +from .llm import GenerationConfig + + +class KGEnrichmentSettings(BaseModel): + """Settings for knowledge graph enrichment.""" + + max_knowledge_triples: int = Field( + default=100, + description="The maximum number of knowledge triples to extract from each chunk.", + ) + + generation_config: GenerationConfig = Field( + default_factory=GenerationConfig, + description="Configuration for text generation during graph enrichment.", + ) + leiden_params: dict = Field( + default_factory=dict, + description="Parameters for the Leiden algorithm.", + ) diff --git a/py/core/base/providers/kg.py b/py/core/base/providers/kg.py index 6259fd829..310c37b92 100644 --- a/py/core/base/providers/kg.py +++ b/py/core/base/providers/kg.py @@ -7,6 +7,7 @@ from ...base.utils.base_utils import RelationshipType from ..abstractions.graph import Entity, KGExtraction, Triple from ..abstractions.llm import GenerationConfig +from ..abstractions.restructure import KGEnrichmentSettings from .base import ProviderConfig logger = logging.getLogger(__name__) @@ -20,8 +21,9 @@ class KGConfig(ProviderConfig): kg_extraction_prompt: Optional[str] = "few_shot_ner_kg_extraction" kg_search_prompt: Optional[str] = "kg_search" kg_extraction_config: Optional[GenerationConfig] = None + kg_search_config: Optional[GenerationConfig] = None kg_store_path: Optional[str] = None - max_knowledge_triples: Optional[int] = 100 + kg_enrichment_settings: Optional[KGEnrichmentSettings] = KGEnrichmentSettings() def validate(self) -> None: if self.provider not in self.supported_providers: diff --git a/py/core/configs/neo4j_kg.toml b/py/core/configs/neo4j_kg.toml index ae78dfe12..ad43a10f9 100644 --- a/py/core/configs/neo4j_kg.toml +++ b/py/core/configs/neo4j_kg.toml @@ -27,12 +27,20 @@ kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" [kg.kg_extraction_config] - model = "gpt-4o-mini" - temperature = 1 - top_p = 1 - max_tokens_to_sample = 1_024 - stream = false - add_generation_kwargs = { } + model = "gpt-4o-mini" + temperature = 0.1 + top_p = 1 + max_tokens_to_sample = 1_024 + stream = false + add_generation_kwargs = { } + + [kg.kg_search_config] + model = "gpt-4o-mini" + temperature = 0.1 + top_p = 1 + max_tokens_to_sample = 1_024 + stream = false + add_generation_kwargs = { } [database] provider = "postgres" diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index abf44fc66..de8b00c36 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -1,7 +1,8 @@ +from core.base import KGEnrichmentSettings from core.main.api.routes.base_router import BaseRouter from core.main.engine import R2REngine -from fastapi import Depends - +from typing import Union +from fastapi import Body, Depends class RestructureRouter(BaseRouter): def __init__(self, engine: R2REngine): @@ -12,6 +13,10 @@ def setup_routes(self): @self.router.post("/enrich_graph") @self.base_endpoint async def enrich_graph( + KGEnrichmentSettings: Union[dict, KGEnrichmentSettings] = Body( + ..., + description="Settings for knowledge graph enrichment", + ), auth_user=( Depends(self.engine.providers.auth.auth_wrapper) if self.engine.providers.auth diff --git a/py/core/main/assembly/builder.py b/py/core/main/assembly/builder.py index c7ef206b3..be8d95a22 100644 --- a/py/core/main/assembly/builder.py +++ b/py/core/main/assembly/builder.py @@ -63,6 +63,7 @@ def __init__( self.provider_factory_override: Optional[Type[R2RProviderFactory]] = ( None ) + self.pipe_factory_override: Optional[R2RPipeFactory] = None self.pipeline_factory_override: Optional[R2RPipelineFactory] = None diff --git a/py/core/main/services/restructure_service.py b/py/core/main/services/restructure_service.py index e85d0a7bd..aff7f4a72 100644 --- a/py/core/main/services/restructure_service.py +++ b/py/core/main/services/restructure_service.py @@ -2,6 +2,7 @@ from typing import Any, Dict, List from core.base import R2RException, RunLoggingSingleton, RunManager +from core.base.abstractions import KGEnrichmentSettings from ..abstractions import R2RAgents, R2RPipelines, R2RProviders from ..assembly.config import R2RConfig @@ -30,7 +31,9 @@ def __init__( logging_connection, ) - async def enrich_graph(self) -> Dict[str, Any]: + async def enrich_graph( + self, enrich_graph_settings: KGEnrichmentSettings = KGEnrichmentSettings() + ) -> Dict[str, Any]: """ Perform graph enrichment. diff --git a/py/core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py index ed31eb3fd..b80014006 100644 --- a/py/core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -22,6 +22,7 @@ PromptProvider, RunLoggingSingleton, Triple, + KGEnrichmentSettings, ) logger = logging.getLogger(__name__) @@ -38,9 +39,6 @@ def __init__( llm_provider: CompletionProvider, prompt_provider: PromptProvider, embedding_provider: EmbeddingProvider, - cluster_batch_size: int = 100, - max_cluster_size: int = 10, - use_lcc: bool = True, pipe_logger: Optional[RunLoggingSingleton] = None, type: PipeType = PipeType.OTHER, config: Optional[AsyncPipe.PipeConfig] = None, @@ -57,23 +55,20 @@ def __init__( ) self.kg_provider = kg_provider self.llm_provider = llm_provider - self.cluster_batch_size = cluster_batch_size - self.max_cluster_size = max_cluster_size - self.use_lcc = use_lcc self.prompt_provider = prompt_provider self.embedding_provider = embedding_provider def _compute_leiden_communities( self, graph: nx.Graph, - seed: int = 0xDEADBEEF, + settings: KGEnrichmentSettings, ) -> dict[int, dict[str, int]]: """Compute Leiden communities.""" try: from graspologic.partition import hierarchical_leiden community_mapping = hierarchical_leiden( - graph, max_cluster_size=self.max_cluster_size, random_seed=seed + graph, **settings.leiden_params ) results: dict[int, dict[str, int]] = {} for partition in community_mapping: @@ -84,7 +79,9 @@ def _compute_leiden_communities( except ImportError as e: raise ImportError("Please install the graspologic package.") from e - async def cluster_kg(self, triples: list[Triple]) -> list[Community]: + async def cluster_kg( + self, triples: list[Triple], settings: KGEnrichmentSettings = KGEnrichmentSettings() + ) -> list[Community]: """ Clusters the knowledge graph triples into communities using hierarchical Leiden algorithm. """ @@ -100,7 +97,9 @@ async def cluster_kg(self, triples: list[Triple]) -> list[Community]: id=f"{triple.subject}->{triple.predicate}->{triple.object}", ) - hierarchical_communities = self._compute_leiden_communities(G) + hierarchical_communities = self._compute_leiden_communities( + G, settings=settings + ) community_details = {} @@ -172,9 +171,7 @@ async def process_community(community_key, community): "input_text": input_text, }, ), - generation_config=GenerationConfig( - model="gpt-4o-mini", - ), + generation_config=settings.generation_config, ) description = description.choices[0].message.content @@ -202,8 +199,11 @@ async def process_community(community_key, community): ) ) - for completed_task in asyncio.as_completed(tasks): - yield await completed_task + total_tasks = len(tasks) + for i, completed_task in enumerate(asyncio.as_completed(tasks), 1): + result = await completed_task + logger.info(f"Progress: {i}/{total_tasks} communities completed ({i/total_tasks*100:.2f}%)") + yield result async def _run_logic( self, @@ -230,5 +230,5 @@ async def _run_logic( triples = self.kg_provider.get_triples() - async for community in self.cluster_kg(triples): + async for community in self.cluster_kg(triples, self.kg_provider.config.kg_enrichment_settings): yield community diff --git a/py/core/pipes/kg/extraction.py b/py/core/pipes/kg/extraction.py index 9edd708b0..896ed44e0 100644 --- a/py/core/pipes/kg/extraction.py +++ b/py/core/pipes/kg/extraction.py @@ -88,7 +88,7 @@ async def extract_kg( task_inputs = {"input": fragment.data} task_inputs["max_knowledge_triples"] = ( - self.kg_provider.config.max_knowledge_triples + self.kg_provider.config.kg_enrichment_settings.max_knowledge_triples ) messages = self.prompt_provider._get_message_payload( diff --git a/py/core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py index fac009ffe..dd900a1f1 100644 --- a/py/core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -22,6 +22,9 @@ def __init__(self, config: ChunkingConfig): ) def _initialize_text_splitter(self) -> TextSplitter: + logger.info( + f"Initializing text splitter with method: {self.config.method}" + ) # Debug log if self.config.method == Method.RECURSIVE: return RecursiveCharacterTextSplitter( chunk_size=self.config.chunk_size, @@ -29,10 +32,10 @@ def _initialize_text_splitter(self) -> TextSplitter: ) elif self.config.method == Method.BASIC: # Implement basic method - raise NotImplementedError("Basic method not implemented yet") + pass elif self.config.method == Method.BY_TITLE: # Implement by_title method - raise NotImplementedError("By_title method not implemented yet") + pass else: raise ValueError(f"Unsupported method type: {self.config.method}") diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index 3fe073a52..a32cf1e9e 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -17,14 +17,6 @@ class UnstructuredParsingProvider(ParsingProvider): def __init__(self, use_api, config): - try: - from unstructured.partition.auto import partition - - self.partition = partition - except ImportError as e: - raise ImportError( - "Please install the unstructured package to use the unstructured parsing provider." - ) from e if config.excluded_parsers: logger.warning( "Excluded parsers are not supported by the unstructured parsing provider." @@ -57,6 +49,17 @@ def __init__(self, use_api, config): self.operations = operations self.dict_to_elements = dict_to_elements + else: + try: + from unstructured.partition.auto import partition + + self.partition = partition + + except ImportError: + raise ImportError( + "Please install the unstructured package to use the unstructured parsing provider." + ) + super().__init__(config) async def parse( diff --git a/py/sdk/models.py b/py/sdk/models.py index 96cd0a457..3986a816e 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -88,6 +88,17 @@ class KGSearchSettings(BaseModel): } +class KGEnrichmentSettings(BaseModel): + leiden_params: dict = Field( + default_factory=dict, + description="Parameters for the Leiden algorithm.", + ) + generation_config: GenerationConfig = Field( + default_factory=GenerationConfig, + description="Configuration for text generation during graph enrichment.", + ) + + class ProviderConfig(BaseModel, ABC): """A base provider configuration class""" @@ -237,7 +248,23 @@ def model_dump(self, *args, **kwargs): str(uuid) for uuid in dump["selected_group_ids"] ] return dump + +class KGEnrichmentSettings(BaseModel): + max_knowledge_triples: int = Field( + default=100, + description="The maximum number of knowledge triples to extract from each chunk.", + ) + generation_config: GenerationConfig = Field( + default_factory=GenerationConfig, + description="The generation configuration for the KG enrichment.", + ) + leiden_params: dict = Field( + default_factory=dict, + description="The parameters for the Leiden algorithm.", + ) +class KGEnrichementResponse(BaseModel): + enriched_content: Dict[str, Any] class UserResponse(BaseModel): id: UUID diff --git a/py/sdk/restructure.py b/py/sdk/restructure.py index 156fba98d..10acb1876 100644 --- a/py/sdk/restructure.py +++ b/py/sdk/restructure.py @@ -1,16 +1,23 @@ -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Union from core.base import Document -from core.base.api.models import KGEnrichementResponse - +from .models import KGEnrichmentSettings, KGEnrichementResponse class RestructureMethods: @staticmethod - async def enrich_graph(client) -> KGEnrichementResponse: + async def enrich_graph( + client, KGEnrichmentSettings: KGEnrichmentSettings = KGEnrichmentSettings() + ) -> KGEnrichementResponse: """ Perform graph enrichment over the entire graph. Returns: KGEnrichementResponse: Results of the graph enrichment process. """ - return await client._make_request("POST", "enrich_graph") + if not isinstance(KGEnrichmentSettings, dict): + KGEnrichmentSettings = KGEnrichmentSettings.model_dump() + + data = { + "KGEnrichmentSettings": KGEnrichmentSettings, + } + return await client._make_request("POST", "enrich_graph", json=data) From 3c7d1cfe98358841753e9902cbf4c524d4616217 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Wed, 21 Aug 2024 14:58:12 -0400 Subject: [PATCH 30/74] rename kgenrichmentresponse (#914) --- py/core/base/api/models/__init__.py | 8 ++++---- py/core/base/api/models/restructure/responses.py | 4 ++-- py/sdk/models.py | 13 +------------ py/sdk/restructure.py | 6 +++--- 4 files changed, 10 insertions(+), 21 deletions(-) diff --git a/py/core/base/api/models/__init__.py b/py/core/base/api/models/__init__.py index 1bbf8549c..c5506d172 100644 --- a/py/core/base/api/models/__init__.py +++ b/py/core/base/api/models/__init__.py @@ -34,8 +34,8 @@ WrappedUserOverviewResponse, ) from .restructure.responses import ( - KGEnrichementResponse, - WrappedKGEnrichementResponse, + KGEnrichmentResponse, + WrappedKGEnrichmentResponse, ) from .retrieval.responses import ( RAGAgentResponse, @@ -57,8 +57,8 @@ "IngestionResponse", "WrappedIngestionResponse", # Restructure Responses - "KGEnrichementResponse", - "WrappedKGEnrichementResponse", + "KGEnrichmentResponse", + "WrappedKGEnrichmentResponse", # Management Responses "PromptResponse", "ServerStats", diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py index e9e62e85e..ed35bd437 100644 --- a/py/core/base/api/models/restructure/responses.py +++ b/py/core/base/api/models/restructure/responses.py @@ -6,8 +6,8 @@ from pydantic import BaseModel -class KGEnrichementResponse(BaseModel): +class KGEnrichmentResponse(BaseModel): enriched_content: Dict[str, Any] -WrappedKGEnrichementResponse = ResultsWrapper[KGEnrichementResponse] +WrappedKGEnrichmentResponse = ResultsWrapper[KGEnrichmentResponse] diff --git a/py/sdk/models.py b/py/sdk/models.py index 3986a816e..22ded990f 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -88,17 +88,6 @@ class KGSearchSettings(BaseModel): } -class KGEnrichmentSettings(BaseModel): - leiden_params: dict = Field( - default_factory=dict, - description="Parameters for the Leiden algorithm.", - ) - generation_config: GenerationConfig = Field( - default_factory=GenerationConfig, - description="Configuration for text generation during graph enrichment.", - ) - - class ProviderConfig(BaseModel, ABC): """A base provider configuration class""" @@ -263,7 +252,7 @@ class KGEnrichmentSettings(BaseModel): description="The parameters for the Leiden algorithm.", ) -class KGEnrichementResponse(BaseModel): +class KGEnrichmentResponse(BaseModel): enriched_content: Dict[str, Any] class UserResponse(BaseModel): diff --git a/py/sdk/restructure.py b/py/sdk/restructure.py index 10acb1876..ca93edc2b 100644 --- a/py/sdk/restructure.py +++ b/py/sdk/restructure.py @@ -1,18 +1,18 @@ from typing import Any, Dict, List, Optional, Union from core.base import Document -from .models import KGEnrichmentSettings, KGEnrichementResponse +from .models import KGEnrichmentSettings, KGEnrichmentResponse class RestructureMethods: @staticmethod async def enrich_graph( client, KGEnrichmentSettings: KGEnrichmentSettings = KGEnrichmentSettings() - ) -> KGEnrichementResponse: + ) -> KGEnrichmentResponse: """ Perform graph enrichment over the entire graph. Returns: - KGEnrichementResponse: Results of the graph enrichment process. + KGEnrichmentResponse: Results of the graph enrichment process. """ if not isinstance(KGEnrichmentSettings, dict): KGEnrichmentSettings = KGEnrichmentSettings.model_dump() From 02664836a58ca3b5c45be0b0bdb4a85a556761e5 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Wed, 21 Aug 2024 13:21:46 -0700 Subject: [PATCH 31/74] Feature/add nltk hybrid expansion rebased (#917) * expand hybrid search with nltk * cleanups * cleanup hybrid search * format * add setup.py * update --- py/cli/commands/ingestion.py | 67 ++-- py/core/base/abstractions/__init__.py | 2 +- py/core/base/providers/kg.py | 4 +- py/core/main/api/routes/ingestion/base.py | 4 +- py/core/main/api/routes/restructure/base.py | 4 +- py/core/main/services/restructure_service.py | 3 +- py/core/pipes/kg/clustering.py | 14 +- py/core/providers/database/vecs/collection.py | 152 +++++-- py/core/providers/database/vector.py | 137 +++---- py/poetry.lock | 49 ++- py/pyproject.toml | 9 +- py/sdk/ingestion.py | 6 +- py/sdk/models.py | 5 +- py/sdk/restructure.py | 7 +- py/setup.py | 17 + .../test_cases/test_document_management.py | 1 - py/tests/test_cli.py | 330 ++++++++++++++++ tests/test_client.py | 371 ------------------ 18 files changed, 660 insertions(+), 522 deletions(-) create mode 100644 py/setup.py create mode 100644 py/tests/test_cli.py delete mode 100644 tests/test_client.py diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py index 0666ee869..403aaa632 100644 --- a/py/cli/commands/ingestion.py +++ b/py/cli/commands/ingestion.py @@ -1,6 +1,7 @@ import json import os import tempfile +import uuid from urllib.parse import urlparse import click @@ -75,28 +76,44 @@ def update_files(client, file_paths, document_ids, metadatas): def ingest_files_from_urls(client, urls): """Download and ingest files from given URLs.""" - ingested_files = [] - for url in urls: - filename = os.path.basename(urlparse(url).path) + files_to_ingest = [] + metadatas = [] + document_ids = [] + temp_files = [] + + try: + for url in urls: + filename = os.path.basename(urlparse(url).path) + is_pdf = filename.lower().endswith(".pdf") + + temp_file = tempfile.NamedTemporaryFile( + mode="wb" if is_pdf else "w+", + delete=False, + suffix=f"_{filename}", + ) + temp_files.append(temp_file) - with tempfile.NamedTemporaryFile( - mode="w+", delete=False, suffix=f"_{filename}" - ) as temp_file: response = requests.get(url) response.raise_for_status() - temp_file.write(response.text) - temp_file_path = temp_file.name + if is_pdf: + temp_file.write(response.content) + else: + temp_file.write(response.text) + temp_file.close() - try: - response = client.ingest_files([temp_file_path]) - click.echo( - f"File '{filename}' ingested successfully. Response: {response}" - ) - ingested_files.append(filename) - finally: - os.unlink(temp_file_path) + files_to_ingest.append(temp_file.name) + metadatas.append({"title": filename}) + document_ids.append(uuid.uuid5(uuid.NAMESPACE_DNS, url)) + + response = client.ingest_files( + files_to_ingest, metadatas=metadatas, document_ids=document_ids + ) - return ingested_files + return response["results"] + finally: + # Clean up temporary files + for temp_file in temp_files: + os.unlink(temp_file.name) @cli.command() @@ -106,10 +123,9 @@ def ingest_sample_file(client): sample_file_url = "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/aristotle.txt" with timer(): - ingested_files = ingest_files_from_urls(client, [sample_file_url]) - + response = ingest_files_from_urls(client, [sample_file_url]) click.echo( - f"Sample file ingestion completed. Ingested files: {', '.join(ingested_files)}" + f"Sample file ingestion completed. Ingest files response:\n\n{response}" ) @@ -120,10 +136,17 @@ def ingest_sample_files(client): urls = [ "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/aristotle.txt", "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/got.txt", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/pg_essay_1.html", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/pg_essay_2.html", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/pg_essay_3.html", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/pg_essay_4.html", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/pg_essay_5.html", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/lyft_2021.pdf", + "https://raw.githubusercontent.com/SciPhi-AI/R2R/main/r2r/examples/data/uber_2021.pdf", ] with timer(): - ingested_files = ingest_files_from_urls(client, urls) + response = ingest_files_from_urls(client, urls) click.echo( - f"Sample files ingestion completed. Ingested files: {', '.join(ingested_files)}" + f"Sample file ingestion completed. Ingest files response:\n\n{response}" ) diff --git a/py/core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py index 74d043a72..34f64ad71 100644 --- a/py/core/base/abstractions/__init__.py +++ b/py/core/base/abstractions/__init__.py @@ -28,6 +28,7 @@ RAGCompletion, ) from .prompt import Prompt +from .restructure import KGEnrichmentSettings from .search import ( AggregateSearchResult, KGSearchResult, @@ -35,7 +36,6 @@ VectorSearchResult, VectorSearchSettings, ) -from .restructure import KGEnrichmentSettings from .user import Token, TokenData, UserStats from .vector import Vector, VectorEntry, VectorType diff --git a/py/core/base/providers/kg.py b/py/core/base/providers/kg.py index 310c37b92..4c44a037e 100644 --- a/py/core/base/providers/kg.py +++ b/py/core/base/providers/kg.py @@ -23,7 +23,9 @@ class KGConfig(ProviderConfig): kg_extraction_config: Optional[GenerationConfig] = None kg_search_config: Optional[GenerationConfig] = None kg_store_path: Optional[str] = None - kg_enrichment_settings: Optional[KGEnrichmentSettings] = KGEnrichmentSettings() + kg_enrichment_settings: Optional[KGEnrichmentSettings] = ( + KGEnrichmentSettings() + ) def validate(self) -> None: if self.provider not in self.supported_providers: diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index a7263cbb2..5e0998991 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -57,7 +57,7 @@ async def ingest_files_app( metadatas: Optional[Json[list[dict]]] = Form( None, description=ingest_files_descriptions.get("metadatas") ), - chunking_settings: Optional[ChunkingConfig] = Form( + chunking_settings: Optional[Json[ChunkingConfig]] = Form( None, description=ingest_files_descriptions.get("chunking_settings"), ), @@ -145,7 +145,7 @@ async def update_files_app( metadatas: Optional[Json[list[dict]]] = Form( None, description=ingest_files_descriptions.get("metadatas") ), - chunking_settings: Optional[ChunkingConfig] = Form( + chunking_settings: Optional[Json[ChunkingConfig]] = Form( None, description=ingest_files_descriptions.get("chunking_settings"), ), diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index de8b00c36..fe68c909b 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -1,9 +1,11 @@ +from typing import Union + from core.base import KGEnrichmentSettings from core.main.api.routes.base_router import BaseRouter from core.main.engine import R2REngine -from typing import Union from fastapi import Body, Depends + class RestructureRouter(BaseRouter): def __init__(self, engine: R2REngine): super().__init__(engine) diff --git a/py/core/main/services/restructure_service.py b/py/core/main/services/restructure_service.py index aff7f4a72..42bdbcfd1 100644 --- a/py/core/main/services/restructure_service.py +++ b/py/core/main/services/restructure_service.py @@ -32,7 +32,8 @@ def __init__( ) async def enrich_graph( - self, enrich_graph_settings: KGEnrichmentSettings = KGEnrichmentSettings() + self, + enrich_graph_settings: KGEnrichmentSettings = KGEnrichmentSettings(), ) -> Dict[str, Any]: """ Perform graph enrichment. diff --git a/py/core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py index b80014006..53f3e4b13 100644 --- a/py/core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -17,12 +17,12 @@ CompletionProvider, EmbeddingProvider, GenerationConfig, + KGEnrichmentSettings, KGProvider, PipeType, PromptProvider, RunLoggingSingleton, Triple, - KGEnrichmentSettings, ) logger = logging.getLogger(__name__) @@ -80,7 +80,9 @@ def _compute_leiden_communities( raise ImportError("Please install the graspologic package.") from e async def cluster_kg( - self, triples: list[Triple], settings: KGEnrichmentSettings = KGEnrichmentSettings() + self, + triples: list[Triple], + settings: KGEnrichmentSettings = KGEnrichmentSettings(), ) -> list[Community]: """ Clusters the knowledge graph triples into communities using hierarchical Leiden algorithm. @@ -202,7 +204,9 @@ async def process_community(community_key, community): total_tasks = len(tasks) for i, completed_task in enumerate(asyncio.as_completed(tasks), 1): result = await completed_task - logger.info(f"Progress: {i}/{total_tasks} communities completed ({i/total_tasks*100:.2f}%)") + logger.info( + f"Progress: {i}/{total_tasks} communities completed ({i/total_tasks*100:.2f}%)" + ) yield result async def _run_logic( @@ -230,5 +234,7 @@ async def _run_logic( triples = self.kg_provider.get_triples() - async for community in self.cluster_kg(triples, self.kg_provider.config.kg_enrichment_settings): + async for community in self.cluster_kg( + triples, self.kg_provider.config.kg_enrichment_settings + ): yield community diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index e342ad49a..ccae50c00 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -24,10 +24,15 @@ from uuid import UUID, uuid4 import psycopg2 +import sqlalchemy as sa +from core.base import VectorSearchResult from core.base.abstractions import VectorSearchSettings from flupy import flu +from nltk.corpus import wordnet +from nltk.stem import SnowballStemmer from sqlalchemy import ( Column, + Index, MetaData, String, Table, @@ -373,16 +378,6 @@ def _create(self): """ ) ) - - # Create index on fts column - sess.execute( - text( - f""" - CREATE INDEX ix_fts_{unique_string} ON vecs."{self.table.name}" USING GIN (fts); - """ - ) - ) - return self def _drop(self): @@ -425,6 +420,7 @@ def upsert( "vec": record[5], "text": record[6], "metadata": record[7], + "fts": func.to_tsvector(record[6]), } for record in chunk ] @@ -439,6 +435,7 @@ def upsert( vec=stmt.excluded.vec, text=stmt.excluded.text, metadata=stmt.excluded.metadata, + fts=stmt.excluded.fts, ), ) sess.execute(stmt) @@ -647,6 +644,102 @@ def query( return [str(x) for x in sess.scalars(stmt).fetchall()] return sess.execute(stmt).fetchall() or [] + def full_text_search( + self, query_text: str, search_settings: VectorSearchSettings + ) -> List[VectorSearchResult]: + + stemmer = SnowballStemmer("english") + + def expand_query(query: str) -> str: + words = query.split() + expanded_words = set() + for word in words: + stemmed = stemmer.stem(word) + expanded_words.update([word, stemmed]) + for syn in wordnet.synsets(word): + for lemma in syn.lemmas(): + expanded_words.add(lemma.name()) + return " | ".join(expanded_words) + + expanded_query = expand_query(query_text) + ts_query = sa.func.to_tsquery("english", expanded_query) + + phrase_rank = ( + sa.func.ts_rank_cd( + sa.func.to_tsvector("english", self.table.c.text), + sa.func.phraseto_tsquery("english", query_text), + 32, + ) + * 2 + ) # Give higher weight to exact phrases + + partial_match_rank = sa.func.ts_rank_cd( + sa.func.to_tsvector("english", self.table.c.text), + sa.func.to_tsquery( + "english", + " & ".join(f"{word}:*" for word in query_text.split()), + ), + 32, + ) + + combined_rank = ( + phrase_rank + + partial_match_rank + + sa.func.ts_rank_cd( + sa.func.to_tsvector("english", self.table.c.text), ts_query, 32 + ) + * (sa.func.similarity(self.table.c.text, query_text) + 0.1) + ).label("rank") + + stmt = ( + sa.select( + self.table.c.fragment_id, + self.table.c.extraction_id, + self.table.c.document_id, + self.table.c.user_id, + self.table.c.group_ids, + self.table.c.text, + self.table.c.metadata, + combined_rank, + ) + .where( + sa.or_( + self.table.c.fts.op("@@")(ts_query), + sa.func.similarity(self.table.c.text, query_text) > 0.1, + self.table.c.fts.op("@@")( + sa.func.phraseto_tsquery("english", query_text) + ), + self.table.c.fts.op("@@")( + sa.func.to_tsquery( + "english", + " & ".join( + f"{word}:*" for word in query_text.split() + ), + ) + ), + ) + ) + .order_by(sa.desc("rank")) + .limit(search_settings.hybrid_search_settings.full_text_limit) + ) + + with self.client.Session() as sess: + results = sess.execute(stmt).fetchall() + + return [ + VectorSearchResult( + fragment_id=str(r.fragment_id), + extraction_id=str(r.extraction_id), + document_id=str(r.document_id), + user_id=str(r.user_id), + group_ids=r.group_ids, + text=r.text, + score=float(r.rank), + metadata=r.metadata, + ) + for r in results + ] + def build_filters(self, filters: Dict): """ PUBLIC @@ -1028,20 +1121,7 @@ def create_index( def _build_table(name: str, meta: MetaData, dimension: int) -> Table: - """ - PRIVATE - - Builds a SQLAlchemy model underpinning a `vecs.Collection`. - - Args: - name (str): The name of the table. - meta (MetaData): MetaData instance associated with the SQL database. - dimension: The dimension of the vectors in the collection. - - Returns: - Table: The constructed SQL table. - """ - return Table( + table = Table( name, meta, Column("fragment_id", postgresql.UUID, primary_key=True), @@ -1052,20 +1132,28 @@ def _build_table(name: str, meta: MetaData, dimension: int) -> Table: "group_ids", postgresql.ARRAY(postgresql.UUID), server_default="{}" ), Column("vec", Vector(dimension), nullable=False), + Column("text", postgresql.TEXT, nullable=True), Column( - "text", postgresql.TEXT, nullable=True - ), # New standalone text column + "fts", + postgresql.TSVECTOR, + nullable=False, + server_default=text("to_tsvector('english'::regconfig, '')"), + ), Column( "metadata", postgresql.JSONB, server_default=text("'{}'::jsonb"), nullable=False, ), - Column( - "fts", - postgresql.TSVECTOR, - server_default=text("to_tsvector('english', '')"), - nullable=False, - ), # New FTS column extend_existing=True, ) + + # Add GIN index for full-text search and trigram similarity + Index( + f"idx_{name}_fts_trgm", + table.c.fts, + table.c.text, + postgresql_using="gin", + postgresql_ops={"text": "gin_trgm_ops"}, # Remove gin_tsvector_ops + ) + return table diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index 0eec9a880..a40da4dca 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -125,9 +125,18 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): ) def _initialize_vector_db(self, dimension: int) -> None: + # Create extension for trigram similarity + with self.vx.Session() as sess: + sess.execute(text("CREATE EXTENSION IF NOT EXISTS pg_trgm;")) + sess.execute(text("CREATE EXTENSION IF NOT EXISTS btree_gin;")) + sess.commit() + self.collection = self.vx.get_or_create_collection( name=self.collection_name, dimension=dimension ) + self.collection.create_index(measure="cosine_distance") + self.collection.create_index(measure="l2_distance") + self.collection.create_index(measure="max_inner_product") def upsert(self, entry: VectorEntry) -> None: if self.collection is None: @@ -216,72 +225,69 @@ def full_text_search( raise ValueError( "Please call `initialize_collection` before attempting to run `full_text_search`." ) - from sqlalchemy import func, select - from sqlalchemy.sql.expression import or_ - - full_text_query = ( - select( - self.collection.table.c.fragment_id, - self.collection.table.c.extraction_id, - self.collection.table.c.document_id, - self.collection.table.c.user_id, - self.collection.table.c.group_ids, - self.collection.table.c.text, - self.collection.table.c.metadata, - func.ts_rank_cd( - func.to_tsvector("english", self.collection.table.c.text), - func.websearch_to_tsquery("english", query_text), - 1 | 2 | 4 | 8 | 16 | 32 | 64, - ).label("rank"), - func.ts_headline( - "english", - self.collection.table.c.text, - func.websearch_to_tsquery("english", query_text), - "StartSel = , StopSel = , MaxWords=35, MinWords=15", - ).label("headline"), - ) - .where( - or_( - func.to_tsvector( - "english", self.collection.table.c.text - ).op("@@")( - func.websearch_to_tsquery("english", query_text) - ), - func.similarity(self.collection.table.c.text, query_text) - > 0.3, - ) - ) - .order_by( - func.ts_rank_cd( - func.to_tsvector("english", self.collection.table.c.text), - func.websearch_to_tsquery("english", query_text), - 1 | 2 | 4 | 8 | 16 | 32 | 64, - ).desc() - ) - .limit(search_settings.hybrid_search_settings.full_text_limit) + results = self.collection.full_text_search( + query_text=query_text, search_settings=search_settings ) - - if search_settings.filters: - full_text_query = full_text_query.where( - self.collection.build_filters(search_settings.filters) - ) - - with self.vx.Session() as session: - results = session.execute(full_text_query).fetchall() - - return [ - VectorSearchResult( - fragment_id=result.fragment_id, - extraction_id=result.extraction_id, - document_id=result.document_id, - user_id=result.user_id, - group_ids=result.group_ids, - text=result.text, - score=float(result.rank), - metadata={**result.metadata, "headline": result.headline}, - ) - for result in results - ] + print("results = ", results) + return results + # from sqlalchemy import func, select + # from sqlalchemy.sql.expression import or_ + + # words = query_text.split() + # similarity_threshold = 0.3 # Adjust this value to control fuzziness + + # full_text_query = ( + # select( + # self.collection.table.c.fragment_id, + # self.collection.table.c.extraction_id, + # self.collection.table.c.document_id, + # self.collection.table.c.user_id, + # self.collection.table.c.group_ids, + # self.collection.table.c.text, + # self.collection.table.c.metadata, + # (func.ts_rank( + # func.to_tsvector('english', self.collection.table.c.text), + # func.plainto_tsquery('english', query_text), + # ) + + # func.similarity(self.collection.table.c.text, query_text)).label("rank"), + # func.ts_headline( + # 'english', + # self.collection.table.c.text, + # func.plainto_tsquery('english', query_text), + # "StartSel = , StopSel = , MaxWords=35, MinWords=15" + # ).label("headline"), + # ) + # .where( + # or_( + # func.to_tsvector('english', self.collection.table.c.text).op('@@')( + # func.plainto_tsquery('english', query_text) + # ), + # func.similarity(self.collection.table.c.text, query_text) > similarity_threshold + # ) + # ) + # .order_by(text("rank DESC")) + # .limit(search_settings.hybrid_search_settings.full_text_limit) + # ) + + # print(f"Full-text query: {full_text_query}") + + # with self.vx.Session() as session: + # results = session.execute(full_text_query).fetchall() + # print('results = ', results) + + # return [ + # VectorSearchResult( + # fragment_id=result.fragment_id, + # extraction_id=result.extraction_id, + # document_id=result.document_id, + # user_id=result.user_id, + # group_ids=result.group_ids, + # text=result.text, + # score=float(result.rank), + # metadata={**result.metadata, "headline": result.headline}, + # ) + # for result in results + # ] def hybrid_search( self, @@ -307,7 +313,6 @@ def hybrid_search( query_text, search_settings, ) - semantic_limit = search_settings.search_limit full_text_limit = ( search_settings.hybrid_search_settings.full_text_limit diff --git a/py/poetry.lock b/py/poetry.lock index c350d9ac9..9d2e98341 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -1694,7 +1694,7 @@ files = [ name = "joblib" version = "1.4.2" description = "Lightweight pipelining with Python functions" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, @@ -1851,13 +1851,13 @@ files = [ [[package]] name = "litellm" -version = "1.43.19" +version = "1.44.1" description = "Library to easily interface with LLM API providers" optional = true python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8" files = [ - {file = "litellm-1.43.19-py3-none-any.whl", hash = "sha256:f66bfe9c8b91577af57a5d1203728abc9b59df38a545148b7e85dec903185c12"}, - {file = "litellm-1.43.19.tar.gz", hash = "sha256:b1f475f98073632f0cea6d814bb10b14b6498e5ff93b91b52dfc00445bf013ab"}, + {file = "litellm-1.44.1-py3-none-any.whl", hash = "sha256:6367cfafbdd5d6a5125cefd21375df89f0b8a0d77044616cd88462be77d05564"}, + {file = "litellm-1.44.1.tar.gz", hash = "sha256:b9013df8b255335a08df1e9e7ac589dab97b7fe8adb0c614e2ef4b65adcc33fb"}, ] [package.dependencies] @@ -2463,6 +2463,31 @@ doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9. extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"] test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"] +[[package]] +name = "nltk" +version = "3.9.1" +description = "Natural Language Toolkit" +optional = false +python-versions = ">=3.8" +files = [ + {file = "nltk-3.9.1-py3-none-any.whl", hash = "sha256:4fa26829c5b00715afe3061398a8989dc643b92ce7dd93fb4585a70930d168a1"}, + {file = "nltk-3.9.1.tar.gz", hash = "sha256:87d127bd3de4bd89a4f81265e5fa59cb1b199b27440175370f7417d2bc7ae868"}, +] + +[package.dependencies] +click = "*" +joblib = "*" +regex = ">=2021.8.3" +tqdm = "*" + +[package.extras] +all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"] +corenlp = ["requests"] +machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"] +plot = ["matplotlib"] +tgrep = ["pyparsing"] +twitter = ["twython"] + [[package]] name = "nodeenv" version = "1.9.1" @@ -2610,11 +2635,11 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] @@ -2697,8 +2722,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.23.2", markers = "python_version == \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.2", markers = "python_version == \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -2935,13 +2960,13 @@ dev = ["Click (>=7.0)", "Sphinx (>=2.2.1)"] [[package]] name = "posthog" -version = "3.5.0" +version = "3.5.2" description = "Integrate PostHog into any python application." optional = true python-versions = "*" files = [ - {file = "posthog-3.5.0-py2.py3-none-any.whl", hash = "sha256:3c672be7ba6f95d555ea207d4486c171d06657eb34b3ce25eb043bfe7b6b5b76"}, - {file = "posthog-3.5.0.tar.gz", hash = "sha256:8f7e3b2c6e8714d0c0c542a2109b83a7549f63b7113a133ab2763a89245ef2ef"}, + {file = "posthog-3.5.2-py2.py3-none-any.whl", hash = "sha256:605b3d92369971cc99290b1fcc8534cbddac3726ef7972caa993454a5ecfb644"}, + {file = "posthog-3.5.2.tar.gz", hash = "sha256:a383a80c1f47e0243f5ce359e81e06e2e7b37eb39d1d6f8d01c3e64ed29df2ee"}, ] [package.dependencies] @@ -3647,7 +3672,7 @@ rpds-py = ">=0.7.0" name = "regex" version = "2024.7.24" description = "Alternative regular expression module, to replace re." -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "regex-2024.7.24-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:228b0d3f567fafa0633aee87f08b9276c7062da9616931382993c03808bb68ce"}, @@ -4785,4 +4810,4 @@ core-ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "34b93bcd771abd4c1eb4f3ffb79f36a716835e721e46cd0767007201abf6d806" +content-hash = "32a72ff508ce34d83088f25d824aabf7134d70c56332bae6bc495b0bcafa84ec" diff --git a/py/pyproject.toml b/py/pyproject.toml index e0900d5ea..1b7816148 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -62,6 +62,7 @@ poppler-utils = { version = "^0.1.0", optional = true } psutil = { version = "^6.0.0", optional = true } deepdiff = { version = "^7.0.1", optional = true } graspologic = { version = "^3.4.1", optional = true } +nltk = "^3.9.1" [tool.poetry.extras] core = [ @@ -87,9 +88,6 @@ pytest-mock = "^3.14.0" pytest-cov = "^5.0.0" colorama = "^0.4.6" -[tool.poetry.scripts] -r2r = "cli.cli:main" - [tool.black] line-length = 79 target-version = ['py39'] @@ -116,6 +114,10 @@ exclude = 'playground/.*|deprecated/.*|dump/.*|docs/source|vecs/*' module = "yaml" ignore_missing_imports = true +[tool.poetry.scripts] +r2r = "cli.cli:main" +download-nltk-data = "scripts.download_nltk_data:download_nltk_data" + [tool.pytest.ini_options] asyncio_mode = "auto" addopts = "--cov=r2r --cov-report=term-missing --cov-report=xml" @@ -126,3 +128,4 @@ filterwarnings = [ "ignore::DeprecationWarning", "ignore::pytest.PytestUnraisableExceptionWarning", ] + diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index edacb807c..48037973e 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -99,7 +99,7 @@ async def ingest_files( async def update_files( client, file_paths: list[str], - document_ids: Optional[list[str]] = None, + document_ids: Optional[list[Union[str, UUID]]] = None, metadatas: Optional[list[dict]] = None, chunking_settings: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: @@ -139,7 +139,9 @@ async def update_files( data = {} if document_ids: - data["document_ids"] = json.dumps(document_ids) + data["document_ids"] = json.dumps( + [str(doc_id) for doc_id in document_ids] + ) if metadatas: data["metadatas"] = json.dumps(metadatas) if chunking_settings: diff --git a/py/sdk/models.py b/py/sdk/models.py index 22ded990f..8dd86cf71 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -237,7 +237,8 @@ def model_dump(self, *args, **kwargs): str(uuid) for uuid in dump["selected_group_ids"] ] return dump - + + class KGEnrichmentSettings(BaseModel): max_knowledge_triples: int = Field( default=100, @@ -252,9 +253,11 @@ class KGEnrichmentSettings(BaseModel): description="The parameters for the Leiden algorithm.", ) + class KGEnrichmentResponse(BaseModel): enriched_content: Dict[str, Any] + class UserResponse(BaseModel): id: UUID email: str diff --git a/py/sdk/restructure.py b/py/sdk/restructure.py index ca93edc2b..fd3df0ebf 100644 --- a/py/sdk/restructure.py +++ b/py/sdk/restructure.py @@ -1,12 +1,15 @@ from typing import Any, Dict, List, Optional, Union from core.base import Document -from .models import KGEnrichmentSettings, KGEnrichmentResponse + +from .models import KGEnrichmentResponse, KGEnrichmentSettings + class RestructureMethods: @staticmethod async def enrich_graph( - client, KGEnrichmentSettings: KGEnrichmentSettings = KGEnrichmentSettings() + client, + KGEnrichmentSettings: KGEnrichmentSettings = KGEnrichmentSettings(), ) -> KGEnrichmentResponse: """ Perform graph enrichment over the entire graph. diff --git a/py/setup.py b/py/setup.py new file mode 100644 index 000000000..e3ddf044d --- /dev/null +++ b/py/setup.py @@ -0,0 +1,17 @@ +import nltk +from setuptools import setup + +def download_nltk_data(): + nltk.download('wordnet', quiet=True) + +setup( + name='r2r', + version='0.3.0', + setup_requires=['nltk'], + cmdclass={ + 'install': lambda _: download_nltk_data(), + }, +) + +if __name__ == '__main__': + download_nltk_data() diff --git a/py/tests/regression/test_cases/test_document_management.py b/py/tests/regression/test_cases/test_document_management.py index 67fadf64f..bf3a5ff19 100644 --- a/py/tests/regression/test_cases/test_document_management.py +++ b/py/tests/regression/test_cases/test_document_management.py @@ -1,7 +1,6 @@ import os from core import R2RException - from tests.regression.test_cases.base import BaseTest diff --git a/py/tests/test_cli.py b/py/tests/test_cli.py new file mode 100644 index 000000000..cedd40a71 --- /dev/null +++ b/py/tests/test_cli.py @@ -0,0 +1,330 @@ +from unittest.mock import patch + +import click +import pytest +from cli.cli import cli +from cli.utils.param_types import JSON +from click.testing import CliRunner + + +@pytest.fixture +def runner(): + return CliRunner() + + +@pytest.fixture +def mock_r2r_execution_wrapper(): + # with patch("cli.command_group.R2RExecutionWrapper") as mock: + # yield mock + pass + + +def test_cli_group(runner): + result = runner.invoke(cli, ["--help"]) + assert result.exit_code == 0 + assert "R2R CLI for all core operations." in result.output + + +def test_generate_private_key(runner): + result = runner.invoke(cli, ["generate-private-key"]) + assert result.exit_code == 0 + assert "Generated Private Key:" in result.output + assert ( + "Keep this key secure and use it as your R2R_SECRET_KEY." + in result.output + ) + + +def test_delete_command(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.delete.return_value = "Deleted successfully" + + result = runner.invoke(cli, ["delete", "--filter", "key1:eq:value1"]) + assert result.exit_code == 0 + assert "Deleted successfully" in result.output + mock_instance.delete.assert_called_once_with( + filters={"key1": {"$eq": "value1"}} + ) + + +def test_multiple_deletes(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.delete.return_value = "Deleted successfully" + + result = runner.invoke( + cli, + ["delete", "--filter", "key1:eq:value1", "--filter", "key2:eq:value2"], + ) + assert result.exit_code == 0 + assert "Deleted successfully" in result.output + mock_instance.delete.assert_called_once_with( + filters={"key1": {"$eq": "value1"}, "key2": {"$eq": "value2"}} + ) + + +def test_documents_overview(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.documents_overview.return_value = [ + "Document 1", + "Document 2", + ] + + result = runner.invoke( + cli, + [ + "documents-overview", + "--document-ids", + "id1", + "--document-ids", + "id2", + ], + ) + assert result.exit_code == 0 + assert "Document 1" in result.output + assert "Document 2" in result.output + mock_instance.documents_overview.assert_called_once_with(["id1", "id2"]) + + +def test_document_chunks(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.document_chunks.return_value = ["Chunk 1", "Chunk 2"] + + result = runner.invoke(cli, ["document-chunks", "doc_id"]) + assert result.exit_code == 0 + assert "Chunk 1" in result.output + assert "Chunk 2" in result.output + mock_instance.document_chunks.assert_called_once_with("doc_id") + + +def test_ingest_files(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.ingest_files.return_value = "Files ingested successfully" + + result = runner.invoke( + cli, + [ + "ingest-files", + "--file-paths", + "file1.txt", + "--file-paths", + "file2.txt", + "--document-ids", + "id1", + "--document-ids", + "id2", + ], + ) + assert result.exit_code == 0 + assert "Files ingested successfully" in result.output + mock_instance.ingest_files.assert_called_once_with( + ["file1.txt", "file2.txt"], ["id1", "id2"], None, None + ) + + +def test_ingest_sample_file(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.ingest_sample_file.return_value = "Sample file ingested" + + result = runner.invoke( + cli, ["ingest-sample-file", "--no-media", "--option", "1"] + ) + print(f"Output: {result.output}") + assert result.exit_code == 0 + assert "Sample file ingested" in result.output + mock_instance.ingest_sample_file.assert_called_once_with( + no_media=True, option=1 + ) + + +def test_update_files(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.update_files.return_value = "Files updated successfully" + + result = runner.invoke( + cli, + [ + "update-files", + "file1.txt", + "--document-ids", + "id1", + "--metadatas", + '{"key": "value"}', + ], + ) + assert result.exit_code == 0 + assert "Files updated successfully" in result.output + mock_instance.update_files.assert_called_once_with( + ["file1.txt"], ["id1"], ['{"key": "value"}'] + ) + + +def test_analytics(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.analytics.return_value = {"data": "analytics data"} + + result = runner.invoke( + cli, + [ + "analytics", + "--filters", + '{"date": "2023-01-01"}', + "--analysis-types", + '{"type": "usage"}', + ], + ) + assert result.exit_code == 0 + assert "{'data': 'analytics data'}" in result.output + mock_instance.analytics.assert_called_once_with( + {"date": "2023-01-01"}, {"type": "usage"} + ) + + +def test_app_settings(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.app_settings.return_value = {"setting1": "value1"} + + result = runner.invoke(cli, ["app-settings"]) + assert result.exit_code == 0 + assert "{'setting1': 'value1'}" in result.output + mock_instance.app_settings.assert_called_once() + + +def test_logs(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.logs.return_value = [ + { + "run_id": "test-run-id", + "run_type": "test", + "timestamp": "2024-08-05T20:00:00", + "user_id": "test-user-id", + "entries": [{"key": "test-key", "value": "test-value"}], + } + ] + + result = runner.invoke(cli, ["logs", "--run-type-filter", "error"]) + assert result.exit_code == 0 + assert "Run ID: test-run-id" in result.output + assert "Run Type: test" in result.output + assert "Timestamp: 2024-08-05T20:00:00" in result.output + assert "User ID: test-user-id" in result.output + assert "Entries:" in result.output + assert " - test-key: test-value" in result.output + assert "Total runs: 1" in result.output + + +def test_users_overview(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.users_overview.return_value = ["User 1", "User 2"] + + result = runner.invoke( + cli, + [ + "users-overview", + "--user-ids", + "123e4567-e89b-12d3-a456-426614174000", + ], + ) + assert result.exit_code == 0 + assert "User 1" in result.output + assert "User 2" in result.output + mock_instance.users_overview.assert_called_once() + + +def test_json_param_type(): + result = JSON.convert('{"key": "value"}', param=None, ctx=None) + assert result == {"key": "value"} + + with pytest.raises(click.BadParameter): + JSON.convert("invalid json", param=None, ctx=None) + + result = JSON.convert({"key": "value"}, param=None, ctx=None) + assert result == {"key": "value"} + + +def test_docker_down_command(runner): + with ( + patch( + "cli.commands.server_operations.bring_down_docker_compose" + ) as mock_bring_down, + patch( + "cli.commands.server_operations.remove_r2r_network" + ) as mock_remove_network, + ): + + mock_bring_down.return_value = 0 + result = runner.invoke(cli, ["docker-down"]) + assert result.exit_code == 0 + assert ( + "Docker Compose setup has been successfully brought down." + in result.output + ) + mock_bring_down.assert_called_once() + mock_remove_network.assert_called_once() + + # legacy code + # mock_bring_down.return_value = 1 + # result = runner.invoke(cli, ["docker-down"]) + # assert result.exit_code == 0 + # assert ( + # "An error occurred while bringing down the Docker Compose setup." + # in result.output + # ) + # mock_remove_network.assert_called_once() + + +def test_generate_report_command(): + runner = CliRunner() + with ( + patch("subprocess.check_output") as mock_check_output, + patch("platform.system") as mock_system, + patch("platform.release") as mock_release, + patch("platform.version") as mock_version, + patch("platform.machine") as mock_machine, + patch("platform.processor") as mock_processor, + ): + + mock_check_output.side_effect = [ + "container1\tname1\tUp 2 hours\n", + "network1\tnetwork_name1\n", + "172.17.0.0/16\n", + ] + mock_system.return_value = "Linux" + mock_release.return_value = "5.4.0" + mock_version.return_value = "#1 SMP Thu Jun 18 12:34:56 UTC 2020" + mock_machine.return_value = "x86_64" + mock_processor.return_value = "x86_64" + + result = runner.invoke(cli, ["generate-report"]) + assert result.exit_code == 0 + assert "System Report:" in result.output + assert "r2r_version" in result.output + assert "docker_ps" in result.output + assert "docker_subnets" in result.output + assert "os_info" in result.output + + +def test_health_command(runner, mock_r2r_execution_wrapper): + mock_instance = mock_r2r_execution_wrapper.return_value + mock_instance.health.return_value = "Server is healthy" + + result = runner.invoke(cli, ["health"]) + assert result.exit_code == 0 + assert "Server is healthy" in result.output + mock_instance.health.assert_called_once() + + +def test_update_command(runner): + with patch("subprocess.run") as mock_run: + mock_run.return_value.stdout = "Successfully updated R2R" + result = runner.invoke(cli, ["update"]) + assert result.exit_code == 0 + assert "Successfully updated R2R" in result.output + assert "R2R has been successfully updated." in result.output + + +def test_version_command(runner): + with patch("importlib.metadata.version") as mock_version: + mock_version.return_value = "1.0.0" + result = runner.invoke(cli, ["version"]) + assert result.exit_code == 0 + assert "1.0.0" in result.output diff --git a/tests/test_client.py b/tests/test_client.py deleted file mode 100644 index 90f172690..000000000 --- a/tests/test_client.py +++ /dev/null @@ -1,371 +0,0 @@ -import uuid -from datetime import datetime -from unittest.mock import MagicMock - -import pytest -from core import ( - DocumentInfo, - R2RApp, - R2RBuilder, - R2REngine, - R2RException, - Token, - UserResponse, -) -from fastapi import Body, Depends -from fastapi.security import OAuth2PasswordBearer -from fastapi.testclient import TestClient - -# TODO: need to import this from the package, not from the local directory -from sdk.client import R2RClient - -oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") - - -def create_user(email: str, password: str): - return UserResponse( - id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email=email, - hashed_password=f"hashed_{password}", - is_active=True, - is_superuser=False, - is_verified=False, - name="Test User", - bio="Test Bio", - profile_picture="http://example.com/pic.jpg", - created_at=datetime.now(datetime.UTC), - updated_at=datetime.now(datetime.UTC), - ) - - -@pytest.fixture(scope="function") -def mock_auth_wrapper(): - def auth_wrapper(token: str = Depends(oauth2_scheme)): - return UserResponse( - id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email="test@example.com", - is_active=True, - hashed_password="xxx", - is_superuser=False, - ) - - return auth_wrapper - - -@pytest.fixture(scope="function") -def mock_auth_wrapper(): - def auth_wrapper(token: str = Depends(oauth2_scheme)): - return UserResponse( - id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email="test@example.com", - is_active=True, - hashed_password="xxx", - is_superuser=True, - ) - - return auth_wrapper - - -@pytest.fixture(scope="function") -def mock_super_auth_wrapper(): - def auth_wrapper(token: str = Depends(oauth2_scheme)): - return UserResponse( - id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email="test@example.com", - is_active=True, - hashed_password="xxx", - is_superuser=True, - ) - - return auth_wrapper - - -@pytest.fixture(scope="function") -def mock_db(): - db = MagicMock() - db.relational.get_user_by_email.return_value = None # Simulate empty database - - db.relational.create_user.side_effect = create_user - db.relational.get_user_by_id.return_value = create_user( - email="test@example.com", password="password" - ) - - def update_user(user): - updated_user = create_user(email=user.email, password="password") - updated_user.name = user.name - updated_user.bio = user.bio - updated_user.profile_picture = user.profile_picture - return updated_user - - db.relational.update_user.side_effect = update_user - db.relational.get_documents_in_group.return_value = [ - DocumentInfo( - user_id=uuid.uuid4(), - id=uuid.uuid4(), - title=f"Document {i}", - type="txt", - group_ids=[uuid.uuid4()], - created_at=datetime.now(datetime.UTC), - updated_at=datetime.now(datetime.UTC), - version="1", - metadata={}, - size_in_bytes=1000, - ) - for i in range(100) - ] - - return db - - -async def mock_asearch(*args, **kwargs): - return { - "vector_search_results": [ - { - "fragment_id": "c68dc72e-fc23-5452-8f49-d7bd46088a96", - "extraction_id": "3f3d47f3-8baf-58eb-8bc2-0171fb1c6e09", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.23943702876567796, - "text": "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period", - "metadata": { - "title": "uber_2021.pdf", - "associatedQuery": "What is the capital of France?", - }, - }, - { - "fragment_id": "f0b40c99-e200-507b-a4b9-e931e0b5f321", - "extraction_id": "0348ae71-bccb-58d1-8b5f-36810e46245a", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.22033508121967305, - "text": "s, could also restrict our future access to the capital markets.ITEM 1B. UNRESOLVED STAFF\n COMMENTSNot applicable.\nITEM 2. PROPERTIES\nAs\n of December 31, 2021, we leased and owned office facilities around the world totaling 10.6 million square feet, including 2.6 million square feet for ourcorporate headquarte\nrs in the San Francisco Bay Area, California.We", - "metadata": { - "title": "uber_2021.pdf", - "associatedQuery": "What is the capital of France?", - }, - }, - { - "fragment_id": "967c4291-0629-55b6-9323-e2291de8730d", - "extraction_id": "7595cdf2-d1b0-5f13-b853-8ce6857ca5f5", - "document_id": "3e157b3a-8469-51db-90d9-52e7d896b49b", - "user_id": "2acb499e-8428-543b-bd85-0d9098718220", - "group_ids": [], - "score": 0.21763332188129403, - "text": "RFR means, for any RFR Loan denominated in (a) British Pounds, SONIA and (b) Swiss Francs, SARON. \nRFR Borrowing means, as to any Borrowing, the RFR Loans comprising such Borrowing. \nRFR Business Day means, for any Loan denominated in (a) British Pounds, any day except for (i) a Saturday, (ii) a Sunday or (iii) a day on which banks are closed for general business in London and (b) Swiss Francs, any day except for (i) a Saturday, (ii) a Sunday or", - "metadata": { - "title": "uber_2021.pdf", - "associatedQuery": "What is the capital of France?", - }, - }, - ] - } - - -@pytest.fixture(scope="function") -def app_client(mock_db, mock_auth_wrapper): - config = R2RBuilder._get_config("auth") - providers = MagicMock() - providers.auth.login.return_value = { - "access_token": Token(token="access_token", token_type="access"), - "refresh_token": Token(token="refresh_token", token_type="refresh"), - } - providers.auth.auth_wrapper = mock_auth_wrapper - providers.auth.register.side_effect = mock_db.relational.create_user - providers.auth.verify_email.return_value = { - "message": "Email verified successfully" - } - providers.auth.change_password.return_value = { - "message": "Password changed successfully" - } - providers.auth.request_password_reset.return_value = { - "message": "If the email exists, a reset link has been sent" - } - providers.auth.confirm_password_reset.return_value = { - "message": "Password reset successfully" - } - providers.auth.logout.return_value = {"message": "Logged out successfully"} - - providers.database = mock_db - pipelines = MagicMock() - agents = MagicMock() - engine = R2REngine( - config=config, - providers=providers, - pipelines=pipelines, - agents=agents, - ) - engine.asearch = mock_asearch - app = R2RApp(engine) - return TestClient(app.app) - - -@pytest.fixture(scope="function") -def r2r_client(app_client): - return R2RClient(base_url="http://testserver", custom_client=app_client) - - -def test_health_check(r2r_client): - response = r2r_client.health() - assert response["results"] == {"response": "ok"} - - -def test_register_user(r2r_client, mock_db): - user_data = {"email": "test@example.com", "password": "testpassword"} - response = r2r_client.register(**user_data) - assert "results" in response - assert response["results"]["email"] == user_data["email"] - assert "id" in response["results"] - assert "hashed_password" in response["results"] - mock_db.relational.create_user.assert_called_once() - - -def test_login_user(r2r_client, mock_db): - user_data = {"email": "login_test@example.com", "password": "testpassword"} - mock_db.relational.get_user_by_email.return_value = None - response = r2r_client.register(**user_data) - - mock_db.relational.get_user_by_email.return_value = UserResponse( - id=uuid.UUID("12345678-1234-5678-1234-567812345678"), - email=user_data["email"], - hashed_password="hashed_" + user_data["password"], - is_active=True, - is_superuser=False, - verification_code_expiry=None, - ) - response = r2r_client.login(**user_data) - assert "results" in response - assert "access_token" in response["results"] - assert "refresh_token" in response["results"] - - -def test_authenticated_search(r2r_client, mock_db): - # Register and login - user_data = { - "email": "search_test@example.com", - "password": "testpassword", - } - r2r_client.register(**user_data) - login_response = r2r_client.login(**user_data) - - # Perform search - search_query = "test query" - search_response = r2r_client.search(search_query) - results = search_response["results"] - assert "vector_search_results" in results - assert len(results["vector_search_results"]) > 0 - assert ( - results["vector_search_results"][0]["fragment_id"] - == "c68dc72e-fc23-5452-8f49-d7bd46088a96" - ) - assert ( - results["vector_search_results"][0]["text"] - == "Alternate Base Rate means, for any day, a rate per annum equal to the greatest of (i) the Prime Rate in effect on such day, (ii) the Federal Funds Effective Rate in effect on such day \nplus \u00bd of 1% and (iii) the sum of (a) the Adjusted LIBO Rate that would be payable onsuch day for a Eurodollar Borrowing with a one-month interest period" - ) - assert results["vector_search_results"][0]["score"] == 0.23943702876567796 - - -@pytest.mark.asyncio -async def test_change_password(r2r_client, mock_db): - # Register and login - user_data = { - "email": "change_pass@example.com", - "password": "old_password", - } - r2r_client.register(**user_data) - r2r_client.login(**user_data) - - # Change password - response = r2r_client.change_password("old_password", "new_password") - print("response = ", response) - assert response["results"]["message"] == "Password changed successfully" - - # Try logging in with new password - login_response = r2r_client.login( - email="change_pass@example.com", password="new_password" - ) - assert "access_token" in login_response["results"] - - -@pytest.mark.asyncio -async def test_password_reset_flow(r2r_client, mock_db): - # Register a user - user_data = {"email": "reset_pass@example.com", "password": "old_password"} - r2r_client.register(**user_data) - - # Request password reset - reset_response = r2r_client.request_password_reset("reset_pass@example.com") - print("reset_response = ", reset_response) - assert "message" in reset_response["results"] - - # Confirm password reset (we'll need to mock the reset token) - mock_reset_token = "mock_reset_token" - confirm_response = r2r_client.confirm_password_reset( - mock_reset_token, "new_password" - ) - assert confirm_response["results"]["message"] == "Password reset successfully" - - # Try logging in with new password - login_response = r2r_client.login( - email="reset_pass@example.com", password="new_password" - ) - assert "access_token" in login_response["results"] - - -@pytest.mark.asyncio -async def test_logout(r2r_client, mock_db): - # Register and login - user_data = {"email": "logout@example.com", "password": "password123"} - r2r_client.register(**user_data) - r2r_client.login(**user_data) - - # Logout - logout_response = r2r_client.logout() - assert logout_response["results"]["message"] == "Logged out successfully" - - # Ensure client's tokens are cleared - assert r2r_client.access_token is None - assert r2r_client._refresh_token is None - - -@pytest.mark.asyncio -async def test_user_profile(r2r_client, mock_db): - # Register and login - user_data = {"email": "profile@example.com", "password": "password123"} - r2r_client.register(**user_data) - r2r_client.login(**user_data) - - # Get user profile - # mock_db.relational.get_user_by_id.return_value = create_user( - # UserCreate(email="profile@example.com", password="password") - # ) - # profile = r2r_client.user() - - # assert profile["results"]["email"] == "profile@example.com" - - # Update user profile - updated_profile = r2r_client.update_user(name="John Doe", bio="Test bio") - assert updated_profile["results"]["name"] == "John Doe" - assert updated_profile["results"]["bio"] == "Test bio" - - -@pytest.mark.asyncio -async def test_get_documents_in_group(r2r_client, mock_db): - # Register and login as a superuser - user_data = {"email": "superuser@example.com", "password": "password123"} - r2r_client.register(**user_data) - - # Set the mock user as a superuser - # mock_db.relational.get_user_by_email.return_value.is_superuser = True - - r2r_client.login(**user_data) - - # Get documents in group - group_id = uuid.uuid4() - response = r2r_client.get_documents_in_group(group_id) - - assert "results" in response - assert len(response["results"]) == 100 # Default limit - assert response["results"][0]["title"] == "Document 0" - assert response["results"][0]["type"] == "txt" From 46022160acdf70c24ca4f56b0c3a9baebff971c8 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Wed, 21 Aug 2024 13:23:31 -0700 Subject: [PATCH 32/74] add script (#918) --- py/scripts/download_nltk_data.py | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 py/scripts/download_nltk_data.py diff --git a/py/scripts/download_nltk_data.py b/py/scripts/download_nltk_data.py new file mode 100644 index 000000000..c4adbcfc5 --- /dev/null +++ b/py/scripts/download_nltk_data.py @@ -0,0 +1,7 @@ +import nltk + +def download_nltk_data(): + nltk.download('wordnet', quiet=True) + +if __name__ == "__main__": + download_nltk_data() From 19e424b692e8e535795633fe4dea8fe92c549b09 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Wed, 21 Aug 2024 14:44:50 -0700 Subject: [PATCH 33/74] Fix bug in document chunks (#921) --- .../r2rClientIntegrationSuperUser.test.ts | 76 +- js/sdk/package-lock.json | 75 +- js/sdk/package.json | 1 + js/sdk/pnpm-lock.yaml | 3056 ++++++----------- js/sdk/src/r2rClient.ts | 15 +- py/cli/commands/management.py | 9 +- py/core/providers/database/vector.py | 22 +- 7 files changed, 1167 insertions(+), 2087 deletions(-) diff --git a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts index 2deed26f1..f192c8de4 100644 --- a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts @@ -3,6 +3,12 @@ const fs = require("fs"); const baseUrl = "http://localhost:8000"; +/** + * raskolnikov.txt should have an id of `f9f61fc8-079c-52d0-910a-c657958e385b` + * karamozov.txt should have an id of `73749580-1ade-50c6-8fbe-a5e9e87783c8` + * myshkin.txt should have an id of `2e05b285-2746-5778-9e4a-e293db92f3be` + */ + describe("r2rClient Integration Tests", () => { let client: r2rClient; @@ -43,17 +49,17 @@ describe("r2rClient Integration Tests", () => { await expect(client.ingestFiles(files)).resolves.not.toThrow(); }); - // test("Update files", async () => { - // const updated_file = [ - // { path: "examples/data/folder/myshkin.txt", name: "super_myshkin.txt" }, - // ]; - // await expect( - // client.updateFiles(updated_file, { - // document_ids: ["2e05b285-2746-5778-9e4a-e293db92f3be"], - // metadatas: [{ title: "updated_karamozov.txt" }], - // }), - // ).resolves.not.toThrow(); - // }); + test("Update files", async () => { + const updated_file = [ + { path: "examples/data/folder/myshkin.txt", name: "super_myshkin.txt" }, + ]; + await expect( + client.updateFiles(updated_file, { + document_ids: ["2e05b285-2746-5778-9e4a-e293db92f3be"], + metadatas: [{ title: "updated_karamozov.txt" }], + }), + ).resolves.not.toThrow(); + }); test("Search documents", async () => { await expect(client.search("test")).resolves.not.toThrow(); @@ -111,6 +117,7 @@ describe("r2rClient Integration Tests", () => { // expect(fullResponse.length).toBeGreaterThan(0); // }, 30000); + // Deletes raskolnikov.txt test("Delete document", async () => { await expect( client.delete({ @@ -124,33 +131,31 @@ describe("r2rClient Integration Tests", () => { // await expect(client.logs()).resolves.not.toThrow(); // }); - // TODO: verfiy that this works, blocked by R2R logging issues - // test("App settings", async () => { - // await expect(client.appSettings()).resolves.not.toThrow(); - // }); + test("App settings", async () => { + await expect(client.appSettings()).resolves.not.toThrow(); + }); - // test("Get analytics", async () => { - // const filterCriteria: Record | string = { - // filters: { - // search_latencies: "search_latency", - // }, - // }; + test("Get analytics", async () => { + const filterCriteria: Record | string = { + filters: { + search_latencies: "search_latency", + }, + }; - // const analysisTypes: Record | string = { - // analysis_types: { - // search_latencies: ["basic_statistics", "search_latency"], - // }, - // }; + const analysisTypes: Record | string = { + analysis_types: { + search_latencies: ["basic_statistics", "search_latency"], + }, + }; - // await expect( - // client.analytics(filterCriteria, analysisTypes), - // ).resolves.not.toThrow(); - // }); + await expect( + client.analytics(filterCriteria, analysisTypes), + ).resolves.not.toThrow(); + }); - // TODO: Fix in R2R, 'PostgresRelationalDBProvider' object has no attribute 'get_users_overview') - // test("Get users overview", async () => { - // await expect(client.usersOverview()).resolves.not.toThrow(); - // }); + test("Get users overview", async () => { + await expect(client.usersOverview()).resolves.not.toThrow(); + }); test("Get documents overview", async () => { await expect(client.documentsOverview()).resolves.not.toThrow(); @@ -163,10 +168,13 @@ describe("r2rClient Integration Tests", () => { }); test("Clean up remaining documents", async () => { + // Deletes karamozov.txt await expect( client.delete({ document_id: "73749580-1ade-50c6-8fbe-a5e9e87783c8" }), ).resolves.toBe(""); + + // Deletes myshkin.txt await expect( client.delete({ document_id: "2e05b285-2746-5778-9e4a-e293db92f3be" }), ).resolves.toBe(""); diff --git a/js/sdk/package-lock.json b/js/sdk/package-lock.json index 8a898fcc0..143b567ea 100644 --- a/js/sdk/package-lock.json +++ b/js/sdk/package-lock.json @@ -6,24 +6,25 @@ "packages": { "": { "name": "r2r-js", - "version": "1.2.9", + "version": "1.2.15", "license": "ISC", "dependencies": { - "axios": "^1.7.2", + "axios": "^1.7.4", "form-data": "^4.0.0", - "posthog-js": 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"@types/uuid@10.0.0": {} + '@types/uuid@10.0.0': {} - "@types/yargs-parser@21.0.3": {} + '@types/yargs-parser@21.0.3': {} - "@types/yargs@17.0.33": + '@types/yargs@17.0.33': dependencies: - "@types/yargs-parser": 21.0.3 + '@types/yargs-parser': 21.0.3 acorn-walk@8.3.3: dependencies: @@ -2841,9 +1895,9 @@ snapshots: babel-jest@29.7.0(@babel/core@7.25.2): dependencies: - "@babel/core": 7.25.2 - "@jest/transform": 29.7.0 - "@types/babel__core": 7.20.5 + '@babel/core': 7.25.2 + '@jest/transform': 29.7.0 + '@types/babel__core': 7.20.5 babel-plugin-istanbul: 6.1.1 babel-preset-jest: 29.6.3(@babel/core@7.25.2) chalk: 4.1.2 @@ -2854,9 +1908,9 @@ snapshots: babel-plugin-istanbul@6.1.1: dependencies: - "@babel/helper-plugin-utils": 7.24.8 - "@istanbuljs/load-nyc-config": 1.1.0 - "@istanbuljs/schema": 0.1.3 + '@babel/helper-plugin-utils': 7.24.8 + '@istanbuljs/load-nyc-config': 1.1.0 + '@istanbuljs/schema': 0.1.3 istanbul-lib-instrument: 5.2.1 test-exclude: 6.0.0 transitivePeerDependencies: @@ -2864,33 +1918,33 @@ snapshots: babel-plugin-jest-hoist@29.6.3: dependencies: - "@babel/template": 7.25.0 - "@babel/types": 7.25.2 - "@types/babel__core": 7.20.5 - "@types/babel__traverse": 7.20.6 + '@babel/template': 7.25.0 + '@babel/types': 7.25.2 + '@types/babel__core': 7.20.5 + '@types/babel__traverse': 7.20.6 babel-preset-current-node-syntax@1.1.0(@babel/core@7.25.2): dependencies: - "@babel/core": 7.25.2 - "@babel/plugin-syntax-async-generators": 7.8.4(@babel/core@7.25.2) - "@babel/plugin-syntax-bigint": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-class-properties": 7.12.13(@babel/core@7.25.2) - "@babel/plugin-syntax-class-static-block": 7.14.5(@babel/core@7.25.2) - "@babel/plugin-syntax-import-attributes": 7.24.7(@babel/core@7.25.2) - "@babel/plugin-syntax-import-meta": 7.10.4(@babel/core@7.25.2) - "@babel/plugin-syntax-json-strings": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-logical-assignment-operators": 7.10.4(@babel/core@7.25.2) - "@babel/plugin-syntax-nullish-coalescing-operator": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-numeric-separator": 7.10.4(@babel/core@7.25.2) - "@babel/plugin-syntax-object-rest-spread": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-optional-catch-binding": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-optional-chaining": 7.8.3(@babel/core@7.25.2) - "@babel/plugin-syntax-private-property-in-object": 7.14.5(@babel/core@7.25.2) - "@babel/plugin-syntax-top-level-await": 7.14.5(@babel/core@7.25.2) + '@babel/core': 7.25.2 + '@babel/plugin-syntax-async-generators': 7.8.4(@babel/core@7.25.2) + '@babel/plugin-syntax-bigint': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-class-properties': 7.12.13(@babel/core@7.25.2) + '@babel/plugin-syntax-class-static-block': 7.14.5(@babel/core@7.25.2) + '@babel/plugin-syntax-import-attributes': 7.24.7(@babel/core@7.25.2) + '@babel/plugin-syntax-import-meta': 7.10.4(@babel/core@7.25.2) + '@babel/plugin-syntax-json-strings': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-logical-assignment-operators': 7.10.4(@babel/core@7.25.2) + '@babel/plugin-syntax-nullish-coalescing-operator': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-numeric-separator': 7.10.4(@babel/core@7.25.2) + '@babel/plugin-syntax-object-rest-spread': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-optional-catch-binding': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-optional-chaining': 7.8.3(@babel/core@7.25.2) + '@babel/plugin-syntax-private-property-in-object': 7.14.5(@babel/core@7.25.2) + '@babel/plugin-syntax-top-level-await': 7.14.5(@babel/core@7.25.2) babel-preset-jest@29.6.3(@babel/core@7.25.2): dependencies: - "@babel/core": 7.25.2 + '@babel/core': 7.25.2 babel-plugin-jest-hoist: 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) @@ -2983,7 +2037,7 @@ snapshots: create-jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 chalk: 4.1.2 exit: 0.1.2 graceful-fs: 4.2.11 @@ -2991,7 +2045,7 @@ snapshots: jest-util: 29.7.0 prompts: 2.4.2 transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node @@ -3058,7 +2112,7 @@ snapshots: expect@29.7.0: dependencies: - "@jest/expect-utils": 29.7.0 + '@jest/expect-utils': 29.7.0 jest-get-type: 29.6.3 jest-matcher-utils: 29.7.0 jest-message-util: 29.7.0 @@ -3167,9 +2221,9 @@ snapshots: istanbul-lib-instrument@5.2.1: dependencies: - "@babel/core": 7.25.2 - "@babel/parser": 7.25.3 - "@istanbuljs/schema": 0.1.3 + '@babel/core': 7.25.2 + '@babel/parser': 7.25.3 + '@istanbuljs/schema': 0.1.3 istanbul-lib-coverage: 3.2.2 semver: 6.3.1 transitivePeerDependencies: @@ -3177,9 +2231,9 @@ snapshots: istanbul-lib-instrument@6.0.3: dependencies: - "@babel/core": 7.25.2 - "@babel/parser": 7.25.3 - "@istanbuljs/schema": 0.1.3 + '@babel/core': 7.25.2 + '@babel/parser': 7.25.3 + '@istanbuljs/schema': 0.1.3 istanbul-lib-coverage: 3.2.2 semver: 7.6.3 transitivePeerDependencies: @@ -3219,11 +2273,11 @@ snapshots: jest-circus@29.7.0: dependencies: - "@jest/environment": 29.7.0 - "@jest/expect": 29.7.0 - "@jest/test-result": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/environment': 29.7.0 + '@jest/expect': 29.7.0 + '@jest/test-result': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 co: 4.6.0 dedent: 1.5.3 @@ -3245,9 +2299,9 @@ snapshots: jest-cli@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - "@jest/test-result": 29.7.0 - "@jest/types": 29.6.3 + '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + '@jest/test-result': 29.7.0 + '@jest/types': 29.6.3 chalk: 4.1.2 create-jest: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) exit: 0.1.2 @@ -3257,16 +2311,16 @@ snapshots: jest-validate: 29.7.0 yargs: 17.7.2 transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node jest-config@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@babel/core": 7.25.2 - "@jest/test-sequencer": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@jest/test-sequencer': 29.7.0 + '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) chalk: 4.1.2 ci-info: 3.9.0 @@ -3287,7 +2341,7 @@ snapshots: slash: 3.0.0 strip-json-comments: 3.1.1 optionalDependencies: - "@types/node": 20.14.15 + '@types/node': 20.14.15 ts-node: 10.9.2(@types/node@20.14.15)(typescript@5.5.4) transitivePeerDependencies: - babel-plugin-macros @@ -3306,7 +2360,7 @@ snapshots: jest-each@29.7.0: dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 chalk: 4.1.2 jest-get-type: 29.6.3 jest-util: 29.7.0 @@ -3314,10 +2368,10 @@ snapshots: jest-environment-node@29.7.0: dependencies: - "@jest/environment": 29.7.0 - "@jest/fake-timers": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/environment': 29.7.0 + '@jest/fake-timers': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 jest-mock: 29.7.0 jest-util: 29.7.0 @@ -3325,9 +2379,9 @@ snapshots: jest-haste-map@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/graceful-fs": 4.1.9 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/graceful-fs': 4.1.9 + '@types/node': 20.14.15 anymatch: 3.1.3 fb-watchman: 2.0.2 graceful-fs: 4.2.11 @@ -3353,9 +2407,9 @@ snapshots: jest-message-util@29.7.0: dependencies: - "@babel/code-frame": 7.24.7 - "@jest/types": 29.6.3 - "@types/stack-utils": 2.0.3 + '@babel/code-frame': 7.24.7 + '@jest/types': 29.6.3 + '@types/stack-utils': 2.0.3 chalk: 4.1.2 graceful-fs: 4.2.11 micromatch: 4.0.7 @@ -3365,8 +2419,8 @@ snapshots: jest-mock@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 jest-util: 29.7.0 jest-pnp-resolver@1.2.3(jest-resolve@29.7.0): @@ -3396,12 +2450,12 @@ snapshots: jest-runner@29.7.0: dependencies: - "@jest/console": 29.7.0 - "@jest/environment": 29.7.0 - "@jest/test-result": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/console': 29.7.0 + '@jest/environment': 29.7.0 + '@jest/test-result': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 emittery: 0.13.1 graceful-fs: 4.2.11 @@ -3422,14 +2476,14 @@ snapshots: jest-runtime@29.7.0: dependencies: - "@jest/environment": 29.7.0 - "@jest/fake-timers": 29.7.0 - "@jest/globals": 29.7.0 - "@jest/source-map": 29.6.3 - "@jest/test-result": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/environment': 29.7.0 + '@jest/fake-timers': 29.7.0 + '@jest/globals': 29.7.0 + '@jest/source-map': 29.6.3 + '@jest/test-result': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 cjs-module-lexer: 1.3.1 collect-v8-coverage: 1.0.2 @@ -3449,14 +2503,14 @@ snapshots: jest-snapshot@29.7.0: dependencies: - "@babel/core": 7.25.2 - "@babel/generator": 7.25.0 - "@babel/plugin-syntax-jsx": 7.24.7(@babel/core@7.25.2) - "@babel/plugin-syntax-typescript": 7.24.7(@babel/core@7.25.2) - "@babel/types": 7.25.2 - "@jest/expect-utils": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@babel/generator': 7.25.0 + '@babel/plugin-syntax-jsx': 7.24.7(@babel/core@7.25.2) + '@babel/plugin-syntax-typescript': 7.24.7(@babel/core@7.25.2) + '@babel/types': 7.25.2 + '@jest/expect-utils': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) chalk: 4.1.2 expect: 29.7.0 @@ -3474,8 +2528,8 @@ snapshots: jest-util@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 ci-info: 3.9.0 graceful-fs: 4.2.11 @@ -3483,7 +2537,7 @@ snapshots: jest-validate@29.7.0: dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 camelcase: 6.3.0 chalk: 4.1.2 jest-get-type: 29.6.3 @@ -3492,9 +2546,9 @@ snapshots: jest-watcher@29.7.0: dependencies: - "@jest/test-result": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/test-result': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 ansi-escapes: 4.3.2 chalk: 4.1.2 emittery: 0.13.1 @@ -3503,19 +2557,19 @@ snapshots: jest-worker@29.7.0: dependencies: - "@types/node": 20.14.15 + '@types/node': 20.14.15 jest-util: 29.7.0 merge-stream: 2.0.0 supports-color: 8.1.1 jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - "@jest/types": 29.6.3 + '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + '@jest/types': 29.6.3 import-local: 3.2.0 jest-cli: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node @@ -3620,7 +2674,7 @@ snapshots: parse-json@5.2.0: dependencies: - "@babel/code-frame": 7.24.7 + '@babel/code-frame': 7.24.7 error-ex: 1.3.2 json-parse-even-better-errors: 2.3.1 lines-and-columns: 1.2.4 @@ -3662,7 +2716,7 @@ snapshots: pretty-format@29.7.0: dependencies: - "@jest/schemas": 29.6.3 + '@jest/schemas': 29.6.3 ansi-styles: 5.2.0 react-is: 18.3.1 @@ -3761,7 +2815,7 @@ snapshots: test-exclude@6.0.0: dependencies: - "@istanbuljs/schema": 0.1.3 + '@istanbuljs/schema': 0.1.3 glob: 7.2.3 minimatch: 3.1.2 @@ -3787,19 +2841,19 @@ snapshots: typescript: 5.5.4 yargs-parser: 21.1.1 optionalDependencies: - "@babel/core": 7.25.2 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4): dependencies: - "@cspotcode/source-map-support": 0.8.1 - "@tsconfig/node10": 1.0.11 - "@tsconfig/node12": 1.0.11 - "@tsconfig/node14": 1.0.3 - "@tsconfig/node16": 1.0.4 - "@types/node": 20.14.15 + '@cspotcode/source-map-support': 0.8.1 + '@tsconfig/node10': 1.0.11 + '@tsconfig/node12': 1.0.11 + '@tsconfig/node14': 1.0.3 + '@tsconfig/node16': 1.0.4 + '@types/node': 20.14.15 acorn: 8.12.1 acorn-walk: 8.3.3 arg: 4.1.3 @@ -3830,8 +2884,8 @@ snapshots: v8-to-istanbul@9.3.0: dependencies: - "@jridgewell/trace-mapping": 0.3.25 - "@types/istanbul-lib-coverage": 2.0.6 + '@jridgewell/trace-mapping': 0.3.25 + '@types/istanbul-lib-coverage': 2.0.6 convert-source-map: 2.0.0 walker@1.0.8: diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index 3b3396a58..61ec76d5c 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -756,11 +756,14 @@ export class r2rClient { async documentsOverview(document_ids?: string[]): Promise { this._ensureAuthenticated(); - return this._makeRequest("GET", "documents_overview", { - params: { - document_ids: document_ids ? JSON.stringify(document_ids) : undefined, - }, - }); + let params: Record = {}; + if (document_ids) { + params = { + document_ids: JSON.stringify(document_ids), + }; + } + + return this._makeRequest("GET", "documents_overview", params); } /** @@ -774,7 +777,7 @@ export class r2rClient { return this._makeRequest( "GET", - `document_chunks?document_id=${document_id}`, + `document_chunks/${document_id}`, { headers: { "Content-Type": "application/json", diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index 79eab188e..52ffc6742 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -93,8 +93,13 @@ def document_chunks(client, document_id): with timer(): response = client.document_chunks(document_id) - for chunk in response: - click.echo(chunk) + chunks = response.get("results", []) + click.echo(f"\nNumber of chunks: {len(chunks)}") + for index, chunk in enumerate(chunks, 1): + click.echo(f"\nChunk {index}:") + click.echo(f"Fragment ID: {chunk['fragment_id']}") + click.echo(f"Text: {chunk['text'][:100]}...") + click.echo(f"Metadata: {chunk['metadata']}") @cli.command() diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index a40da4dca..f26f017a0 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -1,7 +1,5 @@ -import json import logging import os -import time from typing import Any, Optional from core.base import ( @@ -9,10 +7,9 @@ VectorDBProvider, VectorEntry, VectorSearchResult, - generate_id_from_label, ) from core.base.abstractions import VectorSearchSettings -from sqlalchemy import exc, text +from sqlalchemy import text from sqlalchemy.engine.url import make_url from .vecs import Client, Collection, create_client @@ -41,11 +38,9 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): ) # Check if a complete Postgres URI is provided - postgres_uri = self.config.extra_fields.get( + if postgres_uri := self.config.extra_fields.get( "postgres_uri" - ) or os.getenv("POSTGRES_URI") - - if postgres_uri: + ) or os.getenv("POSTGRES_URI"): # Log loudly that Postgres URI is being used logger.warning("=" * 50) logger.warning( @@ -66,7 +61,7 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): sanitized_uri = parsed_uri.set(password="*****") logger.info(f"Connecting using URI: {sanitized_uri}") except Exception as e: - raise ValueError(f"Invalid Postgres URI provided: {e}") + raise ValueError(f"Invalid Postgres URI provided: {e}") from e else: # Fall back to existing logic for individual connection parameters user = self.config.extra_fields.get("user", None) or os.getenv( @@ -108,7 +103,7 @@ def __init__(self, config: DatabaseConfig, *args, **kwargs): except Exception as e: raise ValueError( f"Error {e} occurred while attempting to connect to the pgvector provider with {DB_CONNECTION}." - ) + ) from e self.collection_name = self.config.extra_fields.get( "vecs_collection" @@ -325,13 +320,14 @@ def hybrid_search( ) rrf_k = search_settings.hybrid_search_settings.rrf_k # Combine results using RRF - combined_results = {} - for rank, result in enumerate(semantic_results, 1): - combined_results[result.fragment_id] = { + combined_results = { + result.fragment_id: { "semantic_rank": rank, "full_text_rank": full_text_limit, "data": result, } + for rank, result in enumerate(semantic_results, 1) + } for rank, result in enumerate(full_text_results, 1): if result.fragment_id in combined_results: From 2906dcd0d00fdc6da3eec2ac125746436612f7ab Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Wed, 21 Aug 2024 16:05:31 -0700 Subject: [PATCH 34/74] Fix bug in update files (#923) --- go/README.md | 0 js/README.md | 0 py/README.md | 0 py/core/main/services/ingestion_service.py | 11 +++++------ py/scripts/download_nltk_data.py | 4 +++- py/setup.py | 14 ++++++++------ 6 files changed, 16 insertions(+), 13 deletions(-) create mode 100644 go/README.md create mode 100644 js/README.md create mode 100644 py/README.md diff --git a/go/README.md b/go/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/js/README.md b/js/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/py/README.md b/py/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index fc9cbf445..c035e2933 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -131,8 +131,6 @@ async def update_files( generate_user_document_id(file.filename, user.id) for file in files ] - print("user_id = ", user.id) - print("document_ids = ", document_ids) # Only superusers can modify arbitrary document ids, which this gate guarantees in conjuction with the check that follows documents_overview = ( ( @@ -193,7 +191,10 @@ async def update_files( [doc_info.version for doc_info in documents_overview], ): self.providers.database.vector.delete( - filters={"document_id": {"$eq": doc_id}} + filters={ + "document_id": {"$eq": doc_id}, + "version": {"$eq": old_version}, + } ) self.providers.database.relational.delete_from_documents_overview( doc_id, old_version @@ -415,7 +416,7 @@ async def _process_ingestion_results( # TODO - modify ingestion service so that at end we write out number # of vectors produced or the error message to document info # THEN, return updated document infos here - results = { + return { "processed_documents": [ document for document in document_infos @@ -427,5 +428,3 @@ async def _process_ingestion_results( ], "skipped_documents": skipped_ids, } - - return results diff --git a/py/scripts/download_nltk_data.py b/py/scripts/download_nltk_data.py index c4adbcfc5..f0ed4d6a5 100644 --- a/py/scripts/download_nltk_data.py +++ b/py/scripts/download_nltk_data.py @@ -1,7 +1,9 @@ import nltk + def download_nltk_data(): - nltk.download('wordnet', quiet=True) + nltk.download("wordnet", quiet=True) + if __name__ == "__main__": download_nltk_data() diff --git a/py/setup.py b/py/setup.py index e3ddf044d..a4878cf6c 100644 --- a/py/setup.py +++ b/py/setup.py @@ -1,17 +1,19 @@ import nltk from setuptools import setup + def download_nltk_data(): - nltk.download('wordnet', quiet=True) + nltk.download("wordnet", quiet=True) + setup( - name='r2r', - version='0.3.0', - setup_requires=['nltk'], + name="r2r", + version="0.3.0", + setup_requires=["nltk"], cmdclass={ - 'install': lambda _: download_nltk_data(), + "install": lambda _: download_nltk_data(), }, ) -if __name__ == '__main__': +if __name__ == "__main__": download_nltk_data() From 4cce933159b314532f45d4b0fd8d25f7bcefa3fa Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Wed, 21 Aug 2024 19:28:05 -0400 Subject: [PATCH 35/74] Shreyas/unstructured (#922) * fix dockerfiles * adding config * fix paths * mv unstructured dep to docker * clean * Update docker_utils.py * Update unstructured_parsing.py * Update r2r_chunking.py * Update app_entry.py --- Dockerfile | 19 ++- Dockerfile.unstructured | 28 ++-- py/cli/utils/docker_utils.py | 7 +- py/core/main/app_entry.py | 3 - py/core/main/assembly/factory.py | 1 - py/core/providers/chunking/r2r_chunking.py | 6 +- .../providers/parsing/unstructured_parsing.py | 16 ++- py/poetry.lock | 124 +++++++++++++++++- py/pyproject.toml | 2 +- 9 files changed, 166 insertions(+), 40 deletions(-) diff --git a/Dockerfile b/Dockerfile index a42c9444a..0ea128c9f 100644 --- a/Dockerfile +++ b/Dockerfile @@ -3,18 +3,21 @@ FROM python:3.10-slim AS builder # Install system dependencies RUN apt-get update && apt-get install -y --no-install-recommends \ gcc g++ musl-dev curl libffi-dev gfortran libopenblas-dev \ - && apt-get clean && rm -rf /var/lib/apt/lists/* + && apt-get clean && rm -rf /var/lib/apt/lists/* \ + && curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y + +ENV PATH="/root/.cargo/bin:${PATH}" WORKDIR /app RUN pip install --no-cache-dir poetry # Copy the dependencies files -COPY pyproject.toml poetry.lock* ./ +COPY py/pyproject.toml py/poetry.lock* ./ # Install the dependencies, including gunicorn and uvicorn RUN poetry config virtualenvs.create false \ - && poetry install --no-dev --no-root \ + && poetry install --extras "core" --no-dev --no-root \ && pip install --no-cache-dir gunicorn uvicorn # Create the final image @@ -25,16 +28,18 @@ RUN apt-get update \ && apt-get install -y --no-install-recommends curl \ && apt-get clean && rm -rf /var/lib/apt/lists/* -WORKDIR /app +WORKDIR /app/py # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages COPY --from=builder /usr/local/bin /usr/local/bin # Copy the application and config -COPY r2r /app/r2r +COPY py/core /app/py/core COPY r2r.toml /app/r2r.toml -COPY pyproject.toml /app/pyproject.toml +COPY py/pyproject.toml /app/py/pyproject.toml + +ENV PYTHONPATH="${PYTHONPATH}:/app/py" # Expose the port ARG PORT=8000 @@ -43,4 +48,4 @@ ENV PORT=$PORT HOST=$HOST EXPOSE $PORT # Run the application -CMD ["sh", "-c", "uvicorn r2r.main.app_entry:app --host $HOST --port $PORT"] +CMD ["sh", "-c", "uvicorn core.main.app_entry:app --host $HOST --port $PORT"] diff --git a/Dockerfile.unstructured b/Dockerfile.unstructured index 82e5ee9d4..989fa42d1 100644 --- a/Dockerfile.unstructured +++ b/Dockerfile.unstructured @@ -1,4 +1,3 @@ -# Start with your existing base image FROM python:3.10-slim AS builder # Install system dependencies (including those needed for Unstructured and OpenCV) @@ -7,41 +6,47 @@ RUN apt-get update && apt-get install -y --no-install-recommends \ tesseract-ocr libtesseract-dev libleptonica-dev pkg-config \ poppler-utils libmagic1 \ libgl1-mesa-glx libglib2.0-0 \ - && apt-get clean && rm -rf /var/lib/apt/lists/* + && apt-get clean && rm -rf /var/lib/apt/lists/* \ + && curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y + +ENV PATH="/root/.cargo/bin:${PATH}" WORKDIR /app RUN pip install --no-cache-dir poetry # Copy the dependencies files -COPY pyproject.toml poetry.lock* ./ +COPY py/pyproject.toml py/poetry.lock* ./ # Install the dependencies, including gunicorn, uvicorn, and unstructured RUN poetry config virtualenvs.create false \ + && poetry install --extras "core" --no-dev --no-root \ && poetry add "unstructured[all-docs]" \ - && poetry install --no-dev --no-root \ + && poetry add "unstructured_client" \ && pip install --no-cache-dir gunicorn uvicorn # Create the final image FROM python:3.10-slim -# Install runtime dependencies +# Install runtime dependencies RUN apt-get update \ && apt-get install -y --no-install-recommends \ curl tesseract-ocr poppler-utils libmagic1 \ libgl1-mesa-glx libglib2.0-0 \ && apt-get clean && rm -rf /var/lib/apt/lists/* -WORKDIR /app +WORKDIR /app/py # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages COPY --from=builder /usr/local/bin /usr/local/bin # Copy the application and config -COPY r2r /app/r2r +COPY py/core /app/py/core COPY r2r.toml /app/r2r.toml -COPY pyproject.toml /app/pyproject.toml +COPY py/pyproject.toml /app/py/pyproject.toml + +ENV PYTHONPATH="${PYTHONPATH}:/app/py" # Download NLTK packages and initialize models RUN python3 -m nltk.downloader punkt averaged_perceptron_tagger \ @@ -51,7 +56,10 @@ RUN python3 -m nltk.downloader punkt averaged_perceptron_tagger \ ENV TESSDATA_PREFIX=/usr/share/tesseract-ocr/4.00/tessdata # Expose the port -EXPOSE 8000 +ARG PORT=8000 +ARG HOST=0.0.0.0 +ENV PORT=$PORT HOST=$HOST +EXPOSE $PORT # Run the application -CMD ["uvicorn", "r2r.main.app_entry:app", "--host", "0.0.0.0", "--port", "8000"] +CMD ["sh", "-c", "uvicorn core.main.app_entry:app --host $HOST --port $PORT"] diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index a4352c83e..571ee1ea8 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -111,8 +111,13 @@ def run_docker_serve( if config_path: config = R2RConfig.from_toml(config_path) else: + if hasattr(client, "config_name"): + config_name = client.config_name + else: + config_name = "default" + config = R2RConfig.from_toml( - R2RBuilder.CONFIG_OPTIONS[client.config_name or "default"] + R2RBuilder.CONFIG_OPTIONS[config_name] ) completion_provider = config.completion.provider diff --git a/py/core/main/app_entry.py b/py/core/main/app_entry.py index d61e15fbe..d81d29c6a 100644 --- a/py/core/main/app_entry.py +++ b/py/core/main/app_entry.py @@ -58,7 +58,6 @@ def r2r_app( config_path = os.getenv("CONFIG_PATH", None) if not config_path and not config_name: config_name = "default" -client_mode = os.getenv("CLIENT_MODE", "false").lower() == "true" base_url = os.getenv("BASE_URL") host = os.getenv("HOST", "0.0.0.0") port = int(os.getenv("PORT", "8000")) @@ -66,14 +65,12 @@ def r2r_app( logger.info(f"Environment CONFIG_NAME: {config_name}") logger.info(f"Environment CONFIG_PATH: {config_path}") -logger.info(f"Environment CLIENT_MODE: {client_mode}") logger.info(f"Environment BASE_URL: {base_url}") logger.info(f"Environment PIPELINE_TYPE: {pipeline_type}") app = r2r_app( config_name=config_name, config_path=config_path, - client_mode=client_mode, base_url=base_url, pipeline_type=PipelineType(pipeline_type), ) diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 7c45864a4..120920412 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -215,7 +215,6 @@ def create_prompt_provider( prompt_provider = None if prompt_config.provider == "r2r": from core.providers import R2RPromptProvider - prompt_provider = R2RPromptProvider(prompt_config) else: raise ValueError( diff --git a/py/core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py index dd900a1f1..165145fb8 100644 --- a/py/core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -31,11 +31,9 @@ def _initialize_text_splitter(self) -> TextSplitter: chunk_overlap=self.config.chunk_overlap, ) elif self.config.method == Method.BASIC: - # Implement basic method - pass + raise NotImplementedError("Basic chunking method not implemented. Please use Recursive.") elif self.config.method == Method.BY_TITLE: - # Implement by_title method - pass + raise NotImplementedError("By title method not implemented") else: raise ValueError(f"Unsupported method type: {self.config.method}") diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index a32cf1e9e..26e2933ab 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -24,10 +24,15 @@ def __init__(self, use_api, config): self.use_api = use_api if self.use_api: - from unstructured.staging.base import dict_to_elements - from unstructured_client import UnstructuredClient - from unstructured_client.models import operations, shared - from unstructured_client.models.errors import SDKError + try: + from unstructured_client import UnstructuredClient + from unstructured_client.models import operations, shared + from unstructured_client.models.errors import SDKError + + except ImportError: + raise ImportError( + "Please install the unstructured package to use the unstructured parsing provider." + ) try: self.unstructured_api_auth = os.environ["UNSTRUCTURED_API_KEY"] @@ -47,7 +52,6 @@ def __init__(self, use_api, config): ) self.shared = shared self.operations = operations - self.dict_to_elements = dict_to_elements else: try: @@ -87,7 +91,7 @@ async def parse( ) ) elements = self.client.general.partition(req) - elements = [element for element in elements.elements] + elements = list(elements.elements) else: logger.info( diff --git a/py/poetry.lock b/py/poetry.lock index 9d2e98341..bfbcfa739 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -766,6 +766,21 @@ files = [ docs = ["ipython", "matplotlib", "numpydoc", "sphinx"] tests = ["pytest", "pytest-cov", "pytest-xdist"] +[[package]] +name = "dataclasses-json" +version = "0.6.7" +description = "Easily serialize dataclasses to and from JSON." +optional = true +python-versions = "<4.0,>=3.7" +files = [ + {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"}, + {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"}, +] + +[package.dependencies] +marshmallow = ">=3.18.0,<4.0.0" +typing-inspect = ">=0.4.0,<1" + [[package]] name = "decorator" version = "4.4.2" @@ -1701,6 +1716,17 @@ files = [ {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"}, ] +[[package]] +name = "jsonpath-python" +version = "1.0.6" +description = "A more powerful JSONPath implementation in modern python" +optional = true +python-versions = ">=3.6" +files = [ + {file = "jsonpath-python-1.0.6.tar.gz", hash = "sha256:dd5be4a72d8a2995c3f583cf82bf3cd1a9544cfdabf2d22595b67aff07349666"}, + {file = "jsonpath_python-1.0.6-py3-none-any.whl", hash = "sha256:1e3b78df579f5efc23565293612decee04214609208a2335884b3ee3f786b575"}, +] + [[package]] name = "jsonschema" version = "4.23.0" @@ -2148,6 +2174,25 @@ files = [ {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"}, ] +[[package]] +name = "marshmallow" +version = "3.22.0" +description = "A lightweight library for converting complex datatypes to and from native Python datatypes." +optional = true +python-versions = ">=3.8" +files = [ + {file = "marshmallow-3.22.0-py3-none-any.whl", hash = "sha256:71a2dce49ef901c3f97ed296ae5051135fd3febd2bf43afe0ae9a82143a494d9"}, + {file = "marshmallow-3.22.0.tar.gz", hash = "sha256:4972f529104a220bb8637d595aa4c9762afbe7f7a77d82dc58c1615d70c5823e"}, +] + +[package.dependencies] +packaging = ">=17.0" + +[package.extras] +dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"] +docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.0.2)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"] +tests = ["pytest", "pytz", "simplejson"] + [[package]] name = "matplotlib" version = "3.9.2" @@ -3548,18 +3593,19 @@ dev = ["atomicwrites (==1.4.1)", "attrs (==23.2.0)", "coverage (==7.4.1)", "hatc [[package]] name = "python-pptx" -version = "0.6.23" -description = "Generate and manipulate Open XML PowerPoint (.pptx) files" +version = "1.0.2" +description = "Create, read, and update PowerPoint 2007+ (.pptx) files." optional = true -python-versions = "*" +python-versions = ">=3.8" files = [ - {file = "python-pptx-0.6.23.tar.gz", hash = "sha256:587497ff28e779ab18dbb074f6d4052893c85dedc95ed75df319364f331fedee"}, - {file = "python_pptx-0.6.23-py3-none-any.whl", hash = "sha256:dd0527194627a2b7cc05f3ba23ecaa2d9a0d5ac9b6193a28ed1b7a716f4217d4"}, + {file = "python_pptx-1.0.2-py3-none-any.whl", hash = "sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba"}, + {file = "python_pptx-1.0.2.tar.gz", hash = "sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095"}, ] [package.dependencies] lxml = ">=3.1.0" Pillow = ">=3.3.2" +typing-extensions = ">=4.9.0" XlsxWriter = ">=0.5.7" [[package]] @@ -3777,6 +3823,20 @@ urllib3 = ">=1.21.1,<3" socks = ["PySocks (>=1.5.6,!=1.5.7)"] use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] +[[package]] +name = "requests-toolbelt" +version = "1.0.0" +description = "A utility belt for advanced users of python-requests" +optional = true +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +files = [ + {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"}, + {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"}, +] + +[package.dependencies] +requests = ">=2.0.1,<3.0.0" + [[package]] name = "rpds-py" version = "0.20.0" @@ -4482,6 +4542,21 @@ files = [ {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"}, ] +[[package]] +name = "typing-inspect" +version = "0.9.0" +description = "Runtime inspection utilities for typing module." +optional = true +python-versions = "*" +files = [ + {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"}, + {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"}, +] + +[package.dependencies] +mypy-extensions = ">=0.3.0" +typing-extensions = ">=3.7.4" + [[package]] name = "tzdata" version = "2024.1" @@ -4517,6 +4592,41 @@ parametric-umap = ["tensorflow (>=2.1)"] plot = ["bokeh", "colorcet", "datashader", "holoviews", "matplotlib", "pandas", "scikit-image", "seaborn"] tbb = ["tbb (>=2019.0)"] +[[package]] +name = "unstructured-client" +version = "0.25.5" +description = "Python Client SDK for Unstructured API" +optional = true +python-versions = ">=3.8" +files = [ + {file = "unstructured-client-0.25.5.tar.gz", hash = "sha256:adb97ea56ce65f8b277d5b05f093e9d13a3320ac8dea7265ffa71f5e13ed5f84"}, + {file = "unstructured_client-0.25.5-py3-none-any.whl", hash = "sha256:23537fee984e43d06a75f986a73e420a9659cc92010afb8324fbf67c85962eaf"}, +] + +[package.dependencies] +certifi = ">=2023.7.22" +charset-normalizer = ">=3.2.0" +dataclasses-json = ">=0.6.4" +deepdiff = ">=6.0" +httpx = ">=0.27.0" +idna = ">=3.4" +jsonpath-python = ">=1.0.6" +marshmallow = ">=3.19.0" +mypy-extensions = ">=1.0.0" +nest-asyncio = ">=1.6.0" +packaging = ">=23.1" +pypdf = ">=4.0" +python-dateutil = ">=2.8.2" +requests = ">=2.31.0" +requests-toolbelt = ">=1.0.0" +six = ">=1.16.0" +typing-extensions = ">=4.7.1" +typing-inspect = ">=0.9.0" +urllib3 = ">=1.26.18" + +[package.extras] +dev = ["pylint (==3.1.0)"] + [[package]] name = "urllib3" version = "2.2.2" @@ -4804,7 +4914,7 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] +core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "unstructured_client", "uvicorn", "vecs"] core-ingest-movies = ["moviepy", "opencv-python"] [metadata] diff --git a/py/pyproject.toml b/py/pyproject.toml index 1b7816148..03881ebf6 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -42,7 +42,7 @@ beautifulsoup4 = { version = "^4.12.3", optional = true } openpyxl = { version = "^3.1.2", optional = true } markdown = { version = "^3.6", optional = true } pypdf = { version = "^4.2.0", optional = true } -python-pptx = { version = "^0.6.23", optional = true } +python-pptx = { version = "^1.0.1", optional = true } python-docx = { version = "^1.1.0", optional = true } opencv-python = { version = "^4.10.0.82", optional = true } moviepy = { version = "^1.0.3", optional = true } From 0b1c9fa813c1689f2041417b09bde7f75aa4b062 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Wed, 21 Aug 2024 21:44:28 -0700 Subject: [PATCH 36/74] Feature/repair logging (#925) * fixing logs * fix --- py/core/base/logging/base.py | 1 + py/core/main/api/routes/auth/base.py | 6 +++--- py/core/main/api/routes/ingestion/base.py | 6 +++--- py/core/main/api/routes/management/base.py | 6 +++--- py/core/main/api/routes/restructure/base.py | 6 +++--- py/core/main/api/routes/retrieval/base.py | 4 ++-- py/core/main/services/management_service.py | 10 ++++------ py/core/pipes/ingestion/vector_storage_pipe.py | 7 ------- py/tests/test_config.py | 2 -- r2r.toml | 5 +---- 10 files changed, 20 insertions(+), 33 deletions(-) diff --git a/py/core/base/logging/base.py b/py/core/base/logging/base.py index fed478cb2..3a947478d 100644 --- a/py/core/base/logging/base.py +++ b/py/core/base/logging/base.py @@ -9,3 +9,4 @@ class RunType(str, Enum): INGESTION = "INGESTION" AUTH = "AUTH" UNSPECIFIED = "UNSPECIFIED" + RESTRUCTURE = "RESTRUCTURE" diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 3e840fd2a..245341348 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -11,7 +11,7 @@ from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm from pydantic import EmailStr -from ..base_router import BaseRouter +from ..base_router import BaseRouter, RunType if TYPE_CHECKING: from ....engine import R2REngine @@ -20,8 +20,8 @@ class AuthRouter(BaseRouter): - def __init__(self, engine: "R2REngine"): - super().__init__(engine) + def __init__(self, engine: "R2REngine", run_type: RunType = RunType.INGESTION): + super().__init__(engine, run_type) self.setup_routes() def setup_routes(self): diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index 5e0998991..bc5b334e1 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -13,14 +13,14 @@ from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine -from ..base_router import BaseRouter +from ..base_router import BaseRouter, RunType logger = logging.getLogger(__name__) class IngestionRouter(BaseRouter): - def __init__(self, engine: R2REngine): - super().__init__(engine) + def __init__(self, engine: R2REngine, run_type: RunType = RunType.INGESTION): + super().__init__(engine, run_type) self.openapi_extras = self.load_openapi_extras() self.setup_routes() diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 542224b66..00c89a31a 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -27,12 +27,12 @@ from pydantic import Json from ....engine import R2REngine -from ..base_router import BaseRouter +from ..base_router import BaseRouter, RunType class ManagementRouter(BaseRouter): - def __init__(self, engine: R2REngine): - super().__init__(engine) + def __init__(self, engine: R2REngine, run_type: RunType = RunType.MANAGEMENT): + super().__init__(engine, run_type) self.start_time = datetime.now(timezone.utc) self.setup_routes() diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index fe68c909b..7e8ca627b 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -1,14 +1,14 @@ from typing import Union from core.base import KGEnrichmentSettings -from core.main.api.routes.base_router import BaseRouter +from core.main.api.routes.base_router import BaseRouter, RunType from core.main.engine import R2REngine from fastapi import Body, Depends class RestructureRouter(BaseRouter): - def __init__(self, engine: R2REngine): - super().__init__(engine) + def __init__(self, engine: R2REngine, run_type: RunType = RunType.RESTRUCTURE): + super().__init__(engine, run_type) self.setup_routes() def setup_routes(self): diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index ab45eda1b..d562b2b61 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -23,8 +23,8 @@ class RetrievalRouter(BaseRouter): - def __init__(self, engine: R2REngine): - super().__init__(engine) + def __init__(self, engine: R2REngine, run_type: RunType = RunType.RETRIEVAL): + super().__init__(engine, run_type) self.openapi_extras = self.load_openapi_extras() self.setup_routes() diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index b8b499e2f..43657bfc4 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -64,7 +64,7 @@ async def alogs( for run in run_info: run_logs = [ - log for log in logs if log["run_id"] == str(run.run_id) + log for log in logs if log["run_id"] == run.run_id ] entries = [ { @@ -73,12 +73,10 @@ async def alogs( "timestamp": log["timestamp"], } for log in run_logs - ][ - ::-1 - ] # Reverse order so that earliest logged values appear first. + ][::-1] # Reverse order so that earliest logged values appear first. log_entry = { - "run_id": run.run_id, + "run_id": str(run.run_id), "run_type": run.run_type, "entries": entries, } @@ -87,7 +85,7 @@ async def alogs( log_entry["timestamp"] = run.timestamp.isoformat() if hasattr(run, "user_id") and run.user_id is not None: - log_entry["user_id"] = run.user_id + log_entry["user_id"] = str(run.user_id) aggregated_logs.append(log_entry) diff --git a/py/core/pipes/ingestion/vector_storage_pipe.py b/py/core/pipes/ingestion/vector_storage_pipe.py index ccb1e71bf..995f8f859 100644 --- a/py/core/pipes/ingestion/vector_storage_pipe.py +++ b/py/core/pipes/ingestion/vector_storage_pipe.py @@ -74,11 +74,8 @@ async def _run_logic( ]: vector_batch = [] document_counts = {} - connection_attempts = 0 - last_vector_received = None async for msg in input.message: - last_vector_received = asyncio.get_event_loop().time() if isinstance(msg, R2RDocumentProcessingError): yield (msg.document_id, msg) continue @@ -89,7 +86,6 @@ async def _run_logic( ) if len(vector_batch) >= self.storage_batch_size: - connection_attempts += 1 try: await self.store(vector_batch) except Exception as e: @@ -97,14 +93,11 @@ async def _run_logic( vector_batch.clear() if vector_batch: - connection_attempts += 1 try: await self.store(vector_batch) except Exception as e: logger.error(f"Failed to store final vector batch: {e}") - logger.info(f"Total connection attempts: {connection_attempts}") - for document_id, count in document_counts.items(): yield ( document_id, diff --git a/py/tests/test_config.py b/py/tests/test_config.py index e8e07273f..a84df71cb 100644 --- a/py/tests/test_config.py +++ b/py/tests/test_config.py @@ -72,7 +72,6 @@ def mock_file(): "rerank_model": "None", "concurrent_request_limit": 256, }, - "eval": {"provider": "None"}, "ingestion": { "excluded_parsers": ["mp4"], "override_parsers": [ @@ -143,7 +142,6 @@ def test_r2r_config_deserialization(mock_file, mock_redis_client): "concurrent_request_limit": 256, }, "kg": {"provider": "None"}, - "eval": {"provider": "None"}, "parsing": {"provider": "r2r"}, "chunking": {"provider": "r2r"}, "completion": {"provider": "litellm"}, diff --git a/r2r.toml b/r2r.toml index 9af14549b..7bd15e132 100644 --- a/r2r.toml +++ b/r2r.toml @@ -40,9 +40,6 @@ add_title_as_prefix = false rerank_model = "None" concurrent_request_limit = 256 -[eval] -provider = "None" - [kg] provider = "None" @@ -60,4 +57,4 @@ provider = "r2r" [agent] system_instruction_name = "rag_agent" -tool_names = ["search"] +tool_names = ["search"] \ No newline at end of file From dfe98f53f2d760a88c516609b66a60a1be9b986b Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 09:11:00 -0700 Subject: [PATCH 37/74] rm double logging (#929) --- py/core/pipelines/ingestion_pipeline.py | 159 ++++++++++++------------ 1 file changed, 79 insertions(+), 80 deletions(-) diff --git a/py/core/pipelines/ingestion_pipeline.py b/py/core/pipelines/ingestion_pipeline.py index 2f4f4ef7d..3de2d095b 100644 --- a/py/core/pipelines/ingestion_pipeline.py +++ b/py/core/pipelines/ingestion_pipeline.py @@ -38,96 +38,95 @@ async def run( **kwargs: Any, ) -> None: self.state = state or AsyncState() - async with manage_run(run_manager): - if self.parsing_pipe is None: - raise ValueError( - "parsing_pipe must be set before running the ingestion pipeline" - ) - if self.chunking_pipe is None: - raise ValueError( - "chunking_pipe must be set before running the ingestion pipeline" - ) - if self.embedding_pipeline is None and self.kg_pipeline is None: - raise ValueError( - "At least one of embedding_pipeline or kg_pipeline must be set before running the ingestion pipeline" - ) - - # Use queues to pass data between pipes and duplicate for each pipeline - parsing_to_chunking_queue = Queue() - embedding_queue = Queue() - kg_queue = Queue() + if self.parsing_pipe is None: + raise ValueError( + "parsing_pipe must be set before running the ingestion pipeline" + ) + if self.chunking_pipe is None: + raise ValueError( + "chunking_pipe must be set before running the ingestion pipeline" + ) + if self.embedding_pipeline is None and self.kg_pipeline is None: + raise ValueError( + "At least one of embedding_pipeline or kg_pipeline must be set before running the ingestion pipeline" + ) - async def process_documents(): - async for parsed_doc in await self.parsing_pipe.run( - self.parsing_pipe.Input(message=input), + # Use queues to pass data between pipes and duplicate for each pipeline + parsing_to_chunking_queue = Queue() + embedding_queue = Queue() + kg_queue = Queue() + + async def process_documents(): + async for parsed_doc in await self.parsing_pipe.run( + self.parsing_pipe.Input(message=input), + state, + run_manager, + *args, + **kwargs, + ): + await parsing_to_chunking_queue.put(parsed_doc) + await parsing_to_chunking_queue.put(None) + + async for chunked_doc in await self.chunking_pipe.run( + self.chunking_pipe.Input( + message=dequeue_requests(parsing_to_chunking_queue) + ), + state, + run_manager, + chunking_settings=chunking_settings, + *args, + **kwargs, + ): + if self.embedding_pipeline: + await embedding_queue.put(chunked_doc) + if self.kg_pipeline: + await kg_queue.put(chunked_doc) + await embedding_queue.put(None) + await kg_queue.put(None) + + # Start the document processing + process_task = asyncio.create_task(process_documents()) + + # Start the embedding and KG pipelines in parallel + tasks = [] + if self.embedding_pipeline: + embedding_task = asyncio.create_task( + self.embedding_pipeline.run( + dequeue_requests(embedding_queue), state, + stream, run_manager, *args, **kwargs, - ): - await parsing_to_chunking_queue.put(parsed_doc) - await parsing_to_chunking_queue.put(None) - - async for chunked_doc in await self.chunking_pipe.run( - self.chunking_pipe.Input( - message=dequeue_requests(parsing_to_chunking_queue) - ), + ) + ) + tasks.append(embedding_task) + + if self.kg_pipeline: + kg_task = asyncio.create_task( + self.kg_pipeline.run( + dequeue_requests(kg_queue), state, + stream, run_manager, - chunking_settings=chunking_settings, *args, **kwargs, - ): - if self.embedding_pipeline: - await embedding_queue.put(chunked_doc) - if self.kg_pipeline: - await kg_queue.put(chunked_doc) - await embedding_queue.put(None) - await kg_queue.put(None) - - # Start the document processing - process_task = asyncio.create_task(process_documents()) - - # Start the embedding and KG pipelines in parallel - tasks = [] - if self.embedding_pipeline: - embedding_task = asyncio.create_task( - self.embedding_pipeline.run( - dequeue_requests(embedding_queue), - state, - stream, - run_manager, - *args, - **kwargs, - ) ) - tasks.append(embedding_task) - - if self.kg_pipeline: - kg_task = asyncio.create_task( - self.kg_pipeline.run( - dequeue_requests(kg_queue), - state, - stream, - run_manager, - *args, - **kwargs, - ) - ) - tasks.append(kg_task) - - # Wait for all tasks to complete - await process_task - results = await asyncio.gather(*tasks) - - return { - "embedding_pipeline_output": ( - results[0] if self.embedding_pipeline else None - ), - "kg_pipeline_output": ( - results[-1] if self.kg_pipeline else None - ), - } + ) + tasks.append(kg_task) + + # Wait for all tasks to complete + await process_task + results = await asyncio.gather(*tasks) + + return { + "embedding_pipeline_output": ( + results[0] if self.embedding_pipeline else None + ), + "kg_pipeline_output": ( + results[-1] if self.kg_pipeline else None + ), + } def add_pipe( self, From 9c3c200ed8e684b37f05d2ad3966c73e8f5bfcd6 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 09:40:47 -0700 Subject: [PATCH 38/74] Configs (#926) * Fix config logic * Update config * Clean up cli entry point --- compose.yaml | 1 - py/cli/command_group.py | 25 ++------------------- py/cli/commands/server.py | 12 ++++++++-- py/cli/utils/docker_utils.py | 26 +++++++++++++--------- py/core/main/app_entry.py | 4 ---- py/core/main/assembly/builder.py | 15 +++++++++---- py/core/main/assembly/factory.py | 1 + py/core/main/r2r.py | 13 +++-------- py/core/providers/chunking/r2r_chunking.py | 4 +++- 9 files changed, 45 insertions(+), 56 deletions(-) diff --git a/compose.yaml b/compose.yaml index 9d1364984..b4a4e7c46 100644 --- a/compose.yaml +++ b/compose.yaml @@ -32,7 +32,6 @@ services: - PYTHONUNBUFFERED=1 - PORT=${PORT:-8000} - HOST=${HOST:-0.0.0.0} - - BASE_URL=${BASE_URL:-http://localhost} # R2R - CONFIG_NAME=${CONFIG_NAME:-} diff --git a/py/cli/command_group.py b/py/cli/command_group.py index 0291bc874..bcc4e30ed 100644 --- a/py/cli/command_group.py +++ b/py/cli/command_group.py @@ -1,31 +1,10 @@ -import os - import click from sdk.client import R2RClient -# TODO: refactor this to remove config path and config name @click.group() -@click.option( - "--config-path", default=None, help="Path to the configuration file" -) -@click.option( - "--config-name", default=None, help="Name of the configuration to use" -) -@click.option( - "--base-url", - default="http://localhost:8000", - help="Base URL for client mode", -) @click.pass_context -def cli(ctx, config_path, config_name, base_url): +def cli(ctx): """R2R CLI for all core operations.""" - if config_path and config_name: - raise click.UsageError( - "Cannot specify both config_path and config_name" - ) - - if config_path: - config_path = os.path.abspath(config_path) - ctx.obj = R2RClient(base_url) + ctx.obj = R2RClient() diff --git a/py/cli/commands/server.py b/py/cli/commands/server.py index f0d948505..c71c003e6 100644 --- a/py/cli/commands/server.py +++ b/py/cli/commands/server.py @@ -182,7 +182,14 @@ def generate_report(): ) @click.option("--project-name", default="r2r", help="Project name for Docker") @click.option("--image", help="Docker image to use") -@click.option("--config-path", help="Path to the configuration file") +@click.option( + "--config-name", default=None, help="Name of the R2R configuration to use" +) +@click.option( + "--config-path", + default=None, + help="Path to a custom R2R configuration file", +) @click.pass_obj def serve( client, @@ -194,6 +201,7 @@ def serve( exclude_postgres, project_name, image, + config_name, config_path, ): """Start the R2R server.""" @@ -239,7 +247,7 @@ def serve( click.echo(f"Opening browser to {url}") webbrowser.open(url) else: - run_local_serve(client, host, port) + run_local_serve(host, port, config_name, config_path) @cli.command() diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index 571ee1ea8..16e47a0a8 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -73,8 +73,11 @@ def remove_r2r_network(): def run_local_serve( - obj: R2RClient, host: str, port: int, config_path: Optional[str] = None -): + host: str, + port: int, + config_name: Optional[str] = None, + config_path: Optional[str] = None, +) -> None: try: from r2r import R2R except ImportError: @@ -83,14 +86,17 @@ def run_local_serve( ) sys.exit(1) - r2r_instance = R2R() - llm_provider = r2r_instance.config.completion.provider - llm_model = r2r_instance.config.completion.generation_config.model - model_provider = llm_model.split("/")[0] + r2r_instance = R2R(config_name=config_name, config_path=config_path) + + if config_name or config_path: + completion_config = r2r_instance.config.completion + llm_provider = completion_config.provider + llm_model = completion_config.generation_config.model + model_provider = llm_model.split("/")[0] + check_llm_reqs(llm_provider, model_provider, include_ollama=True) available_port = find_available_port(port) - check_llm_reqs(llm_provider, model_provider, include_ollama=True) r2r_instance.serve(host, available_port) @@ -115,10 +121,8 @@ def run_docker_serve( config_name = client.config_name else: config_name = "default" - - config = R2RConfig.from_toml( - R2RBuilder.CONFIG_OPTIONS[config_name] - ) + + config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) completion_provider = config.completion.provider completion_model = config.completion.generation_config.model diff --git a/py/core/main/app_entry.py b/py/core/main/app_entry.py index d81d29c6a..c9261327c 100644 --- a/py/core/main/app_entry.py +++ b/py/core/main/app_entry.py @@ -22,7 +22,6 @@ class PipelineType(Enum): def r2r_app( config_name: Optional[str] = "default", config_path: Optional[str] = None, - base_url: Optional[str] = None, pipeline_type: PipelineType = PipelineType.QNA, ) -> FastAPI: if pipeline_type != PipelineType.QNA: @@ -58,19 +57,16 @@ def r2r_app( config_path = os.getenv("CONFIG_PATH", None) if not config_path and not config_name: config_name = "default" -base_url = os.getenv("BASE_URL") host = os.getenv("HOST", "0.0.0.0") port = int(os.getenv("PORT", "8000")) pipeline_type = os.getenv("PIPELINE_TYPE", "qna") logger.info(f"Environment CONFIG_NAME: {config_name}") logger.info(f"Environment CONFIG_PATH: {config_path}") -logger.info(f"Environment BASE_URL: {base_url}") logger.info(f"Environment PIPELINE_TYPE: {pipeline_type}") app = r2r_app( config_name=config_name, config_path=config_path, - base_url=base_url, pipeline_type=PipelineType(pipeline_type), ) diff --git a/py/core/main/assembly/builder.py b/py/core/main/assembly/builder.py index be8d95a22..191180e53 100644 --- a/py/core/main/assembly/builder.py +++ b/py/core/main/assembly/builder.py @@ -44,7 +44,9 @@ class R2RBuilder: CONFIG_OPTIONS["default"] = None @staticmethod - def _get_config(config_name): + def _get_config(config_name, config_path=None): + if config_path: + return R2RConfig.from_toml(config_path) if config_name is None: return R2RConfig.from_toml() if config_name in R2RBuilder.CONFIG_OPTIONS: @@ -55,10 +57,15 @@ def __init__( self, config: Optional[R2RConfig] = None, config_name: Optional[str] = None, + config_path: Optional[str] = None, ): - if config and config_name: - raise ValueError("Cannot specify both config and config_name") - self.config = config or R2RBuilder._get_config(config_name) + if sum(x is not None for x in [config, config_name, config_path]) > 1: + raise ValueError( + "Specify only one of config, config_name, or config_path" + ) + self.config = config or R2RBuilder._get_config( + config_name, config_path + ) self.r2r_app_override: Optional[Type[R2REngine]] = None self.provider_factory_override: Optional[Type[R2RProviderFactory]] = ( None diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 120920412..7c45864a4 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -215,6 +215,7 @@ def create_prompt_provider( prompt_provider = None if prompt_config.provider == "r2r": from core.providers import R2RPromptProvider + prompt_provider = R2RPromptProvider(prompt_config) else: raise ValueError( diff --git a/py/core/main/r2r.py b/py/core/main/r2r.py index 12229f0eb..54db472e3 100644 --- a/py/core/main/r2r.py +++ b/py/core/main/r2r.py @@ -32,6 +32,7 @@ def __init__( app: Optional[R2RApp] = None, config: Optional[R2RConfig] = None, config_name: Optional[str] = None, + config_path: Optional[str] = None, *args, **kwargs, ): @@ -40,25 +41,17 @@ def __init__( if engine and app: self.engine = engine self.app = app - elif (config or config_name) or ( - config is None and config_name is None - ): + else: from .assembly.builder import R2RBuilder - # Handle the case where 'config_name' is None and 'config' is None - if not config and not config_name: - config_name = "default" builder = R2RBuilder( config=config, config_name=config_name, + config_path=config_path, ) built = builder.build() self.engine = built.engine self.app = built.app - else: - raise ValueError( - "Must provide either 'engine' and 'app', or 'config'/'config_name' to build the R2R object." - ) def __getattr__(self, name): # Check if the attribute name is 'app' and return it directly diff --git a/py/core/providers/chunking/r2r_chunking.py b/py/core/providers/chunking/r2r_chunking.py index 165145fb8..9b0223bec 100644 --- a/py/core/providers/chunking/r2r_chunking.py +++ b/py/core/providers/chunking/r2r_chunking.py @@ -31,7 +31,9 @@ def _initialize_text_splitter(self) -> TextSplitter: chunk_overlap=self.config.chunk_overlap, ) elif self.config.method == Method.BASIC: - raise NotImplementedError("Basic chunking method not implemented. Please use Recursive.") + raise NotImplementedError( + "Basic chunking method not implemented. Please use Recursive." + ) elif self.config.method == Method.BY_TITLE: raise NotImplementedError("By title method not implemented") else: From b6d33e0ee3fccc01bb0c1a9aa77ab4bb6276b460 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 10:05:23 -0700 Subject: [PATCH 39/74] Disable SSL when installing nltk wordnet (#930) --- py/core/main/api/routes/auth/base.py | 4 +- py/core/main/api/routes/ingestion/base.py | 4 +- py/core/main/api/routes/management/base.py | 4 +- py/core/main/api/routes/restructure/base.py | 4 +- py/core/main/api/routes/retrieval/base.py | 4 +- py/core/main/services/management_service.py | 8 +- py/core/pipelines/ingestion_pipeline.py | 4 +- py/poetry.lock | 131 ++------------------ py/scripts/download_nltk_data.py | 9 ++ 9 files changed, 42 insertions(+), 130 deletions(-) diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 245341348..49871643c 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -20,7 +20,9 @@ class AuthRouter(BaseRouter): - def __init__(self, engine: "R2REngine", run_type: RunType = RunType.INGESTION): + def __init__( + self, engine: "R2REngine", run_type: RunType = RunType.INGESTION + ): super().__init__(engine, run_type) self.setup_routes() diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index bc5b334e1..f0510e944 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -19,7 +19,9 @@ class IngestionRouter(BaseRouter): - def __init__(self, engine: R2REngine, run_type: RunType = RunType.INGESTION): + def __init__( + self, engine: R2REngine, run_type: RunType = RunType.INGESTION + ): super().__init__(engine, run_type) self.openapi_extras = self.load_openapi_extras() self.setup_routes() diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 00c89a31a..a062fa75c 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -31,7 +31,9 @@ class ManagementRouter(BaseRouter): - def __init__(self, engine: R2REngine, run_type: RunType = RunType.MANAGEMENT): + def __init__( + self, engine: R2REngine, run_type: RunType = RunType.MANAGEMENT + ): super().__init__(engine, run_type) self.start_time = datetime.now(timezone.utc) self.setup_routes() diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index 7e8ca627b..ff7328644 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -7,7 +7,9 @@ class RestructureRouter(BaseRouter): - def __init__(self, engine: R2REngine, run_type: RunType = RunType.RESTRUCTURE): + def __init__( + self, engine: R2REngine, run_type: RunType = RunType.RESTRUCTURE + ): super().__init__(engine, run_type) self.setup_routes() diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index d562b2b61..4c801a4c0 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -23,7 +23,9 @@ class RetrievalRouter(BaseRouter): - def __init__(self, engine: R2REngine, run_type: RunType = RunType.RETRIEVAL): + def __init__( + self, engine: R2REngine, run_type: RunType = RunType.RETRIEVAL + ): super().__init__(engine, run_type) self.openapi_extras = self.load_openapi_extras() self.setup_routes() diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index 43657bfc4..34dd35a47 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -63,9 +63,7 @@ async def alogs( aggregated_logs = [] for run in run_info: - run_logs = [ - log for log in logs if log["run_id"] == run.run_id - ] + run_logs = [log for log in logs if log["run_id"] == run.run_id] entries = [ { "key": log["key"], @@ -73,7 +71,9 @@ async def alogs( "timestamp": log["timestamp"], } for log in run_logs - ][::-1] # Reverse order so that earliest logged values appear first. + ][ + ::-1 + ] # Reverse order so that earliest logged values appear first. log_entry = { "run_id": str(run.run_id), diff --git a/py/core/pipelines/ingestion_pipeline.py b/py/core/pipelines/ingestion_pipeline.py index 3de2d095b..6cef2b187 100644 --- a/py/core/pipelines/ingestion_pipeline.py +++ b/py/core/pipelines/ingestion_pipeline.py @@ -123,9 +123,7 @@ async def process_documents(): "embedding_pipeline_output": ( results[0] if self.embedding_pipeline else None ), - "kg_pipeline_output": ( - results[-1] if self.kg_pipeline else None - ), + "kg_pipeline_output": (results[-1] if self.kg_pipeline else None), } def add_pipe( diff --git a/py/poetry.lock b/py/poetry.lock index bfbcfa739..3ca82c165 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -766,21 +766,6 @@ files = [ docs = ["ipython", "matplotlib", "numpydoc", "sphinx"] tests = ["pytest", "pytest-cov", "pytest-xdist"] -[[package]] -name = "dataclasses-json" -version = "0.6.7" -description = "Easily serialize dataclasses to and from JSON." -optional = true -python-versions = "<4.0,>=3.7" -files = [ - {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"}, - {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"}, -] - -[package.dependencies] -marshmallow = ">=3.18.0,<4.0.0" -typing-inspect = ">=0.4.0,<1" - [[package]] name = "decorator" version = "4.4.2" @@ -1574,21 +1559,25 @@ test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "p [[package]] name = "importlib-resources" -version = "6.4.3" +version = "6.4.4" description = "Read resources from Python packages" optional = true python-versions = ">=3.8" files = [ - {file = "importlib_resources-6.4.3-py3-none-any.whl", hash = "sha256:2d6dfe3b9e055f72495c2085890837fc8c758984e209115c8792bddcb762cd93"}, - {file = "importlib_resources-6.4.3.tar.gz", hash = "sha256:4a202b9b9d38563b46da59221d77bb73862ab5d79d461307bcb826d725448b98"}, + {file = "importlib_resources-6.4.4-py3-none-any.whl", hash = "sha256:dda242603d1c9cd836c3368b1174ed74cb4049ecd209e7a1a0104620c18c5c11"}, + {file = "importlib_resources-6.4.4.tar.gz", hash = "sha256:20600c8b7361938dc0bb2d5ec0297802e575df486f5a544fa414da65e13721f7"}, ] [package.dependencies] zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} [package.extras] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"] +type = ["pytest-mypy"] [[package]] name = "iniconfig" @@ -1716,17 +1705,6 @@ files = [ {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"}, ] -[[package]] -name = "jsonpath-python" -version = "1.0.6" -description = "A more powerful JSONPath implementation in modern python" -optional = true -python-versions = ">=3.6" -files = [ - {file = "jsonpath-python-1.0.6.tar.gz", hash = "sha256:dd5be4a72d8a2995c3f583cf82bf3cd1a9544cfdabf2d22595b67aff07349666"}, - {file = "jsonpath_python-1.0.6-py3-none-any.whl", hash = "sha256:1e3b78df579f5efc23565293612decee04214609208a2335884b3ee3f786b575"}, -] - [[package]] name = "jsonschema" version = "4.23.0" @@ -2174,25 +2152,6 @@ files = [ {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"}, ] -[[package]] -name = "marshmallow" -version = "3.22.0" -description = "A lightweight library for converting complex datatypes to and from native Python datatypes." -optional = true -python-versions = ">=3.8" -files = [ - {file = "marshmallow-3.22.0-py3-none-any.whl", hash = "sha256:71a2dce49ef901c3f97ed296ae5051135fd3febd2bf43afe0ae9a82143a494d9"}, - {file = "marshmallow-3.22.0.tar.gz", hash = "sha256:4972f529104a220bb8637d595aa4c9762afbe7f7a77d82dc58c1615d70c5823e"}, -] - -[package.dependencies] -packaging = ">=17.0" - -[package.extras] -dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"] -docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.0.2)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"] -tests = ["pytest", "pytz", "simplejson"] - [[package]] name = "matplotlib" version = "3.9.2" @@ -2680,11 +2639,11 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] [[package]] @@ -2767,8 +2726,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.22.4", markers = "python_version < \"3.11\""}, - {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, {version = ">=1.23.2", markers = "python_version == \"3.11\""}, + {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -3823,20 +3782,6 @@ urllib3 = ">=1.21.1,<3" socks = ["PySocks (>=1.5.6,!=1.5.7)"] use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] -[[package]] -name = "requests-toolbelt" -version = "1.0.0" -description = "A utility belt for advanced users of python-requests" -optional = true -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -files = [ - {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"}, - {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"}, -] - -[package.dependencies] -requests = ">=2.0.1,<3.0.0" - [[package]] name = "rpds-py" version = "0.20.0" @@ -4542,21 +4487,6 @@ files = [ {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"}, ] -[[package]] -name = "typing-inspect" -version = "0.9.0" -description = "Runtime inspection utilities for typing module." -optional = true -python-versions = "*" -files = [ - {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"}, - {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"}, -] - -[package.dependencies] -mypy-extensions = ">=0.3.0" -typing-extensions = ">=3.7.4" - [[package]] name = "tzdata" version = "2024.1" @@ -4592,41 +4522,6 @@ parametric-umap = ["tensorflow (>=2.1)"] plot = ["bokeh", "colorcet", "datashader", "holoviews", "matplotlib", "pandas", "scikit-image", "seaborn"] tbb = ["tbb (>=2019.0)"] -[[package]] -name = "unstructured-client" -version = "0.25.5" -description = "Python Client SDK for Unstructured API" -optional = true -python-versions = ">=3.8" -files = [ - {file = "unstructured-client-0.25.5.tar.gz", hash = "sha256:adb97ea56ce65f8b277d5b05f093e9d13a3320ac8dea7265ffa71f5e13ed5f84"}, - {file = "unstructured_client-0.25.5-py3-none-any.whl", hash = "sha256:23537fee984e43d06a75f986a73e420a9659cc92010afb8324fbf67c85962eaf"}, -] - -[package.dependencies] -certifi = ">=2023.7.22" -charset-normalizer = ">=3.2.0" -dataclasses-json = ">=0.6.4" -deepdiff = ">=6.0" -httpx = ">=0.27.0" -idna = ">=3.4" -jsonpath-python = ">=1.0.6" -marshmallow = ">=3.19.0" -mypy-extensions = ">=1.0.0" -nest-asyncio = ">=1.6.0" -packaging = ">=23.1" -pypdf = ">=4.0" -python-dateutil = ">=2.8.2" -requests = ">=2.31.0" -requests-toolbelt = ">=1.0.0" -six = ">=1.16.0" -typing-extensions = ">=4.7.1" -typing-inspect = ">=0.9.0" -urllib3 = ">=1.26.18" - -[package.extras] -dev = ["pylint (==3.1.0)"] - [[package]] name = "urllib3" version = "2.2.2" @@ -4914,10 +4809,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] -core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "unstructured_client", "uvicorn", "vecs"] +core = ["aiosqlite", "asyncpg", "bcrypt", "beautifulsoup4", "deepdiff", "fire", "fsspec", "graspologic", "gunicorn", "litellm", "markdown", "neo4j", "ollama", "openai", "openpyxl", "passlib", "poppler-utils", "posthog", "psutil", "pydantic", "pyjwt", "pypdf", "python-docx", "python-multipart", "python-pptx", "pyyaml", "redis", "requests", "sqlalchemy", "toml", "types-requests", "uvicorn", "vecs"] core-ingest-movies = ["moviepy", "opencv-python"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "32a72ff508ce34d83088f25d824aabf7134d70c56332bae6bc495b0bcafa84ec" +content-hash = "e895ee32f5d5aa71a29548d0e48044276b364a43c54b62f7f6da0bb932b53499" diff --git a/py/scripts/download_nltk_data.py b/py/scripts/download_nltk_data.py index f0ed4d6a5..c690b17b2 100644 --- a/py/scripts/download_nltk_data.py +++ b/py/scripts/download_nltk_data.py @@ -1,7 +1,16 @@ +import ssl + import nltk def download_nltk_data(): + try: + _create_unverified_https_context = ssl._create_unverified_context + except AttributeError: + pass + else: + ssl._create_default_https_context = _create_unverified_https_context + nltk.download("wordnet", quiet=True) From 2fd98484a51fcfab43b780ffa8ff82b6f8998bff Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 10:34:49 -0700 Subject: [PATCH 40/74] Fix analytics endpoint --- py/core/main/api/routes/management/base.py | 6 ++++-- py/core/main/services/management_service.py | 14 ++++++++------ 2 files changed, 12 insertions(+), 8 deletions(-) diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index a062fa75c..62b312cd1 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -101,8 +101,10 @@ async def get_analytics_app( try: result = await self.engine.aanalytics( - filter_criteria=LogFilterCriteria(**filter_criteria), - analysis_types=AnalysisTypes(**analysis_types), + filter_criteria=LogFilterCriteria(filters=filter_criteria), + analysis_types=AnalysisTypes( + analysis_types=analysis_types + ), ) return result except json.JSONDecodeError as e: diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index 34dd35a47..f572a55e1 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -1,6 +1,5 @@ import json import logging -import uuid from collections import defaultdict from typing import Any, Dict, List, Optional, Tuple from uuid import UUID @@ -133,8 +132,8 @@ async def aanalytics( ) filtered_logs = dict(log_processor.populations.items()) - results = {"filtered_logs": filtered_logs} + analytics_data = {} if analysis_types and analysis_types.analysis_types: for ( filter_key, @@ -144,14 +143,14 @@ async def aanalytics( analysis_type = analysis_config[0] if analysis_type == "bar_chart": extract_key = analysis_config[1] - results[filter_key] = ( + analytics_data[filter_key] = ( AnalysisTypes.generate_bar_chart_data( filtered_logs[filter_key], extract_key ) ) elif analysis_type == "basic_statistics": extract_key = analysis_config[1] - results[filter_key] = ( + analytics_data[filter_key] = ( AnalysisTypes.calculate_basic_statistics( filtered_logs[filter_key], extract_key ) @@ -159,7 +158,7 @@ async def aanalytics( elif analysis_type == "percentile": extract_key = analysis_config[1] percentile = int(analysis_config[2]) - results[filter_key] = ( + analytics_data[filter_key] = ( AnalysisTypes.calculate_percentile( filtered_logs[filter_key], extract_key, @@ -171,7 +170,10 @@ async def aanalytics( f"Unknown analysis type for filter key '{filter_key}': {analysis_type}" ) - return results + return { + "analytics_data": analytics_data or None, + "filtered_logs": filtered_logs, + } @telemetry_event("AppSettings") async def aapp_settings(self, *args: Any, **kwargs: Any): From b751fa93c91e14e857beeffba5b6788d95ff156a Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 10:44:40 -0700 Subject: [PATCH 41/74] Update OpenAI sdk calls (#933) --- py/core/providers/embeddings/openai.py | 15 ++++++--------- py/core/providers/llm/openai.py | 4 ++-- 2 files changed, 8 insertions(+), 11 deletions(-) diff --git a/py/core/providers/embeddings/openai.py b/py/core/providers/embeddings/openai.py index 2ae812ee2..613fc6b88 100644 --- a/py/core/providers/embeddings/openai.py +++ b/py/core/providers/embeddings/openai.py @@ -1,4 +1,3 @@ -import asyncio import logging import os from typing import Any, List @@ -91,12 +90,10 @@ def _get_dimensions(self): ) def _get_embedding_kwargs(self, **kwargs): - embedding_kwargs = { + return { "model": self.base_model, "dimensions": self._get_dimensions(), - } - embedding_kwargs.update(kwargs) - return embedding_kwargs + } | kwargs async def _execute_task(self, task: dict[str, Any]) -> List[List[float]]: texts = task["texts"] @@ -115,7 +112,7 @@ async def _execute_task(self, task: dict[str, Any]) -> List[List[float]]: except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) - raise ValueError(error_msg) + raise ValueError(error_msg) from e def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: texts = task["texts"] @@ -133,7 +130,7 @@ def _execute_task_sync(self, task: dict[str, Any]) -> List[List[float]]: except Exception as e: error_msg = f"Error getting embeddings: {str(e)}" logger.error(error_msg) - raise ValueError(error_msg) + raise ValueError(error_msg) from e async def async_get_embedding( self, @@ -229,10 +226,10 @@ def rerank( def tokenize_string(self, text: str, model: str) -> list[int]: try: import tiktoken - except ImportError: + except ImportError as e: raise ValueError( "Must download tiktoken library to run `tokenize_string`." - ) + ) from e if model not in OpenAIEmbeddingProvider.MODEL_TO_TOKENIZER: raise ValueError(f"OpenAI embedding model {model} not supported.") encoding = tiktoken.get_encoding( diff --git a/py/core/providers/llm/openai.py b/py/core/providers/llm/openai.py index f6e522796..f960ef425 100644 --- a/py/core/providers/llm/openai.py +++ b/py/core/providers/llm/openai.py @@ -51,7 +51,7 @@ async def _execute_task(self, task: dict[str, Any]): logger.debug(f"Executing async OpenAI task with args: {args}") try: - response = await self.async_client.chat.completion.create(**args) + response = await self.async_client.chat.completions.create(**args) logger.debug("Async OpenAI task executed successfully") return response except Exception as e: @@ -69,7 +69,7 @@ def _execute_task_sync(self, task: dict[str, Any]): logger.debug(f"Executing sync OpenAI task with args: {args}") try: - response = self.client.chat.completion.create(**args) + response = self.client.chat.completions.create(**args) logger.debug("Sync OpenAI task executed successfully") return response except Exception as e: From 03e6d2959ecf3e6b62ad22cc219cfc80bf5dd01d Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 10:45:05 -0700 Subject: [PATCH 42/74] Feature/revive advanced rag (#932) * rm double logging * revive advanced rag examples * merge (#934) --- py/core/__init__.py | 3 + py/core/base/abstractions/search.py | 2 +- py/core/examples/scripts/run_hyde.py | 32 ---------- py/core/examples/scripts/serve_with_hyde.py | 20 +++++++ .../{run_web_rag.py => serve_with_web.py} | 12 +--- ...eb_multi_rag.py => serve_with_web_hyde.py} | 14 +---- py/core/pipes/other/web_search_pipe.py | 16 ++--- .../pipes/retrieval/query_transform_pipe.py | 2 +- py/core/providers/database/vector.py | 59 ------------------- 9 files changed, 37 insertions(+), 123 deletions(-) delete mode 100644 py/core/examples/scripts/run_hyde.py create mode 100644 py/core/examples/scripts/serve_with_hyde.py rename py/core/examples/scripts/{run_web_rag.py => serve_with_web.py} (50%) rename py/core/examples/scripts/{run_web_multi_rag.py => serve_with_web_hyde.py} (84%) diff --git a/py/core/__init__.py b/py/core/__init__.py index 2ed623e65..28f50891d 100644 --- a/py/core/__init__.py +++ b/py/core/__init__.py @@ -174,6 +174,9 @@ "RelationshipType", "format_entity_types", "format_relations", + ## INTEGRATIONS + # Serper + "SerperClient", ## MAIN ## R2R ABSTRACTIONS "R2RProviders", diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index 8411faa1a..f43445141 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -15,7 +15,7 @@ class VectorSearchResult(BaseModel): fragment_id: UUID extraction_id: UUID document_id: UUID - user_id: UUID + user_id: Optional[UUID] group_ids: list[UUID] score: float text: str diff --git a/py/core/examples/scripts/run_hyde.py b/py/core/examples/scripts/run_hyde.py deleted file mode 100644 index b5bcc23a7..000000000 --- a/py/core/examples/scripts/run_hyde.py +++ /dev/null @@ -1,32 +0,0 @@ -import fire -from core import R2RBuilder, R2RConfig -from core.base.abstractions.llm import GenerationConfig -from core.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch - - -def main(task_prompt_name="hyde", query="Who was aristotle?"): - # Load the configuration file - config = R2RConfig.from_toml() - - app = ( - R2RBuilder(config) - .with_pipe_factory(R2RPipeFactoryWithMultiSearch) - .build( - # Add optional override arguments which propagate to the pipe factory - task_prompt_name=task_prompt_name, - ) - ) - - # Run the RAG pipeline through the R2R application - result = app.rag( - query, - query_transform_generation_config=GenerationConfig(model="gpt-4o"), - rag_generation_config=GenerationConfig(model="gpt-3.5-turbo"), - ) - - print(f"Search Results:\n\n{result.search_results}") - print(f"RAG Results:\n\n{result.completion}") - - -if __name__ == "__main__": - fire.Fire(main) diff --git a/py/core/examples/scripts/serve_with_hyde.py b/py/core/examples/scripts/serve_with_hyde.py new file mode 100644 index 000000000..688e31aab --- /dev/null +++ b/py/core/examples/scripts/serve_with_hyde.py @@ -0,0 +1,20 @@ +from r2r import R2RBuilder, R2RConfig, R2RPipeFactoryWithMultiSearch +import fire + + +def main(task_prompt_name="hyde"): + # Load the default configuration file + config = R2RConfig.from_toml() + + app = ( + R2RBuilder(config) + .with_pipe_factory(R2RPipeFactoryWithMultiSearch) + .build( + # Add optional override arguments which propagate to the pipe factory + task_prompt_name=task_prompt_name, + ) + ) + app.serve() + +if __name__ == "__main__": + fire.Fire(main) diff --git a/py/core/examples/scripts/run_web_rag.py b/py/core/examples/scripts/serve_with_web.py similarity index 50% rename from py/core/examples/scripts/run_web_rag.py rename to py/core/examples/scripts/serve_with_web.py index d16cad68f..79ab45e8c 100644 --- a/py/core/examples/scripts/run_web_rag.py +++ b/py/core/examples/scripts/serve_with_web.py @@ -1,9 +1,8 @@ import fire -from core.base.abstractions.llm import GenerationConfig from r2r import R2RBuilder, SerperClient, WebSearchPipe -def run_rag_pipeline(query="Who was Aristotle?"): +def run_rag_pipeline(): # Create search pipe override and pipes web_search_pipe = WebSearchPipe( serper_client=SerperClient() # TODO - Develop a `WebSearchProvider` for configurability @@ -11,14 +10,7 @@ def run_rag_pipeline(query="Who was Aristotle?"): app = R2RBuilder().with_vector_search_pipe(web_search_pipe).build() - # Run the RAG pipeline through the R2R application - result = app.rag( - query, - rag_generation_config=GenerationConfig(model="gpt-4o"), - ) - - print(f"Search Results:\n\n{result.search_results}") - print(f"RAG Results:\n\n{result.completion}") + app.serve() if __name__ == "__main__": diff --git a/py/core/examples/scripts/run_web_multi_rag.py b/py/core/examples/scripts/serve_with_web_hyde.py similarity index 84% rename from py/core/examples/scripts/run_web_multi_rag.py rename to py/core/examples/scripts/serve_with_web_hyde.py index 915ee5ea9..06eef6990 100644 --- a/py/core/examples/scripts/run_web_multi_rag.py +++ b/py/core/examples/scripts/serve_with_web_hyde.py @@ -4,7 +4,7 @@ from core.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch -def run_rag_pipeline(query="Who was Aristotle?"): +def run_rag_pipeline(): # Initialize a web search pipe web_search_pipe = WebSearchPipe(serper_client=SerperClient()) @@ -37,17 +37,7 @@ def run_rag_pipeline(query="Who was Aristotle?"): multi_inner_search_pipe_override=web_search_pipe, query_generation_template_override=synthetic_query_generation_template, ) - ) - - # Run the RAG pipeline through the R2R application - result = app.rag( - query, - rag_generation_config=GenerationConfig(model="gpt-4o"), - ) - - print(f"Search Results:\n\n{result.search_results}") - print(f"RAG Results:\n\n{result.completion}") - + ).serve() if __name__ == "__main__": fire.Fire(run_rag_pipeline) diff --git a/py/core/pipes/other/web_search_pipe.py b/py/core/pipes/other/web_search_pipe.py index 0c0e39178..6db7e9b8c 100644 --- a/py/core/pipes/other/web_search_pipe.py +++ b/py/core/pipes/other/web_search_pipe.py @@ -1,7 +1,7 @@ import json import logging from typing import Any, AsyncGenerator, Optional -from uuid import UUID +import uuid from core.base import ( AsyncPipe, @@ -37,7 +37,7 @@ def __init__( async def search( self, message: str, - run_id: UUID, + run_id: uuid.UUID, *args: Any, **kwargs: Any, ) -> AsyncGenerator[VectorSearchResult, None]: @@ -55,17 +55,17 @@ async def search( for result in results: if result.get("snippet") is None: continue - result.text = result.pop("snippet") + text = result.pop("snippet") search_result = VectorSearchResult( fragment_id=generate_id_from_label(str(result)), - extraction_id=uuid.uuid4(), # Generate a new UUID for extraction_id - document_id=uuid.uuid4(), # Generate a new UUID for document_id + extraction_id=uuid.uuid5(uuid.NAMESPACE_DNS, str(uuid.uuid4())), # Generate a new UUID for extraction_id + document_id=uuid.uuid5(uuid.NAMESPACE_DNS, str(uuid.uuid4())), # Generate a new UUID for document_id user_id=None, # Web search results don't have a user_id group_ids=[], # Web search results don't belong to any group score=result.get( "score", 0 ), # TODO - Consider dynamically generating scores based on similarity - text=result.text, + text=text, metadata=result, ) search_results.append(search_result) @@ -74,14 +74,14 @@ async def search( await self.enqueue_log( run_id=run_id, key="search_results", - value=json.dumps([ele.dict() for ele in search_results]), + value=json.dumps([ele.json() for ele in search_results]), ) async def _run_logic( self, input: AsyncPipe.Input, state: AsyncState, - run_id: UUID, + run_id: uuid.UUID, *args: Any, **kwargs, ) -> AsyncGenerator[VectorSearchResult, None]: diff --git a/py/core/pipes/retrieval/query_transform_pipe.py b/py/core/pipes/retrieval/query_transform_pipe.py index 16dbadccb..f689aa76b 100644 --- a/py/core/pipes/retrieval/query_transform_pipe.py +++ b/py/core/pipes/retrieval/query_transform_pipe.py @@ -74,7 +74,7 @@ async def _run_logic( messages=query_transform_request, generation_config=query_transform_generation_config, ) - content = self.llm_provider.extract_content(response) + content = response.choices[0].message.content outputs = content.split("\n") outputs = [ output.strip() for output in outputs if output.strip() != "" diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index f26f017a0..a4aadcba3 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -223,66 +223,7 @@ def full_text_search( results = self.collection.full_text_search( query_text=query_text, search_settings=search_settings ) - print("results = ", results) return results - # from sqlalchemy import func, select - # from sqlalchemy.sql.expression import or_ - - # words = query_text.split() - # similarity_threshold = 0.3 # Adjust this value to control fuzziness - - # full_text_query = ( - # select( - # self.collection.table.c.fragment_id, - # self.collection.table.c.extraction_id, - # self.collection.table.c.document_id, - # self.collection.table.c.user_id, - # self.collection.table.c.group_ids, - # self.collection.table.c.text, - # self.collection.table.c.metadata, - # (func.ts_rank( - # func.to_tsvector('english', self.collection.table.c.text), - # func.plainto_tsquery('english', query_text), - # ) + - # func.similarity(self.collection.table.c.text, query_text)).label("rank"), - # func.ts_headline( - # 'english', - # self.collection.table.c.text, - # func.plainto_tsquery('english', query_text), - # "StartSel = , StopSel = , MaxWords=35, MinWords=15" - # ).label("headline"), - # ) - # .where( - # or_( - # func.to_tsvector('english', self.collection.table.c.text).op('@@')( - # func.plainto_tsquery('english', query_text) - # ), - # func.similarity(self.collection.table.c.text, query_text) > similarity_threshold - # ) - # ) - # .order_by(text("rank DESC")) - # .limit(search_settings.hybrid_search_settings.full_text_limit) - # ) - - # print(f"Full-text query: {full_text_query}") - - # with self.vx.Session() as session: - # results = session.execute(full_text_query).fetchall() - # print('results = ', results) - - # return [ - # VectorSearchResult( - # fragment_id=result.fragment_id, - # extraction_id=result.extraction_id, - # document_id=result.document_id, - # user_id=result.user_id, - # group_ids=result.group_ids, - # text=result.text, - # score=float(result.rank), - # metadata={**result.metadata, "headline": result.headline}, - # ) - # for result in results - # ] def hybrid_search( self, From cb3ba3cbd5a97206a998e086a5d02fb4fa678bd0 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 10:54:08 -0700 Subject: [PATCH 43/74] sync model (#935) --- py/sdk/models.py | 54 +++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 49 insertions(+), 5 deletions(-) diff --git a/py/sdk/models.py b/py/sdk/models.py index 8dd86cf71..e0355fc7e 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -209,6 +209,10 @@ class VectorSearchSettings(BaseModel): use_vector_search: bool = Field( default=True, description="Whether to use vector search" ) + use_hybrid_search: bool = Field( + default=False, + description="Whether to perform a hybrid search (combining vector and keyword search)", + ) filters: dict[str, Any] = Field( default_factory=dict, description="Filters to apply to the vector search", @@ -217,19 +221,59 @@ class VectorSearchSettings(BaseModel): default=10, description="Maximum number of results to return", ge=1, - le=100, - ) - use_hybrid_search: bool = Field( - default=False, - description="Whether to perform a hybrid search (combining vector and keyword search)", + le=1_000, ) selected_group_ids: list[UUID] = Field( default_factory=list, description="Group IDs to search for", ) + index_measure: IndexMeasure = Field( + default=IndexMeasure.cosine_distance, + description="The distance measure to use for indexing", + ) + include_values: bool = Field( + default=True, + description="Whether to include search score values in the search results", + ) + include_metadatas: bool = Field( + default=True, + description="Whether to include element metadata in the search results", + ) + probes: Optional[int] = Field( + default=10, + description="Number of ivfflat index lists to query. Higher increases accuracy but decreases speed.", + ) + ef_search: Optional[int] = Field( + default=40, + description="Size of the dynamic candidate list for HNSW index search. Higher increases accuracy but decreases speed.", + ) + hybrid_search_settings: Optional[HybridSearchSettings] = Field( + default=HybridSearchSettings(), + description="Settings for hybrid search", + ) class Config: json_encoders = {UUID: str} + json_schema_extra = { + "use_vector_search": True, + "use_hybrid_search": True, + "filters": {"category": "technology"}, + "search_limit": 20, + "selected_group_ids": [ + "2acb499e-8428-543b-bd85-0d9098718220", + "3e157b3a-8469-51db-90d9-52e7d896b49b", + ], + "index_measure": "cosine_distance", + "include_metadata": True, + "probes": 10, + "ef_search": 40, + "hybrid_search_settings": { + "full_text_weight": 1.0, + "semantic_weight": 5.0, + "full_text_limit": 200, + "rrf_k": 50, + }, + } def model_dump(self, *args, **kwargs): dump = super().model_dump(*args, **kwargs) From b8501ff2618a15f27c8ae880f33f52441af52ab6 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 11:20:28 -0700 Subject: [PATCH 44/74] Feature/remove version from ingestion end pt (#936) * sync model * remove ability to set version * tweak versions impl * fix version bug --- py/cli/commands/ingestion.py | 10 ++----- py/core/main/api/routes/ingestion/base.py | 6 +---- py/core/main/services/ingestion_service.py | 16 ++++++----- py/core/pipes/ingestion/parsing_pipe.py | 6 ++--- py/sdk/ingestion.py | 7 ----- py/sdk/models.py | 31 ++++++++++++++++++++++ 6 files changed, 45 insertions(+), 31 deletions(-) diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py index 403aaa632..77a98946f 100644 --- a/py/cli/commands/ingestion.py +++ b/py/cli/commands/ingestion.py @@ -21,21 +21,15 @@ @click.option( "--metadatas", type=JSON, help="Metadatas for ingestion as a JSON string" ) -@click.option( - "--versions", - multiple=True, - help="Starting version for ingested files (e.g. `v1`)", -) @click.pass_obj -def ingest_files(client, file_paths, document_ids, metadatas, versions): +def ingest_files(client, file_paths, document_ids, metadatas): """Ingest files into R2R.""" with timer(): file_paths = list(file_paths) document_ids = list(document_ids) if document_ids else None - versions = list(versions) if versions else None response = client.ingest_files( - file_paths, metadatas, document_ids, versions + file_paths, metadatas, document_ids ) click.echo(json.dumps(response, indent=2)) diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index f0510e944..d9d429049 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -34,7 +34,7 @@ def load_openapi_extras(self): def setup_routes(self): # Note, we use the following verbose input parameters because FastAPI struggles to handle `File` input and `Body` inputs - # at the same time. Therefore, we must ues `Form` inputs for the metadata, document_ids, and versions inputs. + # at the same time. Therefore, we must ues `Form` inputs for the metadata, document_ids ingest_files_extras = self.openapi_extras.get("ingest_files", {}) ingest_files_descriptions = ingest_files_extras.get( "input_descriptions", {} @@ -53,9 +53,6 @@ async def ingest_files_app( None, description=ingest_files_descriptions.get("document_ids"), ), - versions: Optional[Json[list[str]]] = Form( - None, description=ingest_files_descriptions.get("versions") - ), metadatas: Optional[Json[list[dict]]] = Form( None, description=ingest_files_descriptions.get("metadatas") ), @@ -107,7 +104,6 @@ async def ingest_files_app( files=files, metadatas=metadatas, document_ids=document_ids, - versions=versions, user=auth_user, chunking_provider=chunking_provider, ) diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index c035e2933..abc4da6c1 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -28,7 +28,7 @@ logger = logging.getLogger(__name__) MB_CONVERSION_FACTOR = 1024 * 1024 - +STARTING_VERSION = "v0" class IngestionService(Service): def __init__( @@ -56,7 +56,6 @@ async def ingest_files( user: UserResponse, metadatas: Optional[list[dict]] = None, document_ids: Optional[list[UUID]] = None, - versions: Optional[list[str]] = None, chunking_provider: Optional[ChunkingProvider] = None, *args: Any, **kwargs: Any, @@ -89,7 +88,6 @@ async def ingest_files( # ingests all documents in parallel return await self.ingest_documents( documents, - versions, chunking_provider=chunking_provider, *args, **kwargs, @@ -178,10 +176,11 @@ async def update_files( ) documents.append(document) + ingestion_results = await self.ingest_documents( documents, - versions=new_versions, chunking_provider=chunking_provider, + versions=new_versions, *args, **kwargs, ) @@ -252,7 +251,7 @@ async def ingest_documents( } for iteration, document in enumerate(documents): - version = versions[iteration] if versions else "v0" + version = versions[iteration] if versions else STARTING_VERSION # Check for duplicates within the current batch if document.id in processed_documents: @@ -263,7 +262,8 @@ async def ingest_documents( if ( document.id in existing_document_info - and existing_document_info[document.id].version == version + # apply `geq` check to prevent re-ingestion of updated documents + and (existing_document_info[document.id].version >= version) and existing_document_info[document.id].status == "success" ): logger.error( @@ -305,6 +305,9 @@ async def ingest_documents( processed_documents[document.id] = document.metadata.get( "title", str(document.id) ) + # Add version to metadata to propagate through pipeline + document.metadata["version"] = version + if duplicate_documents: duplicate_details = [ @@ -336,7 +339,6 @@ async def ingest_documents( not in [skipped["id"] for skipped in skipped_documents] ], ), - versions=[info.version for info in document_infos], run_manager=self.run_manager, *args, **kwargs, diff --git a/py/core/pipes/ingestion/parsing_pipe.py b/py/core/pipes/ingestion/parsing_pipe.py index 9b4bdebff..b1b4c8373 100644 --- a/py/core/pipes/ingestion/parsing_pipe.py +++ b/py/core/pipes/ingestion/parsing_pipe.py @@ -72,11 +72,9 @@ async def _run_logic( input: Input, state: AsyncState, run_id: UUID, - versions: Optional[list[str]] = None, *args, **kwargs, ) -> AsyncGenerator[DocumentExtraction, None]: async for document in input.message: - version = versions[0] if versions else "v0" - async for result in self._parse(document, run_id, version): - yield result + async for result in self._parse(document, run_id, document.metadata.get("version", "1.0")): + yield result \ No newline at end of file diff --git a/py/sdk/ingestion.py b/py/sdk/ingestion.py index 48037973e..0f58eb5df 100644 --- a/py/sdk/ingestion.py +++ b/py/sdk/ingestion.py @@ -15,7 +15,6 @@ async def ingest_files( file_paths: list[str], document_ids: Optional[list[Union[str, UUID]]] = None, metadatas: Optional[list[dict]] = None, - versions: Optional[list[str]] = None, chunking_settings: Optional[Union[dict, ChunkingConfig]] = None, ) -> dict: """ @@ -25,7 +24,6 @@ async def ingest_files( file_paths (List[str]): List of file paths to ingest. document_ids (Optional[List[str]]): List of document IDs. metadatas (Optional[List[dict]]): List of metadata dictionaries for each file. - versions (Optional[List[str]]): List of version strings for each file. chunking_settings (Optional[Union[dict, ChunkingConfig]]): Custom chunking configuration. Returns: @@ -39,10 +37,6 @@ async def ingest_files( raise ValueError( "Number of metadatas must match number of document IDs." ) - if versions is not None and len(file_paths) != len(versions): - raise ValueError( - "Number of versions must match number of document IDs." - ) if ( chunking_settings is not None and chunking_settings is not ChunkingConfig @@ -80,7 +74,6 @@ async def ingest_files( if document_ids else None ), - "versions": json.dumps(versions) if versions else None, "chunking_settings": ( json.dumps( chunking_settings.model_dump() diff --git a/py/sdk/models.py b/py/sdk/models.py index e0355fc7e..03b690610 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -205,6 +205,37 @@ class Token(BaseModel): token_type: str +class IndexMeasure(str, Enum): + """ + An enum representing the types of distance measures available for indexing. + + Attributes: + cosine_distance (str): The cosine distance measure for indexing. + l2_distance (str): The Euclidean (L2) distance measure for indexing. + max_inner_product (str): The maximum inner product measure for indexing. + """ + + cosine_distance = "cosine_distance" + l2_distance = "l2_distance" + max_inner_product = "max_inner_product" + + + +class HybridSearchSettings(BaseModel): + full_text_weight: float = Field( + default=1.0, description="Weight to apply to full text search" + ) + semantic_weight: float = Field( + default=5.0, description="Weight to apply to semantic search" + ) + full_text_limit: int = Field( + default=200, + description="Maximum number of results to return from full text search", + ) + rrf_k: int = Field( + default=50, description="K-value for RRF (Rank Reciprocal Fusion)" + ) + class VectorSearchSettings(BaseModel): use_vector_search: bool = Field( default=True, description="Whether to use vector search" From 19759e0c672bc343ccd98944bc0cca314c6fa102 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 11:20:42 -0700 Subject: [PATCH 45/74] Move docker (#938) * Move docker * remove from root --- .dockerignore => py/.dockerignore | 0 .flake8 => py/.flake8 | 0 .isort.cfg => py/.isort.cfg | 0 .pre-commit-config.yaml => py/.pre-commit-config.yaml | 0 Dockerfile => py/Dockerfile | 0 Dockerfile.unstructured => py/Dockerfile.unstructured | 0 compose.neo4j.yaml => py/compose.neo4j.yaml | 0 compose.ollama.yaml => py/compose.ollama.yaml | 0 compose.postgres.yaml => py/compose.postgres.yaml | 0 compose.yaml => py/compose.yaml | 0 10 files changed, 0 insertions(+), 0 deletions(-) rename .dockerignore => py/.dockerignore (100%) rename .flake8 => py/.flake8 (100%) rename .isort.cfg => py/.isort.cfg (100%) rename .pre-commit-config.yaml => py/.pre-commit-config.yaml (100%) rename Dockerfile => py/Dockerfile (100%) rename Dockerfile.unstructured => py/Dockerfile.unstructured (100%) rename compose.neo4j.yaml => py/compose.neo4j.yaml (100%) rename compose.ollama.yaml => py/compose.ollama.yaml (100%) rename compose.postgres.yaml => py/compose.postgres.yaml (100%) rename compose.yaml => py/compose.yaml (100%) diff --git a/.dockerignore b/py/.dockerignore similarity index 100% rename from .dockerignore rename to py/.dockerignore diff --git a/.flake8 b/py/.flake8 similarity index 100% rename from .flake8 rename to py/.flake8 diff --git a/.isort.cfg b/py/.isort.cfg similarity index 100% rename from .isort.cfg rename to py/.isort.cfg diff --git a/.pre-commit-config.yaml b/py/.pre-commit-config.yaml similarity index 100% rename from .pre-commit-config.yaml rename to py/.pre-commit-config.yaml diff --git a/Dockerfile b/py/Dockerfile similarity index 100% rename from Dockerfile rename to py/Dockerfile diff --git a/Dockerfile.unstructured b/py/Dockerfile.unstructured similarity index 100% rename from Dockerfile.unstructured rename to py/Dockerfile.unstructured diff --git a/compose.neo4j.yaml b/py/compose.neo4j.yaml similarity index 100% rename from compose.neo4j.yaml rename to py/compose.neo4j.yaml diff --git a/compose.ollama.yaml b/py/compose.ollama.yaml similarity index 100% rename from compose.ollama.yaml rename to py/compose.ollama.yaml diff --git a/compose.postgres.yaml b/py/compose.postgres.yaml similarity index 100% rename from compose.postgres.yaml rename to py/compose.postgres.yaml diff --git a/compose.yaml b/py/compose.yaml similarity index 100% rename from compose.yaml rename to py/compose.yaml From 70510077d6c8a6eefc94ccc3dfb9dcbcc73f50c1 Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 11:23:51 -0700 Subject: [PATCH 46/74] Clean up sdk/restructure.py --- py/sdk/restructure.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/py/sdk/restructure.py b/py/sdk/restructure.py index fd3df0ebf..33c86348f 100644 --- a/py/sdk/restructure.py +++ b/py/sdk/restructure.py @@ -1,7 +1,3 @@ -from typing import Any, Dict, List, Optional, Union - -from core.base import Document - from .models import KGEnrichmentResponse, KGEnrichmentSettings @@ -14,6 +10,9 @@ async def enrich_graph( """ Perform graph enrichment over the entire graph. + Args: + KGEnrichmentSettings (KGEnrichmentSettings): Settings for the graph enrichment process. + Returns: KGEnrichmentResponse: Results of the graph enrichment process. """ From 4f26300f7485e436ad9c6a21481f7814bdbfbff5 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 13:20:23 -0700 Subject: [PATCH 47/74] Fix js tests, completion scoring (#939) --- .../r2rClientIntegrationSuperUser.test.ts | 31 +- .../r2rClientIntegrationUser.test.ts | 37 +- js/sdk/pnpm-lock.yaml | 3061 +++++++++++------ js/sdk/src/r2rClient.ts | 49 +- py/cli/commands/management.py | 9 +- py/core/main/services/management_service.py | 2 +- 6 files changed, 2073 insertions(+), 1116 deletions(-) diff --git a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts index f192c8de4..ff8547dc2 100644 --- a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts @@ -85,15 +85,14 @@ describe("r2rClient Integration Tests", () => { await expect(client.agent(messages)).resolves.not.toThrow(); }, 30000); - // TODO: Fix this test - // test("Score completion", async () => { - // const message_id = "4173d5f9-f62e-5981-8e35-5154b9883c7f"; - // const score = 0.5; + test("Score completion", async () => { + const message_id = "906bb0a8-e6f6-5474-a5d4-7d7f28937f41"; + const score = 0.5; - // await expect( - // client.scoreCompletion(message_id, score), - // ).resolves.not.toThrow(); - // }); + await expect( + client.scoreCompletion(message_id, score), + ).resolves.not.toThrow(); + }); // TOOD: Fix in R2R, table logs has no column named run_id // test("Agentic RAG response with streaming", async () => { @@ -126,10 +125,9 @@ describe("r2rClient Integration Tests", () => { ).resolves.toBe(""); }); - // TODO: verfiy that this works, blocked by R2R logging issues - // test("Get logs", async () => { - // await expect(client.logs()).resolves.not.toThrow(); - // }); + test("Get logs", async () => { + await expect(client.logs()).resolves.not.toThrow(); + }); test("App settings", async () => { await expect(client.appSettings()).resolves.not.toThrow(); @@ -137,15 +135,11 @@ describe("r2rClient Integration Tests", () => { test("Get analytics", async () => { const filterCriteria: Record | string = { - filters: { - search_latencies: "search_latency", - }, + search_latencies: "search_latency", }; const analysisTypes: Record | string = { - analysis_types: { - search_latencies: ["basic_statistics", "search_latency"], - }, + search_latencies: ["basic_statistics", "search_latency"], }; await expect( @@ -173,7 +167,6 @@ describe("r2rClient Integration Tests", () => { client.delete({ document_id: "73749580-1ade-50c6-8fbe-a5e9e87783c8" }), ).resolves.toBe(""); - // Deletes myshkin.txt await expect( client.delete({ document_id: "2e05b285-2746-5778-9e4a-e293db92f3be" }), diff --git a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts index 013b629e2..5b1664c4c 100644 --- a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts @@ -3,6 +3,12 @@ const fs = require("fs"); const baseUrl = "http://localhost:8000"; +/** + * raskolnikov.txt should have an id of `91662726-7271-51a5-a0ae-34818509e1fd` + * karamozov.txt should have an id of `00f69fa0-c947-5f5f-a374-1837a1283366` + * myshkin.txt should have an id of `0b80081e-a37a-579f-a06d-7d2032435d65` + */ + describe("r2rClient Integration Tests", () => { let client: r2rClient; @@ -20,12 +26,6 @@ describe("r2rClient Integration Tests", () => { ).resolves.not.toThrow(); }); - test("Verify Email throws a 400 error", async () => { - await expect(client.verifyEmail("verification_code")).rejects.toThrow( - "Status 400: Email verification is not required", - ); - }); - test("Login", async () => { await expect( client.login("test@gmail.com", "password"), @@ -39,7 +39,7 @@ describe("r2rClient Integration Tests", () => { await expect( client.ingestFiles(files, { - metadatas: [{ title: "myshkin.txt" }, { title: "karamozov.txt" }], + metadatas: [{ title: "raskolnikov.txt" }], skip_document_info: false, }), ).resolves.not.toThrow(); @@ -57,7 +57,7 @@ describe("r2rClient Integration Tests", () => { ]; await expect( client.updateFiles(updated_file, { - document_ids: ["06f6aab5-daa1-5b22-809c-d73a378600ed"], + document_ids: ["0b80081e-a37a-579f-a06d-7d2032435d65"], metadatas: [{ title: "updated_karamozov.txt" }], }), ).resolves.not.toThrow(); @@ -67,13 +67,10 @@ describe("r2rClient Integration Tests", () => { await expect(client.search("test")).resolves.not.toThrow(); }); - test("Generate RAG response", async () => { - await expect(client.rag("test")).resolves.not.toThrow(); - }, 30000); - + // Deletes rasolnikov.txt test("Delete document", async () => { await expect( - client.delete({ document_id: "c621c119-e21d-5d11-a099-bab1993f76d0" }), + client.delete({ document_id: "91662726-7271-51a5-a0ae-34818509e1fd" }), ).resolves.not.toThrow(); }); @@ -98,12 +95,14 @@ describe("r2rClient Integration Tests", () => { }); test("Clean up remaining documents", async () => { + // Deletes karamozov.txt await expect( - client.delete({ document_id: "f58d4ec4-0274-56fa-b1ce-16aa3ba9ce3c" }), + client.delete({ document_id: "00f69fa0-c947-5f5f-a374-1837a1283366" }), ).resolves.not.toThrow(); + // Deletes myshkin.txt await expect( - client.delete({ document_id: "06f6aab5-daa1-5b22-809c-d73a378600ed" }), + client.delete({ document_id: "0b80081e-a37a-579f-a06d-7d2032435d65" }), ).resolves.not.toThrow; }); @@ -113,7 +112,9 @@ describe("r2rClient Integration Tests", () => { ).resolves.not.toThrow(); }); - test("Delete User", async () => { - await expect(client.deleteUser("new_password")).resolves.not.toThrow(); - }); + // TODO: Fix this test + // test("Delete User", async () => { + // const currentUser = await client.user(); + // await expect(client.deleteUser(currentUser.id, "new_password")).resolves.not.toThrow(); + // }); }); diff --git a/js/sdk/pnpm-lock.yaml b/js/sdk/pnpm-lock.yaml index 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'@babel/types': 7.25.2 + "@babel/parser": 7.25.3 + "@babel/types": 7.25.2 - '@types/babel__traverse@7.20.6': + "@types/babel__traverse@7.20.6": dependencies: - '@babel/types': 7.25.2 + "@babel/types": 7.25.2 - '@types/graceful-fs@4.1.9': + "@types/graceful-fs@4.1.9": dependencies: - '@types/node': 20.14.15 + "@types/node": 20.14.15 - '@types/istanbul-lib-coverage@2.0.6': {} + "@types/istanbul-lib-coverage@2.0.6": {} - '@types/istanbul-lib-report@3.0.3': + "@types/istanbul-lib-report@3.0.3": dependencies: - '@types/istanbul-lib-coverage': 2.0.6 + "@types/istanbul-lib-coverage": 2.0.6 - '@types/istanbul-reports@3.0.4': + "@types/istanbul-reports@3.0.4": dependencies: - '@types/istanbul-lib-report': 3.0.3 + "@types/istanbul-lib-report": 3.0.3 - '@types/jest@29.5.12': + "@types/jest@29.5.12": dependencies: expect: 29.7.0 pretty-format: 29.7.0 - '@types/mocha@10.0.7': {} + "@types/mocha@10.0.7": {} - '@types/node@20.14.15': + "@types/node@20.14.15": dependencies: undici-types: 5.26.5 - '@types/stack-utils@2.0.3': {} + "@types/stack-utils@2.0.3": {} - '@types/uuid@10.0.0': {} + "@types/uuid@10.0.0": {} - '@types/yargs-parser@21.0.3': {} + "@types/yargs-parser@21.0.3": {} - '@types/yargs@17.0.33': + "@types/yargs@17.0.33": dependencies: - '@types/yargs-parser': 21.0.3 + "@types/yargs-parser": 21.0.3 acorn-walk@8.3.3: dependencies: @@ -1895,9 +2852,9 @@ snapshots: babel-jest@29.7.0(@babel/core@7.25.2): dependencies: - '@babel/core': 7.25.2 - '@jest/transform': 29.7.0 - '@types/babel__core': 7.20.5 + "@babel/core": 7.25.2 + "@jest/transform": 29.7.0 + "@types/babel__core": 7.20.5 babel-plugin-istanbul: 6.1.1 babel-preset-jest: 29.6.3(@babel/core@7.25.2) chalk: 4.1.2 @@ -1908,9 +2865,9 @@ snapshots: babel-plugin-istanbul@6.1.1: dependencies: - '@babel/helper-plugin-utils': 7.24.8 - '@istanbuljs/load-nyc-config': 1.1.0 - '@istanbuljs/schema': 0.1.3 + "@babel/helper-plugin-utils": 7.24.8 + "@istanbuljs/load-nyc-config": 1.1.0 + "@istanbuljs/schema": 0.1.3 istanbul-lib-instrument: 5.2.1 test-exclude: 6.0.0 transitivePeerDependencies: @@ -1918,33 +2875,33 @@ snapshots: babel-plugin-jest-hoist@29.6.3: dependencies: - 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'@babel/core': 7.25.2 + "@babel/core": 7.25.2 babel-plugin-jest-hoist: 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) @@ -2037,7 +2994,7 @@ snapshots: create-jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - '@jest/types': 29.6.3 + "@jest/types": 29.6.3 chalk: 4.1.2 exit: 0.1.2 graceful-fs: 4.2.11 @@ -2045,7 +3002,7 @@ snapshots: jest-util: 29.7.0 prompts: 2.4.2 transitivePeerDependencies: - - '@types/node' + - "@types/node" - babel-plugin-macros - supports-color - ts-node @@ -2112,7 +3069,7 @@ snapshots: expect@29.7.0: dependencies: - '@jest/expect-utils': 29.7.0 + "@jest/expect-utils": 29.7.0 jest-get-type: 29.6.3 jest-matcher-utils: 29.7.0 jest-message-util: 29.7.0 @@ -2221,9 +3178,9 @@ snapshots: istanbul-lib-instrument@5.2.1: dependencies: - '@babel/core': 7.25.2 - '@babel/parser': 7.25.3 - '@istanbuljs/schema': 0.1.3 + "@babel/core": 7.25.2 + "@babel/parser": 7.25.3 + "@istanbuljs/schema": 0.1.3 istanbul-lib-coverage: 3.2.2 semver: 6.3.1 transitivePeerDependencies: @@ -2231,9 +3188,9 @@ snapshots: istanbul-lib-instrument@6.0.3: dependencies: - '@babel/core': 7.25.2 - '@babel/parser': 7.25.3 - '@istanbuljs/schema': 0.1.3 + "@babel/core": 7.25.2 + "@babel/parser": 7.25.3 + "@istanbuljs/schema": 0.1.3 istanbul-lib-coverage: 3.2.2 semver: 7.6.3 transitivePeerDependencies: @@ -2273,11 +3230,11 @@ snapshots: jest-circus@29.7.0: dependencies: - '@jest/environment': 29.7.0 - '@jest/expect': 29.7.0 - '@jest/test-result': 29.7.0 - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/environment": 29.7.0 + "@jest/expect": 29.7.0 + "@jest/test-result": 29.7.0 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 chalk: 4.1.2 co: 4.6.0 dedent: 1.5.3 @@ -2299,9 +3256,9 @@ snapshots: jest-cli@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - '@jest/test-result': 29.7.0 - '@jest/types': 29.6.3 + "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + "@jest/test-result": 29.7.0 + "@jest/types": 29.6.3 chalk: 4.1.2 create-jest: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) exit: 0.1.2 @@ -2311,16 +3268,16 @@ snapshots: jest-validate: 29.7.0 yargs: 17.7.2 transitivePeerDependencies: - - '@types/node' + - "@types/node" - babel-plugin-macros - supports-color - ts-node jest-config@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - '@babel/core': 7.25.2 - '@jest/test-sequencer': 29.7.0 - '@jest/types': 29.6.3 + "@babel/core": 7.25.2 + "@jest/test-sequencer": 29.7.0 + "@jest/types": 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) chalk: 4.1.2 ci-info: 3.9.0 @@ -2341,7 +3298,7 @@ snapshots: slash: 3.0.0 strip-json-comments: 3.1.1 optionalDependencies: - '@types/node': 20.14.15 + "@types/node": 20.14.15 ts-node: 10.9.2(@types/node@20.14.15)(typescript@5.5.4) transitivePeerDependencies: - babel-plugin-macros @@ -2360,7 +3317,7 @@ snapshots: jest-each@29.7.0: dependencies: - '@jest/types': 29.6.3 + "@jest/types": 29.6.3 chalk: 4.1.2 jest-get-type: 29.6.3 jest-util: 29.7.0 @@ -2368,10 +3325,10 @@ snapshots: jest-environment-node@29.7.0: dependencies: - '@jest/environment': 29.7.0 - '@jest/fake-timers': 29.7.0 - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/environment": 29.7.0 + "@jest/fake-timers": 29.7.0 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 jest-mock: 29.7.0 jest-util: 29.7.0 @@ -2379,9 +3336,9 @@ snapshots: jest-haste-map@29.7.0: dependencies: - '@jest/types': 29.6.3 - '@types/graceful-fs': 4.1.9 - '@types/node': 20.14.15 + "@jest/types": 29.6.3 + "@types/graceful-fs": 4.1.9 + "@types/node": 20.14.15 anymatch: 3.1.3 fb-watchman: 2.0.2 graceful-fs: 4.2.11 @@ -2407,9 +3364,9 @@ snapshots: jest-message-util@29.7.0: dependencies: - '@babel/code-frame': 7.24.7 - '@jest/types': 29.6.3 - '@types/stack-utils': 2.0.3 + "@babel/code-frame": 7.24.7 + "@jest/types": 29.6.3 + "@types/stack-utils": 2.0.3 chalk: 4.1.2 graceful-fs: 4.2.11 micromatch: 4.0.7 @@ -2419,8 +3376,8 @@ snapshots: jest-mock@29.7.0: dependencies: - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 jest-util: 29.7.0 jest-pnp-resolver@1.2.3(jest-resolve@29.7.0): @@ -2450,12 +3407,12 @@ snapshots: jest-runner@29.7.0: dependencies: - '@jest/console': 29.7.0 - '@jest/environment': 29.7.0 - '@jest/test-result': 29.7.0 - '@jest/transform': 29.7.0 - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/console": 29.7.0 + "@jest/environment": 29.7.0 + "@jest/test-result": 29.7.0 + "@jest/transform": 29.7.0 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 chalk: 4.1.2 emittery: 0.13.1 graceful-fs: 4.2.11 @@ -2476,14 +3433,14 @@ snapshots: jest-runtime@29.7.0: dependencies: - '@jest/environment': 29.7.0 - '@jest/fake-timers': 29.7.0 - '@jest/globals': 29.7.0 - '@jest/source-map': 29.6.3 - '@jest/test-result': 29.7.0 - '@jest/transform': 29.7.0 - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/environment": 29.7.0 + "@jest/fake-timers": 29.7.0 + "@jest/globals": 29.7.0 + "@jest/source-map": 29.6.3 + "@jest/test-result": 29.7.0 + "@jest/transform": 29.7.0 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 chalk: 4.1.2 cjs-module-lexer: 1.3.1 collect-v8-coverage: 1.0.2 @@ -2503,14 +3460,14 @@ snapshots: jest-snapshot@29.7.0: dependencies: - '@babel/core': 7.25.2 - '@babel/generator': 7.25.0 - '@babel/plugin-syntax-jsx': 7.24.7(@babel/core@7.25.2) - '@babel/plugin-syntax-typescript': 7.24.7(@babel/core@7.25.2) - '@babel/types': 7.25.2 - '@jest/expect-utils': 29.7.0 - '@jest/transform': 29.7.0 - '@jest/types': 29.6.3 + "@babel/core": 7.25.2 + "@babel/generator": 7.25.0 + "@babel/plugin-syntax-jsx": 7.24.7(@babel/core@7.25.2) + "@babel/plugin-syntax-typescript": 7.24.7(@babel/core@7.25.2) + "@babel/types": 7.25.2 + "@jest/expect-utils": 29.7.0 + "@jest/transform": 29.7.0 + "@jest/types": 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) chalk: 4.1.2 expect: 29.7.0 @@ -2528,8 +3485,8 @@ snapshots: jest-util@29.7.0: dependencies: - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 chalk: 4.1.2 ci-info: 3.9.0 graceful-fs: 4.2.11 @@ -2537,7 +3494,7 @@ snapshots: jest-validate@29.7.0: dependencies: - '@jest/types': 29.6.3 + "@jest/types": 29.6.3 camelcase: 6.3.0 chalk: 4.1.2 jest-get-type: 29.6.3 @@ -2546,9 +3503,9 @@ snapshots: jest-watcher@29.7.0: dependencies: - '@jest/test-result': 29.7.0 - '@jest/types': 29.6.3 - '@types/node': 20.14.15 + "@jest/test-result": 29.7.0 + "@jest/types": 29.6.3 + "@types/node": 20.14.15 ansi-escapes: 4.3.2 chalk: 4.1.2 emittery: 0.13.1 @@ -2557,19 +3514,19 @@ snapshots: jest-worker@29.7.0: dependencies: - '@types/node': 20.14.15 + "@types/node": 20.14.15 jest-util: 29.7.0 merge-stream: 2.0.0 supports-color: 8.1.1 jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - '@jest/types': 29.6.3 + "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + "@jest/types": 29.6.3 import-local: 3.2.0 jest-cli: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) transitivePeerDependencies: - - '@types/node' + - "@types/node" - babel-plugin-macros - supports-color - ts-node @@ -2674,7 +3631,7 @@ snapshots: parse-json@5.2.0: dependencies: - '@babel/code-frame': 7.24.7 + "@babel/code-frame": 7.24.7 error-ex: 1.3.2 json-parse-even-better-errors: 2.3.1 lines-and-columns: 1.2.4 @@ -2716,7 +3673,7 @@ snapshots: pretty-format@29.7.0: dependencies: - '@jest/schemas': 29.6.3 + "@jest/schemas": 29.6.3 ansi-styles: 5.2.0 react-is: 18.3.1 @@ -2815,7 +3772,7 @@ snapshots: test-exclude@6.0.0: dependencies: - '@istanbuljs/schema': 0.1.3 + "@istanbuljs/schema": 0.1.3 glob: 7.2.3 minimatch: 3.1.2 @@ -2841,19 +3798,19 @@ snapshots: typescript: 5.5.4 yargs-parser: 21.1.1 optionalDependencies: - '@babel/core': 7.25.2 - '@jest/transform': 29.7.0 - '@jest/types': 29.6.3 + "@babel/core": 7.25.2 + "@jest/transform": 29.7.0 + "@jest/types": 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4): dependencies: - '@cspotcode/source-map-support': 0.8.1 - '@tsconfig/node10': 1.0.11 - '@tsconfig/node12': 1.0.11 - '@tsconfig/node14': 1.0.3 - '@tsconfig/node16': 1.0.4 - '@types/node': 20.14.15 + "@cspotcode/source-map-support": 0.8.1 + "@tsconfig/node10": 1.0.11 + "@tsconfig/node12": 1.0.11 + "@tsconfig/node14": 1.0.3 + "@tsconfig/node16": 1.0.4 + "@types/node": 20.14.15 acorn: 8.12.1 acorn-walk: 8.3.3 arg: 4.1.3 @@ -2884,8 +3841,8 @@ snapshots: v8-to-istanbul@9.3.0: dependencies: - '@jridgewell/trace-mapping': 0.3.25 - '@types/istanbul-lib-coverage': 2.0.6 + "@jridgewell/trace-mapping": 0.3.25 + "@types/istanbul-lib-coverage": 2.0.6 convert-source-map: 2.0.0 walker@1.0.8: diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index 61ec76d5c..3d706cd66 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -122,6 +122,9 @@ export class r2rClient { config.data = JSON.stringify(options.data); if (method !== "DELETE") { config.headers["Content-Type"] = "application/json"; + } else { + config.headers["Content-Type"] = "application/json"; + config.data = JSON.stringify(options.data); } } else { config.data = options.data; @@ -203,9 +206,9 @@ export class r2rClient { * @returns A promise that resolves to the response from the server. */ @feature("verifyEmail") - async verifyEmail(verification_code: string): Promise> { + async verifyEmail(verification_code: string): Promise { return await this._makeRequest("POST", "verify_email", { - json: { verification_code: verification_code }, + data: { verification_code }, }); } @@ -367,19 +370,21 @@ export class r2rClient { /** * Deletes the user with the given user ID. - * @param user_id The ID of the user to delete. + * @param user_id The ID of the user to delete, defaults to the currently authenticated user. * @param password The password of the user to delete. * @returns A promise that resolves to the response from the server. */ @feature("deleteUser") - async deleteUser(user_id: string, password?: string): Promise { + async deleteUser(userId: string, password?: string): Promise { this._ensureAuthenticated(); - const response = await this._makeRequest("DELETE", "user", { - data: { user_id, password }, - }); - this.accessToken = null; - this.refreshToken = null; - return response; + + const data: Record = { user_id: userId }; + + if (password) { + data.password = password; + } + + return await this._makeRequest("DELETE", "user", { data }); } // ----------------------------------------------------------------------------- @@ -640,16 +645,16 @@ export class r2rClient { if (filter_criteria) { params.filter_criteria = - typeof filter_criteria === "object" - ? JSON.stringify(filter_criteria) - : filter_criteria; + typeof filter_criteria === "string" + ? filter_criteria + : JSON.stringify(filter_criteria); } if (analysis_types) { params.analysis_types = - typeof analysis_types === "object" - ? JSON.stringify(analysis_types) - : analysis_types; + typeof analysis_types === "string" + ? analysis_types + : JSON.stringify(analysis_types); } return this._makeRequest("GET", "analytics", { params }); @@ -775,15 +780,11 @@ export class r2rClient { async documentChunks(document_id: string): Promise { this._ensureAuthenticated(); - return this._makeRequest( - "GET", - `document_chunks/${document_id}`, - { - headers: { - "Content-Type": "application/json", - }, + return this._makeRequest("GET", `document_chunks/${document_id}`, { + headers: { + "Content-Type": "application/json", }, - ); + }); } /** diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index 52ffc6742..7f8925290 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -44,8 +44,13 @@ def users_overview(client, user_ids): with timer(): response = client.users_overview(user_ids) - for user in response: - click.echo(user) + if 'results' in response: + click.echo("\nUser Overview:") + click.echo(f"{'User ID':<40} {'Num Files':<10} {'Total Size (bytes)':<20} Document IDs") + for user in response['results']: + click.echo(f"{user['user_id']:<40} {user['num_files']:<10} {user['total_size_in_bytes']:<20} {', '.join(user['document_ids'][:3]) + ('...' if len(user['document_ids']) > 3 else '')}") + else: + click.echo("No users found.") @cli.command() diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index f572a55e1..778f337df 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -234,7 +234,7 @@ async def ascore_completion( except Exception as e: logger.error(f"An error occurred in ascore_completion: {e}") - return "ok" + return {"message": "Completion scored successfully"} @telemetry_event("UsersOverview") async def ausers_overview( From a75705f013cc588624fc6cd10e3b74715decee4a Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Thu, 22 Aug 2024 17:38:07 -0400 Subject: [PATCH 48/74] Shreyas/unstructured docker image (#940) unstructured docker image --- .github/workflows/build-main.yml | 13 ++++++++++++ .github/workflows/build-mainv2.yml | 28 +++++++++++-------------- py/cli/utils/docker_utils.py | 3 +++ py/core/main/assembly/factory.py | 1 - py/poetry.lock | 33 +++++++++++------------------- 5 files changed, 40 insertions(+), 38 deletions(-) diff --git a/.github/workflows/build-main.yml b/.github/workflows/build-main.yml index b91de2c3f..a52f332a2 100644 --- a/.github/workflows/build-main.yml +++ b/.github/workflows/build-main.yml @@ -62,6 +62,9 @@ jobs: tags: | type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} type=raw,value=latest + tags_unstructured: | + type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} + type=raw,value=latest-unstructured - name: Build and Push Docker Image uses: docker/build-push-action@v5 @@ -73,6 +76,16 @@ jobs: labels: ${{ steps.meta.outputs.labels }} platforms: linux/amd64,linux/arm64 + - name: Build and Push Docker Image + uses: docker/build-push-action@v5 + with: + context: . + file: ./Dockerfile.unstructured + push: true + tags: ${{ steps.meta.outputs.tags_unstructured }} + labels: ${{ steps.meta.outputs.labels_unstructured }} + platforms: linux/amd64,linux/arm64 + - name: Trigger Dependent Repositories if: success() run: | diff --git a/.github/workflows/build-mainv2.yml b/.github/workflows/build-mainv2.yml index e0277a593..93e53649d 100644 --- a/.github/workflows/build-mainv2.yml +++ b/.github/workflows/build-mainv2.yml @@ -52,12 +52,19 @@ jobs: tags: | type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} type=raw,value=latest + tags_unstructured: | + type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} + type=raw,value=latest-unstructured + labels: | + type=raw,value=latest + labels_unstructured: | + type=raw,value=latest-unstructured - name: Build and Push Docker Image (Standard) uses: docker/build-push-action@v5 with: context: . - file: ./Dockerfile + file: ./py/Dockerfile push: true tags: ${{ steps.meta.outputs.tags }} labels: ${{ steps.meta.outputs.labels }} @@ -69,21 +76,10 @@ jobs: uses: docker/build-push-action@v5 with: context: . - file: ./Dockerfile.unstructured + file: ./py/Dockerfile.unstructured push: true - tags: ${{ steps.meta.outputs.tags }} - labels: ${{ steps.meta.outputs.labels }} + tags: ${{ steps.meta.outputs.tags_unstructured }} + labels: ${{ steps.meta.outputs.labels_unstructured }} platforms: linux/amd64,linux/arm64 build-args: | - CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} - - - name: Modify and Push Unstructured Tags - run: | - for tag in ${{ steps.meta.outputs.tags }}; do - IFS=':' read -ra PARTS <<< "$tag" - REPO="${PARTS[0]}" - VERSION="${PARTS[1]}" - NEW_TAG="${REPO}:${VERSION}-unstructured" - docker tag $tag $NEW_TAG - docker push $NEW_TAG - done + CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} \ No newline at end of file diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index 16e47a0a8..a80b9e24d 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -124,6 +124,9 @@ def run_docker_serve( config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) + if config.parsing.provider == "unstructured" and not image: + image = "ragtoriches/prod_unstructured" + completion_provider = config.completion.provider completion_model = config.completion.generation_config.model completion_model_provider = completion_model.split("/")[0] diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 7c45864a4..120920412 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -215,7 +215,6 @@ def create_prompt_provider( prompt_provider = None if prompt_config.provider == "r2r": from core.providers import R2RPromptProvider - prompt_provider = R2RPromptProvider(prompt_config) else: raise ValueError( diff --git a/py/poetry.lock b/py/poetry.lock index 3ca82c165..d45ad242b 100644 --- a/py/poetry.lock +++ b/py/poetry.lock @@ -291,18 +291,20 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] [[package]] name = "autograd" -version = "1.6.2" -description = "Efficiently computes derivatives of numpy code." +version = "1.7.0" +description = "Efficiently computes derivatives of NumPy code." optional = true -python-versions = "*" +python-versions = ">=3.8" files = [ - {file = "autograd-1.6.2-py3-none-any.whl", hash = "sha256:208dde2a938e63b4f8f5049b1985505139e529068b0d26f8cd7771fd3eb145d5"}, - {file = "autograd-1.6.2.tar.gz", hash = "sha256:8731e08a0c4e389d8695a40072ada4512641c113b6cace8f4cfbe8eb7e9aedeb"}, + {file = "autograd-1.7.0-py3-none-any.whl", hash = "sha256:49680300f842f3a8722b060ac0d3ed7aca071d1ad4d3d38c9fdadafdcc73c30b"}, + {file = "autograd-1.7.0.tar.gz", hash = "sha256:de743fd368d6df523cd37305dcd171861a9752a144493677d2c9f5a56983ff2f"}, ] [package.dependencies] -future = ">=0.15.2" -numpy = ">=1.12" +numpy = "*" + +[package.extras] +scipy = ["scipy"] [[package]] name = "backoff" @@ -1165,17 +1167,6 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe, test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"] tqdm = ["tqdm"] -[[package]] -name = "future" -version = "1.0.0" -description = "Clean single-source support for Python 3 and 2" -optional = true -python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" -files = [ - {file = "future-1.0.0-py3-none-any.whl", hash = "sha256:929292d34f5872e70396626ef385ec22355a1fae8ad29e1a734c3e43f9fbc216"}, - {file = "future-1.0.0.tar.gz", hash = "sha256:bd2968309307861edae1458a4f8a4f3598c03be43b97521076aebf5d94c07b05"}, -] - [[package]] name = "gensim" version = "4.3.3" @@ -1855,13 +1846,13 @@ files = [ [[package]] name = "litellm" -version = "1.44.1" +version = "1.44.2" description = "Library to easily interface with LLM API providers" optional = true python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8" files = [ - {file = "litellm-1.44.1-py3-none-any.whl", hash = "sha256:6367cfafbdd5d6a5125cefd21375df89f0b8a0d77044616cd88462be77d05564"}, - {file = "litellm-1.44.1.tar.gz", hash = "sha256:b9013df8b255335a08df1e9e7ac589dab97b7fe8adb0c614e2ef4b65adcc33fb"}, + {file = "litellm-1.44.2-py3-none-any.whl", hash = "sha256:7c94618f06c5990f8103b65a6752c7713da334524f9c0334346b8f63df5cdfb5"}, + {file = "litellm-1.44.2.tar.gz", hash = "sha256:b9290b1414caf6a955a5a493fb1b1dce95b2710a934e968c9ab04d0a3fba804c"}, ] [package.dependencies] From 18e8f2e003023ebb1d394dc6704e6d0080a6410c Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 15:02:30 -0700 Subject: [PATCH 49/74] Update JS (#941) --- js/sdk/README.md | 1 - js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts | 1 - js/sdk/__tests__/r2rClientIntegrationUser.test.ts | 1 - js/sdk/examples/hello_r2r.js | 1 - js/sdk/src/models.tsx | 9 ++++++++- js/sdk/src/r2rClient.ts | 7 ------- py/cli/commands/management.py | 1 - 7 files changed, 8 insertions(+), 13 deletions(-) diff --git a/js/sdk/README.md b/js/sdk/README.md index ba9c34d27..930ab6dc6 100644 --- a/js/sdk/README.md +++ b/js/sdk/README.md @@ -75,7 +75,6 @@ const ingestResult = await client.ingestFiles(files, { "123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174000", ], - skip_document_info: false, }); console.log(ingestResult); ``` diff --git a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts index ff8547dc2..2b9548c95 100644 --- a/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationSuperUser.test.ts @@ -38,7 +38,6 @@ describe("r2rClient Integration Tests", () => { await expect( client.ingestFiles(files, { metadatas: [{ title: "raskolnikov.txt" }, { title: "karamozov.txt" }], - skip_document_info: false, }), ).resolves.not.toThrow(); }); diff --git a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts index 5b1664c4c..0154a54a1 100644 --- a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts @@ -40,7 +40,6 @@ describe("r2rClient Integration Tests", () => { await expect( client.ingestFiles(files, { metadatas: [{ title: "raskolnikov.txt" }], - skip_document_info: false, }), ).resolves.not.toThrow(); }); diff --git a/js/sdk/examples/hello_r2r.js b/js/sdk/examples/hello_r2r.js index a1bb8b572..2362672e8 100644 --- a/js/sdk/examples/hello_r2r.js +++ b/js/sdk/examples/hello_r2r.js @@ -16,7 +16,6 @@ async function main() { console.log("Ingesting file..."); const ingestResult = await client.ingestFiles(files, { metadatas: [{ title: "raskolnikov.txt" }], - skip_document_info: false, }); console.log("Ingest result:", JSON.stringify(ingestResult, null, 2)); diff --git a/js/sdk/src/models.tsx b/js/sdk/src/models.tsx index eee1eb834..265dd2a07 100644 --- a/js/sdk/src/models.tsx +++ b/js/sdk/src/models.tsx @@ -35,9 +35,16 @@ export interface GenerationConfig { export interface VectorSearchSettings { use_vector_search?: boolean; + use_hybrid_search?: boolean; filters?: Record; search_limit?: number; - use_hybrid_search?: boolean; + selected_group_ids?: string[]; + // TODO: add index measure + // TODO: add include vars + // TODO: add include metadatas + // TODO: add include probes + // TODO: add ef_search + // TODO: add hybrid_search_settings } export interface KGSearchSettings { diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index 3d706cd66..2cd811b7e 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -407,9 +407,7 @@ export class r2rClient { metadatas?: Record[]; document_ids?: string[]; user_ids?: (string | null)[]; - versions?: string[]; chunking_settings?: Record; - skip_document_info?: boolean; } = {}, ): Promise { this._ensureAuthenticated(); @@ -472,14 +470,9 @@ export class r2rClient { ? JSON.stringify(options.document_ids) : undefined, user_ids: options.user_ids ? JSON.stringify(options.user_ids) : undefined, - versions: options.versions ? JSON.stringify(options.versions) : undefined, chunking_settings: options.chunking_settings ? JSON.stringify(options.chunking_settings) : undefined, - skip_document_info: - options.skip_document_info !== undefined - ? JSON.stringify(options.skip_document_info) - : undefined, }; Object.entries(data).forEach(([key, value]) => { diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index 7f8925290..ff3bf0861 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -8,7 +8,6 @@ # TODO: Implement update_prompt -# TODO: Update @cli.command() @click.option("--filters", type=JSON, help="Filters for analytics as JSON") @click.option("--analysis-types", type=JSON, help="Analysis types as JSON") From 7d6c7f2b5c6c5fadcc30bf613a85973270b8bb46 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 15:31:03 -0700 Subject: [PATCH 50/74] Update models (#942) --- js/sdk/src/models.tsx | 34 +++++++++++++++++++++------------- 1 file changed, 21 insertions(+), 13 deletions(-) diff --git a/js/sdk/src/models.tsx b/js/sdk/src/models.tsx index 265dd2a07..d2b74b61d 100644 --- a/js/sdk/src/models.tsx +++ b/js/sdk/src/models.tsx @@ -17,34 +17,36 @@ export interface RefreshTokenResponse { } export interface GenerationConfig { + model?: string; temperature?: number; top_p?: number; - top_k?: number; max_tokens_to_sample?: number; - model?: string; stream?: boolean; functions?: Array>; - skip_special_tokens?: boolean; - stop_token?: string; - num_beams?: number; - do_sample?: boolean; - generate_with_chat?: boolean; + tools?: Array>; add_generation_kwargs?: Record; api_base?: string; } +export interface HybridSearchSettings { + full_text_weight: number; + semantic_weight: number; + full_text_limit: number; + rrf_k: number; +} + export interface VectorSearchSettings { use_vector_search?: boolean; use_hybrid_search?: boolean; filters?: Record; search_limit?: number; selected_group_ids?: string[]; - // TODO: add index measure - // TODO: add include vars - // TODO: add include metadatas - // TODO: add include probes - // TODO: add ef_search - // TODO: add hybrid_search_settings + index_measure: IndexMeasure; + include_values?: boolean; + include_metadatas?: boolean; + probes?: number; + ef_search?: number; + hybrid_search_settings?: HybridSearchSettings; } export interface KGSearchSettings { @@ -66,3 +68,9 @@ export interface Message { export interface R2RDocumentChunksRequest { document_id: string; } + +export enum IndexMeasure { + COSINE_DISTANCE = "cosine_distance", + L2_DISTANCE = "l2_distance", + MAX_INNER_PRODUCT = "max_inner_product", +} From e6fdecab2ad5dedff3b67f94cdec784364d16e79 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 17:40:11 -0700 Subject: [PATCH 51/74] Feature/complete group logic (#945) * fix group logic * up --- py/cli/commands/management.py | 95 +++++---- py/core/base/abstractions/document.py | 2 +- .../base/api/models/management/responses.py | 1 + .../examples/scripts/advanced_kg_cookbook.py | 2 +- py/core/examples/scripts/run_auth_workflow.py | 1 - .../examples/scripts/run_group_workflow.py | 164 ++++++++++++++++ py/core/main/api/routes/auth/base.py | 18 +- py/core/main/api/routes/management/base.py | 57 ++++-- py/core/main/api/routes/retrieval/base.py | 14 +- py/core/main/app.py | 12 +- py/core/main/engine.py | 22 ++- py/core/main/services/auth_service.py | 4 + py/core/main/services/management_service.py | 81 ++++---- py/core/main/services/retrieval_service.py | 1 - py/core/parsers/media/audio_parser.py | 2 +- py/core/parsers/media/img_parser.py | 2 +- py/core/parsers/media/openai_helpers.py | 4 +- py/core/providers/database/document.py | 31 +-- py/core/providers/database/group.py | 140 +++++++++++++- py/core/providers/database/user.py | 48 ++++- py/core/providers/database/vecs/collection.py | 42 ++-- py/core/providers/database/vector.py | 182 +++++++++++++++--- py/core/providers/parsing/r2r_parsing.py | 1 + py/sdk/auth.py | 20 +- py/sdk/client.py | 2 +- py/sdk/management.py | 110 +++++++++-- py/tests/test_client.py | 6 +- py/tests/test_groups.py | 12 +- 28 files changed, 844 insertions(+), 232 deletions(-) create mode 100644 py/core/examples/scripts/run_group_workflow.py diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index ff3bf0861..114943c3d 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -35,13 +35,23 @@ def app_settings(client): @cli.command() @click.option("--user-ids", multiple=True, help="User IDs to overview") +@click.option( + "--offset", + default=None, + help="The offset to start from. Defaults to 0.", +) +@click.option( + "--limit", + default=None, + help="The maximum number of nodes to return. Defaults to 100.", +) @click.pass_obj -def users_overview(client, user_ids): +def users_overview(client, user_ids, offset, limit): """Get an overview of users.""" user_ids = list(user_ids) if user_ids else None with timer(): - response = client.users_overview(user_ids) + response = client.users_overview(user_ids, offset, limit) if 'results' in response: click.echo("\nUser Overview:") @@ -77,13 +87,23 @@ def delete(client, filter): @cli.command() @click.option("--document-ids", multiple=True, help="Document IDs to overview") +@click.option( + "--offset", + default=None, + help="The offset to start from. Defaults to 0.", +) +@click.option( + "--limit", + default=None, + help="The maximum number of nodes to return. Defaults to 100.", +) @click.pass_obj -def documents_overview(client, document_ids): +def documents_overview(client, document_ids, offset, limit): """Get an overview of documents.""" document_ids = list(document_ids) if document_ids else None with timer(): - response = client.documents_overview(document_ids) + response = client.documents_overview(document_ids, offset, limit) for document in response["results"]: click.echo(document) @@ -91,11 +111,21 @@ def documents_overview(client, document_ids): @cli.command() @click.option("--document-id", help="Document ID to retrieve chunks for") +@click.option( + "--offset", + default=None, + help="The offset to start from. Defaults to 0.", +) +@click.option( + "--limit", + default=None, + help="The maximum number of nodes to return. Defaults to 100.", +) @click.pass_obj -def document_chunks(client, document_id): +def document_chunks(client, document_id, offset, limit): """Get chunks of a specific document.""" with timer(): - response = client.document_chunks(document_id) + response = client.document_chunks(document_id, offset, limit) chunks = response.get("results", []) click.echo(f"\nNumber of chunks: {len(chunks)}") @@ -107,57 +137,20 @@ def document_chunks(client, document_id): @cli.command() +@click.option( + "--offset", + default=None, + help="The offset to start from. Defaults to 0.", +) @click.option( "--limit", default=None, help="The maximum number of nodes to return. Defaults to 100.", ) @click.pass_obj -def inspect_knowledge_graph(client, limit): +def inspect_knowledge_graph(client, offset, limit): """Inspect the knowledge graph.""" with timer(): - response = client.inspect_knowledge_graph(limit) - - click.echo(response) - - -## TODO: Implement groups_overview - - -## TODO: Implement create_group - - -## TODO: Implement get_group - - -## TODO: Implement update_group - - -## TODO: Implement delete_group - - -## TODO: Implement list_groups - - -## TODO: Implement add_user_to_group - - -## TODO: Implement remove_user_from_group - - -## TODO: Implement get_users_in_group - - -## TODO: Implement get_groups_for_user - - -## TODO: Implement assign_document_to_group - - -## TODO: Implement remove_document_from_group - - -## TODO: Implement get_document_groups - + response = client.inspect_knowledge_graph(offset, limit) -## TODO: Implement get_documents_in_group + click.echo(response) \ No newline at end of file diff --git a/py/core/base/abstractions/document.py b/py/core/base/abstractions/document.py index 3b9b936c1..12cf53b42 100644 --- a/py/core/base/abstractions/document.py +++ b/py/core/base/abstractions/document.py @@ -26,10 +26,10 @@ class DocumentStatus(str, Enum): class DocumentType(str, Enum): """Types of documents that can be stored.""" - CSV = "csv" DOCX = "docx" HTML = "html" + HTM = "htm" JSON = "json" MD = "md" PDF = "pdf" diff --git a/py/core/base/api/models/management/responses.py b/py/core/base/api/models/management/responses.py index 64636c6ee..ffc3d5dc2 100644 --- a/py/core/base/api/models/management/responses.py +++ b/py/core/base/api/models/management/responses.py @@ -61,6 +61,7 @@ class DocumentOverviewResponse(BaseModel): updated_at: datetime status: str version: str + group_ids: list[UUID] metadata: Dict[str, Any] diff --git a/py/core/examples/scripts/advanced_kg_cookbook.py b/py/core/examples/scripts/advanced_kg_cookbook.py index 8eaa2ea73..f69d0a486 100644 --- a/py/core/examples/scripts/advanced_kg_cookbook.py +++ b/py/core/examples/scripts/advanced_kg_cookbook.py @@ -155,7 +155,7 @@ def main( print("Inspecting Knowledge Graph") print( - client.inspect_knowledge_graph(1000, print_descriptions=True)[ + client.inspect_knowledge_graph(0, 1000, print_descriptions=True)[ "results" ] ) diff --git a/py/core/examples/scripts/run_auth_workflow.py b/py/core/examples/scripts/run_auth_workflow.py index ad4837fc6..1729a7679 100644 --- a/py/core/examples/scripts/run_auth_workflow.py +++ b/py/core/examples/scripts/run_auth_workflow.py @@ -1,4 +1,3 @@ -# TODO: need to import this from the package, not from the local directory from r2r import R2RClient if __name__ == "__main__": diff --git a/py/core/examples/scripts/run_group_workflow.py b/py/core/examples/scripts/run_group_workflow.py new file mode 100644 index 000000000..38353ef20 --- /dev/null +++ b/py/core/examples/scripts/run_group_workflow.py @@ -0,0 +1,164 @@ +import os +from r2r import R2RClient + + +if __name__ == "__main__": + # Initialize the R2R client + client = R2RClient("http://localhost:8000") # Replace with your R2R deployment URL + + # Admin login + print("Logging in as admin...") + login_result = client.login("admin@example.com", "change_me_immediately") + print("Admin login result:", login_result) + + # Create two groups + print("\nCreating two groups...") + group1_result = client.create_group("TestGroup1", "A test group for document access") + group2_result = client.create_group("TestGroup2", "Another test group") + print("Group1 creation result:", group1_result) + print("Group2 creation result:", group2_result) + group1_id = group1_result['results']['group_id'] + group2_id = group2_result['results']['group_id'] + + # Get groups overview + print("\nGetting groups overview...") + groups_overview = client.groups_overview() + print("Groups overview:", groups_overview) + + # Get specific group + print("\nGetting specific group...") + group1_details = client.get_group(group1_id) + print("Group1 details:", group1_details) + + # List all groups + print("\nListing all groups...") + groups_list = client.list_groups() + print("Groups list:", groups_list) + + # Update a group + print("\nUpdating Group1...") + update_result = client.update_group(group1_id, name="UpdatedTestGroup1", description="Updated description") + print("Group update result:", update_result) + + # Ingest two documents + print("\nIngesting two documents...") + script_path = os.path.dirname(__file__) + sample_file1 = os.path.join(script_path, "core", "examples", "data", "aristotle_v2.txt") + sample_file2 = os.path.join(script_path, "core", "examples", "data", "aristotle.txt") + ingestion_result1 = client.ingest_files([sample_file1]) + ingestion_result2 = client.ingest_files([sample_file2]) + print("Document1 ingestion result:", ingestion_result1) + print("Document2 ingestion result:", ingestion_result2) + document1_id = ingestion_result1['results']['processed_documents'][0]['id'] + document2_id = ingestion_result2['results']['processed_documents'][0]['id'] + + # Assign documents to groups + print("\nAssigning documents to groups...") + assign_result1 = client.assign_document_to_group(document1_id, group1_id) + assign_result2 = client.assign_document_to_group(document2_id, group2_id) + print("Document1 assignment result:", assign_result1) + print("Document2 assignment result:", assign_result2) + + # document1_id = "c3291abf-8a4e-5d9d-80fd-232ef6fd8526" + # Get document groups + print("\nGetting groups for Document1...") + doc1_groups = client.document_groups(document1_id) + print("Document1 groups:", doc1_groups) + + # Create three test users + print("\nCreating three test users...") + user1_result = client.register("user1@test.com", "password123") + user2_result = client.register("user2@test.com", "password123") + user3_result = client.register("user3@test.com", "password123") + print("User1 creation result:", user1_result) + print("User2 creation result:", user2_result) + print("User3 creation result:", user3_result) + + # Add users to groups + print("\nAdding users to groups...") + add_user1_result = client.add_user_to_group(user1_result['results']['id'], group1_id) + add_user2_result = client.add_user_to_group(user2_result['results']['id'], group2_id) + add_user3_result1 = client.add_user_to_group(user3_result['results']['id'], group1_id) + add_user3_result2 = client.add_user_to_group(user3_result['results']['id'], group2_id) + print("Add user1 to group1 result:", add_user1_result) + print("Add user2 to group2 result:", add_user2_result) + print("Add user3 to group1 result:", add_user3_result1) + print("Add user3 to group2 result:", add_user3_result2) + + # Get users in a group + print("\nGetting users in Group1...") + users_in_group1 = client.user_groups(group1_id) + print("Users in Group1:", users_in_group1) + + # Get groups for a user + print("\nGetting groups for User3...") + user3_groups = client.user_groups(user3_result['results']['id']) + print("User3 groups:", user3_groups) + + # Get documents in a group + print("\nGetting documents in Group1...") + docs_in_group1 = client.documents_in_group(group1_id) + print("Documents in Group1:", docs_in_group1) + + # Remove user from group + print("\nRemoving User3 from Group1...") + remove_user_result = client.remove_user_from_group(user3_result['results']['id'], group1_id) + print("Remove user result:", remove_user_result) + + # Remove document from group + print("\nRemoving Document1 from Group1...") + remove_doc_result = client.remove_document_from_group(document1_id, group1_id) + print("Remove document result:", remove_doc_result) + + # Logout admin + print("\nLogging out admin...") + client.logout() + + # Login as user1 + print("\nLogging in as user1...") + client.login("user1@test.com", "password123") + + # Search for documents (should see document1 but not document2) + print("\nUser1 searching for documents...") + search_result_user1 = client.search("philosophy", {"selected_group_ids": [group1_id]}) + print("User1 search result:", search_result_user1) + + # Logout user1 + print("\nLogging out user1...") + client.logout() + + # Login as user3 + print("\nLogging in as user3...") + client.login("user3@test.com", "password123") + + # Search for documents (should see only document2 after removal from Group1) + print("\nUser3 searching for documents...") + try: + search_result_user3 = client.search("philosophy", {"selected_group_ids": [group1_id, group2_id]}) + except Exception as e: + print("User3 search result error:", e) + search_result_user3 = client.search("philosophy", {"selected_group_ids": [group2_id]}) + + print("User3 search result:", search_result_user3) + + # Logout user3 + print("\nLogging out user3...") + client.logout() + + # Clean up + print("\nCleaning up...") + # Login as admin again + client.login("admin@example.com", "change_me_immediately") + + # Delete the groups + print("Deleting the groups...") + client.delete_group(group1_id) + client.delete_group(group2_id) + + # Logout admin + print("\nLogging out admin...") + client.logout() + + print("\nWorkflow completed.") + + \ No newline at end of file diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 49871643c..94a85dab2 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -1,5 +1,5 @@ import uuid -from typing import TYPE_CHECKING +from typing import TYPE_CHECKING, Optional from core.base.api.models.auth.responses import ( GenericMessageResponse, @@ -7,7 +7,7 @@ WrappedTokenResponse, WrappedUserResponse, ) -from fastapi import Body, Depends +from fastapi import Path, Body, Depends from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm from pydantic import EmailStr @@ -200,14 +200,18 @@ async def reset_password_app( return GenericMessageResponse(message=result["message"]) @self.router.delete( - "/user", response_model=WrappedGenericMessageResponse + "/user/{user_id}", response_model=WrappedGenericMessageResponse ) @self.base_endpoint async def delete_user_app( - user_id: str = Body(..., description="ID of the user to delete"), - password: str | None = Body( + user_id: str = Path(..., description="ID of the user to delete"), + password: Optional[str] = Body( None, description="User's current password" ), + delete_vector_data: Optional[bool] = Body( + False, + description="Whether to delete the user's vector data", + ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): """ @@ -218,6 +222,8 @@ async def delete_user_app( """ if auth_user.id != user_id and not auth_user.is_superuser: raise Exception("User ID does not match authenticated user") + if not auth_user.is_superuser and not password: + raise Exception("Password is required for non-superusers") user_uuid = uuid.UUID(user_id) - result = await self.engine.adelete_user(user_uuid, password) + result = await self.engine.adelete_user(user_uuid, password, delete_vector_data) return GenericMessageResponse(message=result["message"]) diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 62b312cd1..05623d7b9 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -162,6 +162,8 @@ async def score_completion( @self.base_endpoint async def users_overview_app( user_ids: Optional[list[str]] = Query([]), + offset: int = Query(0, ge=0), + limit: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedUserOverviewResponse: if not auth_user.is_superuser: @@ -174,7 +176,7 @@ async def users_overview_app( [UUID(user_id) for user_id in user_ids] if user_ids else None ) - return await self.engine.ausers_overview(user_ids=user_uuids) + return await self.engine.ausers_overview(user_ids=user_uuids, offset=offset, limit=limit) @self.router.delete("/delete", status_code=204) @self.base_endpoint @@ -189,6 +191,8 @@ async def delete_app( @self.base_endpoint async def documents_overview_app( document_ids: list[str] = Query([]), + offset: int = Query(0, ge=0), + limit: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentOverviewResponse: request_user_ids = ( @@ -201,6 +205,8 @@ async def documents_overview_app( user_ids=request_user_ids, group_ids=auth_user.group_ids, document_ids=document_uuids, + offset=offset, + limit=limit, ) return result @@ -208,10 +214,12 @@ async def documents_overview_app( @self.base_endpoint async def document_chunks_app( document_id: str = Path(...), + offset: Optional[int] = Query(0, ge=0), + limit: Optional[int] = Query(100, ge=0), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentChunkResponse: document_uuid = UUID(document_id) - chunks = await self.engine.adocument_chunks(document_uuid) + chunks = await self.engine.adocument_chunks(document_uuid, offset, limit) if not chunks: raise R2RException( @@ -232,6 +240,7 @@ async def document_chunks_app( @self.router.get("/inspect_knowledge_graph") @self.base_endpoint async def inspect_knowledge_graph( + offset: int = 0, limit: int = 100, print_descriptions: bool = False, auth_user=Depends(self.engine.providers.auth.auth_wrapper), @@ -242,15 +251,15 @@ async def inspect_knowledge_graph( 403, ) return await self.engine.ainspect_knowledge_graph( - limit=limit, print_descriptions=print_descriptions + offset=offset, limit=limit, print_descriptions=print_descriptions ) @self.router.get("/groups_overview") @self.base_endpoint async def groups_overview_app( group_ids: Optional[list[str]] = Query(None), - limit: Optional[int] = Query(100, ge=1, le=1000), offset: Optional[int] = Query(0, ge=0), + limit: Optional[int] = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupOverviewResponse: if not auth_user.is_superuser: @@ -265,7 +274,7 @@ async def groups_overview_app( else None ) return await self.engine.agroups_overview( - group_ids=group_uuids, limit=limit, offset=offset + group_ids=group_uuids, offset=offset, limit=limit ) @self.router.post("/create_group") @@ -317,7 +326,7 @@ async def update_group_app( async def delete_group_app( group_id: str = Path(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: + ): if not auth_user.is_superuser: raise R2RException("Only a superuser can delete groups.", 403) group_uuid = UUID(group_id) @@ -362,16 +371,17 @@ async def remove_user_from_group_app( user_id: str = Body(..., description="User ID"), group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: + ): if not auth_user.is_superuser: raise R2RException( "Only a superuser can remove users from groups.", 403 ) user_uuid = UUID(user_id) group_uuid = UUID(group_id) - return await self.engine.aremove_user_from_group( + await self.engine.aremove_user_from_group( user_uuid, group_uuid ) + return None # TODO - Proivde response model @self.router.get("/get_users_in_group/{group_id}") @@ -395,10 +405,14 @@ async def get_users_in_group_app( limit=min(max(limit, 1), 1000), ) - @self.router.get("/get_groups_for_user/{user_id}") + @self.router.get("/user_groups/{user_id}") @self.base_endpoint async def get_groups_for_user_app( user_id: str = Path(..., description="User ID"), + offset: int = Query(0, ge=0, description="Pagination offset"), + limit: int = Query( + 100, ge=1, le=1000, description="Pagination limit" + ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ): if not auth_user.is_superuser: @@ -406,7 +420,7 @@ async def get_groups_for_user_app( "Only a superuser can get groups for a user.", 403 ) user_uuid = UUID(user_id) - return await self.engine.aget_groups_for_user(user_uuid) + return await self.engine.aget_groups_for_user(user_uuid, offset, limit) @self.router.post("/assign_document_to_group") @self.base_endpoint @@ -414,7 +428,7 @@ async def assign_document_to_group_app( document_id: str = Body(..., description="Document ID"), group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: + ): if not auth_user.is_superuser: raise R2RException( "Only a superuser can assign documents to groups.", 403 @@ -431,28 +445,35 @@ async def remove_document_from_group_app( document_id: str = Body(..., description="Document ID"), group_id: str = Body(..., description="Group ID"), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedGroupResponse: + ) -> None: if not auth_user.is_superuser: raise R2RException( "Only a superuser can remove documents from groups.", 403 ) document_uuid = UUID(document_id) group_uuid = UUID(group_id) - return await self.engine.aremove_document_from_group( + await self.engine.aremove_document_from_group( document_uuid, group_uuid ) + return None - @self.router.get("/get_document_groups/{document_id}") + @self.router.get("/document_groups/{document_id}") @self.base_endpoint - async def get_document_groups_app( + async def document_groups_app( document_id: str = Path(..., description="Document ID"), + offset: int = Query(0, ge=0), + limit: int = Query(100, ge=1, le=1000), auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedGroupListResponse: - return await self.engine.aget_document_groups(document_id) + if not auth_user.is_superuser: + raise R2RException( + "Only a superuser can get the groups belonging to a document.", 403 + ) + return await self.engine.adocument_groups(document_id, offset, limit) @self.router.get("/group/{group_id}/documents") @self.base_endpoint - async def get_documents_in_group_app( + async def documents_in_group_app( group_id: str = Path(..., description="Group ID"), offset: int = Query(0, ge=0), limit: int = Query(100, ge=1, le=1000), @@ -463,6 +484,6 @@ async def get_documents_in_group_app( "Only a superuser can get documents in a group.", 403 ) group_uuid = UUID(group_id) - return await self.engine.aget_documents_in_group( + return await self.engine.adocuments_in_group( group_uuid, offset, limit ) diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index 4c801a4c0..b65c3f776 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -72,6 +72,13 @@ async def search_app( Allowed operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. """ + print('auth_user = ', auth_user) + print('initial vector_search_settings = ', vector_search_settings) + + print(f"Received query: {query}") + print(f"Received vector_search_settings: {vector_search_settings}") + print(f"Received kg_search_settings: {kg_search_settings}") + print(f"Auth user: {auth_user}") user_groups = set(auth_user.group_ids) selected_groups = set(vector_search_settings.selected_group_ids) @@ -81,10 +88,12 @@ async def search_app( "User does not have access to the specified group(s): " f"{selected_groups - allowed_groups}" ) + print('initial vector_search_settings filters = ', vector_search_settings.filters) filters = { "$or": [ - {"user_id": str(auth_user.id)}, + {"user_id": {"$eq": str(auth_user.id)}}, + # {"group_ids": {"$any": list([str(ele) for ele in allowed_groups])}}, {"group_ids": {"$overlap": list(allowed_groups)}}, ] } @@ -92,7 +101,8 @@ async def search_app( filters = {"$and": [filters, vector_search_settings.filters]} vector_search_settings.filters = filters - + print('final vector_search_settings = ', vector_search_settings) + print('final vector_search_settings filters = ', vector_search_settings.filters) results = await self.engine.asearch( query=query, vector_search_settings=vector_search_settings, diff --git a/py/core/main/app.py b/py/core/main/app.py index 8276c8e7e..54d60f536 100644 --- a/py/core/main/app.py +++ b/py/core/main/app.py @@ -42,13 +42,13 @@ def _setup_routes(self): ) # Include routers in the app - self.app.include_router(ingestion_router, prefix="/v1") - self.app.include_router(management_router, prefix="/v1") - self.app.include_router(retrieval_router, prefix="/v1") - self.app.include_router(auth_router, prefix="/v1") - self.app.include_router(restructure_router, prefix="/v1") + self.app.include_router(ingestion_router, prefix="/v2") + self.app.include_router(management_router, prefix="/v2") + self.app.include_router(retrieval_router, prefix="/v2") + self.app.include_router(auth_router, prefix="/v2") + self.app.include_router(restructure_router, prefix="/v2") - @self.app.router.get("/v1/openapi_spec") + @self.app.router.get("/v2/openapi_spec") async def openapi_spec(): from fastapi.openapi.utils import get_openapi diff --git a/py/core/main/engine.py b/py/core/main/engine.py index 3fbb6f1e0..9a759a02b 100644 --- a/py/core/main/engine.py +++ b/py/core/main/engine.py @@ -251,12 +251,30 @@ async def aget_groups_for_user(self, *args, **kwargs): *args, **kwargs ) + @syncable + async def aassign_document_to_group(self, *args, **kwargs): + return await self.management_service.aassign_document_to_group( + *args, **kwargs + ) + @syncable async def agroups_overview(self, *args, **kwargs): return await self.management_service.agroups_overview(*args, **kwargs) @syncable - async def aget_documents_in_group(self, *args, **kwargs): - return await self.management_service.aget_documents_in_group( + async def adocuments_in_group(self, *args, **kwargs): + return await self.management_service.adocuments_in_group( + *args, **kwargs + ) + + @syncable + async def adocument_groups(self, *args, **kwargs): + return await self.management_service.adocument_groups( *args, **kwargs ) + + @syncable + async def aremove_document_from_group(self, *args, **kwargs): + return await self.management_service.aremove_document_from_group( + *args, **kwargs + ) \ No newline at end of file diff --git a/py/core/main/services/auth_service.py b/py/core/main/services/auth_service.py index 5fd0fb9d7..84b318729 100644 --- a/py/core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -133,6 +133,7 @@ async def delete_user( self, user_id: UUID, password: Optional[str] = None, + delete_vector_data: bool = False, is_superuser: bool = False, ) -> dict[str, str]: user = self.providers.database.relational.get_user_by_id(user_id) @@ -146,6 +147,9 @@ async def delete_user( ): raise R2RException(status_code=400, message="Incorrect password") self.providers.database.relational.delete_user(user_id) + if (delete_vector_data): + self.providers.database.vector.delete_user(user_id) + return {"message": f"User account {user_id} deleted successfully."} @telemetry_event("CleanExpiredBlacklistedTokens") diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index 778f337df..5a85d6f45 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -240,11 +240,13 @@ async def ascore_completion( async def ausers_overview( self, user_ids: Optional[list[UUID]] = None, + offset: int = 0, + limit: int = 100, *args, **kwargs, ): return self.providers.database.relational.get_users_overview( - [str(ele) for ele in user_ids] if user_ids else None + [str(ele) for ele in user_ids] if user_ids else None, offset=offset, limit=limit ) @telemetry_event("Delete") @@ -290,6 +292,8 @@ async def adocuments_overview( user_ids: Optional[list[UUID]] = None, group_ids: Optional[list[UUID]] = None, document_ids: Optional[list[UUID]] = None, + offset: Optional[int] = 0, + limit: Optional[int] = 100, *args: Any, **kwargs: Any, ): @@ -297,32 +301,39 @@ async def adocuments_overview( filter_document_ids=document_ids, filter_user_ids=user_ids, filter_group_ids=group_ids, + offset=offset, + limit=limit, ) @telemetry_event("DocumentChunks") async def document_chunks( self, document_id: UUID, + offset: int = 0, + limit: int = 100, *args, **kwargs, ): - return self.providers.database.vector.get_document_chunks(document_id) + return self.providers.database.vector.get_document_chunks(document_id, offset=offset, limit=limit) @telemetry_event("UsersOverview") async def users_overview( self, user_ids: Optional[list[UUID]], + offset: int = 0, + limit: int = 100, *args, **kwargs, ): return self.providers.database.relational.get_users_overview( - [str(ele) for ele in user_ids] + [str(ele) for ele in user_ids], offset=offset, limit=limit ) @telemetry_event("InspectKnowledgeGraph") async def inspect_knowledge_graph( self, - limit=10000, + offset: int = 0, + limit=1000, print_descriptions: bool = False, *args: Any, **kwargs: Any, @@ -335,6 +346,7 @@ async def inspect_knowledge_graph( rel_query = f""" MATCH (n1)-[r]->(n2) return n1.name AS subject, n1.description AS subject_description, n2.name AS object, n2.description AS object_description, type(r) AS relation, r.description AS relation_description + SKIP {offset} LIMIT {limit} """ @@ -408,33 +420,30 @@ async def aassign_document_to_group( self, document_id: str, group_id: UUID ): - if self.providers.database.vector.assign_document_to_group( + self.providers.database.relational.assign_document_to_group( document_id, group_id - ): - return {"message": "Document assigned to group successfully"} - else: - raise R2RException( - status_code=404, - message="Document not found or assignment failed", - ) + ) + self.providers.database.vector.assign_document_to_group( + document_id, group_id + ) + return {"message": "Document assigned to group successfully"} @telemetry_event("RemoveDocumentFromGroup") async def aremove_document_from_group( self, document_id: str, group_id: UUID ): - if self.providers.database.vector.remove_document_from_group( + self.providers.database.relational.remove_document_from_group( document_id, group_id - ): - return {"message": "Document removed from group successfully"} - else: - raise R2RException( - status_code=404, message="Document not found or removal failed" - ) + ) + self.providers.database.vector.remove_document_from_group( + document_id, group_id + ) + return {"message": "Document removed from group successfully"} - @telemetry_event("GetDocumentGroups") - async def aget_document_groups(self, document_id: str): - group_ids = self.providers.database.relational.get_document_groups( - document_id + @telemetry_event("DocumentGroups") + async def adocument_groups(self, document_id: str, offset: int = 0, limit: int = 100): + group_ids = self.providers.database.relational.document_groups( + document_id, offset=offset, limit=limit ) return {"group_ids": [str(group_id) for group_id in group_ids]} @@ -557,8 +566,10 @@ async def aupdate_group( @telemetry_event("DeleteGroup") async def adelete_group(self, group_id: UUID) -> bool: - return self.providers.database.relational.delete_group(group_id) - + self.providers.database.relational.delete_group(group_id) + self.providers.database.vector.delete_group(group_id) + return True + @telemetry_event("ListGroups") async def alist_groups( self, offset: int = 0, limit: int = 100 @@ -586,12 +597,12 @@ async def aget_users_in_group( self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[dict]: return self.providers.database.relational.get_users_in_group( - group_id, offset, limit + group_id, offset=offset, limit=limit ) @telemetry_event("GetGroupsForUser") - async def aget_groups_for_user(self, user_id: UUID) -> list[dict]: - return self.providers.database.relational.get_groups_for_user(user_id) + async def aget_groups_for_user(self, user_id: UUID, offset: int = 0, limit: int = 100) -> list[dict]: + return self.providers.database.relational.get_groups_for_user(user_id, offset, limit) @telemetry_event("GroupsOverview") async def agroups_overview( @@ -604,14 +615,18 @@ async def agroups_overview( ): return self.providers.database.relational.get_groups_overview( [str(ele) for ele in group_ids] if group_ids else None, - offset, - limit, + offset=offset, + limit=limit, ) @telemetry_event("GetDocumentsInGroup") - async def aget_documents_in_group( + async def adocuments_in_group( self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[dict]: - return self.providers.database.relational.get_documents_in_group( - group_id, offset, limit + return self.providers.database.relational.documents_in_group( + group_id, offset=offset, limit=limit ) + + @telemetry_event("DocumentGroups") + async def adocument_groups(self, document_id: str, offset: int = 0, limit: int = 100) -> list[str]: + return self.providers.database.relational.document_groups(document_id, offset, limit) \ No newline at end of file diff --git a/py/core/main/services/retrieval_service.py b/py/core/main/services/retrieval_service.py index d9e72bc8a..6e570041f 100644 --- a/py/core/main/services/retrieval_service.py +++ b/py/core/main/services/retrieval_service.py @@ -54,7 +54,6 @@ async def search( query: str, vector_search_settings: VectorSearchSettings = VectorSearchSettings(), kg_search_settings: KGSearchSettings = KGSearchSettings(), - user: Optional[UserResponse] = None, *args, **kwargs, ) -> SearchResponse: diff --git a/py/core/parsers/media/audio_parser.py b/py/core/parsers/media/audio_parser.py index 000857b99..81e0ef4f3 100644 --- a/py/core/parsers/media/audio_parser.py +++ b/py/core/parsers/media/audio_parser.py @@ -9,7 +9,7 @@ class AudioParser(AsyncParser[bytes]): """A parser for audio data.""" def __init__( - self, api_base: str = "https://api.openai.com/v1/audio/transcriptions" + self, api_base: str = "https://api.openai.com/v2/audio/transcriptions" ): self.api_base = api_base self.openai_api_key = os.environ.get("OPENAI_API_KEY") diff --git a/py/core/parsers/media/img_parser.py b/py/core/parsers/media/img_parser.py index 67cc80e8e..c679b2772 100644 --- a/py/core/parsers/media/img_parser.py +++ b/py/core/parsers/media/img_parser.py @@ -13,7 +13,7 @@ def __init__( self, model: str = "gpt-4o", max_tokens: int = 2_048, - api_base: str = "https://api.openai.com/v1/chat/completions", + api_base: str = "https://api.openai.com/v2/chat/completions", ): self.model = model self.max_tokens = max_tokens diff --git a/py/core/parsers/media/openai_helpers.py b/py/core/parsers/media/openai_helpers.py index 583a685e9..910261cca 100644 --- a/py/core/parsers/media/openai_helpers.py +++ b/py/core/parsers/media/openai_helpers.py @@ -8,7 +8,7 @@ def process_frame_with_openai( api_key: str, model: str = "gpt-4o", max_tokens: int = 2_048, - api_base: str = "https://api.openai.com/v1/chat/completions", + api_base: str = "https://api.openai.com/v2/chat/completions", ) -> str: headers = { "Content-Type": "application/json", @@ -43,7 +43,7 @@ def process_frame_with_openai( def process_audio_with_openai( audio_file, api_key: str, - audio_api_base: str = "https://api.openai.com/v1/audio/transcriptions", + audio_api_base: str = "https://api.openai.com/v2/audio/transcriptions", ) -> str: headers = {"Authorization": f"Bearer {api_key}"} diff --git a/py/core/providers/database/document.py b/py/core/providers/database/document.py index 0af205ec3..f14915c1f 100644 --- a/py/core/providers/database/document.py +++ b/py/core/providers/database/document.py @@ -1,7 +1,8 @@ from typing import Optional from uuid import UUID -from core.base import DocumentInfo, DocumentStatus, DocumentType +from core.base import DocumentInfo, DocumentStatus, DocumentType, R2RException +from core.base.api.models.management.responses import GroupResponse from .base import DatabaseMixin @@ -69,9 +70,11 @@ def get_documents_overview( filter_user_ids: Optional[list[UUID]] = None, filter_document_ids: Optional[list[UUID]] = None, filter_group_ids: Optional[list[UUID]] = None, + offset: int = 0, + limit: int = 100, ): conditions = [] - params = {} + params = {"offset": offset, "limit": limit} if filter_document_ids: conditions.append("document_id = ANY(:document_ids)") @@ -92,8 +95,15 @@ def get_documents_overview( if conditions: query += " WHERE " + " AND ".join(conditions) + query += """ + ORDER BY created_at DESC + OFFSET :offset + LIMIT :limit + """ + results = self.execute_query(query, params).fetchall() - return [ + print('results = ', results) + documents = [ DocumentInfo( id=row[0], group_ids=row[1], @@ -110,15 +120,12 @@ def get_documents_overview( for row in results ] - def get_document_groups(self, document_id: str) -> list[str]: - query = f""" - SELECT group_ids + # Get total count for pagination metadata + count_query = f""" + SELECT COUNT(*) FROM {self._get_table_name('document_info')} - WHERE document_id = :document_id """ - params = {"document_id": document_id} - result = self.execute_query(query, params).fetchone() + if conditions: + count_query += " WHERE " + " AND ".join(conditions) - if result and result[0]: - return [str(group_id) for group_id in result[0]] - return [] + return documents \ No newline at end of file diff --git a/py/core/providers/database/group.py b/py/core/providers/database/group.py index ab3cb811e..4d4ea9972 100644 --- a/py/core/providers/database/group.py +++ b/py/core/providers/database/group.py @@ -105,17 +105,34 @@ def update_group( created_at=result[3], updated_at=result[4], ) - + def delete_group(self, group_id: UUID) -> None: - query = f""" + # Remove group_id from users + user_update_query = f""" + UPDATE {self._get_table_name('users')} + SET group_ids = array_remove(group_ids, :group_id) + WHERE :group_id = ANY(group_ids) + """ + self.execute_query(user_update_query, {"group_id": group_id}) + + # Remove group_id from documents in the relational database + doc_update_query = f""" + UPDATE {self._get_table_name('document_info')} + SET group_ids = array_remove(group_ids, :group_id) + WHERE :group_id = ANY(group_ids) + """ + self.execute_query(doc_update_query, {"group_id": group_id}) + + # Delete the group + delete_query = f""" DELETE FROM {self._get_table_name('groups')} WHERE group_id = :group_id RETURNING group_id """ - result = self.execute_query(query, {"group_id": group_id}).fetchone() + result = self.execute_query(delete_query, {"group_id": group_id}).fetchone() + if not result: raise R2RException(status_code=404, message="Group not found") - return None def list_groups( self, offset: int = 0, limit: int = 100 @@ -258,7 +275,7 @@ def get_users_in_group( for row in results ] - def get_documents_in_group( + def documents_in_group( self, group_id: UUID, offset: int = 0, limit: int = 100 ) -> list[DocumentInfo]: """ @@ -376,3 +393,116 @@ def get_groups_for_user( ) for row in results ] + + def assign_document_to_group(self, document_id: UUID, group_id: UUID) -> None: + """ + Assign a document to a group. + + Args: + document_id (UUID): The ID of the document to assign. + group_id (UUID): The ID of the group to assign the document to. + + Raises: + R2RException: If the group doesn't exist, if the document is not found, + or if there's a database error. + """ + try: + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + # First, check if the document exists + document_check_query = f""" + SELECT 1 FROM {self._get_table_name('document_info')} + WHERE document_id = :document_id + """ + document_exists = self.execute_query( + document_check_query, {"document_id": document_id} + ).fetchone() + + if not document_exists: + raise R2RException(status_code=404, message="Document not found") + + # If document exists, proceed with the assignment + assign_query = f""" + UPDATE {self._get_table_name('document_info')} + SET group_ids = array_append(group_ids, :group_id) + WHERE document_id = :document_id AND NOT (:group_id = ANY(group_ids)) + RETURNING document_id + """ + result = self.execute_query( + assign_query, {"document_id": document_id, "group_id": group_id} + ).fetchone() + + if not result: + # Document exists but was already assigned to the group + raise R2RException( + status_code=409, + message="Document is already assigned to the group" + ) + + except R2RException: + # Re-raise R2RExceptions as they are already handled + raise + except Exception as e: + raise R2RException( + status_code=500, + message="An error occurred while assigning the document to the group" + ) + + def document_groups(self, document_id: UUID, offset: int = 0, limit: int = 100) -> list[GroupResponse]: + query = f""" + SELECT g.group_id, g.name, g.description, g.created_at, g.updated_at + FROM {self._get_table_name('groups')} g + JOIN {self._get_table_name('document_info')} d ON g.group_id = ANY(d.group_ids) + WHERE d.document_id = :document_id + ORDER BY g.name + OFFSET :offset + LIMIT :limit + """ + params = { + "document_id": document_id, + "offset": offset, + "limit": limit + } + results = self.execute_query(query, params).fetchall() + + return [ + GroupResponse( + group_id=row[0], + name=row[1], + description=row[2], + created_at=row[3], + updated_at=row[4], + ) + for row in results + ] + + def remove_document_from_group(self, document_id: UUID, group_id: UUID) -> None: + """ + Remove a document from a group. + + Args: + document_id (UUID): The ID of the document to remove. + group_id (UUID): The ID of the group to remove the document from. + + Raises: + R2RException: If the group doesn't exist or if the document is not in the group. + """ + if not self.group_exists(group_id): + raise R2RException(status_code=404, message="Group not found") + + query = f""" + UPDATE {self._get_table_name('document_info')} + SET group_ids = array_remove(group_ids, :group_id) + WHERE document_id = :document_id AND :group_id = ANY(group_ids) + RETURNING document_id + """ + result = self.execute_query( + query, {"document_id": document_id, "group_id": group_id} + ).fetchone() + + if not result: + raise R2RException( + status_code=404, + message="Document not found in the specified group" + ) \ No newline at end of file diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 7208b1859..5ff701e26 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -193,13 +193,53 @@ def update_user(self, user: UserResponse) -> UserResponse: group_ids=result[10], ) - def delete_user(self, user_id: UUID): - query = f""" + + def delete_user(self, user_id: UUID) -> None: + print("A") + # Get the groups the user belongs to + group_query = f""" + SELECT group_ids FROM {self._get_table_name('users')} + WHERE user_id = :user_id + """ + group_result = self.execute_query(group_query, {"user_id": user_id}).fetchone() + + print("B") + if not group_result: + raise R2RException(status_code=404, message="User not found") + + user_groups = group_result[0] + + print("C") + # Remove user from all groups they belong to + if user_groups: + group_update_query = f""" + UPDATE {self._get_table_name('groups')} + SET user_ids = array_remove(user_ids, :user_id) + WHERE group_id = ANY(:group_ids) + """ + self.execute_query(group_update_query, {"user_id": user_id, "group_ids": user_groups}) + + print("D") + # Remove user from documents + doc_update_query = f""" + UPDATE {self._get_table_name('document_info')} + SET user_id = NULL + WHERE user_id = :user_id + """ + self.execute_query(doc_update_query, {"user_id": user_id}) + + print("E") + # Delete the user + delete_query = f""" DELETE FROM {self._get_table_name('users')} WHERE user_id = :user_id + RETURNING user_id """ - result = self.execute_query(query, {"user_id": user_id}) - if result.rowcount == 0: + + print("F") + result = self.execute_query(delete_query, {"user_id": user_id}).fetchone() + + if not result: raise R2RException(status_code=404, message="User not found") def update_user_password(self, user_id: UUID, new_hashed_password: str): diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index ccae50c00..d9f3485a2 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -703,26 +703,31 @@ def expand_query(query: str) -> str: combined_rank, ) .where( - sa.or_( - self.table.c.fts.op("@@")(ts_query), - sa.func.similarity(self.table.c.text, query_text) > 0.1, - self.table.c.fts.op("@@")( - sa.func.phraseto_tsquery("english", query_text) - ), - self.table.c.fts.op("@@")( - sa.func.to_tsquery( - "english", - " & ".join( - f"{word}:*" for word in query_text.split() - ), - ) + sa.and_( + sa.or_( + self.table.c.fts.op("@@")(ts_query), + sa.func.similarity(self.table.c.text, query_text) > 0.1, + self.table.c.fts.op("@@")( + sa.func.phraseto_tsquery("english", query_text) + ), + self.table.c.fts.op("@@")( + sa.func.to_tsquery( + "english", + " & ".join( + f"{word}:*" for word in query_text.split() + ), + ) + ), ), + self.build_filters(search_settings.filters) ) ) .order_by(sa.desc("rank")) .limit(search_settings.hybrid_search_settings.full_text_limit) ) + + with self.client.Session() as sess: results = sess.execute(stmt).fetchall() @@ -776,6 +781,14 @@ def parse_condition(key, value): return ~column.in_(clause) elif op == "$overlap": return column.overlap(clause) + elif op == "$contains": + return column.contains(clause) + elif op == "$any": + if key == "group_ids": + # Use ANY for UUID array comparison + return func.array_to_string(column, ',').like(f"%{clause}%") + # New operator for checking if any element in the array matches + return column.any(clause) else: raise FilterError( f"Unsupported operator for column {key}: {op}" @@ -785,6 +798,9 @@ def parse_condition(key, value): else: # Handle JSON-based filters json_col = self.table.c.metadata + if not key.startswith("metadata."): + raise FilterError("metadata key must start with 'metadata.'") + key = key.split('metadata.')[1] if isinstance(value, dict): if len(value) > 1: raise FilterError("only one operator permitted") diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index a4aadcba3..48b7197c6 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -1,3 +1,4 @@ +from uuid import UUID import logging import os from typing import Any, Optional @@ -176,19 +177,6 @@ def upsert_entries(self, entries: list[VectorEntry]) -> None: ] ) - def get_document_groups(self, document_id: str) -> list[str]: - query = text( - f""" - SELECT group_ids - FROM document_info_{self.collection_name} - WHERE document_id = :document_id - """ - ) - with self.vx.Session() as sess: - result = sess.execute(query, {"document_id": document_id}) - group_ids = result.scalar() - return [str(group_id) for group_id in (group_ids or [])] - def semantic_search( self, query_vector: list[float], search_settings: VectorSearchSettings ) -> list[VectorSearchResult]: @@ -337,7 +325,136 @@ def delete( return self.collection.delete(filters=filters) - def get_document_chunks(self, document_id: str) -> list[dict]: + def assign_document_to_group(self, document_id: str, group_id: str) -> None: + """ + Assign a document to a group in the vector database. + + Args: + document_id (str): The ID of the document to assign. + group_id (str): The ID of the group to assign the document to. + + Raises: + ValueError: If the collection is not initialized. + """ + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `assign_document_to_group`." + ) + + table_name = self.collection.table.name + query = text( + f""" + UPDATE vecs."{table_name}" + SET group_ids = array_append(group_ids, :group_id) + WHERE document_id = :document_id AND NOT (:group_id = ANY(group_ids)) + RETURNING document_id + """ + ) + + with self.vx.Session() as sess: + result = sess.execute(query, {"document_id": document_id, "group_id": group_id}) + sess.commit() + + if result.rowcount == 0: + logger.warning(f"Document {document_id} not found or already assigned to group {group_id}") + + def remove_document_from_group(self, document_id: str, group_id: str) -> None: + """ + Remove a document from a group in the vector database. + + Args: + document_id (str): The ID of the document to remove. + group_id (str): The ID of the group to remove the document from. + + Raises: + ValueError: If the collection is not initialized. + """ + if self.collection is None: + raise ValueError( + "Please call `initialize_collection` before attempting to run `remove_document_from_group`." + ) + + table_name = self.collection.table.name + query = text( + f""" + UPDATE vecs."{table_name}" + SET group_ids = array_remove(group_ids, :group_id) + WHERE document_id = :document_id AND :group_id = ANY(group_ids) + RETURNING document_id + """ + ) + + with self.vx.Session() as sess: + result = sess.execute(query, {"document_id": document_id, "group_id": group_id}) + sess.commit() + + if result.rowcount == 0: + logger.warning(f"Document {document_id} not found in group {group_id} or already removed") + + def remove_group_from_documents(self, group_id: str) -> None: + if self.collection is None: + raise ValueError("Collection is not initialized.") + + table_name = self.collection.table.name + query = text( + f""" + UPDATE vecs."{table_name}" + SET group_ids = array_remove(group_ids, :group_id) + WHERE :group_id = ANY(group_ids) + """ + ) + + with self.vx.Session() as sess: + sess.execute(query, {"group_id": group_id}) + sess.commit() + + def delete_user(self, user_id: str) -> None: + if self.collection is None: + raise ValueError("Collection is not initialized.") + + table_name = self.collection.table.name + query = text( + f""" + UPDATE vecs."{table_name}" + SET user_id = NULL + WHERE user_id = :user_id + """ + ) + + with self.vx.Session() as sess: + sess.execute(query, {"user_id": user_id}) + sess.commit() + + def delete_group(self, group_id: str) -> None: + """ + Remove the specified group ID from all documents in the vector database. + + Args: + group_id (str): The ID of the group to remove from all documents. + + Raises: + ValueError: If the collection is not initialized. + """ + if self.collection is None: + raise ValueError("Collection is not initialized.") + + table_name = self.collection.table.name + query = text( + f""" + UPDATE vecs."{table_name}" + SET group_ids = array_remove(group_ids, :group_id) + WHERE :group_id = ANY(group_ids) + """ + ) + + with self.vx.Session() as sess: + result = sess.execute(query, {"group_id": group_id}) + sess.commit() + + affected_rows = result.rowcount + logger.info(f"Removed group {group_id} from {affected_rows} documents.") + + def get_document_chunks(self, document_id: str, offset: int = 0, limit: int = 100) -> dict: if not self.collection: raise ValueError("Collection is not initialized.") @@ -348,22 +465,33 @@ def get_document_chunks(self, document_id: str) -> list[dict]: FROM vecs."{table_name}" WHERE document_id = :document_id ORDER BY CAST(metadata->>'chunk_order' AS INTEGER) + LIMIT :limit OFFSET :offset + """ + ) + + count_query = text( + f""" + SELECT COUNT(*) + FROM vecs."{table_name}" + WHERE document_id = :document_id """ ) - params = {"document_id": document_id} + params = {"document_id": document_id, "limit": limit, "offset": offset} with self.vx.Session() as sess: results = sess.execute(query, params).fetchall() - return [ - { - "fragment_id": result[0], - "extraction_id": result[1], - "document_id": result[2], - "user_id": result[3], - "group_ids": result[4], - "text": result[5], - "metadata": result[6], - } - for result in results - ] + total_count = sess.execute(count_query, {"document_id": document_id}).scalar() + + return [ + { + "fragment_id": result[0], + "extraction_id": result[1], + "document_id": result[2], + "user_id": result[3], + "group_ids": result[4], + "text": result[5], + "metadata": result[6], + } + for result in results + ] \ No newline at end of file diff --git a/py/core/providers/parsing/r2r_parsing.py b/py/core/providers/parsing/r2r_parsing.py index 55cbeb37c..0ad60a085 100644 --- a/py/core/providers/parsing/r2r_parsing.py +++ b/py/core/providers/parsing/r2r_parsing.py @@ -21,6 +21,7 @@ class R2RParsingProvider(ParsingProvider): DocumentType.CSV: [parsers.CSVParser, parsers.CSVParserAdvanced], DocumentType.DOCX: [parsers.DOCXParser], DocumentType.HTML: [parsers.HTMLParser], + DocumentType.HTM: [parsers.HTMLParser], DocumentType.JSON: [parsers.JSONParser], DocumentType.MD: [parsers.MDParser], DocumentType.PDF: [parsers.PDFParser, parsers.PDFParserUnstructured], diff --git a/py/sdk/auth.py b/py/sdk/auth.py index e71f7bbe2..5ef62b89e 100644 --- a/py/sdk/auth.py +++ b/py/sdk/auth.py @@ -170,22 +170,4 @@ async def confirm_password_reset( dict: The response from the server. """ data = {"reset_token": reset_token, "new_password": new_password} - return await client._make_request("POST", "reset_password", json=data) - - @staticmethod - async def delete_user(client, user_id: str, password: str = None) -> dict: - """ - Deletes the user with the given user ID. - - Args: - user_id (str): The ID of the user to delete. - password (str, optional): The password of the user to delete. - - Returns: - dict: The response from the server. - """ - data = {"user_id": user_id, "password": password} - response = await client._make_request("DELETE", "user", json=data) - client.access_token = None - client._refresh_token = None - return response + return await client._make_request("POST", "reset_password", json=data) \ No newline at end of file diff --git a/py/sdk/client.py b/py/sdk/client.py index 8de4ac637..8c8d38d3b 100644 --- a/py/sdk/client.py +++ b/py/sdk/client.py @@ -76,7 +76,7 @@ class R2RAsyncClient: def __init__( self, base_url: str = "http://localhost:8000", - prefix: str = "/v1", + prefix: str = "/v2", custom_client=None, timeout: float = 300.0, ): diff --git a/py/sdk/management.py b/py/sdk/management.py index 3abff1b00..1c95c4445 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -95,6 +95,8 @@ async def score_completion( async def users_overview( client, user_ids: Optional[list[str]] = None, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: """ An overview of users in the R2R deployment. @@ -108,6 +110,10 @@ async def users_overview( params = {} if user_ids is not None: params["user_ids"] = [str(uid) for uid in user_ids] + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit return await client._make_request( "GET", "users_overview", params=params ) @@ -136,6 +142,8 @@ async def delete( async def documents_overview( client, document_ids: Optional[list[Union[UUID, str]]] = None, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: """ Get an overview of documents in the R2R deployment. @@ -152,7 +160,10 @@ async def documents_overview( ) if document_ids: params["document_ids"] = document_ids - + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit return await client._make_request( "GET", "documents_overview", params=params ) @@ -161,6 +172,8 @@ async def documents_overview( async def document_chunks( client, document_id: str, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: """ Get the chunks for a document. @@ -171,13 +184,24 @@ async def document_chunks( Returns: dict: The chunks for the document. """ - return await client._make_request( - "GET", f"document_chunks/{document_id}" - ) + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit + if params: + return await client._make_request( + "GET", f"document_chunks/{document_id}" + ) + else: + return await client._make_request( + "GET", f"document_chunks/{document_id}", params=params + ) @staticmethod async def inspect_knowledge_graph( client, + offset: Optional[int] = None, limit: Optional[int] = None, ) -> dict: """ @@ -190,6 +214,8 @@ async def inspect_knowledge_graph( dict: The knowledge graph inspection results. """ params = {} + if offset is not None: + params["offset"] = offset if limit is not None: params["limit"] = limit return await client._make_request( @@ -200,8 +226,8 @@ async def inspect_knowledge_graph( async def groups_overview( client, group_ids: Optional[list[str]] = None, - limit: Optional[int] = None, offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: """ Get an overview of existing groups. @@ -217,10 +243,10 @@ async def groups_overview( params = {} if group_ids: params["group_ids"] = group_ids - if limit: - params["limit"] = limit if offset: params["offset"] = offset + if limit: + params["limit"] = limit return await client._make_request( "GET", "groups_overview", params=params ) @@ -305,6 +331,34 @@ async def delete_group( """ return await client._make_request("DELETE", f"delete_group/{group_id}") + + @staticmethod + async def delete_user( + client, + user_id: str, + password: Optional[str] = None, + delete_vector_data: bool = False, + ) -> dict: + """ + Delete a group by its ID. + + Args: + group_id (str): The ID of the group to delete. + + Returns: + dict: The response from the server. + """ + params = {} + if password is not None: + params["password"] = password + if delete_vector_data: + params["delete_vector_data"] = delete_vector_data + if params == {}: + return await client._make_request("DELETE", f"user/{user_id}") + else: + return await client._make_request("DELETE", f"user/{user_id}", json=params) + + @staticmethod async def list_groups( client, @@ -404,9 +458,11 @@ async def get_users_in_group( ) @staticmethod - async def get_groups_for_user( + async def user_groups( client, user_id: str, + offset: Optional[int] = None, + limit: Optional[int] = None, ) -> dict: """ Get all groups that a user is a member of. @@ -417,9 +473,19 @@ async def get_groups_for_user( Returns: dict: The list of groups that the user is a member of. """ - return await client._make_request( - "GET", f"get_groups_for_user/{user_id}" - ) + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit + if params: + return await client._make_request( + "GET", f"user_groups/{user_id}" + ) + else: + return await client._make_request( + "GET", f"user_groups/{user_id}", params=params + ) @staticmethod async def assign_document_to_group( @@ -471,9 +537,11 @@ async def remove_document_from_group( ) @staticmethod - async def get_document_groups( + async def document_groups( client, document_id: str, + offset: Optional[int] = None, + limit: Optional[int] = None ) -> dict: """ Get all groups that a document is assigned to. @@ -484,12 +552,22 @@ async def get_document_groups( Returns: dict: The list of groups that the document is assigned to. """ - return await client._make_request( - "GET", f"get_document_groups/{document_id}" - ) + params = {} + if offset is not None: + params["offset"] = offset + if limit is not None: + params["limit"] = limit + if params: + return await client._make_request( + "GET", f"document_groups/{document_id}", params=params + ) + else: + return await client._make_request( + "GET", f"document_groups/{document_id}" + ) @staticmethod - async def get_documents_in_group( + async def documents_in_group( client, group_id: str, offset: Optional[int] = None, diff --git a/py/tests/test_client.py b/py/tests/test_client.py index ff983cc9a..312e6ebfe 100644 --- a/py/tests/test_client.py +++ b/py/tests/test_client.py @@ -100,7 +100,7 @@ def update_user(user): return updated_user db.relational.update_user.side_effect = update_user - db.relational.get_documents_in_group.return_value = [ + db.relational.documents_in_group.return_value = [ DocumentInfo( user_id=uuid.uuid4(), id=uuid.uuid4(), @@ -357,7 +357,7 @@ async def test_user_profile(r2r_client, mock_db): @pytest.mark.asyncio -async def test_get_documents_in_group(r2r_client, mock_db): +async def test_documents_in_group(r2r_client, mock_db): # Register and login as a superuser user_data = {"email": "superuser@example.com", "password": "password123"} r2r_client.register(**user_data) @@ -369,7 +369,7 @@ async def test_get_documents_in_group(r2r_client, mock_db): # Get documents in group group_id = uuid.uuid4() - response = r2r_client.get_documents_in_group(group_id) + response = r2r_client.documents_in_group(group_id) assert "results" in response assert len(response["results"]) == 100 # Default limit diff --git a/py/tests/test_groups.py b/py/tests/test_groups.py index 2562bd38a..0e13c2212 100644 --- a/py/tests/test_groups.py +++ b/py/tests/test_groups.py @@ -362,21 +362,21 @@ def test_get_groups_for_user_with_pagination(pg_db, test_user): pg_db.relational.delete_group(group.group_id) -def test_get_documents_in_group(pg_db, test_group, test_documents): +def test_documents_in_group(pg_db, test_group, test_documents): # Test getting all documents - all_docs = pg_db.relational.get_documents_in_group(test_group.group_id) + all_docs = pg_db.relational.documents_in_group(test_group.group_id) assert len(all_docs) == 5 assert all(isinstance(doc, DocumentInfo) for doc in all_docs) assert all(test_group.group_id in doc.group_ids for doc in all_docs) # Test pagination - first page - first_page = pg_db.relational.get_documents_in_group( + first_page = pg_db.relational.documents_in_group( test_group.group_id, offset=0, limit=3 ) assert len(first_page) == 3 # Test pagination - second page - second_page = pg_db.relational.get_documents_in_group( + second_page = pg_db.relational.documents_in_group( test_group.group_id, offset=3, limit=3 ) assert len(second_page) == 2 @@ -394,11 +394,11 @@ def test_get_documents_in_group(pg_db, test_group, test_documents): # Test with non-existent group non_existent_id = UUID("00000000-0000-0000-0000-000000000000") with pytest.raises(R2RException): - pg_db.relational.get_documents_in_group(non_existent_id) + pg_db.relational.documents_in_group(non_existent_id) # Test with empty group empty_group = pg_db.relational.create_group("Empty Group", "No documents") - empty_docs = pg_db.relational.get_documents_in_group(empty_group.group_id) + empty_docs = pg_db.relational.documents_in_group(empty_group.group_id) assert len(empty_docs) == 0 # Clean up From 0debda8361de37c0f1a34471193340a8ea7cf5d3 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 17:40:59 -0700 Subject: [PATCH 52/74] Fix Dockerbuild, Symlink Readme (#944) * Add back tast prompt override and include title if availible * Fix docker, sym link readme * Fix compose file path --- README.md | 99 +-------------------------------- js/sdk/src/r2rClient.ts | 6 ++ py/.dockerignore | 2 +- py/Dockerfile | 26 ++++----- py/README.md | 98 ++++++++++++++++++++++++++++++++ py/cli/utils/docker_utils.py | 2 +- py/core/main/assembly/config.py | 4 +- py/pyproject.toml | 2 +- r2r.toml => py/r2r.toml | 0 py/sdk/retrieval.py | 12 ++-- 10 files changed, 129 insertions(+), 122 deletions(-) mode change 100644 => 120000 README.md rename r2r.toml => py/r2r.toml (100%) diff --git a/README.md b/README.md deleted file mode 100644 index 01f1520a1..000000000 --- a/README.md +++ /dev/null @@ -1,98 +0,0 @@ -

- Docs - Discord - Github Stars - Commits-per-week - License: MIT -

- -R2R Answer Engine -

-Build, scale, and manage user-facing Retrieval-Augmented Generation applications in production. -

- -# About -R2R was designed to bridge the gap between local LLM experimentation and scalable, production-ready Retrieval-Augmented Generation (RAG) applications. R2R provides a the latest techniques in RAG and is built around a RESTful API for ease of use. - -For a more complete view of R2R, check out the [full documentation](https://r2r-docs.sciphi.ai/). - -## Key Features -- **📁 Multimodal Support**: Ingest files ranging from `.txt`, `.pdf`, `.json` to `.png`, `.mp3`, and more. -- **🔍 Hybrid Search**: Combine semantic and keyword search with reciprocal rank fusion for enhanced relevancy. -- **🔗 Graph RAG**: Automatically extract relationships and build knowledge graphs. -- **🗂️ App Management**: Efficiently manage documents and users with full authentication. -- **🔭 Observability**: Observe and analyze your RAG engine performance. -- **🧩 Configurable**: Provision your application using intuitive configuration files. -- **🔌 Extensibility**: Develop your application further with easy builder + factory pattern. -- **🖥️ Dashboard**: Use the [R2R Dashboard](https://github.com/SciPhi-AI/R2R-Dashboard), an open-source React+Next.js app with optional authentication, to interact with R2R via GUI. - - -## Install with pip -The recommended way to get started with R2R is by using our CLI. - -```bash -pip install r2r -``` - -Then, after installing R2R, it is recommended to launch with Docker, if possible: - -```bash -# export OPENAI_API_KEY=sk-... -r2r serve --docker -``` - -Alternatively, you may run R2R directly from the python package, but additional dependencies like Postgres+pgvector must be configured: - -```bash -# export OPENAI_API_KEY=sk-... -# export POSTGRES... -r2r --config-name=default serve -``` - - -## Quickstart -After [installing](https://r2r-docs.sciphi.ai/installation), the [R2R Quickstart](https://r2r-docs.sciphi.ai/quickstart) is your go to for a step-by-step guide to get up and running with R2R in minutes. The guide demonstrates R2R's Retrieval-Augmented Generation (RAG) system by ingesting sample documents and then showcasing features for search, RAG, logging, analytics, and document management. -## Getting Started - -To get started with R2R, we recommend starting with the quickstart and then moving on to specific cookbooks. - -- [Installation](https://r2r-docs.sciphi.ai/installation): Quick setup using Docker or `pip` -- [R2R Quickstart](https://r2r-docs.sciphi.ai/quickstart): A quickstart guide designed to get you familiarized with R2R. - - -### API & SDKs -- [Pyhon SDK](https://r2r-docs.sciphi.ai/python-sdk) -- [JS SDK](https://r2r-docs.sciphi.ai/js-sdk) -- [API Reference](https://r2r-docs.sciphi.ai/api-reference/introduction) - - -### Auth & Admin Features -- [User Auth](https://r2r-docs.sciphi.ai/cookbooks/user-auth): A cookbook showing how to authenticate users using R2R. -- [Analytics & Observability](https://r2r-docs.sciphi.ai/cookbooks/observability): A cookbook showing R2Rs end to end logging and analytics. -- [Dashboard](https://r2r-docs.sciphi.ai/cookbooks/dashboard): A how-to guide on connecting with the R2R Admin/User Dashboard. - -### RAG Cookbooks - -- [Multiple LLMs](https://r2r-docs.sciphi.ai/cookbooks/multiple-llms): A simple cookbook showing how R2R supports multiple LLMs. -- [Hybrid Search](https://r2r-docs.sciphi.ai/cookbooks/hybrid-search): A brief introduction to running hybrid search with R2R. -- [Multimodal RAG](https://r2r-docs.sciphi.ai/cookbooks/multimodal): A cookbook on multimodal RAG with R2R. -- [Knowledge Graphs](https://r2r-docs.sciphi.ai/cookbooks/knowledge-graph): A walkthrough of automatic knowledge graph generation with R2R. -- [Advanced Graphs](https://r2r-docs.sciphi.ai/cookbooks/advanced-rag): A walkthrough of R2Rs advanced RAG features. -- [Local RAG](https://r2r-docs.sciphi.ai/cookbooks/local-rag): A quick cookbook demonstration of how to run R2R with local LLMs. -- [Reranking](https://r2r-docs.sciphi.ai/cookbooks/rerank-search): A short guide on how to apply reranking to R2R results. - -## Community - -[Join our Discord server](https://discord.gg/p6KqD2kjtB) to get support and connect with both the R2R team and other developers in the community. Whether you're encountering issues, looking for advice on best practices, or just want to share your experiences, we're here to help. - -# Contributing - -We welcome contributions of all sizes! Here's how you can help: - -- Open a PR for new features, improvements, or better documentation. -- Submit a [feature request](https://github.com/SciPhi-AI/R2R/issues/new?assignees=&labels=&projects=&template=feature_request.md&title=) or [bug report](https://github.com/SciPhi-AI/R2R/issues/new?assignees=&labels=&projects=&template=bug_report.md&title=) - -### Our Contributors - - - diff --git a/README.md b/README.md new file mode 120000 index 000000000..69f9ab844 --- /dev/null +++ b/README.md @@ -0,0 +1 @@ +py/README.md \ No newline at end of file diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index 2cd811b7e..34dd2e141 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -1139,6 +1139,8 @@ export class r2rClient { * @param vector_search_settings Vector search settings. * @param kg_search_settings KG search settings. * @param rag_generation_config RAG generation configuration. + * @param task_prompt_override Task prompt override. + * @param include_title_if_available Include title if available. * @returns A promise that resolves to the response from the server. */ @feature("rag") @@ -1147,6 +1149,8 @@ export class r2rClient { vector_search_settings?: VectorSearchSettings | Record, kg_search_settings?: KGSearchSettings | Record, rag_generation_config?: GenerationConfig | Record, + task_prompt_override?: string, + include_title_if_available?: boolean, ): Promise { this._ensureAuthenticated(); @@ -1155,6 +1159,8 @@ export class r2rClient { vector_search_settings, kg_search_settings, rag_generation_config, + task_prompt_override, + include_title_if_available, }; Object.keys(json_data).forEach( diff --git a/py/.dockerignore b/py/.dockerignore index c4730648b..8d12d1ab3 100644 --- a/py/.dockerignore +++ b/py/.dockerignore @@ -17,4 +17,4 @@ coverage.xml .git .mypy_cache .pytest_cache -.hypothesis +.hypothesis \ No newline at end of file diff --git a/py/Dockerfile b/py/Dockerfile index 0ea128c9f..9d1a79ecc 100644 --- a/py/Dockerfile +++ b/py/Dockerfile @@ -12,40 +12,40 @@ WORKDIR /app RUN pip install --no-cache-dir poetry -# Copy the dependencies files -COPY py/pyproject.toml py/poetry.lock* ./ +# Copy the entire project into the container +COPY . /app -# Install the dependencies, including gunicorn and uvicorn +# Ensure that the working directory is set to /app/py +WORKDIR /app/py + +# Install dependencies RUN poetry config virtualenvs.create false \ && poetry install --extras "core" --no-dev --no-root \ && pip install --no-cache-dir gunicorn uvicorn -# Create the final image +# Final stage to keep the image small FROM python:3.10-slim -# Install healthcheck dependency +# Install runtime dependencies RUN apt-get update \ && apt-get install -y --no-install-recommends curl \ && apt-get clean && rm -rf /var/lib/apt/lists/* -WORKDIR /app/py +WORKDIR /app # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages COPY --from=builder /usr/local/bin /usr/local/bin -# Copy the application and config -COPY py/core /app/py/core +# Copy the necessary application files +COPY core /app/core +COPY r2r /app/r2r COPY r2r.toml /app/r2r.toml -COPY py/pyproject.toml /app/py/pyproject.toml - -ENV PYTHONPATH="${PYTHONPATH}:/app/py" +COPY pyproject.toml /app/pyproject.toml -# Expose the port ARG PORT=8000 ARG HOST=0.0.0.0 ENV PORT=$PORT HOST=$HOST EXPOSE $PORT -# Run the application CMD ["sh", "-c", "uvicorn core.main.app_entry:app --host $HOST --port $PORT"] diff --git a/py/README.md b/py/README.md index e69de29bb..01f1520a1 100644 --- a/py/README.md +++ b/py/README.md @@ -0,0 +1,98 @@ +

+ Docs + Discord + Github Stars + Commits-per-week + License: MIT +

+ +R2R Answer Engine +

+Build, scale, and manage user-facing Retrieval-Augmented Generation applications in production. +

+ +# About +R2R was designed to bridge the gap between local LLM experimentation and scalable, production-ready Retrieval-Augmented Generation (RAG) applications. R2R provides a the latest techniques in RAG and is built around a RESTful API for ease of use. + +For a more complete view of R2R, check out the [full documentation](https://r2r-docs.sciphi.ai/). + +## Key Features +- **📁 Multimodal Support**: Ingest files ranging from `.txt`, `.pdf`, `.json` to `.png`, `.mp3`, and more. +- **🔍 Hybrid Search**: Combine semantic and keyword search with reciprocal rank fusion for enhanced relevancy. +- **🔗 Graph RAG**: Automatically extract relationships and build knowledge graphs. +- **🗂️ App Management**: Efficiently manage documents and users with full authentication. +- **🔭 Observability**: Observe and analyze your RAG engine performance. +- **🧩 Configurable**: Provision your application using intuitive configuration files. +- **🔌 Extensibility**: Develop your application further with easy builder + factory pattern. +- **🖥️ Dashboard**: Use the [R2R Dashboard](https://github.com/SciPhi-AI/R2R-Dashboard), an open-source React+Next.js app with optional authentication, to interact with R2R via GUI. + + +## Install with pip +The recommended way to get started with R2R is by using our CLI. + +```bash +pip install r2r +``` + +Then, after installing R2R, it is recommended to launch with Docker, if possible: + +```bash +# export OPENAI_API_KEY=sk-... +r2r serve --docker +``` + +Alternatively, you may run R2R directly from the python package, but additional dependencies like Postgres+pgvector must be configured: + +```bash +# export OPENAI_API_KEY=sk-... +# export POSTGRES... +r2r --config-name=default serve +``` + + +## Quickstart +After [installing](https://r2r-docs.sciphi.ai/installation), the [R2R Quickstart](https://r2r-docs.sciphi.ai/quickstart) is your go to for a step-by-step guide to get up and running with R2R in minutes. The guide demonstrates R2R's Retrieval-Augmented Generation (RAG) system by ingesting sample documents and then showcasing features for search, RAG, logging, analytics, and document management. +## Getting Started + +To get started with R2R, we recommend starting with the quickstart and then moving on to specific cookbooks. + +- [Installation](https://r2r-docs.sciphi.ai/installation): Quick setup using Docker or `pip` +- [R2R Quickstart](https://r2r-docs.sciphi.ai/quickstart): A quickstart guide designed to get you familiarized with R2R. + + +### API & SDKs +- [Pyhon SDK](https://r2r-docs.sciphi.ai/python-sdk) +- [JS SDK](https://r2r-docs.sciphi.ai/js-sdk) +- [API Reference](https://r2r-docs.sciphi.ai/api-reference/introduction) + + +### Auth & Admin Features +- [User Auth](https://r2r-docs.sciphi.ai/cookbooks/user-auth): A cookbook showing how to authenticate users using R2R. +- [Analytics & Observability](https://r2r-docs.sciphi.ai/cookbooks/observability): A cookbook showing R2Rs end to end logging and analytics. +- [Dashboard](https://r2r-docs.sciphi.ai/cookbooks/dashboard): A how-to guide on connecting with the R2R Admin/User Dashboard. + +### RAG Cookbooks + +- [Multiple LLMs](https://r2r-docs.sciphi.ai/cookbooks/multiple-llms): A simple cookbook showing how R2R supports multiple LLMs. +- [Hybrid Search](https://r2r-docs.sciphi.ai/cookbooks/hybrid-search): A brief introduction to running hybrid search with R2R. +- [Multimodal RAG](https://r2r-docs.sciphi.ai/cookbooks/multimodal): A cookbook on multimodal RAG with R2R. +- [Knowledge Graphs](https://r2r-docs.sciphi.ai/cookbooks/knowledge-graph): A walkthrough of automatic knowledge graph generation with R2R. +- [Advanced Graphs](https://r2r-docs.sciphi.ai/cookbooks/advanced-rag): A walkthrough of R2Rs advanced RAG features. +- [Local RAG](https://r2r-docs.sciphi.ai/cookbooks/local-rag): A quick cookbook demonstration of how to run R2R with local LLMs. +- [Reranking](https://r2r-docs.sciphi.ai/cookbooks/rerank-search): A short guide on how to apply reranking to R2R results. + +## Community + +[Join our Discord server](https://discord.gg/p6KqD2kjtB) to get support and connect with both the R2R team and other developers in the community. Whether you're encountering issues, looking for advice on best practices, or just want to share your experiences, we're here to help. + +# Contributing + +We welcome contributions of all sizes! Here's how you can help: + +- Open a PR for new features, improvements, or better documentation. +- Submit a [feature request](https://github.com/SciPhi-AI/R2R/issues/new?assignees=&labels=&projects=&template=feature_request.md&title=) or [bug report](https://github.com/SciPhi-AI/R2R/issues/new?assignees=&labels=&projects=&template=bug_report.md&title=) + +### Our Contributors + + + diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index a80b9e24d..7975933e8 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -311,7 +311,7 @@ def set_ollama_api_base(exclude_ollama): def get_compose_files(): package_dir = os.path.join( - os.path.dirname(os.path.abspath(__file__)), "..", "..", ".." + os.path.dirname(os.path.abspath(__file__)), "..", "..", ) compose_files = { "base": os.path.join(package_dir, "compose.yaml"), diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index 8b9ed61bd..547d292bd 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -117,7 +117,7 @@ def from_toml(cls, config_path: str = None) -> "R2RConfig": # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) config_path = os.path.join( - file_dir, "..", "..", "..", "..", "r2r.toml" + file_dir, "..", "..", "..", "r2r.toml" ) # Load configuration from TOML file @@ -151,7 +151,7 @@ def load_default_config(cls) -> dict: # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) default_config_path = os.path.join( - file_dir, "..", "..", "..", "..", "r2r.toml" + file_dir, "..", "..", "..", "r2r.toml" ) # Load default configuration from TOML file with open(default_config_path) as f: diff --git a/py/pyproject.toml b/py/pyproject.toml index 03881ebf6..2a2d380b2 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api" [tool.poetry] name = "r2r" -readme = "../README.md" +readme = "README.md" version = "0.3.0" description = "SciPhi R2R" authors = ["Owen Colegrove "] diff --git a/r2r.toml b/py/r2r.toml similarity index 100% rename from r2r.toml rename to py/r2r.toml diff --git a/py/sdk/retrieval.py b/py/sdk/retrieval.py index b64cf6d39..67ca4b6e3 100644 --- a/py/sdk/retrieval.py +++ b/py/sdk/retrieval.py @@ -19,8 +19,6 @@ async def search( Union[dict, VectorSearchSettings] ] = None, kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, - *args, - **kwargs, ) -> SearchResponse: """ Conduct a vector and/or KG search. @@ -56,8 +54,8 @@ async def rag( Union[dict, VectorSearchSettings] ] = None, kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, - *args, - **kwargs, + task_prompt_override: Optional[str] = None, + include_title_if_available: Optional[bool] = False, ) -> Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: """ Conducts a Retrieval Augmented Generation (RAG) search with the given query. @@ -67,6 +65,8 @@ async def rag( rag_generation_config (Optional[Union[dict, GenerationConfig]]): RAG generation configuration. vector_search_settings (Optional[Union[dict, VectorSearchSettings]]): Vector search settings. kg_search_settings (Optional[Union[dict, KGSearchSettings]]): KG search settings. + task_prompt_override (Optional[str]): Task prompt override. + include_title_if_available (Optional[bool]): Include the title if available. Returns: Union[RAGResponse, AsyncGenerator[RAGResponse, None]]: The RAG response @@ -87,6 +87,8 @@ async def rag( "rag_generation_config": rag_generation_config, "vector_search_settings": vector_search_settings, "kg_search_settings": kg_search_settings, + "task_prompt_override": task_prompt_override, + "include_title_if_available": include_title_if_available, } if rag_generation_config and rag_generation_config.get( @@ -107,8 +109,6 @@ async def agent( kg_search_settings: Optional[Union[dict, KGSearchSettings]] = None, task_prompt_override: Optional[str] = None, include_title_if_available: Optional[bool] = False, - *args, - **kwargs, ) -> Union[list[Message], AsyncGenerator[Message, None]]: """ Performs a single turn in a conversation with a RAG agent. From 0af19cb82bd00e892c3c7e907e1565abc993adb1 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Thu, 22 Aug 2024 20:41:19 -0400 Subject: [PATCH 53/74] Shreyas/KG Search Result model (#937) * return type to kg_search_result * add model * local and global results * modify config --- py/core/base/abstractions/search.py | 36 ++++++++++++++++++- py/core/configs/neo4j_kg.toml | 16 +++------ .../pipes/retrieval/kg_search_search_pipe.py | 20 +++++------ py/sdk/models.py | 18 +++++++++- 4 files changed, 67 insertions(+), 23 deletions(-) diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index f43445141..affc9cb9f 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -54,8 +54,42 @@ class Config: }, } +class KGLocalSearchResult(BaseModel): + """Result of a local knowledge graph search operation.""" + query: str + entities: list[dict[str, Any]] + relationships: list[dict[str, Any]] + communities: list[dict[str, Any]] -KGSearchResult = list[Tuple[str, list[Dict[str, Any]]]] + def __str__(self) -> str: + return f"LocalSearchResult(query={self.query}, search_result={self.search_result})" + + def __repr__(self) -> str: + return self.__str__() + + +class KGGlobalSearchResult(BaseModel): + """Result of a global knowledge graph search operation.""" + query: str + search_result: list[Dict[str, Any]] + + def __str__(self) -> str: + return f"GlobalSearchResult(query={self.query}, search_result={self.search_result})" + + def __repr__(self) -> str: + return self.__str__() + + +class KGSearchResult(BaseModel): + """Result of a knowledge graph search operation.""" + local_result: Optional[KGLocalSearchResult] = None + global_result: Optional[KGGlobalSearchResult] = None + + def __str__(self) -> str: + return f"KGSearchResult(local_result={self.local_result}, global_result={self.global_result})" + + def __repr__(self) -> str: + return self.__str__() class AggregateSearchResult(BaseModel): diff --git a/py/core/configs/neo4j_kg.toml b/py/core/configs/neo4j_kg.toml index ad43a10f9..cbaa13a0d 100644 --- a/py/core/configs/neo4j_kg.toml +++ b/py/core/configs/neo4j_kg.toml @@ -25,22 +25,16 @@ provider = "neo4j" batch_size = 256 kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" - [kg.kg_extraction_config] model = "gpt-4o-mini" - temperature = 0.1 - top_p = 1 - max_tokens_to_sample = 1_024 - stream = false - add_generation_kwargs = { } + + [kg.kg_enrichment_config] + max_knowledge_triples = 100 + generation_config = { model = "gpt-4o-mini" } # and other params + leiden_params = { max_cluster_size = 1000 } # more params in graspologic/partition/leiden.py [kg.kg_search_config] model = "gpt-4o-mini" - temperature = 0.1 - top_p = 1 - max_tokens_to_sample = 1_024 - stream = false - add_generation_kwargs = { } [database] provider = "postgres" diff --git a/py/core/pipes/retrieval/kg_search_search_pipe.py b/py/core/pipes/retrieval/kg_search_search_pipe.py index 16c26d2c1..e5664fae5 100644 --- a/py/core/pipes/retrieval/kg_search_search_pipe.py +++ b/py/core/pipes/retrieval/kg_search_search_pipe.py @@ -15,11 +15,11 @@ RunLoggingSingleton, ) +from core.base.abstractions.search import KGLocalSearchResult, KGGlobalSearchResult, KGSearchResult from ..abstractions.generator_pipe import GeneratorPipe logger = logging.getLogger(__name__) - class KGSearchSearchPipe(GeneratorPipe): """ Embeds and stores documents using a specified embedding model and database. @@ -102,7 +102,7 @@ async def local_search( kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, - ): + ) -> KGLocalSearchResult: # search over communities and # do 3 searches. One over entities, one over relationships, one over communities @@ -127,7 +127,7 @@ async def local_search( ) all_search_results.append(search_result) - yield message, all_search_results + yield KGLocalSearchResult(query=message, entities=all_search_results[0], relationships=all_search_results[1], communities=all_search_results[2]) async def global_search( self, @@ -137,7 +137,7 @@ async def global_search( kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, - ): + ) -> KGGlobalSearchResult: # map reduce async for message in input.message: map_responses = [] @@ -209,7 +209,7 @@ async def process_community(merged_report): output = output.choices[0].message.content - yield message, [{"output": output}] + yield KGGlobalSearchResult(query=message, search_result=output, citations=None) async def _run_logic( self, @@ -219,19 +219,19 @@ async def _run_logic( kg_search_settings: KGSearchSettings, *args: Any, **kwargs: Any, - ): + ) -> KGSearchResult: logger.info("Performing global search") kg_search_type = kg_search_settings.kg_search_type if kg_search_type == "local": - async for query, result in self.local_search( + async for result in self.local_search( input, state, run_id, kg_search_settings ): - yield (query, result) + yield KGSearchResult(local_result=result) else: - async for query, result in self.global_search( + async for result in self.global_search( input, state, run_id, kg_search_settings ): - yield (query, result) + yield KGSearchResult(global_result=result) diff --git a/py/sdk/models.py b/py/sdk/models.py index 03b690610..895f632d5 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -188,8 +188,24 @@ class Config: } -KGSearchResult = list[Tuple[str, list[Dict[str, Any]]]] +class KGSearchResult(BaseModel): + query: str + results: list[Dict[str, Any]] + class Config: + json_schema_extra = { + "example": { + "query": "What is the capital of France?", + "results": [ + { + "Paris": { + "name": "Paris", + "description": "Paris is the capital of France." + } + } + ] + } + } class R2RException(Exception): def __init__( From cac8e1dc9f34f3f97ae67da67b0656477434b03c Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Thu, 22 Aug 2024 17:45:58 -0700 Subject: [PATCH 54/74] refresh should not be gated by auth (#946) --- py/core/main/api/routes/auth/base.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 94a85dab2..3cd899c9e 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -132,8 +132,7 @@ async def put_user_app( ) @self.base_endpoint async def refresh_access_token_app( - refresh_token: str = Body(..., description="Refresh token"), - auth_user=Depends(self.engine.providers.auth.auth_wrapper), + refresh_token: str = Body(..., description="Refresh token") ): """ Refresh the access token using a refresh token. From cf8097c776a1ed0ec225981e86e80c7f793cc813 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 17:52:59 -0700 Subject: [PATCH 55/74] Linting sync (#947) --- .github/workflows/build-mainv2.yml | 2 +- ...mit-config.yaml => .pre-commit-config.yaml | 0 py/.dockerignore | 2 +- py/Dockerfile.unstructured | 2 +- py/cli/command_group.py | 1 + py/cli/commands/auth.py | 1 + py/cli/commands/ingestion.py | 5 +- py/cli/commands/management.py | 15 ++-- py/cli/commands/restructure.py | 4 +- py/cli/commands/retrieval.py | 1 + py/cli/commands/server.py | 3 +- py/cli/utils/docker_utils.py | 7 +- py/core/base/abstractions/document.py | 1 + py/core/base/agent/agent.py | 3 +- py/core/base/agent/base.py | 3 +- py/core/base/api/models/auth/responses.py | 3 +- .../base/api/models/ingestion/responses.py | 3 +- .../base/api/models/management/responses.py | 3 +- .../base/api/models/restructure/responses.py | 3 +- .../base/api/models/retrieval/responses.py | 3 +- py/core/base/pipes/base_pipe.py | 3 +- .../examples/scripts/advanced_kg_cookbook.py | 1 + .../examples/scripts/run_group_workflow.py | 70 +++++++++++++------ py/core/examples/scripts/serve_with_hyde.py | 4 +- py/core/examples/scripts/serve_with_web.py | 1 + .../examples/scripts/serve_with_web_hyde.py | 2 + py/core/main/abstractions.py | 3 +- py/core/main/api/routes/auth/base.py | 11 +-- py/core/main/api/routes/base_router.py | 5 +- py/core/main/api/routes/ingestion/base.py | 5 +- py/core/main/api/routes/management/base.py | 32 ++++++--- py/core/main/api/routes/restructure/base.py | 3 +- py/core/main/api/routes/retrieval/base.py | 21 ++++-- py/core/main/assembly/config.py | 4 +- py/core/main/assembly/factory.py | 1 + py/core/main/engine.py | 8 +-- py/core/main/services/auth_service.py | 2 +- py/core/main/services/ingestion_service.py | 6 +- py/core/main/services/management_service.py | 31 +++++--- py/core/parsers/text/html_parser.py | 1 + py/core/parsers/text/md_parser.py | 1 + py/core/pipes/ingestion/parsing_pipe.py | 6 +- py/core/pipes/kg/clustering.py | 1 + py/core/pipes/other/web_search_pipe.py | 10 ++- py/core/providers/auth/r2r_auth.py | 5 +- py/core/providers/database/document.py | 4 +- py/core/providers/database/group.py | 45 +++++++----- py/core/providers/database/relational.py | 3 +- py/core/providers/database/user.py | 19 +++-- py/core/providers/database/vecs/collection.py | 22 +++--- py/core/providers/database/vector.py | 49 +++++++++---- py/core/providers/embeddings/litellm.py | 3 +- py/core/providers/embeddings/ollama.py | 3 +- py/core/providers/embeddings/openai.py | 5 +- py/core/providers/llm/openai.py | 3 +- py/core/providers/prompts/r2r_prompts.py | 1 + py/core/telemetry/posthog.py | 1 + py/pyproject.toml | 5 +- py/r2r.toml | 2 +- py/sdk/auth.py | 2 +- py/sdk/management.py | 12 ++-- py/sdk/models.py | 2 +- py/tests/cli/commands/test_auth.py | 3 +- py/tests/cli/commands/test_ingestion.py | 3 +- py/tests/cli/commands/test_management.py | 3 +- py/tests/cli/commands/test_restructure.py | 3 +- py/tests/cli/test_cli.py | 3 +- py/tests/cli/test_command_group.py | 3 +- py/tests/cli/utils/test_docker_utils.py | 3 +- py/tests/cli/utils/test_param_types.py | 1 + py/tests/cli/utils/test_timer.py | 1 + py/tests/regression/runner.py | 2 +- py/tests/test_abstractions.py | 1 + py/tests/test_auth.py | 1 + py/tests/test_cli.py | 3 +- py/tests/test_client.py | 7 +- py/tests/test_config.py | 1 + py/tests/test_database.py | 3 +- py/tests/test_embedding.py | 1 + py/tests/test_end_to_end.py | 3 +- py/tests/test_groups.py | 1 + py/tests/test_groups_client.py | 5 +- py/tests/test_ingestion_service.py | 3 +- py/tests/test_kg.py | 1 + py/tests/test_llms.py | 1 + py/tests/test_logging.py | 1 + py/tests/test_parser.py | 1 + py/tests/test_pipeline.py | 1 + py/tests/test_vector_db.py | 1 + 89 files changed, 355 insertions(+), 188 deletions(-) rename py/.pre-commit-config.yaml => .pre-commit-config.yaml (100%) diff --git a/.github/workflows/build-mainv2.yml b/.github/workflows/build-mainv2.yml index 93e53649d..ab02f156f 100644 --- a/.github/workflows/build-mainv2.yml +++ b/.github/workflows/build-mainv2.yml @@ -82,4 +82,4 @@ jobs: labels: ${{ steps.meta.outputs.labels_unstructured }} platforms: linux/amd64,linux/arm64 build-args: | - CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} \ No newline at end of file + CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} diff --git a/py/.pre-commit-config.yaml b/.pre-commit-config.yaml similarity index 100% rename from py/.pre-commit-config.yaml rename to .pre-commit-config.yaml diff --git a/py/.dockerignore b/py/.dockerignore index 8d12d1ab3..c4730648b 100644 --- a/py/.dockerignore +++ b/py/.dockerignore @@ -17,4 +17,4 @@ coverage.xml .git .mypy_cache .pytest_cache -.hypothesis \ No newline at end of file +.hypothesis diff --git a/py/Dockerfile.unstructured b/py/Dockerfile.unstructured index 989fa42d1..7250e432e 100644 --- a/py/Dockerfile.unstructured +++ b/py/Dockerfile.unstructured @@ -28,7 +28,7 @@ RUN poetry config virtualenvs.create false \ # Create the final image FROM python:3.10-slim -# Install runtime dependencies +# Install runtime dependencies RUN apt-get update \ && apt-get install -y --no-install-recommends \ curl tesseract-ocr poppler-utils libmagic1 \ diff --git a/py/cli/command_group.py b/py/cli/command_group.py index bcc4e30ed..ecf878c47 100644 --- a/py/cli/command_group.py +++ b/py/cli/command_group.py @@ -1,4 +1,5 @@ import click + from sdk.client import R2RClient diff --git a/py/cli/commands/auth.py b/py/cli/commands/auth.py index 5a241477f..c9c699d42 100644 --- a/py/cli/commands/auth.py +++ b/py/cli/commands/auth.py @@ -1,6 +1,7 @@ import secrets import click + from cli.command_group import cli diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py index 77a98946f..1099b299f 100644 --- a/py/cli/commands/ingestion.py +++ b/py/cli/commands/ingestion.py @@ -6,6 +6,7 @@ import click import requests + from cli.command_group import cli from cli.utils.param_types import JSON from cli.utils.timer import timer @@ -28,9 +29,7 @@ def ingest_files(client, file_paths, document_ids, metadatas): file_paths = list(file_paths) document_ids = list(document_ids) if document_ids else None - response = client.ingest_files( - file_paths, metadatas, document_ids - ) + response = client.ingest_files(file_paths, metadatas, document_ids) click.echo(json.dumps(response, indent=2)) diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index 114943c3d..474b7b648 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -1,6 +1,7 @@ from typing import Any, Dict import click + from cli.command_group import cli from cli.utils.param_types import JSON from cli.utils.timer import timer @@ -53,11 +54,15 @@ def users_overview(client, user_ids, offset, limit): with timer(): response = client.users_overview(user_ids, offset, limit) - if 'results' in response: + if "results" in response: click.echo("\nUser Overview:") - click.echo(f"{'User ID':<40} {'Num Files':<10} {'Total Size (bytes)':<20} Document IDs") - for user in response['results']: - click.echo(f"{user['user_id']:<40} {user['num_files']:<10} {user['total_size_in_bytes']:<20} {', '.join(user['document_ids'][:3]) + ('...' if len(user['document_ids']) > 3 else '')}") + click.echo( + f"{'User ID':<40} {'Num Files':<10} {'Total Size (bytes)':<20} Document IDs" + ) + for user in response["results"]: + click.echo( + f"{user['user_id']:<40} {user['num_files']:<10} {user['total_size_in_bytes']:<20} {', '.join(user['document_ids'][:3]) + ('...' if len(user['document_ids']) > 3 else '')}" + ) else: click.echo("No users found.") @@ -153,4 +158,4 @@ def inspect_knowledge_graph(client, offset, limit): with timer(): response = client.inspect_knowledge_graph(offset, limit) - click.echo(response) \ No newline at end of file + click.echo(response) diff --git a/py/cli/commands/restructure.py b/py/cli/commands/restructure.py index 770678a9a..bbc0af40f 100644 --- a/py/cli/commands/restructure.py +++ b/py/cli/commands/restructure.py @@ -1,8 +1,6 @@ -from typing import Any, Dict - import click + from cli.command_group import cli -from cli.utils.param_types import JSON from cli.utils.timer import timer diff --git a/py/cli/commands/retrieval.py b/py/cli/commands/retrieval.py index c1897ff73..3255b95a2 100644 --- a/py/cli/commands/retrieval.py +++ b/py/cli/commands/retrieval.py @@ -1,4 +1,5 @@ import click + from cli.command_group import cli from cli.utils.param_types import JSON from cli.utils.timer import timer diff --git a/py/cli/commands/server.py b/py/cli/commands/server.py index c71c003e6..5355b4e8f 100644 --- a/py/cli/commands/server.py +++ b/py/cli/commands/server.py @@ -5,6 +5,8 @@ import sys import click +from dotenv import load_dotenv + from cli.command_group import cli from cli.utils.docker_utils import ( bring_down_docker_compose, @@ -13,7 +15,6 @@ run_local_serve, ) from cli.utils.timer import timer -from dotenv import load_dotenv @cli.command() diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index 7975933e8..4d6e48824 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -9,8 +9,9 @@ import click import requests -from core.main import R2RBuilder, R2RConfig from requests.exceptions import RequestException + +from core.main import R2RBuilder, R2RConfig from sdk import R2RClient @@ -311,7 +312,9 @@ def set_ollama_api_base(exclude_ollama): def get_compose_files(): package_dir = os.path.join( - os.path.dirname(os.path.abspath(__file__)), "..", "..", + os.path.dirname(os.path.abspath(__file__)), + "..", + "..", ) compose_files = { "base": os.path.join(package_dir, "compose.yaml"), diff --git a/py/core/base/abstractions/document.py b/py/core/base/abstractions/document.py index 12cf53b42..5e8f2f558 100644 --- a/py/core/base/abstractions/document.py +++ b/py/core/base/abstractions/document.py @@ -26,6 +26,7 @@ class DocumentStatus(str, Enum): class DocumentType(str, Enum): """Types of documents that can be stored.""" + CSV = "csv" DOCX = "docx" HTML = "html" diff --git a/py/core/base/agent/agent.py b/py/core/base/agent/agent.py index ce39c3d20..e4945b005 100644 --- a/py/core/base/agent/agent.py +++ b/py/core/base/agent/agent.py @@ -2,13 +2,14 @@ from abc import ABC, abstractmethod from typing import Any, AsyncGenerator, Dict, List, Optional, Type, Union +from pydantic import BaseModel + from core.base.abstractions import ( GenerationConfig, LLMChatCompletion, MessageType, ) from core.base.providers import CompletionProvider, PromptProvider -from pydantic import BaseModel from .base import Message, Tool, ToolResult diff --git a/py/core/base/agent/base.py b/py/core/base/agent/base.py index 386e6af7d..201728b6f 100644 --- a/py/core/base/agent/base.py +++ b/py/core/base/agent/base.py @@ -1,8 +1,9 @@ from typing import Any, Callable, Dict, Optional, Union -from core.base.abstractions import MessageType from pydantic import BaseModel +from core.base.abstractions import MessageType + class Tool(BaseModel): name: str diff --git a/py/core/base/api/models/auth/responses.py b/py/core/base/api/models/auth/responses.py index b5eb702ae..3c9a1e1b5 100644 --- a/py/core/base/api/models/auth/responses.py +++ b/py/core/base/api/models/auth/responses.py @@ -2,9 +2,10 @@ from typing import Optional from uuid import UUID +from pydantic import BaseModel + from core.base.abstractions import Token from core.base.api.models.base import ResultsWrapper -from pydantic import BaseModel class TokenResponse(BaseModel): diff --git a/py/core/base/api/models/ingestion/responses.py b/py/core/base/api/models/ingestion/responses.py index 011c4569a..370785cbe 100644 --- a/py/core/base/api/models/ingestion/responses.py +++ b/py/core/base/api/models/ingestion/responses.py @@ -1,9 +1,10 @@ from typing import Any, List, TypeVar from uuid import UUID -from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel, Field +from core.base.api.models.base import ResultsWrapper + T = TypeVar("T") diff --git a/py/core/base/api/models/management/responses.py b/py/core/base/api/models/management/responses.py index ffc3d5dc2..fdeb7f9dc 100644 --- a/py/core/base/api/models/management/responses.py +++ b/py/core/base/api/models/management/responses.py @@ -2,9 +2,10 @@ from typing import Any, Dict, List, Optional from uuid import UUID -from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel +from core.base.api.models.base import ResultsWrapper + class PromptResponse(BaseModel): message: str diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py index ed35bd437..766cd6700 100644 --- a/py/core/base/api/models/restructure/responses.py +++ b/py/core/base/api/models/restructure/responses.py @@ -2,9 +2,10 @@ from typing import Any, Dict, List, Optional from uuid import UUID -from core.base.api.models.base import ResultsWrapper from pydantic import BaseModel +from core.base.api.models.base import ResultsWrapper + class KGEnrichmentResponse(BaseModel): enriched_content: Dict[str, Any] diff --git a/py/core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py index 9e64e96cf..6bb086971 100644 --- a/py/core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -1,8 +1,9 @@ from typing import Any, Optional +from pydantic import BaseModel, Field + from core.base.abstractions import KGSearchResult, Message, VectorSearchResult from core.base.api.models.base import ResultsWrapper -from pydantic import BaseModel, Field class SearchResponse(BaseModel): diff --git a/py/core/base/pipes/base_pipe.py b/py/core/base/pipes/base_pipe.py index 37ae962a2..5069b3899 100644 --- a/py/core/base/pipes/base_pipe.py +++ b/py/core/base/pipes/base_pipe.py @@ -5,9 +5,10 @@ from typing import Any, AsyncGenerator, Optional from uuid import UUID +from pydantic import BaseModel + from core.base.logging.run_logger import RunLoggingSingleton from core.base.logging.run_manager import RunManager, manage_run -from pydantic import BaseModel logger = logging.getLogger(__name__) diff --git a/py/core/examples/scripts/advanced_kg_cookbook.py b/py/core/examples/scripts/advanced_kg_cookbook.py index f69d0a486..555677450 100644 --- a/py/core/examples/scripts/advanced_kg_cookbook.py +++ b/py/core/examples/scripts/advanced_kg_cookbook.py @@ -3,6 +3,7 @@ import fire import requests from bs4 import BeautifulSoup, Comment + from r2r import EntityType, R2RClient, R2RPromptProvider, RelationshipType diff --git a/py/core/examples/scripts/run_group_workflow.py b/py/core/examples/scripts/run_group_workflow.py index 38353ef20..57b4d3059 100644 --- a/py/core/examples/scripts/run_group_workflow.py +++ b/py/core/examples/scripts/run_group_workflow.py @@ -1,10 +1,12 @@ import os -from r2r import R2RClient +from r2r import R2RClient if __name__ == "__main__": # Initialize the R2R client - client = R2RClient("http://localhost:8000") # Replace with your R2R deployment URL + client = R2RClient( + "http://localhost:8000" + ) # Replace with your R2R deployment URL # Admin login print("Logging in as admin...") @@ -13,12 +15,14 @@ # Create two groups print("\nCreating two groups...") - group1_result = client.create_group("TestGroup1", "A test group for document access") + group1_result = client.create_group( + "TestGroup1", "A test group for document access" + ) group2_result = client.create_group("TestGroup2", "Another test group") print("Group1 creation result:", group1_result) print("Group2 creation result:", group2_result) - group1_id = group1_result['results']['group_id'] - group2_id = group2_result['results']['group_id'] + group1_id = group1_result["results"]["group_id"] + group2_id = group2_result["results"]["group_id"] # Get groups overview print("\nGetting groups overview...") @@ -37,20 +41,26 @@ # Update a group print("\nUpdating Group1...") - update_result = client.update_group(group1_id, name="UpdatedTestGroup1", description="Updated description") + update_result = client.update_group( + group1_id, name="UpdatedTestGroup1", description="Updated description" + ) print("Group update result:", update_result) # Ingest two documents print("\nIngesting two documents...") script_path = os.path.dirname(__file__) - sample_file1 = os.path.join(script_path, "core", "examples", "data", "aristotle_v2.txt") - sample_file2 = os.path.join(script_path, "core", "examples", "data", "aristotle.txt") + sample_file1 = os.path.join( + script_path, "core", "examples", "data", "aristotle_v2.txt" + ) + sample_file2 = os.path.join( + script_path, "core", "examples", "data", "aristotle.txt" + ) ingestion_result1 = client.ingest_files([sample_file1]) ingestion_result2 = client.ingest_files([sample_file2]) print("Document1 ingestion result:", ingestion_result1) print("Document2 ingestion result:", ingestion_result2) - document1_id = ingestion_result1['results']['processed_documents'][0]['id'] - document2_id = ingestion_result2['results']['processed_documents'][0]['id'] + document1_id = ingestion_result1["results"]["processed_documents"][0]["id"] + document2_id = ingestion_result2["results"]["processed_documents"][0]["id"] # Assign documents to groups print("\nAssigning documents to groups...") @@ -76,10 +86,18 @@ # Add users to groups print("\nAdding users to groups...") - add_user1_result = client.add_user_to_group(user1_result['results']['id'], group1_id) - add_user2_result = client.add_user_to_group(user2_result['results']['id'], group2_id) - add_user3_result1 = client.add_user_to_group(user3_result['results']['id'], group1_id) - add_user3_result2 = client.add_user_to_group(user3_result['results']['id'], group2_id) + add_user1_result = client.add_user_to_group( + user1_result["results"]["id"], group1_id + ) + add_user2_result = client.add_user_to_group( + user2_result["results"]["id"], group2_id + ) + add_user3_result1 = client.add_user_to_group( + user3_result["results"]["id"], group1_id + ) + add_user3_result2 = client.add_user_to_group( + user3_result["results"]["id"], group2_id + ) print("Add user1 to group1 result:", add_user1_result) print("Add user2 to group2 result:", add_user2_result) print("Add user3 to group1 result:", add_user3_result1) @@ -92,7 +110,7 @@ # Get groups for a user print("\nGetting groups for User3...") - user3_groups = client.user_groups(user3_result['results']['id']) + user3_groups = client.user_groups(user3_result["results"]["id"]) print("User3 groups:", user3_groups) # Get documents in a group @@ -102,12 +120,16 @@ # Remove user from group print("\nRemoving User3 from Group1...") - remove_user_result = client.remove_user_from_group(user3_result['results']['id'], group1_id) + remove_user_result = client.remove_user_from_group( + user3_result["results"]["id"], group1_id + ) print("Remove user result:", remove_user_result) # Remove document from group print("\nRemoving Document1 from Group1...") - remove_doc_result = client.remove_document_from_group(document1_id, group1_id) + remove_doc_result = client.remove_document_from_group( + document1_id, group1_id + ) print("Remove document result:", remove_doc_result) # Logout admin @@ -120,7 +142,9 @@ # Search for documents (should see document1 but not document2) print("\nUser1 searching for documents...") - search_result_user1 = client.search("philosophy", {"selected_group_ids": [group1_id]}) + search_result_user1 = client.search( + "philosophy", {"selected_group_ids": [group1_id]} + ) print("User1 search result:", search_result_user1) # Logout user1 @@ -134,10 +158,14 @@ # Search for documents (should see only document2 after removal from Group1) print("\nUser3 searching for documents...") try: - search_result_user3 = client.search("philosophy", {"selected_group_ids": [group1_id, group2_id]}) + search_result_user3 = client.search( + "philosophy", {"selected_group_ids": [group1_id, group2_id]} + ) except Exception as e: print("User3 search result error:", e) - search_result_user3 = client.search("philosophy", {"selected_group_ids": [group2_id]}) + search_result_user3 = client.search( + "philosophy", {"selected_group_ids": [group2_id]} + ) print("User3 search result:", search_result_user3) @@ -160,5 +188,3 @@ client.logout() print("\nWorkflow completed.") - - \ No newline at end of file diff --git a/py/core/examples/scripts/serve_with_hyde.py b/py/core/examples/scripts/serve_with_hyde.py index 688e31aab..c5c4e8008 100644 --- a/py/core/examples/scripts/serve_with_hyde.py +++ b/py/core/examples/scripts/serve_with_hyde.py @@ -1,6 +1,7 @@ -from r2r import R2RBuilder, R2RConfig, R2RPipeFactoryWithMultiSearch import fire +from r2r import R2RBuilder, R2RConfig, R2RPipeFactoryWithMultiSearch + def main(task_prompt_name="hyde"): # Load the default configuration file @@ -16,5 +17,6 @@ def main(task_prompt_name="hyde"): ) app.serve() + if __name__ == "__main__": fire.Fire(main) diff --git a/py/core/examples/scripts/serve_with_web.py b/py/core/examples/scripts/serve_with_web.py index 79ab45e8c..5e41c1165 100644 --- a/py/core/examples/scripts/serve_with_web.py +++ b/py/core/examples/scripts/serve_with_web.py @@ -1,4 +1,5 @@ import fire + from r2r import R2RBuilder, SerperClient, WebSearchPipe diff --git a/py/core/examples/scripts/serve_with_web_hyde.py b/py/core/examples/scripts/serve_with_web_hyde.py index 06eef6990..aef0a0326 100644 --- a/py/core/examples/scripts/serve_with_web_hyde.py +++ b/py/core/examples/scripts/serve_with_web_hyde.py @@ -1,4 +1,5 @@ import fire + from core import R2RBuilder, SerperClient, WebSearchPipe from core.base.abstractions.llm import GenerationConfig from core.main.assembly.factory_extensions import R2RPipeFactoryWithMultiSearch @@ -39,5 +40,6 @@ def run_rag_pipeline(): ) ).serve() + if __name__ == "__main__": fire.Fire(run_rag_pipeline) diff --git a/py/core/main/abstractions.py b/py/core/main/abstractions.py index cb7f2e774..e2599a299 100644 --- a/py/core/main/abstractions.py +++ b/py/core/main/abstractions.py @@ -1,5 +1,7 @@ from typing import Optional +from pydantic import BaseModel + from core.agent import R2RRAGAgent, R2RStreamingRAGAgent from core.base.pipes import AsyncPipe from core.base.providers import ( @@ -18,7 +20,6 @@ RAGPipeline, SearchPipeline, ) -from pydantic import BaseModel class R2RProviders(BaseModel): diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 3cd899c9e..408ee555e 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -1,15 +1,16 @@ import uuid from typing import TYPE_CHECKING, Optional +from fastapi import Body, Depends, Path +from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm +from pydantic import EmailStr + from core.base.api.models.auth.responses import ( GenericMessageResponse, WrappedGenericMessageResponse, WrappedTokenResponse, WrappedUserResponse, ) -from fastapi import Path, Body, Depends -from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm -from pydantic import EmailStr from ..base_router import BaseRouter, RunType @@ -224,5 +225,7 @@ async def delete_user_app( if not auth_user.is_superuser and not password: raise Exception("Password is required for non-superusers") user_uuid = uuid.UUID(user_id) - result = await self.engine.adelete_user(user_uuid, password, delete_vector_data) + result = await self.engine.adelete_user( + user_uuid, password, delete_vector_data + ) return GenericMessageResponse(message=result["message"]) diff --git a/py/core/main/api/routes/base_router.py b/py/core/main/api/routes/base_router.py index f9acfa1ba..c621ab94f 100644 --- a/py/core/main/api/routes/base_router.py +++ b/py/core/main/api/routes/base_router.py @@ -2,11 +2,12 @@ import logging from abc import abstractmethod -from core.base import R2RException, manage_run -from core.base.logging.base import RunType from fastapi import APIRouter, HTTPException from fastapi.responses import StreamingResponse +from core.base import R2RException, manage_run +from core.base.logging.base import RunType + logger = logging.getLogger(__name__) diff --git a/py/core/main/api/routes/ingestion/base.py b/py/core/main/api/routes/ingestion/base.py index d9d429049..fe0524d88 100644 --- a/py/core/main/api/routes/ingestion/base.py +++ b/py/core/main/api/routes/ingestion/base.py @@ -5,11 +5,12 @@ from uuid import UUID import yaml +from fastapi import Depends, File, Form, UploadFile +from pydantic import Json + from core.base import ChunkingConfig, R2RException from core.base.api.models.ingestion.responses import WrappedIngestionResponse from core.base.utils import generate_user_document_id -from fastapi import Depends, File, Form, UploadFile -from pydantic import Json from ....assembly.factory import R2RProviderFactory from ....engine import R2REngine diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 05623d7b9..7a1ebded8 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -5,6 +5,9 @@ from uuid import UUID import psutil +from fastapi import Body, Depends, Path, Query +from pydantic import Json + from core.base import R2RException from core.base.api.models.management.responses import ( WrappedAddUserResponse, @@ -23,8 +26,6 @@ WrappedUserOverviewResponse, ) from core.base.logging import AnalysisTypes, LogFilterCriteria -from fastapi import Body, Depends, Path, Query -from pydantic import Json from ....engine import R2REngine from ..base_router import BaseRouter, RunType @@ -176,7 +177,9 @@ async def users_overview_app( [UUID(user_id) for user_id in user_ids] if user_ids else None ) - return await self.engine.ausers_overview(user_ids=user_uuids, offset=offset, limit=limit) + return await self.engine.ausers_overview( + user_ids=user_uuids, offset=offset, limit=limit + ) @self.router.delete("/delete", status_code=204) @self.base_endpoint @@ -219,7 +222,9 @@ async def document_chunks_app( auth_user=Depends(self.engine.providers.auth.auth_wrapper), ) -> WrappedDocumentChunkResponse: document_uuid = UUID(document_id) - chunks = await self.engine.adocument_chunks(document_uuid, offset, limit) + chunks = await self.engine.adocument_chunks( + document_uuid, offset, limit + ) if not chunks: raise R2RException( @@ -251,7 +256,9 @@ async def inspect_knowledge_graph( 403, ) return await self.engine.ainspect_knowledge_graph( - offset=offset, limit=limit, print_descriptions=print_descriptions + offset=offset, + limit=limit, + print_descriptions=print_descriptions, ) @self.router.get("/groups_overview") @@ -378,9 +385,7 @@ async def remove_user_from_group_app( ) user_uuid = UUID(user_id) group_uuid = UUID(group_id) - await self.engine.aremove_user_from_group( - user_uuid, group_uuid - ) + await self.engine.aremove_user_from_group(user_uuid, group_uuid) return None # TODO - Proivde response model @@ -420,7 +425,9 @@ async def get_groups_for_user_app( "Only a superuser can get groups for a user.", 403 ) user_uuid = UUID(user_id) - return await self.engine.aget_groups_for_user(user_uuid, offset, limit) + return await self.engine.aget_groups_for_user( + user_uuid, offset, limit + ) @self.router.post("/assign_document_to_group") @self.base_endpoint @@ -467,9 +474,12 @@ async def document_groups_app( ) -> WrappedGroupListResponse: if not auth_user.is_superuser: raise R2RException( - "Only a superuser can get the groups belonging to a document.", 403 + "Only a superuser can get the groups belonging to a document.", + 403, ) - return await self.engine.adocument_groups(document_id, offset, limit) + return await self.engine.adocument_groups( + document_id, offset, limit + ) @self.router.get("/group/{group_id}/documents") @self.base_endpoint diff --git a/py/core/main/api/routes/restructure/base.py b/py/core/main/api/routes/restructure/base.py index ff7328644..005feeed9 100644 --- a/py/core/main/api/routes/restructure/base.py +++ b/py/core/main/api/routes/restructure/base.py @@ -1,9 +1,10 @@ from typing import Union +from fastapi import Body, Depends + from core.base import KGEnrichmentSettings from core.main.api.routes.base_router import BaseRouter, RunType from core.main.engine import R2REngine -from fastapi import Body, Depends class RestructureRouter(BaseRouter): diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index b65c3f776..44c5eeca9 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -2,6 +2,9 @@ from typing import Optional import yaml +from fastapi import Body, Depends +from fastapi.responses import StreamingResponse + from core.base import ( GenerationConfig, KGSearchSettings, @@ -15,8 +18,6 @@ WrappedRAGResponse, WrappedSearchResponse, ) -from fastapi import Body, Depends -from fastapi.responses import StreamingResponse from ....engine import R2REngine from ..base_router import BaseRouter @@ -72,8 +73,8 @@ async def search_app( Allowed operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. """ - print('auth_user = ', auth_user) - print('initial vector_search_settings = ', vector_search_settings) + print("auth_user = ", auth_user) + print("initial vector_search_settings = ", vector_search_settings) print(f"Received query: {query}") print(f"Received vector_search_settings: {vector_search_settings}") @@ -88,7 +89,10 @@ async def search_app( "User does not have access to the specified group(s): " f"{selected_groups - allowed_groups}" ) - print('initial vector_search_settings filters = ', vector_search_settings.filters) + print( + "initial vector_search_settings filters = ", + vector_search_settings.filters, + ) filters = { "$or": [ @@ -101,8 +105,11 @@ async def search_app( filters = {"$and": [filters, vector_search_settings.filters]} vector_search_settings.filters = filters - print('final vector_search_settings = ', vector_search_settings) - print('final vector_search_settings filters = ', vector_search_settings.filters) + print("final vector_search_settings = ", vector_search_settings) + print( + "final vector_search_settings filters = ", + vector_search_settings.filters, + ) results = await self.engine.asearch( query=query, vector_search_settings=vector_search_settings, diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index 547d292bd..302b32686 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -116,9 +116,7 @@ def from_toml(cls, config_path: str = None) -> "R2RConfig": if config_path is None: # Get the root directory of the project file_dir = os.path.dirname(os.path.abspath(__file__)) - config_path = os.path.join( - file_dir, "..", "..", "..", "r2r.toml" - ) + config_path = os.path.join(file_dir, "..", "..", "..", "r2r.toml") # Load configuration from TOML file with open(config_path) as f: diff --git a/py/core/main/assembly/factory.py b/py/core/main/assembly/factory.py index 120920412..7c45864a4 100644 --- a/py/core/main/assembly/factory.py +++ b/py/core/main/assembly/factory.py @@ -215,6 +215,7 @@ def create_prompt_provider( prompt_provider = None if prompt_config.provider == "r2r": from core.providers import R2RPromptProvider + prompt_provider = R2RPromptProvider(prompt_config) else: raise ValueError( diff --git a/py/core/main/engine.py b/py/core/main/engine.py index 9a759a02b..c9ae9c361 100644 --- a/py/core/main/engine.py +++ b/py/core/main/engine.py @@ -256,7 +256,7 @@ async def aassign_document_to_group(self, *args, **kwargs): return await self.management_service.aassign_document_to_group( *args, **kwargs ) - + @syncable async def agroups_overview(self, *args, **kwargs): return await self.management_service.agroups_overview(*args, **kwargs) @@ -269,12 +269,10 @@ async def adocuments_in_group(self, *args, **kwargs): @syncable async def adocument_groups(self, *args, **kwargs): - return await self.management_service.adocument_groups( - *args, **kwargs - ) + return await self.management_service.adocument_groups(*args, **kwargs) @syncable async def aremove_document_from_group(self, *args, **kwargs): return await self.management_service.aremove_document_from_group( *args, **kwargs - ) \ No newline at end of file + ) diff --git a/py/core/main/services/auth_service.py b/py/core/main/services/auth_service.py index 84b318729..5229ed3a0 100644 --- a/py/core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -147,7 +147,7 @@ async def delete_user( ): raise R2RException(status_code=400, message="Incorrect password") self.providers.database.relational.delete_user(user_id) - if (delete_vector_data): + if delete_vector_data: self.providers.database.vector.delete_user(user_id) return {"message": f"User account {user_id} deleted successfully."} diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index abc4da6c1..ba1f5724c 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -4,6 +4,8 @@ from typing import Any, Optional from uuid import UUID +from fastapi import UploadFile + from core.base import ( Document, DocumentInfo, @@ -19,7 +21,6 @@ from core.base.api.models import IngestionResponse from core.base.providers import ChunkingProvider from core.telemetry.telemetry_decorator import telemetry_event -from fastapi import UploadFile from ...base.api.models.auth.responses import UserResponse from ..abstractions import R2RAgents, R2RPipelines, R2RProviders @@ -30,6 +31,7 @@ MB_CONVERSION_FACTOR = 1024 * 1024 STARTING_VERSION = "v0" + class IngestionService(Service): def __init__( self, @@ -176,7 +178,6 @@ async def update_files( ) documents.append(document) - ingestion_results = await self.ingest_documents( documents, chunking_provider=chunking_provider, @@ -308,7 +309,6 @@ async def ingest_documents( # Add version to metadata to propagate through pipeline document.metadata["version"] = version - if duplicate_documents: duplicate_details = [ f"{doc_id}: {', '.join(titles)}" diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index 5a85d6f45..af4108bf5 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -5,6 +5,7 @@ from uuid import UUID import toml + from core.base import ( AnalysisTypes, LogFilterCriteria, @@ -246,7 +247,9 @@ async def ausers_overview( **kwargs, ): return self.providers.database.relational.get_users_overview( - [str(ele) for ele in user_ids] if user_ids else None, offset=offset, limit=limit + [str(ele) for ele in user_ids] if user_ids else None, + offset=offset, + limit=limit, ) @telemetry_event("Delete") @@ -314,7 +317,9 @@ async def document_chunks( *args, **kwargs, ): - return self.providers.database.vector.get_document_chunks(document_id, offset=offset, limit=limit) + return self.providers.database.vector.get_document_chunks( + document_id, offset=offset, limit=limit + ) @telemetry_event("UsersOverview") async def users_overview( @@ -441,7 +446,9 @@ async def aremove_document_from_group( return {"message": "Document removed from group successfully"} @telemetry_event("DocumentGroups") - async def adocument_groups(self, document_id: str, offset: int = 0, limit: int = 100): + async def adocument_groups( + self, document_id: str, offset: int = 0, limit: int = 100 + ): group_ids = self.providers.database.relational.document_groups( document_id, offset=offset, limit=limit ) @@ -569,7 +576,7 @@ async def adelete_group(self, group_id: UUID) -> bool: self.providers.database.relational.delete_group(group_id) self.providers.database.vector.delete_group(group_id) return True - + @telemetry_event("ListGroups") async def alist_groups( self, offset: int = 0, limit: int = 100 @@ -601,8 +608,12 @@ async def aget_users_in_group( ) @telemetry_event("GetGroupsForUser") - async def aget_groups_for_user(self, user_id: UUID, offset: int = 0, limit: int = 100) -> list[dict]: - return self.providers.database.relational.get_groups_for_user(user_id, offset, limit) + async def aget_groups_for_user( + self, user_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[dict]: + return self.providers.database.relational.get_groups_for_user( + user_id, offset, limit + ) @telemetry_event("GroupsOverview") async def agroups_overview( @@ -628,5 +639,9 @@ async def adocuments_in_group( ) @telemetry_event("DocumentGroups") - async def adocument_groups(self, document_id: str, offset: int = 0, limit: int = 100) -> list[str]: - return self.providers.database.relational.document_groups(document_id, offset, limit) \ No newline at end of file + async def adocument_groups( + self, document_id: str, offset: int = 0, limit: int = 100 + ) -> list[str]: + return self.providers.database.relational.document_groups( + document_id, offset, limit + ) diff --git a/py/core/parsers/text/html_parser.py b/py/core/parsers/text/html_parser.py index 6d87f38f2..a0f209439 100644 --- a/py/core/parsers/text/html_parser.py +++ b/py/core/parsers/text/html_parser.py @@ -1,6 +1,7 @@ from typing import AsyncGenerator from bs4 import BeautifulSoup + from core.base.abstractions.document import DataType from core.base.parsers.base_parser import AsyncParser diff --git a/py/core/parsers/text/md_parser.py b/py/core/parsers/text/md_parser.py index 515dba3f1..efe129ac9 100644 --- a/py/core/parsers/text/md_parser.py +++ b/py/core/parsers/text/md_parser.py @@ -1,6 +1,7 @@ from typing import AsyncGenerator from bs4 import BeautifulSoup + from core.base.abstractions.document import DataType from core.base.parsers.base_parser import AsyncParser diff --git a/py/core/pipes/ingestion/parsing_pipe.py b/py/core/pipes/ingestion/parsing_pipe.py index b1b4c8373..21b622657 100644 --- a/py/core/pipes/ingestion/parsing_pipe.py +++ b/py/core/pipes/ingestion/parsing_pipe.py @@ -76,5 +76,7 @@ async def _run_logic( **kwargs, ) -> AsyncGenerator[DocumentExtraction, None]: async for document in input.message: - async for result in self._parse(document, run_id, document.metadata.get("version", "1.0")): - yield result \ No newline at end of file + async for result in self._parse( + document, run_id, document.metadata.get("version", "1.0") + ): + yield result diff --git a/py/core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py index 53f3e4b13..964d7bab1 100644 --- a/py/core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -10,6 +10,7 @@ from uuid import UUID import networkx as nx + from core.base import ( AsyncPipe, AsyncState, diff --git a/py/core/pipes/other/web_search_pipe.py b/py/core/pipes/other/web_search_pipe.py index 6db7e9b8c..c46e7e442 100644 --- a/py/core/pipes/other/web_search_pipe.py +++ b/py/core/pipes/other/web_search_pipe.py @@ -1,7 +1,7 @@ import json import logging -from typing import Any, AsyncGenerator, Optional import uuid +from typing import Any, AsyncGenerator, Optional from core.base import ( AsyncPipe, @@ -58,8 +58,12 @@ async def search( text = result.pop("snippet") search_result = VectorSearchResult( fragment_id=generate_id_from_label(str(result)), - extraction_id=uuid.uuid5(uuid.NAMESPACE_DNS, str(uuid.uuid4())), # Generate a new UUID for extraction_id - document_id=uuid.uuid5(uuid.NAMESPACE_DNS, str(uuid.uuid4())), # Generate a new UUID for document_id + extraction_id=uuid.uuid5( + uuid.NAMESPACE_DNS, str(uuid.uuid4()) + ), # Generate a new UUID for extraction_id + document_id=uuid.uuid5( + uuid.NAMESPACE_DNS, str(uuid.uuid4()) + ), # Generate a new UUID for document_id user_id=None, # Web search results don't have a user_id group_ids=[], # Web search results don't belong to any group score=result.get( diff --git a/py/core/providers/auth/r2r_auth.py b/py/core/providers/auth/r2r_auth.py index cceea2d4c..7dab2d02a 100644 --- a/py/core/providers/auth/r2r_auth.py +++ b/py/core/providers/auth/r2r_auth.py @@ -4,6 +4,9 @@ from typing import Dict import jwt +from fastapi import Depends +from fastapi.security import OAuth2PasswordBearer + from core.base import ( AuthConfig, AuthProvider, @@ -14,8 +17,6 @@ TokenData, ) from core.base.api.models.auth.responses import UserResponse -from fastapi import Depends -from fastapi.security import OAuth2PasswordBearer logger = logging.getLogger(__name__) oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/py/core/providers/database/document.py b/py/core/providers/database/document.py index f14915c1f..4c578b699 100644 --- a/py/core/providers/database/document.py +++ b/py/core/providers/database/document.py @@ -102,7 +102,7 @@ def get_documents_overview( """ results = self.execute_query(query, params).fetchall() - print('results = ', results) + print("results = ", results) documents = [ DocumentInfo( id=row[0], @@ -128,4 +128,4 @@ def get_documents_overview( if conditions: count_query += " WHERE " + " AND ".join(conditions) - return documents \ No newline at end of file + return documents diff --git a/py/core/providers/database/group.py b/py/core/providers/database/group.py index 4d4ea9972..9ec8d48ce 100644 --- a/py/core/providers/database/group.py +++ b/py/core/providers/database/group.py @@ -105,7 +105,7 @@ def update_group( created_at=result[3], updated_at=result[4], ) - + def delete_group(self, group_id: UUID) -> None: # Remove group_id from users user_update_query = f""" @@ -129,7 +129,9 @@ def delete_group(self, group_id: UUID) -> None: WHERE group_id = :group_id RETURNING group_id """ - result = self.execute_query(delete_query, {"group_id": group_id}).fetchone() + result = self.execute_query( + delete_query, {"group_id": group_id} + ).fetchone() if not result: raise R2RException(status_code=404, message="Group not found") @@ -393,8 +395,10 @@ def get_groups_for_user( ) for row in results ] - - def assign_document_to_group(self, document_id: UUID, group_id: UUID) -> None: + + def assign_document_to_group( + self, document_id: UUID, group_id: UUID + ) -> None: """ Assign a document to a group. @@ -420,7 +424,9 @@ def assign_document_to_group(self, document_id: UUID, group_id: UUID) -> None: ).fetchone() if not document_exists: - raise R2RException(status_code=404, message="Document not found") + raise R2RException( + status_code=404, message="Document not found" + ) # If document exists, proceed with the assignment assign_query = f""" @@ -430,14 +436,15 @@ def assign_document_to_group(self, document_id: UUID, group_id: UUID) -> None: RETURNING document_id """ result = self.execute_query( - assign_query, {"document_id": document_id, "group_id": group_id} + assign_query, + {"document_id": document_id, "group_id": group_id}, ).fetchone() if not result: # Document exists but was already assigned to the group raise R2RException( status_code=409, - message="Document is already assigned to the group" + message="Document is already assigned to the group", ) except R2RException: @@ -446,10 +453,12 @@ def assign_document_to_group(self, document_id: UUID, group_id: UUID) -> None: except Exception as e: raise R2RException( status_code=500, - message="An error occurred while assigning the document to the group" + message="An error occurred while assigning the document to the group", ) - - def document_groups(self, document_id: UUID, offset: int = 0, limit: int = 100) -> list[GroupResponse]: + + def document_groups( + self, document_id: UUID, offset: int = 0, limit: int = 100 + ) -> list[GroupResponse]: query = f""" SELECT g.group_id, g.name, g.description, g.created_at, g.updated_at FROM {self._get_table_name('groups')} g @@ -459,11 +468,7 @@ def document_groups(self, document_id: UUID, offset: int = 0, limit: int = 100) OFFSET :offset LIMIT :limit """ - params = { - "document_id": document_id, - "offset": offset, - "limit": limit - } + params = {"document_id": document_id, "offset": offset, "limit": limit} results = self.execute_query(query, params).fetchall() return [ @@ -476,8 +481,10 @@ def document_groups(self, document_id: UUID, offset: int = 0, limit: int = 100) ) for row in results ] - - def remove_document_from_group(self, document_id: UUID, group_id: UUID) -> None: + + def remove_document_from_group( + self, document_id: UUID, group_id: UUID + ) -> None: """ Remove a document from a group. @@ -504,5 +511,5 @@ def remove_document_from_group(self, document_id: UUID, group_id: UUID) -> None: if not result: raise R2RException( status_code=404, - message="Document not found in the specified group" - ) \ No newline at end of file + message="Document not found in the specified group", + ) diff --git a/py/core/providers/database/relational.py b/py/core/providers/database/relational.py index 04e7c3fef..e07282cbb 100644 --- a/py/core/providers/database/relational.py +++ b/py/core/providers/database/relational.py @@ -1,11 +1,12 @@ import logging +from sqlalchemy import exc, text + from core.providers.database.base import DatabaseMixin, execute_query from core.providers.database.document import DocumentMixin from core.providers.database.group import GroupMixin from core.providers.database.tokens import BlacklistedTokensMixin from core.providers.database.user import UserMixin -from sqlalchemy import exc, text logger = logging.getLogger(__name__) diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 5ff701e26..92a0a6a97 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -2,10 +2,11 @@ from typing import Optional from uuid import UUID +from sqlalchemy import text + from core.base.abstractions import R2RException, UserStats from core.base.api.models.auth.responses import UserResponse from core.base.utils import generate_id_from_label -from sqlalchemy import text from .base import DatabaseMixin, QueryBuilder @@ -193,7 +194,6 @@ def update_user(self, user: UserResponse) -> UserResponse: group_ids=result[10], ) - def delete_user(self, user_id: UUID) -> None: print("A") # Get the groups the user belongs to @@ -201,12 +201,14 @@ def delete_user(self, user_id: UUID) -> None: SELECT group_ids FROM {self._get_table_name('users')} WHERE user_id = :user_id """ - group_result = self.execute_query(group_query, {"user_id": user_id}).fetchone() + group_result = self.execute_query( + group_query, {"user_id": user_id} + ).fetchone() print("B") if not group_result: raise R2RException(status_code=404, message="User not found") - + user_groups = group_result[0] print("C") @@ -217,7 +219,10 @@ def delete_user(self, user_id: UUID) -> None: SET user_ids = array_remove(user_ids, :user_id) WHERE group_id = ANY(:group_ids) """ - self.execute_query(group_update_query, {"user_id": user_id, "group_ids": user_groups}) + self.execute_query( + group_update_query, + {"user_id": user_id, "group_ids": user_groups}, + ) print("D") # Remove user from documents @@ -237,7 +242,9 @@ def delete_user(self, user_id: UUID) -> None: """ print("F") - result = self.execute_query(delete_query, {"user_id": user_id}).fetchone() + result = self.execute_query( + delete_query, {"user_id": user_id} + ).fetchone() if not result: raise R2RException(status_code=404, message="User not found") diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index d9f3485a2..a692ff48d 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -25,8 +25,6 @@ import psycopg2 import sqlalchemy as sa -from core.base import VectorSearchResult -from core.base.abstractions import VectorSearchSettings from flupy import flu from nltk.corpus import wordnet from nltk.stem import SnowballStemmer @@ -49,6 +47,9 @@ from sqlalchemy.dialects import postgresql from sqlalchemy.types import Float, UserDefinedType +from core.base import VectorSearchResult +from core.base.abstractions import VectorSearchSettings + from .adapter import Adapter, AdapterContext, NoOp, Record from .exc import ( ArgError, @@ -706,7 +707,8 @@ def expand_query(query: str) -> str: sa.and_( sa.or_( self.table.c.fts.op("@@")(ts_query), - sa.func.similarity(self.table.c.text, query_text) > 0.1, + sa.func.similarity(self.table.c.text, query_text) + > 0.1, self.table.c.fts.op("@@")( sa.func.phraseto_tsquery("english", query_text) ), @@ -719,15 +721,13 @@ def expand_query(query: str) -> str: ) ), ), - self.build_filters(search_settings.filters) + self.build_filters(search_settings.filters), ) ) .order_by(sa.desc("rank")) .limit(search_settings.hybrid_search_settings.full_text_limit) ) - - with self.client.Session() as sess: results = sess.execute(stmt).fetchall() @@ -786,7 +786,9 @@ def parse_condition(key, value): elif op == "$any": if key == "group_ids": # Use ANY for UUID array comparison - return func.array_to_string(column, ',').like(f"%{clause}%") + return func.array_to_string(column, ",").like( + f"%{clause}%" + ) # New operator for checking if any element in the array matches return column.any(clause) else: @@ -799,8 +801,10 @@ def parse_condition(key, value): # Handle JSON-based filters json_col = self.table.c.metadata if not key.startswith("metadata."): - raise FilterError("metadata key must start with 'metadata.'") - key = key.split('metadata.')[1] + raise FilterError( + "metadata key must start with 'metadata.'" + ) + key = key.split("metadata.")[1] if isinstance(value, dict): if len(value) > 1: raise FilterError("only one operator permitted") diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index 48b7197c6..3a140b556 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -1,7 +1,10 @@ -from uuid import UUID import logging import os from typing import Any, Optional +from uuid import UUID + +from sqlalchemy import text +from sqlalchemy.engine.url import make_url from core.base import ( DatabaseConfig, @@ -10,8 +13,6 @@ VectorSearchResult, ) from core.base.abstractions import VectorSearchSettings -from sqlalchemy import text -from sqlalchemy.engine.url import make_url from .vecs import Client, Collection, create_client @@ -325,7 +326,9 @@ def delete( return self.collection.delete(filters=filters) - def assign_document_to_group(self, document_id: str, group_id: str) -> None: + def assign_document_to_group( + self, document_id: str, group_id: str + ) -> None: """ Assign a document to a group in the vector database. @@ -352,13 +355,19 @@ def assign_document_to_group(self, document_id: str, group_id: str) -> None: ) with self.vx.Session() as sess: - result = sess.execute(query, {"document_id": document_id, "group_id": group_id}) + result = sess.execute( + query, {"document_id": document_id, "group_id": group_id} + ) sess.commit() if result.rowcount == 0: - logger.warning(f"Document {document_id} not found or already assigned to group {group_id}") + logger.warning( + f"Document {document_id} not found or already assigned to group {group_id}" + ) - def remove_document_from_group(self, document_id: str, group_id: str) -> None: + def remove_document_from_group( + self, document_id: str, group_id: str + ) -> None: """ Remove a document from a group in the vector database. @@ -385,11 +394,15 @@ def remove_document_from_group(self, document_id: str, group_id: str) -> None: ) with self.vx.Session() as sess: - result = sess.execute(query, {"document_id": document_id, "group_id": group_id}) + result = sess.execute( + query, {"document_id": document_id, "group_id": group_id} + ) sess.commit() if result.rowcount == 0: - logger.warning(f"Document {document_id} not found in group {group_id} or already removed") + logger.warning( + f"Document {document_id} not found in group {group_id} or already removed" + ) def remove_group_from_documents(self, group_id: str) -> None: if self.collection is None: @@ -407,7 +420,7 @@ def remove_group_from_documents(self, group_id: str) -> None: with self.vx.Session() as sess: sess.execute(query, {"group_id": group_id}) sess.commit() - + def delete_user(self, user_id: str) -> None: if self.collection is None: raise ValueError("Collection is not initialized.") @@ -423,7 +436,7 @@ def delete_user(self, user_id: str) -> None: with self.vx.Session() as sess: sess.execute(query, {"user_id": user_id}) - sess.commit() + sess.commit() def delete_group(self, group_id: str) -> None: """ @@ -452,9 +465,13 @@ def delete_group(self, group_id: str) -> None: sess.commit() affected_rows = result.rowcount - logger.info(f"Removed group {group_id} from {affected_rows} documents.") + logger.info( + f"Removed group {group_id} from {affected_rows} documents." + ) - def get_document_chunks(self, document_id: str, offset: int = 0, limit: int = 100) -> dict: + def get_document_chunks( + self, document_id: str, offset: int = 0, limit: int = 100 + ) -> dict: if not self.collection: raise ValueError("Collection is not initialized.") @@ -481,7 +498,9 @@ def get_document_chunks(self, document_id: str, offset: int = 0, limit: int = 10 with self.vx.Session() as sess: results = sess.execute(query, params).fetchall() - total_count = sess.execute(count_query, {"document_id": document_id}).scalar() + total_count = sess.execute( + count_query, {"document_id": document_id} + ).scalar() return [ { @@ -494,4 +513,4 @@ def get_document_chunks(self, document_id: str, offset: int = 0, limit: int = 10 "metadata": result[6], } for result in results - ] \ No newline at end of file + ] diff --git a/py/core/providers/embeddings/litellm.py b/py/core/providers/embeddings/litellm.py index 359a7a964..6edc17b01 100644 --- a/py/core/providers/embeddings/litellm.py +++ b/py/core/providers/embeddings/litellm.py @@ -2,6 +2,8 @@ import logging from typing import Any, List +from litellm import aembedding, embedding + from core.base import ( EmbeddingConfig, EmbeddingProvider, @@ -9,7 +11,6 @@ R2RException, VectorSearchResult, ) -from litellm import aembedding, embedding logger = logging.getLogger(__name__) diff --git a/py/core/providers/embeddings/ollama.py b/py/core/providers/embeddings/ollama.py index 6a6cc624c..c18880b96 100644 --- a/py/core/providers/embeddings/ollama.py +++ b/py/core/providers/embeddings/ollama.py @@ -2,6 +2,8 @@ import os from typing import Any, List +from ollama import AsyncClient, Client + from core.base import ( EmbeddingConfig, EmbeddingProvider, @@ -9,7 +11,6 @@ R2RException, VectorSearchResult, ) -from ollama import AsyncClient, Client logger = logging.getLogger(__name__) diff --git a/py/core/providers/embeddings/openai.py b/py/core/providers/embeddings/openai.py index 613fc6b88..129f033a6 100644 --- a/py/core/providers/embeddings/openai.py +++ b/py/core/providers/embeddings/openai.py @@ -2,14 +2,15 @@ import os from typing import Any, List +from openai import AsyncOpenAI, AuthenticationError, OpenAI +from openai._types import NOT_GIVEN + from core.base import ( EmbeddingConfig, EmbeddingProvider, EmbeddingPurpose, VectorSearchResult, ) -from openai import AsyncOpenAI, AuthenticationError, OpenAI -from openai._types import NOT_GIVEN logger = logging.getLogger(__name__) diff --git a/py/core/providers/llm/openai.py b/py/core/providers/llm/openai.py index f960ef425..d4dddd46b 100644 --- a/py/core/providers/llm/openai.py +++ b/py/core/providers/llm/openai.py @@ -2,9 +2,10 @@ import os from typing import Any +from openai import AsyncOpenAI, OpenAI + from core.base.abstractions.llm import GenerationConfig from core.base.providers.llm import CompletionConfig, CompletionProvider -from openai import AsyncOpenAI, OpenAI logger = logging.getLogger(__name__) diff --git a/py/core/providers/prompts/r2r_prompts.py b/py/core/providers/prompts/r2r_prompts.py index 4cf93460c..ef0a74fc0 100644 --- a/py/core/providers/prompts/r2r_prompts.py +++ b/py/core/providers/prompts/r2r_prompts.py @@ -5,6 +5,7 @@ import toml import yaml + from core.base import Prompt, PromptConfig, PromptProvider logger = logging.getLogger(__name__) diff --git a/py/core/telemetry/posthog.py b/py/core/telemetry/posthog.py index ce2df4d40..05bc5c3fb 100644 --- a/py/core/telemetry/posthog.py +++ b/py/core/telemetry/posthog.py @@ -2,6 +2,7 @@ import os import posthog + from core.telemetry.events import BaseTelemetryEvent logger = logging.getLogger(__name__) diff --git a/py/pyproject.toml b/py/pyproject.toml index 2a2d380b2..c7a2a3c39 100644 --- a/py/pyproject.toml +++ b/py/pyproject.toml @@ -106,6 +106,10 @@ extend-exclude = ''' )/ ''' +[tool.isort] +line_length = 79 +profile = "black" + [tool.mypy] ignore_missing_imports = true exclude = 'playground/.*|deprecated/.*|dump/.*|docs/source|vecs/*' @@ -128,4 +132,3 @@ filterwarnings = [ "ignore::DeprecationWarning", "ignore::pytest.PytestUnraisableExceptionWarning", ] - diff --git a/py/r2r.toml b/py/r2r.toml index 7bd15e132..a32c89229 100644 --- a/py/r2r.toml +++ b/py/r2r.toml @@ -57,4 +57,4 @@ provider = "r2r" [agent] system_instruction_name = "rag_agent" -tool_names = ["search"] \ No newline at end of file +tool_names = ["search"] diff --git a/py/sdk/auth.py b/py/sdk/auth.py index 5ef62b89e..6a63f0f48 100644 --- a/py/sdk/auth.py +++ b/py/sdk/auth.py @@ -170,4 +170,4 @@ async def confirm_password_reset( dict: The response from the server. """ data = {"reset_token": reset_token, "new_password": new_password} - return await client._make_request("POST", "reset_password", json=data) \ No newline at end of file + return await client._make_request("POST", "reset_password", json=data) diff --git a/py/sdk/management.py b/py/sdk/management.py index 1c95c4445..a8f82522b 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -331,7 +331,6 @@ async def delete_group( """ return await client._make_request("DELETE", f"delete_group/{group_id}") - @staticmethod async def delete_user( client, @@ -356,8 +355,9 @@ async def delete_user( if params == {}: return await client._make_request("DELETE", f"user/{user_id}") else: - return await client._make_request("DELETE", f"user/{user_id}", json=params) - + return await client._make_request( + "DELETE", f"user/{user_id}", json=params + ) @staticmethod async def list_groups( @@ -479,9 +479,7 @@ async def user_groups( if limit is not None: params["limit"] = limit if params: - return await client._make_request( - "GET", f"user_groups/{user_id}" - ) + return await client._make_request("GET", f"user_groups/{user_id}") else: return await client._make_request( "GET", f"user_groups/{user_id}", params=params @@ -541,7 +539,7 @@ async def document_groups( client, document_id: str, offset: Optional[int] = None, - limit: Optional[int] = None + limit: Optional[int] = None, ) -> dict: """ Get all groups that a document is assigned to. diff --git a/py/sdk/models.py b/py/sdk/models.py index 895f632d5..bba344f50 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -236,7 +236,6 @@ class IndexMeasure(str, Enum): max_inner_product = "max_inner_product" - class HybridSearchSettings(BaseModel): full_text_weight: float = Field( default=1.0, description="Weight to apply to full text search" @@ -252,6 +251,7 @@ class HybridSearchSettings(BaseModel): default=50, description="K-value for RRF (Rank Reciprocal Fusion)" ) + class VectorSearchSettings(BaseModel): use_vector_search: bool = Field( default=True, description="Whether to use vector search" diff --git a/py/tests/cli/commands/test_auth.py b/py/tests/cli/commands/test_auth.py index b1670c214..a2c5631e3 100644 --- a/py/tests/cli/commands/test_auth.py +++ b/py/tests/cli/commands/test_auth.py @@ -1,7 +1,8 @@ import pytest -from cli.commands.auth import generate_private_key from click.testing import CliRunner +from cli.commands.auth import generate_private_key + @pytest.fixture def runner(): diff --git a/py/tests/cli/commands/test_ingestion.py b/py/tests/cli/commands/test_ingestion.py index 28c26a3dc..16cdf7636 100644 --- a/py/tests/cli/commands/test_ingestion.py +++ b/py/tests/cli/commands/test_ingestion.py @@ -3,9 +3,10 @@ import click import pytest -from cli.cli import cli from click.testing import CliRunner +from cli.cli import cli + @pytest.fixture def runner(): diff --git a/py/tests/cli/commands/test_management.py b/py/tests/cli/commands/test_management.py index fe1854590..68435dba9 100644 --- a/py/tests/cli/commands/test_management.py +++ b/py/tests/cli/commands/test_management.py @@ -3,9 +3,10 @@ import click import pytest -from cli.cli import cli from click.testing import CliRunner +from cli.cli import cli + @pytest.fixture def runner(): diff --git a/py/tests/cli/commands/test_restructure.py b/py/tests/cli/commands/test_restructure.py index fb5967e9e..e7ebaf5ba 100644 --- a/py/tests/cli/commands/test_restructure.py +++ b/py/tests/cli/commands/test_restructure.py @@ -3,9 +3,10 @@ import click import pytest -from cli.cli import cli from click.testing import CliRunner +from cli.cli import cli + @pytest.fixture def runner(): diff --git a/py/tests/cli/test_cli.py b/py/tests/cli/test_cli.py index 8605a5d23..c4be1cd1c 100644 --- a/py/tests/cli/test_cli.py +++ b/py/tests/cli/test_cli.py @@ -1,7 +1,8 @@ import pytest -from cli.cli import cli, main from click.testing import CliRunner +from cli.cli import cli, main + @pytest.fixture def runner(): diff --git a/py/tests/cli/test_command_group.py b/py/tests/cli/test_command_group.py index bb4e113da..408703027 100644 --- a/py/tests/cli/test_command_group.py +++ b/py/tests/cli/test_command_group.py @@ -1,7 +1,8 @@ import pytest -from cli.command_group import cli from click.testing import CliRunner +from cli.command_group import cli + @pytest.fixture def runner(): diff --git a/py/tests/cli/utils/test_docker_utils.py b/py/tests/cli/utils/test_docker_utils.py index abc4e7408..121a096da 100644 --- a/py/tests/cli/utils/test_docker_utils.py +++ b/py/tests/cli/utils/test_docker_utils.py @@ -3,6 +3,8 @@ from unittest.mock import MagicMock, patch import pytest +from click.testing import CliRunner + from cli.utils.docker_utils import ( bring_down_docker_compose, build_docker_command, @@ -12,7 +14,6 @@ find_available_port, remove_r2r_network, ) -from click.testing import CliRunner @pytest.fixture diff --git a/py/tests/cli/utils/test_param_types.py b/py/tests/cli/utils/test_param_types.py index 71c6368e7..67d19e11e 100644 --- a/py/tests/cli/utils/test_param_types.py +++ b/py/tests/cli/utils/test_param_types.py @@ -2,6 +2,7 @@ import click import pytest + from cli.utils.param_types import JSON, JsonParamType diff --git a/py/tests/cli/utils/test_timer.py b/py/tests/cli/utils/test_timer.py index 109bc3e02..7081d9b5c 100644 --- a/py/tests/cli/utils/test_timer.py +++ b/py/tests/cli/utils/test_timer.py @@ -2,6 +2,7 @@ from unittest.mock import patch import pytest + from cli.utils.timer import timer diff --git a/py/tests/regression/runner.py b/py/tests/regression/runner.py index c62784ae2..ac83e0bfb 100644 --- a/py/tests/regression/runner.py +++ b/py/tests/regression/runner.py @@ -4,10 +4,10 @@ from typing import List from colorama import Fore, Style, init +from test_cases.base import BaseTest, RegressionTest # TODO: need to import this from the package, not from the local directory from r2r import R2RClient -from test_cases.base import BaseTest, RegressionTest class RegressionTestRunner: diff --git a/py/tests/test_abstractions.py b/py/tests/test_abstractions.py index 2e167e70e..b9e81ad1d 100644 --- a/py/tests/test_abstractions.py +++ b/py/tests/test_abstractions.py @@ -3,6 +3,7 @@ from datetime import datetime import pytest + from core import ( AsyncPipe, AsyncState, diff --git a/py/tests/test_auth.py b/py/tests/test_auth.py index 152617f0e..e4199f1a7 100644 --- a/py/tests/test_auth.py +++ b/py/tests/test_auth.py @@ -3,6 +3,7 @@ from unittest.mock import Mock, patch import pytest + from core import ( AuthConfig, BCryptConfig, diff --git a/py/tests/test_cli.py b/py/tests/test_cli.py index cedd40a71..2a3c50263 100644 --- a/py/tests/test_cli.py +++ b/py/tests/test_cli.py @@ -2,9 +2,10 @@ import click import pytest +from click.testing import CliRunner + from cli.cli import cli from cli.utils.param_types import JSON -from click.testing import CliRunner @pytest.fixture diff --git a/py/tests/test_client.py b/py/tests/test_client.py index 312e6ebfe..9040c0206 100644 --- a/py/tests/test_client.py +++ b/py/tests/test_client.py @@ -3,6 +3,10 @@ from unittest.mock import MagicMock import pytest +from fastapi import Body, Depends +from fastapi.security import OAuth2PasswordBearer +from fastapi.testclient import TestClient + from core import ( DocumentInfo, R2RApp, @@ -12,9 +16,6 @@ Token, UserResponse, ) -from fastapi import Body, Depends -from fastapi.security import OAuth2PasswordBearer -from fastapi.testclient import TestClient # TODO: need to import this from the package, not from the local directory from r2r import R2RClient diff --git a/py/tests/test_config.py b/py/tests/test_config.py index a84df71cb..5d2ffc28f 100644 --- a/py/tests/test_config.py +++ b/py/tests/test_config.py @@ -3,6 +3,7 @@ import pytest import toml + from core import DocumentType, R2RConfig diff --git a/py/tests/test_database.py b/py/tests/test_database.py index 81681b1ba..7a327030e 100644 --- a/py/tests/test_database.py +++ b/py/tests/test_database.py @@ -2,6 +2,8 @@ import uuid import pytest +from dotenv import load_dotenv + from core import ( DatabaseConfig, DatabaseProvider, @@ -11,7 +13,6 @@ generate_id_from_label, ) from core.providers import PostgresDBProvider -from dotenv import load_dotenv load_dotenv() diff --git a/py/tests/test_embedding.py b/py/tests/test_embedding.py index 8cca96d4f..b55394833 100644 --- a/py/tests/test_embedding.py +++ b/py/tests/test_embedding.py @@ -2,6 +2,7 @@ from unittest.mock import patch import pytest + from core import EmbeddingConfig diff --git a/py/tests/test_end_to_end.py b/py/tests/test_end_to_end.py index 3ff675544..b74d6b61e 100644 --- a/py/tests/test_end_to_end.py +++ b/py/tests/test_end_to_end.py @@ -3,6 +3,8 @@ import uuid import pytest +from fastapi.datastructures import UploadFile + from core import ( Document, DocumentInfo, @@ -19,7 +21,6 @@ VectorSearchSettings, generate_id_from_label, ) -from fastapi.datastructures import UploadFile @pytest.fixture(scope="session", autouse=True) diff --git a/py/tests/test_groups.py b/py/tests/test_groups.py index 0e13c2212..11129b0a8 100644 --- a/py/tests/test_groups.py +++ b/py/tests/test_groups.py @@ -3,6 +3,7 @@ from uuid import UUID import pytest + from core import DatabaseConfig, R2RException from core.base.abstractions import DocumentInfo, DocumentStatus, DocumentType from core.providers import BCryptConfig, BCryptProvider, PostgresDBProvider diff --git a/py/tests/test_groups_client.py b/py/tests/test_groups_client.py index dfc691af5..06e0520ea 100644 --- a/py/tests/test_groups_client.py +++ b/py/tests/test_groups_client.py @@ -3,11 +3,12 @@ from unittest.mock import MagicMock import pytest -from core import R2RApp, R2RBuilder, R2REngine, Token, UserResponse -from core.base import GroupResponse from fastapi import Depends from fastapi.security import OAuth2PasswordBearer from fastapi.testclient import TestClient + +from core import R2RApp, R2RBuilder, R2REngine, Token, UserResponse +from core.base import GroupResponse from r2r import R2RClient oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") diff --git a/py/tests/test_ingestion_service.py b/py/tests/test_ingestion_service.py index 2fdc7fa01..a0bf419aa 100644 --- a/py/tests/test_ingestion_service.py +++ b/py/tests/test_ingestion_service.py @@ -6,6 +6,8 @@ from unittest.mock import AsyncMock, MagicMock, Mock import pytest +from fastapi import UploadFile + from core import R2RAgents from core.base import ( Document, @@ -18,7 +20,6 @@ ) from core.main import R2RPipelines, R2RProviders from core.main.services.ingestion_service import IngestionService -from fastapi import UploadFile logger = logging.getLogger(__name__) diff --git a/py/tests/test_kg.py b/py/tests/test_kg.py index 1236c492c..3059b9009 100644 --- a/py/tests/test_kg.py +++ b/py/tests/test_kg.py @@ -3,6 +3,7 @@ from uuid import uuid4 import pytest + from core.base import Community, DocumentFragment, Entity, KGExtraction, Triple from core.pipes.kg.clustering import KGClusteringPipe from core.pipes.kg.extraction import KGTriplesExtractionPipe diff --git a/py/tests/test_llms.py b/py/tests/test_llms.py index 0430d0459..6a22b494a 100644 --- a/py/tests/test_llms.py +++ b/py/tests/test_llms.py @@ -3,6 +3,7 @@ from unittest.mock import AsyncMock, MagicMock, patch import pytest + from core import CompletionConfig, GenerationConfig from core.base.abstractions.llm import ( LLMChatCompletion, diff --git a/py/tests/test_logging.py b/py/tests/test_logging.py index d58a32728..860d8a8bc 100644 --- a/py/tests/test_logging.py +++ b/py/tests/test_logging.py @@ -5,6 +5,7 @@ from uuid import UUID import pytest + from core import ( LocalRunLoggingProvider, LoggingConfig, diff --git a/py/tests/test_parser.py b/py/tests/test_parser.py index be6108a1a..b0e174c8c 100644 --- a/py/tests/test_parser.py +++ b/py/tests/test_parser.py @@ -3,6 +3,7 @@ from unittest.mock import MagicMock, patch import pytest + from core.parsers.media.docx_parser import DOCXParser from core.parsers.media.pdf_parser import PDFParser from core.parsers.media.ppt_parser import PPTParser diff --git a/py/tests/test_pipeline.py b/py/tests/test_pipeline.py index 5a228821f..3a1f12d77 100644 --- a/py/tests/test_pipeline.py +++ b/py/tests/test_pipeline.py @@ -2,6 +2,7 @@ from typing import Any, AsyncGenerator import pytest + from core import AsyncPipe, AsyncPipeline, PipeType diff --git a/py/tests/test_vector_db.py b/py/tests/test_vector_db.py index 342940a6e..b852b4a39 100644 --- a/py/tests/test_vector_db.py +++ b/py/tests/test_vector_db.py @@ -2,6 +2,7 @@ from uuid import UUID, uuid4 import pytest + from core.base import DatabaseConfig, Vector, VectorEntry, VectorSearchSettings from core.providers import PostgresDBProvider From 76cd6db1642b076ceafb1b9cedca345d21c6ddee Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 18:03:34 -0700 Subject: [PATCH 56/74] Remove email from refresh (#948) --- py/core/base/abstractions/search.py | 4 ++++ py/core/base/providers/auth.py | 4 +--- py/core/main/api/routes/auth/base.py | 1 - py/core/main/services/auth_service.py | 6 ++---- .../pipes/retrieval/kg_search_search_pipe.py | 18 +++++++++++++++--- py/core/providers/auth/r2r_auth.py | 15 +++------------ py/sdk/models.py | 5 +++-- 7 files changed, 28 insertions(+), 25 deletions(-) diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index affc9cb9f..565728794 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -54,8 +54,10 @@ class Config: }, } + class KGLocalSearchResult(BaseModel): """Result of a local knowledge graph search operation.""" + query: str entities: list[dict[str, Any]] relationships: list[dict[str, Any]] @@ -70,6 +72,7 @@ def __repr__(self) -> str: class KGGlobalSearchResult(BaseModel): """Result of a global knowledge graph search operation.""" + query: str search_result: list[Dict[str, Any]] @@ -82,6 +85,7 @@ def __repr__(self) -> str: class KGSearchResult(BaseModel): """Result of a knowledge graph search operation.""" + local_result: Optional[KGLocalSearchResult] = None global_result: Optional[KGGlobalSearchResult] = None diff --git a/py/core/base/providers/auth.py b/py/core/base/providers/auth.py index f979f38ba..17f2a2508 100644 --- a/py/core/base/providers/auth.py +++ b/py/core/base/providers/auth.py @@ -90,9 +90,7 @@ def login(self, email: str, password: str) -> Dict[str, Token]: pass @abstractmethod - def refresh_access_token( - self, user_email: str, refresh_token: str - ) -> Dict[str, str]: + def refresh_access_token(self, refresh_token: str) -> Dict[str, str]: pass async def auth_wrapper( diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 408ee555e..9dac245b9 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -141,7 +141,6 @@ async def refresh_access_token_app( This endpoint allows users to obtain a new access token using their refresh token. """ refresh_result = await self.engine.arefresh_access_token( - user_email=auth_user.email, refresh_token=refresh_token, ) return refresh_result diff --git a/py/core/main/services/auth_service.py b/py/core/main/services/auth_service.py index 5229ed3a0..d704ae91d 100644 --- a/py/core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -74,11 +74,9 @@ async def user(self, token: str) -> UserResponse: @telemetry_event("RefreshToken") async def refresh_access_token( - self, user_email: str, refresh_token: str + self, refresh_token: str ) -> dict[str, Token]: - return self.providers.auth.refresh_access_token( - user_email, refresh_token - ) + return self.providers.auth.refresh_access_token(refresh_token) @telemetry_event("ChangePassword") async def change_password( diff --git a/py/core/pipes/retrieval/kg_search_search_pipe.py b/py/core/pipes/retrieval/kg_search_search_pipe.py index e5664fae5..fcd37889a 100644 --- a/py/core/pipes/retrieval/kg_search_search_pipe.py +++ b/py/core/pipes/retrieval/kg_search_search_pipe.py @@ -14,12 +14,17 @@ PromptProvider, RunLoggingSingleton, ) +from core.base.abstractions.search import ( + KGGlobalSearchResult, + KGLocalSearchResult, + KGSearchResult, +) -from core.base.abstractions.search import KGLocalSearchResult, KGGlobalSearchResult, KGSearchResult from ..abstractions.generator_pipe import GeneratorPipe logger = logging.getLogger(__name__) + class KGSearchSearchPipe(GeneratorPipe): """ Embeds and stores documents using a specified embedding model and database. @@ -127,7 +132,12 @@ async def local_search( ) all_search_results.append(search_result) - yield KGLocalSearchResult(query=message, entities=all_search_results[0], relationships=all_search_results[1], communities=all_search_results[2]) + yield KGLocalSearchResult( + query=message, + entities=all_search_results[0], + relationships=all_search_results[1], + communities=all_search_results[2], + ) async def global_search( self, @@ -209,7 +219,9 @@ async def process_community(merged_report): output = output.choices[0].message.content - yield KGGlobalSearchResult(query=message, search_result=output, citations=None) + yield KGGlobalSearchResult( + query=message, search_result=output, citations=None + ) async def _run_logic( self, diff --git a/py/core/providers/auth/r2r_auth.py b/py/core/providers/auth/r2r_auth.py index 7dab2d02a..d82257f73 100644 --- a/py/core/providers/auth/r2r_auth.py +++ b/py/core/providers/auth/r2r_auth.py @@ -197,25 +197,18 @@ def login(self, email: str, password: str) -> Dict[str, Token]: raise R2RException(status_code=401, message="Email not verified") access_token = self.create_access_token(data={"sub": user.email}) - refresh_token = self.create_refresh_token(data={"sub": user.email}) + refresh_token = self.create_refresh_token() return { "access_token": Token(token=access_token, token_type="access"), "refresh_token": Token(token=refresh_token, token_type="refresh"), } - def refresh_access_token( - self, user_email: str, refresh_token: str - ) -> Dict[str, Token]: + def refresh_access_token(self, refresh_token: str) -> Dict[str, Token]: token_data = self.decode_token(refresh_token) if token_data.token_type != "refresh": raise R2RException( status_code=401, message="Invalid refresh token" ) - if token_data.email != user_email: - raise R2RException( - status_code=402, - message="Invalid email address attached to token", - ) # Invalidate the old refresh token and create a new one self.db_provider.relational.blacklist_token(refresh_token) @@ -223,9 +216,7 @@ def refresh_access_token( new_access_token = self.create_access_token( data={"sub": token_data.email} ) - new_refresh_token = self.create_refresh_token( - data={"sub": token_data.email} - ) + new_refresh_token = self.create_refresh_token() return { "access_token": Token(token=new_access_token, token_type="access"), "refresh_token": Token( diff --git a/py/sdk/models.py b/py/sdk/models.py index bba344f50..571659dfb 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -200,13 +200,14 @@ class Config: { "Paris": { "name": "Paris", - "description": "Paris is the capital of France." + "description": "Paris is the capital of France.", } } - ] + ], } } + class R2RException(Exception): def __init__( self, message: str, status_code: int, detail: Optional[Any] = None From 274c32b88835c975254d44272782428177e66178 Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Thu, 22 Aug 2024 18:13:46 -0700 Subject: [PATCH 57/74] Fix link to image --- assets/quickstart.gif | Bin 5034602 -> 0 bytes assets/r2r.png | Bin 1248884 -> 0 bytes py/README.md | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) delete mode 100644 assets/quickstart.gif delete mode 100644 assets/r2r.png diff --git a/assets/quickstart.gif b/assets/quickstart.gif deleted file mode 100644 index 16e44b5c7956cf18d4183efbaf931c2813a11031..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5034602 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-R2R Answer Engine +R2R Answer Engine

Build, scale, and manage user-facing Retrieval-Augmented Generation applications in production.

From 06c5c1e768ac7831b44a3e1249800776c8f8aeeb Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 07:47:32 -0700 Subject: [PATCH 58/74] Feature/rm print cruft rebase (#953) * refresh should not be gated by auth * rm print cruft * black and sort * merge * rm --- py/core/main/api/routes/retrieval/base.py | 17 ----------------- py/core/providers/database/document.py | 1 - py/core/providers/database/user.py | 6 ------ py/sdk/auth.py | 1 - 4 files changed, 25 deletions(-) diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index 44c5eeca9..87dbb789d 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -73,14 +73,6 @@ async def search_app( Allowed operators include `eq`, `neq`, `gt`, `gte`, `lt`, `lte`, `like`, `ilike`, `in`, and `nin`. """ - print("auth_user = ", auth_user) - print("initial vector_search_settings = ", vector_search_settings) - - print(f"Received query: {query}") - print(f"Received vector_search_settings: {vector_search_settings}") - print(f"Received kg_search_settings: {kg_search_settings}") - print(f"Auth user: {auth_user}") - user_groups = set(auth_user.group_ids) selected_groups = set(vector_search_settings.selected_group_ids) allowed_groups = user_groups.intersection(selected_groups) @@ -89,10 +81,6 @@ async def search_app( "User does not have access to the specified group(s): " f"{selected_groups - allowed_groups}" ) - print( - "initial vector_search_settings filters = ", - vector_search_settings.filters, - ) filters = { "$or": [ @@ -105,11 +93,6 @@ async def search_app( filters = {"$and": [filters, vector_search_settings.filters]} vector_search_settings.filters = filters - print("final vector_search_settings = ", vector_search_settings) - print( - "final vector_search_settings filters = ", - vector_search_settings.filters, - ) results = await self.engine.asearch( query=query, vector_search_settings=vector_search_settings, diff --git a/py/core/providers/database/document.py b/py/core/providers/database/document.py index 4c578b699..d10089a55 100644 --- a/py/core/providers/database/document.py +++ b/py/core/providers/database/document.py @@ -102,7 +102,6 @@ def get_documents_overview( """ results = self.execute_query(query, params).fetchall() - print("results = ", results) documents = [ DocumentInfo( id=row[0], diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 92a0a6a97..40e1c2dd5 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -195,7 +195,6 @@ def update_user(self, user: UserResponse) -> UserResponse: ) def delete_user(self, user_id: UUID) -> None: - print("A") # Get the groups the user belongs to group_query = f""" SELECT group_ids FROM {self._get_table_name('users')} @@ -205,13 +204,11 @@ def delete_user(self, user_id: UUID) -> None: group_query, {"user_id": user_id} ).fetchone() - print("B") if not group_result: raise R2RException(status_code=404, message="User not found") user_groups = group_result[0] - print("C") # Remove user from all groups they belong to if user_groups: group_update_query = f""" @@ -224,7 +221,6 @@ def delete_user(self, user_id: UUID) -> None: {"user_id": user_id, "group_ids": user_groups}, ) - print("D") # Remove user from documents doc_update_query = f""" UPDATE {self._get_table_name('document_info')} @@ -233,7 +229,6 @@ def delete_user(self, user_id: UUID) -> None: """ self.execute_query(doc_update_query, {"user_id": user_id}) - print("E") # Delete the user delete_query = f""" DELETE FROM {self._get_table_name('users')} @@ -241,7 +236,6 @@ def delete_user(self, user_id: UUID) -> None: RETURNING user_id """ - print("F") result = self.execute_query( delete_query, {"user_id": user_id} ).fetchone() diff --git a/py/sdk/auth.py b/py/sdk/auth.py index 6a63f0f48..be1ff9d0a 100644 --- a/py/sdk/auth.py +++ b/py/sdk/auth.py @@ -102,7 +102,6 @@ async def update_user( "profile_picture": profile_picture, } data = {k: v for k, v in data.items() if v is not None} - print("data = ", data) return await client._make_request("PUT", "user", json=data) @staticmethod From a128921172ae2a5945f2c8a846f5c51b8c6147ad Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty Date: Fri, 23 Aug 2024 08:05:40 -0700 Subject: [PATCH 59/74] update api return type --- py/core/main/api/routes/management/base.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index 7a1ebded8..d2fd42677 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -367,10 +367,9 @@ async def add_user_to_group_app( ) user_uuid = UUID(user_id) group_uuid = UUID(group_id) - result = await self.engine.aadd_user_to_group( + return await self.engine.aadd_user_to_group( user_uuid, group_uuid ) - return {"result": result} @self.router.post("/remove_user_from_group") @self.base_endpoint From 6435dcfd2eca29045baecaf4914a89adacd99978 Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 09:27:38 -0700 Subject: [PATCH 60/74] Update Actions (#954) --- .github/workflows/ci.yml | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 082a5b97f..3d5837b43 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,22 +2,23 @@ name: CI on: push: - branches: - - main - - '**/feature/*' + paths: + - 'py/**' pull_request: - branches: - - main + paths: + - 'py/**' jobs: pre-commit: - runs-on: [ self-hosted, Linux ] + continue-on-error: true + runs-on: arc-runner-set steps: - name: Checkout code uses: actions/checkout@v3 - name: Run pre-commit + working-directory: ./py run: | python3 -m venv venv source venv/bin/activate @@ -39,7 +40,8 @@ jobs: swap-storage: true pytest: - runs-on: [ self-hosted, Linux ] + continue-on-error: true + runs-on: arc-runner-set timeout-minutes: 15 env: @@ -62,12 +64,12 @@ jobs: curl -i http://localhost:11434 - name: Run pytest + working-directory: ./py run: | python3 -m venv venv source venv/bin/activate poetry install pip install pytest - pip install pytest poetry run pytest tests/ -k "not redis and not sentence_transformer" deactivate rm -rf venv From 5654f7dba6ec10964ee305f28514c4d7626adccb Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 10:42:20 -0700 Subject: [PATCH 61/74] Update Github Actions (#956) * Update Actions * Update actions --- .github/workflows/build-main.yml | 26 +--- .github/workflows/build-mainv2.yml | 85 ------------ .github/workflows/build-release.yml | 43 ------ .../integration-test-workflow-debian.yml | 3 +- .../integration-test-workflow-windows.yml | 122 ------------------ .github/workflows/links.yml | 39 ------ .github/workflows/publish-to-pypi.yml | 4 +- .github/workflows/{ci.yml => py-ci-cd.yml} | 4 +- .github/workflows/r2r-js-sdk-ci.yml | 6 +- .../r2r-js-sdk-integration-tests.yml | 8 +- go/cli/rag_operations.go | 6 +- go/cli/server_operations.go | 2 +- .../tests/integration/management_test.go | 2 +- js/sdk/__tests__/r2rClient.test.ts | 4 +- js/sdk/src/r2rClient.ts | 2 +- py/cli/commands/server.py | 1 - py/compose.yaml | 12 +- py/core/main/api/routes/management/base.py | 4 +- 18 files changed, 36 insertions(+), 337 deletions(-) delete mode 100644 .github/workflows/build-mainv2.yml delete mode 100644 .github/workflows/build-release.yml delete mode 100644 .github/workflows/integration-test-workflow-windows.yml delete mode 100644 .github/workflows/links.yml rename .github/workflows/{ci.yml => py-ci-cd.yml} (97%) diff --git a/.github/workflows/build-main.yml b/.github/workflows/build-main.yml index a52f332a2..9d714cdbb 100644 --- a/.github/workflows/build-main.yml +++ b/.github/workflows/build-main.yml @@ -34,8 +34,8 @@ jobs: - name: Docker Auth uses: docker/login-action@v3 with: - username: ${{ secrets.DOCKER_USERNAME }} - password: ${{ secrets.DOCKER_TOKEN }} + username: ${{ secrets.RAGTORICHES_DOCKER_UNAME }} + password: ${{ secrets.RAGTORICHES_DOCKER_TOKEN }} - name: Set up Docker Buildx uses: docker/setup-buildx-action@v3 @@ -57,20 +57,17 @@ jobs: uses: docker/metadata-action@v5 with: images: | - emrgntcmplxty/r2r + ragtoriches/prod us-east1-docker.pkg.dev/alert-rush-397022/sciphi-r2r/r2r tags: | type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} type=raw,value=latest - tags_unstructured: | - type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} - type=raw,value=latest-unstructured - name: Build and Push Docker Image uses: docker/build-push-action@v5 with: context: . - file: ./Dockerfile + file: ./py/Dockerfile push: true tags: ${{ steps.meta.outputs.tags }} labels: ${{ steps.meta.outputs.labels }} @@ -80,17 +77,8 @@ jobs: uses: docker/build-push-action@v5 with: context: . - file: ./Dockerfile.unstructured + file: ./py/Dockerfile.unstructured push: true - tags: ${{ steps.meta.outputs.tags_unstructured }} - labels: ${{ steps.meta.outputs.labels_unstructured }} + tags: ${{ steps.meta.outputs.tags }}-unstructured + labels: ${{ steps.meta.outputs.labels }}-unstructured platforms: linux/amd64,linux/arm64 - - - name: Trigger Dependent Repositories - if: success() - run: | - curl -X POST \ - -H "Accept: application/vnd.github.v3+json" \ - -H "Authorization: token ${{ secrets.PERSONAL_ACCESS_TOKEN }}" \ - https://api.github.com/repos/SciPhi-AI/R2R-basic-rag-template/dispatches \ - -d '{"event_type": "rebuild", "client_payload": {"r2r_tag": "${{ steps.version.outputs.RELEASE_VERSION }}"}}' diff --git a/.github/workflows/build-mainv2.yml b/.github/workflows/build-mainv2.yml deleted file mode 100644 index ab02f156f..000000000 --- a/.github/workflows/build-mainv2.yml +++ /dev/null @@ -1,85 +0,0 @@ -name: Build and Publish ragtoriches/prod - -on: - workflow_dispatch: - inputs: - version: - description: 'Version to publish (leave empty to use default versioning)' - required: false - type: string - -jobs: - build-and-publish: - runs-on: ubuntu-latest - permissions: - packages: write - contents: read - actions: write - steps: - - name: Checkout Repository - uses: actions/checkout@v4 - - - name: Docker Auth - uses: docker/login-action@v3 - with: - username: ${{ secrets.RAGTORICHES_DOCKER_UNAME }} - password: ${{ secrets.RAGTORICHES_DOCKER_TOKEN }} - - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 - - - name: Set up QEMU - uses: docker/setup-qemu-action@v3 - - - name: Determine version to use - id: version - run: | - if [ -n "${{ github.event.inputs.version }}" ]; then - echo "RELEASE_VERSION=${{ github.event.inputs.version }}" >> $GITHUB_OUTPUT - else - echo "RELEASE_VERSION=main" >> $GITHUB_OUTPUT - fi - - - name: Generate Cache Buster - id: cache-buster - run: echo "CACHE_BUSTER=$(date +%s)" >> $GITHUB_OUTPUT - - - name: Extract metadata (tags, labels) for Docker - id: meta - uses: docker/metadata-action@v5 - with: - images: ragtoriches/prod - tags: | - type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} - type=raw,value=latest - tags_unstructured: | - type=raw,value=${{ steps.version.outputs.RELEASE_VERSION }} - type=raw,value=latest-unstructured - labels: | - type=raw,value=latest - labels_unstructured: | - type=raw,value=latest-unstructured - - - name: Build and Push Docker Image (Standard) - uses: docker/build-push-action@v5 - with: - context: . - file: ./py/Dockerfile - push: true - tags: ${{ steps.meta.outputs.tags }} - labels: ${{ steps.meta.outputs.labels }} - platforms: linux/amd64,linux/arm64 - build-args: | - CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} - - - name: Build and Push Docker Image (Unstructured) - uses: docker/build-push-action@v5 - with: - context: . - file: ./py/Dockerfile.unstructured - push: true - tags: ${{ steps.meta.outputs.tags_unstructured }} - labels: ${{ steps.meta.outputs.labels_unstructured }} - platforms: linux/amd64,linux/arm64 - build-args: | - CACHE_BUST=${{ steps.cache-buster.outputs.CACHE_BUSTER }} diff --git a/.github/workflows/build-release.yml b/.github/workflows/build-release.yml deleted file mode 100644 index 996f7334e..000000000 --- a/.github/workflows/build-release.yml +++ /dev/null @@ -1,43 +0,0 @@ -name: Links - -on: - push: - branches: - - main - pull_request: - branches: - - main - schedule: - - cron: "00 18 * * *" - -jobs: - linkChecker: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v2 - - - name: Link Checker - id: lychee - uses: lycheeverse/lychee-action@v1 - continue-on-error: true - with: - args: "--output ./docs/lychee/out.md --config ./docs/.lycheerc" - - - name: Get Lychee Exit Code - id: get-exit-code - run: echo "lychee_exit_code=$?" >> $GITHUB_ENV - - - name: Create Custom Report - if: failure() - run: | - echo "Lychee doesn't play nice with relative imports for .mdx files. Add a link to the .lycheeignore if needed!" > ./docs/lychee/custom_report.md - echo "" >> ./docs/lychee/custom_report.md - cat ./docs/lychee/out.md >> ./docs/lychee/custom_report.md - - - name: Create Issue From File - if: failure() - uses: peter-evans/create-issue-from-file@v4 - with: - title: Link Checker Report - content-filepath: ./docs/lychee/custom_report.md - labels: report, automated issue diff --git a/.github/workflows/integration-test-workflow-debian.yml b/.github/workflows/integration-test-workflow-debian.yml index c7a9226b5..9f9419e95 100644 --- a/.github/workflows/integration-test-workflow-debian.yml +++ b/.github/workflows/integration-test-workflow-debian.yml @@ -52,7 +52,7 @@ jobs: uses: docker/build-push-action@v5 with: context: . - file: ./Dockerfile + file: ./py/Dockerfile push: true tags: ragtoriches/dev:latest platforms: linux/amd64 @@ -60,6 +60,7 @@ jobs: pull: true - name: Run cloud LLM integration tests in Docker + working-directory: ./py run: | python3 -m venv venv source venv/bin/activate diff --git a/.github/workflows/integration-test-workflow-windows.yml b/.github/workflows/integration-test-workflow-windows.yml deleted file mode 100644 index f0b29f6a0..000000000 --- a/.github/workflows/integration-test-workflow-windows.yml +++ /dev/null @@ -1,122 +0,0 @@ -name: Windows R2R Docker Build and Integration Test (Windows Server 2022 Datacenter x64) - -on: - workflow_dispatch: - -jobs: - build-and-test: - runs-on: [self-hosted, Windows] - - steps: - - uses: actions/checkout@v3 - - - name: Set up Python virtual environment - run: | - python -m venv %USERPROFILE%\r2r_venv - echo %USERPROFILE%\r2r_venv\Scripts >> %GITHUB_PATH% - shell: cmd - - - name: Activate virtual environment and install R2R - run: | - call %USERPROFILE%\r2r_venv\Scripts\activate.bat - pip install --upgrade pip - pip install --upgrade r2r - shell: cmd - - - name: Build R2R Docker image - run: | - docker build -t emrgntcmplxty/r2r:${{ github.sha }} . - shell: cmd - - - name: Build R2R Docker image with args - run: | - docker build ^ - --build-arg GITHUB_SHA=${{ github.sha }} ^ - --build-arg GITHUB_REF=${{ github.ref }} ^ - -t emrgntcmplxty/r2r:${{ github.sha }} . - shell: cmd - - - name: Pull pgvector image - run: docker pull pgvector/pgvector:pg16 - shell: cmd - - - name: Create Docker network - run: docker network create r2r-network - shell: cmd - - - name: Start Postgres - run: | - docker run -d --name postgres --network r2r-network ^ - -e POSTGRES_USER=postgres ^ - -e POSTGRES_PASSWORD=postgres ^ - -e POSTGRES_DB=postgres ^ - pgvector/pgvector:pg16 - shell: cmd - - - name: Start R2R - run: | - docker run -d --name r2r --network r2r-network ^ - -e PYTHONUNBUFFERED=1 ^ - -e OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY }} ^ - -e POSTGRES_USER=postgres ^ - -e POSTGRES_PASSWORD=postgres ^ - -e POSTGRES_HOST=postgres ^ - -e POSTGRES_PORT=5432 ^ - -e POSTGRES_DBNAME=postgres ^ - -e POSTGRES_VECS_COLLECTION=vecs ^ - -p 8000:8000 ^ - emrgntcmplxty/r2r:${{ github.sha }} - - timeout /t 10 - shell: cmd - - - name: Run integration tests - run: | - echo R2R Version - r2r version - - echo Ingest Data - r2r ingest-sample-files - - echo Get Documents Overview - r2r documents-overview - - echo Get Document Chunks - r2r document-chunks 93123a68-d668-51de-8291-92162730dc87 - - echo Delete Documents - r2r delete --keys=document_id --values=b736292c-11e6-5453-9686-055da3edb866 - - echo Vector Search - r2r search --query="What was Uber's profit in 2020?" - - echo Hybrid Search - r2r search --query="What is a fierce nerd?" --use-hybrid-search - - echo Basic RAG - r2r rag --query="What was Uber's profit in 2020?" - - echo RAG with Hybrid Search - r2r rag --query="Who is John Snow?" --use-hybrid-search - - echo Streaming RAG - r2r rag --query="What was Lyft's profit in 2020?" --stream - - echo Users Overview - r2r users-overview - - echo Logging - r2r logs - - echo Analytics - r2r analytics --filters "{\"search_latencies\": \"search_latency\"}" --analysis-types "{\"search_latencies\": [\"basic_statistics\", \"search_latency\"]}" - shell: cmd - - - name: Clean up - if: always() - run: | - docker stop r2r postgres - docker rm r2r postgres - docker network rm r2r-network - docker system prune -af --volumes - shell: cmd diff --git a/.github/workflows/links.yml b/.github/workflows/links.yml deleted file mode 100644 index 75ec1758f..000000000 --- a/.github/workflows/links.yml +++ /dev/null @@ -1,39 +0,0 @@ -name: Links - -on: - repository_dispatch: - workflow_dispatch: - schedule: - - cron: "00 18 * * *" - -jobs: - linkChecker: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v2 - - - name: Link Checker - id: lychee - uses: lycheeverse/lychee-action@v1 - continue-on-error: true - with: - args: "--output ./docs/lychee/out.md --config ./docs/.lycheerc" - - - name: Get Lychee Exit Code - id: get-exit-code - run: echo "lychee_exit_code=$?" >> $GITHUB_ENV - - - name: Create Custom Report - if: failure() - run: | - echo "Lychee doesn't play nice with relative imports for .mdx files. Add a link to the .lycheeignore if needed!" > ./docs/lychee/custom_report.md - echo "" >> ./docs/lychee/custom_report.md - cat ./docs/lychee/out.md >> ./docs/lychee/custom_report.md - - - name: Create Issue From File - if: failure() - uses: peter-evans/create-issue-from-file@v4 - with: - title: Link Checker Report - content-filepath: ./docs/lychee/custom_report.md - labels: report, automated issue diff --git a/.github/workflows/publish-to-pypi.yml b/.github/workflows/publish-to-pypi.yml index 79ac0c839..c60343733 100644 --- a/.github/workflows/publish-to-pypi.yml +++ b/.github/workflows/publish-to-pypi.yml @@ -4,7 +4,7 @@ on: push: tags: - "*" - workflow_dispatch: # This line adds manual trigger support + workflow_dispatch: jobs: publish: @@ -19,9 +19,11 @@ jobs: python-version: 3.9 - name: Install poetry + working-directory: ./py run: pip install poetry - name: Build and publish + working-directory: ./py run: | poetry build poetry publish --username __token__ --password ${{ secrets.PYPI_API_TOKEN }} diff --git a/.github/workflows/ci.yml b/.github/workflows/py-ci-cd.yml similarity index 97% rename from .github/workflows/ci.yml rename to .github/workflows/py-ci-cd.yml index 3d5837b43..2c40e8801 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/py-ci-cd.yml @@ -11,7 +11,7 @@ on: jobs: pre-commit: continue-on-error: true - runs-on: arc-runner-set + runs-on: ubuntu-latest steps: - name: Checkout code @@ -41,7 +41,7 @@ jobs: pytest: continue-on-error: true - runs-on: arc-runner-set + runs-on: ubuntu-latest timeout-minutes: 15 env: diff --git a/.github/workflows/r2r-js-sdk-ci.yml b/.github/workflows/r2r-js-sdk-ci.yml index 474f90df6..e89897f6a 100644 --- a/.github/workflows/r2r-js-sdk-ci.yml +++ b/.github/workflows/r2r-js-sdk-ci.yml @@ -4,11 +4,11 @@ on: push: branches: [main] paths: - - 'r2r_js_sdk/**' + - 'js/sdk/**' pull_request: branches: [main] paths: - - 'r2r_js_sdk/**' + - 'js/sdk/**' jobs: build-and-test: @@ -16,7 +16,7 @@ jobs: defaults: run: - working-directory: r2r_js_sdk + working-directory: ./js/sdk steps: - uses: actions/checkout@v2 diff --git a/.github/workflows/r2r-js-sdk-integration-tests.yml b/.github/workflows/r2r-js-sdk-integration-tests.yml index 1ee8ade29..3af53ac0d 100644 --- a/.github/workflows/r2r-js-sdk-integration-tests.yml +++ b/.github/workflows/r2r-js-sdk-integration-tests.yml @@ -4,11 +4,11 @@ on: push: branches: [main] paths: - - 'r2r_js_sdk/**' + - 'js/sdk/**' pull_request: branches: [main] paths: - - 'r2r_js_sdk/**' + - 'js/sdk/**' jobs: test: @@ -16,7 +16,7 @@ jobs: defaults: run: - working-directory: r2r_js_sdk + working-directory: ./js/sdk steps: - uses: actions/checkout@v2 @@ -54,7 +54,7 @@ jobs: - name: Check if R2R server is running run: | - curl http://localhost:8000/health || echo "Server not responding" + curl http://localhost:8000/v2/health || echo "Server not responding" - name: Display R2R server logs if server not responding if: failure() diff --git a/go/cli/rag_operations.go b/go/cli/rag_operations.go index 3c81d5721..afa44255c 100644 --- a/go/cli/rag_operations.go +++ b/go/cli/rag_operations.go @@ -22,7 +22,7 @@ var inspectKnowledgeGraphCmd = &cobra.Command{ Use: "inspect-knowledge-graph", Short: "Print relationships from the knowledge graph", Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + client := sdk.NewClient("http://localhost:8000/v2", sdk.LogConfig{Verbose: true}) limit, _ := cmd.Flags().GetInt("limit") // printDescriptions, _ := cmd.Flags().GetBool("print-descriptions") @@ -39,7 +39,7 @@ var ragCmd = &cobra.Command{ Use: "rag", Short: "Perform a RAG query", Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + client := sdk.NewClient("http://localhost:8000/v2", sdk.LogConfig{Verbose: true}) query, _ := cmd.Flags().GetString("query") useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") filtersStr, _ := cmd.Flags().GetString("filters") @@ -99,7 +99,7 @@ var searchCmd = &cobra.Command{ Use: "search", Short: "Perform a search query", Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + client := sdk.NewClient("http://localhost:8000/v2", sdk.LogConfig{Verbose: true}) query, _ := cmd.Flags().GetString("query") useVectorSearch, _ := cmd.Flags().GetBool("use-vector-search") filtersStr, _ := cmd.Flags().GetString("filters") diff --git a/go/cli/server_operations.go b/go/cli/server_operations.go index 4010d3c8d..09719ccba 100644 --- a/go/cli/server_operations.go +++ b/go/cli/server_operations.go @@ -75,7 +75,7 @@ var healthCmd = &cobra.Command{ Use: "health", Short: "Check the health of the server", Run: withTimer(func(cmd *cobra.Command, args []string) { - client := sdk.NewClient("http://localhost:8000/v1", sdk.LogConfig{Verbose: true}) + client := sdk.NewClient("http://localhost:8000/v2", sdk.LogConfig{Verbose: true}) response, err := client.Health() if err != nil { fmt.Printf("Error checking health: %v\n", err) diff --git a/go/sdk/internal/tests/integration/management_test.go b/go/sdk/internal/tests/integration/management_test.go index 55dae6586..8e5709732 100644 --- a/go/sdk/internal/tests/integration/management_test.go +++ b/go/sdk/internal/tests/integration/management_test.go @@ -13,7 +13,7 @@ func TestServerStatsIntegration(t *testing.T) { LogWriter: os.Stderr, // or any io.Writer } - client := sdk.NewClient("http://localhost:8000/v1", logConfig) + client := sdk.NewClient("http://localhost:8000/v2", logConfig) // Call Health health, err := client.Health() diff --git a/js/sdk/__tests__/r2rClient.test.ts b/js/sdk/__tests__/r2rClient.test.ts index 38624504f..37de1f12c 100644 --- a/js/sdk/__tests__/r2rClient.test.ts +++ b/js/sdk/__tests__/r2rClient.test.ts @@ -11,7 +11,7 @@ describe("R2RClient", () => { mockAxiosInstance = { post: jest.fn(), request: jest.fn(), - defaults: { baseURL: "http://0.0.0.0:8000/v1" }, + defaults: { baseURL: "http://0.0.0.0:8000/v2" }, }; (axios.create as jest.Mock).mockReturnValue(mockAxiosInstance); @@ -22,7 +22,7 @@ describe("R2RClient", () => { describe("Mocked Tests", () => { test("should correctly set the baseURL with prefix", () => { expect((client as any).axiosInstance.defaults.baseURL).toBe( - "http://0.0.0.0:8000/v1", + "http://0.0.0.0:8000/v2", ); }); diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index 34dd2e141..be5f26cc5 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -57,7 +57,7 @@ export class r2rClient { private accessToken: string | null; private refreshToken: string | null; - constructor(baseURL: string, prefix: string = "/v1") { + constructor(baseURL: string, prefix: string = "/v2") { this.baseUrl = `${baseURL}${prefix}`; this.accessToken = null; this.refreshToken = null; diff --git a/py/cli/commands/server.py b/py/cli/commands/server.py index 5355b4e8f..946c3bc98 100644 --- a/py/cli/commands/server.py +++ b/py/cli/commands/server.py @@ -73,7 +73,6 @@ def logs(client, run_type_filter, max_runs): help="Remove containers for services not defined in the Compose file", ) @click.option("--project-name", default="r2r", help="Project name for Docker") -@click.pass_context def docker_down(volumes, remove_orphans, project_name): """Bring down the Docker Compose setup and attempt to remove the network if necessary.""" result = bring_down_docker_compose(project_name, volumes, remove_orphans) diff --git a/py/compose.yaml b/py/compose.yaml index b4a4e7c46..5e8d518e5 100644 --- a/py/compose.yaml +++ b/py/compose.yaml @@ -21,7 +21,7 @@ networks: services: r2r: - image: ${R2R_IMAGE:-emrgntcmplxty/r2r:main} + image: ${R2R_IMAGE:-ragtoriches/r2r:prod} build: context: . args: @@ -40,8 +40,8 @@ services: # Postgres - POSTGRES_USER=${POSTGRES_USER:-postgres} - POSTGRES_PASSWORD=${POSTGRES_PASSWORD:-postgres} - - POSTGRES_HOST=postgres - - POSTGRES_PORT=5432 + - POSTGRES_HOST=${POSTGRES_HOST:-postgres} + - POSTGRES_PORT=${POSTGRES_PORT:-5432} - POSTGRES_DBNAME=${POSTGRES_DBNAME:-postgres} - POSTGRES_VECS_COLLECTION=${POSTGRES_VECS_COLLECTION:-${CONFIG_NAME:-vecs}} # Neo4j @@ -86,7 +86,7 @@ services: networks: - r2r-network healthcheck: - test: ["CMD", "curl", "-f", "http://localhost:${PORT:-8000}/v1/health"] + test: ["CMD", "curl", "-f", "http://localhost:${PORT:-8000}/v2/health"] interval: 10s timeout: 5s retries: 5 @@ -98,8 +98,8 @@ services: - "traefik.http.routers.r2r.rule=PathPrefix(`/api`)" - "traefik.http.services.r2r.loadbalancer.server.port=${PORT:-8000}" - "traefik.http.middlewares.r2r-strip-prefix.stripprefix.prefixes=/api" - - "traefik.http.middlewares.r2r-add-v1.addprefix.prefix=/v1" - - "traefik.http.routers.r2r.middlewares=r2r-strip-prefix,r2r-add-v1,r2r-headers" + - "traefik.http.middlewares.r2r-add-v2.addprefix.prefix=/v2" + - "traefik.http.routers.r2r.middlewares=r2r-strip-prefix,r2r-add-v2,r2r-headers" - "traefik.http.middlewares.r2r-headers.headers.customrequestheaders.Access-Control-Allow-Origin=*" - "traefik.http.middlewares.r2r-headers.headers.customrequestheaders.Access-Control-Allow-Methods=GET,POST,OPTIONS" - "traefik.http.middlewares.r2r-headers.headers.customrequestheaders.Access-Control-Allow-Headers=DNT,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Range,Authorization" diff --git a/py/core/main/api/routes/management/base.py b/py/core/main/api/routes/management/base.py index d2fd42677..06419c5d1 100644 --- a/py/core/main/api/routes/management/base.py +++ b/py/core/main/api/routes/management/base.py @@ -367,9 +367,7 @@ async def add_user_to_group_app( ) user_uuid = UUID(user_id) group_uuid = UUID(group_id) - return await self.engine.aadd_user_to_group( - user_uuid, group_uuid - ) + return await self.engine.aadd_user_to_group(user_uuid, group_uuid) @self.router.post("/remove_user_from_group") @self.base_endpoint From 513c6489b7c2c5378e42886199b4a2bbc1f4782f Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Fri, 23 Aug 2024 14:07:24 -0400 Subject: [PATCH 62/74] Shreyas/kgsearchresult model (#957) * return type to kg_search_result * add model * local and global results * modify config * add models * up * fix config path * fix models --- js/sdk/src/models.tsx | 20 ++++++ py/cli/commands/server.py | 3 + py/cli/utils/docker_utils.py | 9 +-- py/core/__init__.py | 2 + py/core/base/__init__.py | 2 + py/core/base/abstractions/__init__.py | 4 ++ py/core/base/abstractions/search.py | 29 +++++--- .../base/api/models/retrieval/responses.py | 2 +- py/core/configs/neo4j_kg.toml | 2 +- .../pipes/retrieval/kg_search_search_pipe.py | 19 +++-- py/core/pipes/retrieval/vector_search_pipe.py | 1 + py/sdk/models.py | 72 ++++++++++++++++--- 12 files changed, 127 insertions(+), 38 deletions(-) diff --git a/js/sdk/src/models.tsx b/js/sdk/src/models.tsx index d2b74b61d..1d135b204 100644 --- a/js/sdk/src/models.tsx +++ b/js/sdk/src/models.tsx @@ -60,6 +60,26 @@ export interface KGSearchSettings { max_llm_queries_for_global_search?: number; local_search_limits?: Record; } + +export interface KGLocalSearchResult { + query: string; + entities: Record; + relationships: Record; + communities: Record; +} + +export interface KGGlobalSearchResult { + query: string; + search_result: string[]; +} + +export interface KGSearchResult { + local_result?: KGLocalSearchResult; + global_result?: KGGlobalSearchResult; +} + + + export interface Message { role: string; content: string; diff --git a/py/cli/commands/server.py b/py/cli/commands/server.py index 946c3bc98..678d0a029 100644 --- a/py/cli/commands/server.py +++ b/py/cli/commands/server.py @@ -217,6 +217,7 @@ def serve( ).replace(":", "") if docker: + run_docker_serve( client, host, @@ -226,6 +227,8 @@ def serve( exclude_postgres, project_name, image, + config_name, + config_path, ) if ( "pytest" in sys.modules diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index 4d6e48824..289bf3a1a 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -110,19 +110,20 @@ def run_docker_serve( exclude_postgres: bool, project_name: str, image: str, + config_name: Optional[str] = None, config_path: Optional[str] = None, ): check_set_docker_env_vars(exclude_neo4j, exclude_postgres) set_ollama_api_base(exclude_ollama) + if config_path and config_name: + raise ValueError("Cannot specify both config_path and config_name") + if config_path: config = R2RConfig.from_toml(config_path) else: - if hasattr(client, "config_name"): - config_name = client.config_name - else: + if not config_name: config_name = "default" - config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) if config.parsing.provider == "unstructured" and not image: diff --git a/py/core/__init__.py b/py/core/__init__.py index 28f50891d..fbd510c8a 100644 --- a/py/core/__init__.py +++ b/py/core/__init__.py @@ -73,6 +73,8 @@ "Prompt", # Search abstractions "AggregateSearchResult", + "KGLocalSearchResult", + "KGGlobalSearchResult", "KGSearchResult", "KGSearchSettings", "VectorSearchResult", diff --git a/py/core/base/__init__.py b/py/core/base/__init__.py index 5fdb09128..48ac9dbdb 100644 --- a/py/core/base/__init__.py +++ b/py/core/base/__init__.py @@ -43,6 +43,8 @@ "Prompt", # Search abstractions "AggregateSearchResult", + "KGLocalSearchResult", + "KGGlobalSearchResult", "KGSearchResult", "KGSearchSettings", "VectorSearchResult", diff --git a/py/core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py index 34f64ad71..971ad4c1c 100644 --- a/py/core/base/abstractions/__init__.py +++ b/py/core/base/abstractions/__init__.py @@ -31,6 +31,8 @@ from .restructure import KGEnrichmentSettings from .search import ( AggregateSearchResult, + KGLocalSearchResult, + KGGlobalSearchResult, KGSearchResult, KGSearchSettings, VectorSearchResult, @@ -78,6 +80,8 @@ "Prompt", # Search abstractions "AggregateSearchResult", + "KGLocalSearchResult", + "KGGlobalSearchResult", "KGSearchResult", "KGSearchSettings", "VectorSearchResult", diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index 565728794..d8e3bca0d 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -54,14 +54,12 @@ class Config: }, } - class KGLocalSearchResult(BaseModel): """Result of a local knowledge graph search operation.""" - query: str - entities: list[dict[str, Any]] - relationships: list[dict[str, Any]] - communities: list[dict[str, Any]] + entities: dict[str, Any] + relationships: dict[str, Any] + communities: dict[str, Any] def __str__(self) -> str: return f"LocalSearchResult(query={self.query}, search_result={self.search_result})" @@ -72,35 +70,44 @@ def __repr__(self) -> str: class KGGlobalSearchResult(BaseModel): """Result of a global knowledge graph search operation.""" - query: str - search_result: list[Dict[str, Any]] + search_result: list[str] def __str__(self) -> str: - return f"GlobalSearchResult(query={self.query}, search_result={self.search_result})" + return f"KGGlobalSearchResult(query={self.query}, search_result={self.search_result})" def __repr__(self) -> str: return self.__str__() + def dict(self) -> dict: + return { + "query": self.query, + "search_result": self.search_result + } class KGSearchResult(BaseModel): """Result of a knowledge graph search operation.""" - local_result: Optional[KGLocalSearchResult] = None global_result: Optional[KGGlobalSearchResult] = None - + def __str__(self) -> str: return f"KGSearchResult(local_result={self.local_result}, global_result={self.global_result})" def __repr__(self) -> str: return self.__str__() + + def dict(self) -> dict: + return { + "local_result": self.local_result.dict() if self.local_result else None, + "global_result": self.global_result.dict() if self.global_result else None + } class AggregateSearchResult(BaseModel): """Result of an aggregate search operation.""" vector_search_results: Optional[list[VectorSearchResult]] - kg_search_results: Optional[KGSearchResult] = None + kg_search_results: Optional[list[KGSearchResult]] = None def __str__(self) -> str: return f"AggregateSearchResult(vector_search_results={self.vector_search_results}, kg_search_results={self.kg_search_results})" diff --git a/py/core/base/api/models/retrieval/responses.py b/py/core/base/api/models/retrieval/responses.py index 6bb086971..e5c87a091 100644 --- a/py/core/base/api/models/retrieval/responses.py +++ b/py/core/base/api/models/retrieval/responses.py @@ -11,7 +11,7 @@ class SearchResponse(BaseModel): ..., description="List of vector search results", ) - kg_search_results: Optional[KGSearchResult] = Field( + kg_search_results: Optional[list[KGSearchResult]] = Field( None, description="Knowledge graph search results, if applicable", ) diff --git a/py/core/configs/neo4j_kg.toml b/py/core/configs/neo4j_kg.toml index cbaa13a0d..ee177aff6 100644 --- a/py/core/configs/neo4j_kg.toml +++ b/py/core/configs/neo4j_kg.toml @@ -28,7 +28,7 @@ kg_extraction_prompt = "graphrag_triplet_extraction_zero_shot" [kg.kg_extraction_config] model = "gpt-4o-mini" - [kg.kg_enrichment_config] + [kg.kg_enrichment_settings] max_knowledge_triples = 100 generation_config = { model = "gpt-4o-mini" } # and other params leiden_params = { max_cluster_size = 1000 } # more params in graspologic/partition/leiden.py diff --git a/py/core/pipes/retrieval/kg_search_search_pipe.py b/py/core/pipes/retrieval/kg_search_search_pipe.py index fcd37889a..e81c0eb51 100644 --- a/py/core/pipes/retrieval/kg_search_search_pipe.py +++ b/py/core/pipes/retrieval/kg_search_search_pipe.py @@ -13,6 +13,7 @@ PipeType, PromptProvider, RunLoggingSingleton, + R2RException ) from core.base.abstractions.search import ( KGGlobalSearchResult, @@ -24,7 +25,6 @@ logger = logging.getLogger(__name__) - class KGSearchSearchPipe(GeneratorPipe): """ Embeds and stores documents using a specified embedding model and database. @@ -132,12 +132,11 @@ async def local_search( ) all_search_results.append(search_result) - yield KGLocalSearchResult( - query=message, - entities=all_search_results[0], - relationships=all_search_results[1], - communities=all_search_results[2], - ) + + if len(all_search_results[0])==0: + raise R2RException("No search results found. Please make sure you have run the KG enrichment step before running the search: r2r enrich-graph", 400) + + yield KGLocalSearchResult(query=message, entities=all_search_results[0], relationships=all_search_results[1], communities=all_search_results[2]) async def global_search( self, @@ -217,11 +216,9 @@ async def process_community(merged_report): generation_config=kg_search_settings.kg_search_generation_config, ) - output = output.choices[0].message.content + output = [output.choices[0].message.content] - yield KGGlobalSearchResult( - query=message, search_result=output, citations=None - ) + yield KGGlobalSearchResult(query=message, search_result=output) async def _run_logic( self, diff --git a/py/core/pipes/retrieval/vector_search_pipe.py b/py/core/pipes/retrieval/vector_search_pipe.py index d01317f5f..a14f1fa46 100644 --- a/py/core/pipes/retrieval/vector_search_pipe.py +++ b/py/core/pipes/retrieval/vector_search_pipe.py @@ -91,6 +91,7 @@ async def search( result.metadata["associatedQuery"] = message results.append(result) yield result + await self.enqueue_log( run_id=run_id, key="search_results", diff --git a/py/sdk/models.py b/py/sdk/models.py index 571659dfb..69d481a89 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -187,27 +187,79 @@ class Config: }, } +class KGLocalSearchResult(BaseModel): + query: str + entities: list[dict[str, Any]] + relationships: list[dict[str, Any]] + communities: list[dict[str, Any]] -class KGSearchResult(BaseModel): + def __str__(self) -> str: + return f"KGLocalSearchResult(query={self.query}, entities={self.entities}, relationships={self.relationships}, communities={self.communities})" + + def dict(self) -> dict: + return { + "query": self.query, + "entities": self.entities, + "relationships": self.relationships, + "communities": self.communities + } + +class KGGlobalSearchResult(BaseModel): query: str - results: list[Dict[str, Any]] + search_result: list[str] + + def __str__(self) -> str: + return f"KGGlobalSearchResult(query={self.query}, search_result={self.search_result})" + + def __repr__(self) -> str: + return self.__str__() + + def dict(self) -> dict: + return { + "query": self.query, + "search_result": self.search_result + } + + +class KGSearchResult(BaseModel): + local_result: Optional[KGLocalSearchResult] = None + global_result: Optional[KGGlobalSearchResult] = None + + def __str__(self) -> str: + return f"KGSearchResult(local_result={self.local_result}, global_result={self.global_result})" + + def __repr__(self) -> str: + return self.__str__() + + def dict(self) -> dict: + return { + "local_result": self.local_result.dict() if self.local_result else None, + "global_result": self.global_result.dict() if self.global_result else None + } class Config: json_schema_extra = { "example": { - "query": "What is the capital of France?", - "results": [ - { + "local_result": { + "query": "What is the capital of France?", + "entities": { "Paris": { "name": "Paris", - "description": "Paris is the capital of France.", + "description": "Paris is the capital of France." } - } - ], + }, + "relationships": {}, + "communities": {}, + }, + "global_result": { + "query": "What is the capital of France?", + "search_result": [ + "Paris is the capital and most populous city of France." + ] + } } } - class R2RException(Exception): def __init__( self, message: str, status_code: int, detail: Optional[Any] = None @@ -419,7 +471,7 @@ class SearchResponse(BaseModel): ..., description="List of vector search results", ) - kg_search_results: Optional[KGSearchResult] = Field( + kg_search_results: Optional[list[KGSearchResult]] = Field( None, description="Knowledge graph search results, if applicable", ) From 6826f400d05ba357ae0d50cb4a379fbf9fedba0c Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 11:23:25 -0700 Subject: [PATCH 63/74] Login and refresh token bug (#959) * Update Actions * Fix bug in login with refresh token --- .../r2rClientIntegrationUser.test.ts | 1 - js/sdk/package-lock.json | 12 ++----- js/sdk/package.json | 3 +- js/sdk/pnpm-lock.yaml | 25 ------------- js/sdk/src/r2rClient.ts | 35 +++++++++++-------- py/core/providers/auth/r2r_auth.py | 2 +- 6 files changed, 24 insertions(+), 54 deletions(-) diff --git a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts index 0154a54a1..c3fb12b48 100644 --- a/js/sdk/__tests__/r2rClientIntegrationUser.test.ts +++ b/js/sdk/__tests__/r2rClientIntegrationUser.test.ts @@ -57,7 +57,6 @@ describe("r2rClient Integration Tests", () => { await expect( client.updateFiles(updated_file, { document_ids: ["0b80081e-a37a-579f-a06d-7d2032435d65"], - metadatas: [{ title: "updated_karamozov.txt" }], }), ).resolves.not.toThrow(); }); diff --git a/js/sdk/package-lock.json b/js/sdk/package-lock.json index 143b567ea..ad28a4326 100644 --- a/js/sdk/package-lock.json +++ b/js/sdk/package-lock.json @@ -1,12 +1,12 @@ { "name": "r2r-js", - "version": "1.2.15", + "version": "0.3.0", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "r2r-js", - "version": "1.2.15", + "version": "0.3.0", "license": "ISC", "dependencies": { "axios": "^1.7.4", @@ -17,7 +17,6 @@ }, "devDependencies": { "@types/jest": "^29.5.12", - "@types/mocha": "^10.0.7", "@types/node": "^20.14.15", "@types/uuid": "^10.0.0", "jest": "^29.7.0", @@ -1152,13 +1151,6 @@ "pretty-format": "^29.0.0" } }, - "node_modules/@types/mocha": { - "version": "10.0.7", - "resolved": "https://registry.npmjs.org/@types/mocha/-/mocha-10.0.7.tgz", - "integrity": "sha512-GN8yJ1mNTcFcah/wKEFIJckJx9iJLoMSzWcfRRuxz/Jk+U6KQNnml+etbtxFK8lPjzOw3zp4Ha/kjSst9fsHYw==", - "dev": true, - "license": "MIT" - }, "node_modules/@types/node": { "version": "20.16.1", "resolved": "https://registry.npmjs.org/@types/node/-/node-20.16.1.tgz", diff --git a/js/sdk/package.json b/js/sdk/package.json index 91d8ef6fa..ff87d8757 100644 --- a/js/sdk/package.json +++ b/js/sdk/package.json @@ -1,6 +1,6 @@ { "name": "r2r-js", - "version": "1.2.15", + "version": "0.3.0", "description": "", "main": "dist/index.js", "browser": "dist/index.browser.js", @@ -32,7 +32,6 @@ }, "devDependencies": { "@types/jest": "^29.5.12", - "@types/mocha": "^10.0.7", "@types/node": "^20.14.15", "@types/uuid": "^10.0.0", "jest": "^29.7.0", diff --git a/js/sdk/pnpm-lock.yaml b/js/sdk/pnpm-lock.yaml index c38e0ba65..758f6559e 100644 --- a/js/sdk/pnpm-lock.yaml +++ b/js/sdk/pnpm-lock.yaml @@ -23,12 +23,6 @@ importers: specifier: ^10.0.0 version: 10.0.0 devDependencies: - "@types/jest": - specifier: ^29.5.12 - version: 29.5.12 - "@types/mocha": - specifier: ^10.0.7 - version: 10.0.7 "@types/node": specifier: ^20.14.15 version: 20.14.15 @@ -594,18 +588,6 @@ packages: integrity: sha512-pk2B1NWalF9toCRu6gjBzR69syFjP4Od8WRAX+0mmf9lAjCRicLOWc+ZrxZHx/0XRjotgkF9t6iaMJ+aXcOdZQ==, } - "@types/jest@29.5.12": - resolution: - { - integrity: sha512-eDC8bTvT/QhYdxJAulQikueigY5AsdBRH2yDKW3yveW7svY3+DzN84/2NUgkw10RTiJbWqZrTtoGVdYlvFJdLw==, - } - - "@types/mocha@10.0.7": - resolution: - { - integrity: sha512-GN8yJ1mNTcFcah/wKEFIJckJx9iJLoMSzWcfRRuxz/Jk+U6KQNnml+etbtxFK8lPjzOw3zp4Ha/kjSst9fsHYw==, - } - "@types/node@20.14.15": resolution: { @@ -2784,13 +2766,6 @@ snapshots: dependencies: "@types/istanbul-lib-report": 3.0.3 - "@types/jest@29.5.12": - dependencies: - expect: 29.7.0 - pretty-format: 29.7.0 - - "@types/mocha@10.0.7": {} - "@types/node@20.14.15": dependencies: undici-types: 5.26.5 diff --git a/js/sdk/src/r2rClient.ts b/js/sdk/src/r2rClient.ts index be5f26cc5..0bdc1c546 100644 --- a/js/sdk/src/r2rClient.ts +++ b/js/sdk/src/r2rClient.ts @@ -5,7 +5,6 @@ import axios, { AxiosRequestConfig, } from "axios"; import FormData from "form-data"; -import { URLSearchParams } from "url"; let fs: any; if (typeof window === "undefined") { @@ -112,19 +111,24 @@ export class r2rClient { if (typeof FormData !== "undefined" && options.data instanceof FormData) { config.data = options.data; delete config.headers["Content-Type"]; - } else if ( - typeof URLSearchParams !== "undefined" && - options.data instanceof URLSearchParams - ) { - config.data = options.data.toString(); - config.headers["Content-Type"] = "application/x-www-form-urlencoded"; } else if (typeof options.data === "object") { - config.data = JSON.stringify(options.data); - if (method !== "DELETE") { - config.headers["Content-Type"] = "application/json"; + if ( + config.headers["Content-Type"] === "application/x-www-form-urlencoded" + ) { + config.data = Object.keys(options.data) + .map( + (key) => + `${encodeURIComponent(key)}=${encodeURIComponent(options.data[key])}`, + ) + .join("&"); } else { - config.headers["Content-Type"] = "application/json"; config.data = JSON.stringify(options.data); + if (method !== "DELETE") { + config.headers["Content-Type"] = "application/json"; + } else { + config.headers["Content-Type"] = "application/json"; + config.data = JSON.stringify(options.data); + } } } else { config.data = options.data; @@ -223,12 +227,13 @@ export class r2rClient { email: string, password: string, ): Promise<{ access_token: TokenInfo; refresh_token: TokenInfo }> { - const formData = new URLSearchParams(); - formData.append("username", email); - formData.append("password", password); + const data = { + username: email, + password: password, + }; const response = await this._makeRequest("POST", "login", { - data: formData, + data: data, headers: { "Content-Type": "application/x-www-form-urlencoded", }, diff --git a/py/core/providers/auth/r2r_auth.py b/py/core/providers/auth/r2r_auth.py index d82257f73..6fbc3aba2 100644 --- a/py/core/providers/auth/r2r_auth.py +++ b/py/core/providers/auth/r2r_auth.py @@ -197,7 +197,7 @@ def login(self, email: str, password: str) -> Dict[str, Token]: raise R2RException(status_code=401, message="Email not verified") access_token = self.create_access_token(data={"sub": user.email}) - refresh_token = self.create_refresh_token() + refresh_token = self.create_refresh_token(data={"sub": user.email}) return { "access_token": Token(token=access_token, token_type="access"), "refresh_token": Token(token=refresh_token, token_type="refresh"), From b5c3db0fba8f4608b03d38943b4e0b13d539556e Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 11:26:56 -0700 Subject: [PATCH 64/74] Point pytest to linux (#960) --- .github/workflows/py-ci-cd.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/py-ci-cd.yml b/.github/workflows/py-ci-cd.yml index 2c40e8801..d61249ed5 100644 --- a/.github/workflows/py-ci-cd.yml +++ b/.github/workflows/py-ci-cd.yml @@ -11,7 +11,7 @@ on: jobs: pre-commit: continue-on-error: true - runs-on: ubuntu-latest + runs-on: [ self-hosted, Linux ] steps: - name: Checkout code @@ -41,7 +41,7 @@ jobs: pytest: continue-on-error: true - runs-on: ubuntu-latest + runs-on: [ self-hosted, Linux ] timeout-minutes: 15 env: From 7b1d406e6bc2fdab0f50fdfbeeef7e7032c5e434 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 11:40:49 -0700 Subject: [PATCH 65/74] collection docs (#955) --- py/core/base/abstractions/search.py | 2 +- py/core/base/providers/auth.py | 2 +- py/core/main/api/routes/auth/base.py | 3 ++- py/core/main/api/routes/retrieval/base.py | 2 +- py/core/main/services/auth_service.py | 8 +++++++- py/core/providers/database/vecs/collection.py | 6 +++--- py/core/providers/database/vector.py | 5 +---- 7 files changed, 16 insertions(+), 12 deletions(-) diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index d8e3bca0d..07e923055 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -122,7 +122,7 @@ def dict(self) -> dict: if self.vector_search_results else [] ), - "kg_search_results": self.kg_search_results or [], + "kg_search_results": self.kg_search_results or None, } diff --git a/py/core/base/providers/auth.py b/py/core/base/providers/auth.py index 17f2a2508..cc7493b9e 100644 --- a/py/core/base/providers/auth.py +++ b/py/core/base/providers/auth.py @@ -82,7 +82,7 @@ def register(self, email: str, password: str) -> Dict[str, str]: pass @abstractmethod - def verify_email(self, verification_code: str) -> Dict[str, str]: + def verify_email(self, email: str, verification_code: str) -> Dict[str, str]: pass @abstractmethod diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index 9dac245b9..da21ddb01 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -45,6 +45,7 @@ async def register_app( ) @self.base_endpoint async def verify_email_app( + email: EmailStr = Body(..., description="User's email address"), verification_code: str = Body( ..., description="Email verification code" ) @@ -55,7 +56,7 @@ async def verify_email_app( This endpoint is used to confirm a user's email address using the verification code sent to their email after registration. """ - result = await self.engine.averify_email(verification_code) + result = await self.engine.averify_email(email, verification_code) return GenericMessageResponse(message=result["message"]) @self.router.post("/login", response_model=WrappedTokenResponse) diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index 87dbb789d..1e2601de9 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -62,7 +62,7 @@ async def search_app( description=search_descriptions.get("kg_search_settings"), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedSearchResponse: + ) -> WrappedSearchResponse: """ Perform a search query on the vector database and knowledge graph. diff --git a/py/core/main/services/auth_service.py b/py/core/main/services/auth_service.py index d704ae91d..c18024404 100644 --- a/py/core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -35,7 +35,7 @@ async def register(self, email: str, password: str) -> UserResponse: return self.providers.auth.register(email, password) @telemetry_event("VerifyEmail") - async def verify_email(self, verification_code: str) -> bool: + async def verify_email(self, email: str, verification_code: str) -> bool: if not self.config.auth.require_email_verification: raise R2RException( @@ -49,6 +49,12 @@ async def verify_email(self, verification_code: str) -> bool: raise R2RException( status_code=400, message="Invalid or expired verification code" ) + + user = self.providers.database.relational.get_user_by_id(user_id) + if not user or user.email != email: + raise R2RException( + status_code=400, message="Invalid or expired verification code" + ) self.providers.database.relational.mark_user_as_verified(user_id) self.providers.database.relational.remove_verification_code( diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index a692ff48d..44cf7c290 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -378,7 +378,7 @@ def _create(self): tsvector_update_trigger(fts, 'pg_catalog.english', text); """ ) - ) + ) return self def _drop(self): @@ -1168,12 +1168,12 @@ def _build_table(name: str, meta: MetaData, dimension: int) -> Table: extend_existing=True, ) - # Add GIN index for full-text search and trigram similarity + # # Add GIN index for full-text search and trigram similarity Index( f"idx_{name}_fts_trgm", table.c.fts, table.c.text, postgresql_using="gin", - postgresql_ops={"text": "gin_trgm_ops"}, # Remove gin_tsvector_ops + postgresql_ops={"text": "gin_trgm_ops"}, # alternative, gin_tsvector_ops ) return table diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index 3a140b556..cc1034140 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -131,10 +131,7 @@ def _initialize_vector_db(self, dimension: int) -> None: self.collection = self.vx.get_or_create_collection( name=self.collection_name, dimension=dimension ) - self.collection.create_index(measure="cosine_distance") - self.collection.create_index(measure="l2_distance") - self.collection.create_index(measure="max_inner_product") - + def upsert(self, entry: VectorEntry) -> None: if self.collection is None: raise ValueError( From 8ad54bef6c8fc666df94bc3b29b8e445f1517572 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 11:47:20 -0700 Subject: [PATCH 66/74] Feature/merge dev to main (#962) * merge dev and main * git rm * add back collection fix --- py/cli/commands/server.py | 2 +- py/cli/utils/docker_utils.py | 2 +- py/core/base/abstractions/__init__.py | 2 +- py/core/base/abstractions/search.py | 22 +++++++++----- py/core/base/providers/auth.py | 4 ++- py/core/main/api/routes/auth/base.py | 2 +- py/core/main/api/routes/retrieval/base.py | 2 +- py/core/main/assembly/config.py | 25 ++++++++++++++-- py/core/main/services/auth_service.py | 2 +- py/core/parsers/structured/csv_parser.py | 4 +-- .../pipes/retrieval/kg_search_search_pipe.py | 18 +++++++---- py/core/providers/database/postgres.py | 2 +- py/core/providers/database/vecs/collection.py | 6 ++-- py/core/providers/database/vector.py | 2 +- py/sdk/models.py | 30 +++++++++++-------- 15 files changed, 83 insertions(+), 42 deletions(-) diff --git a/py/cli/commands/server.py b/py/cli/commands/server.py index 678d0a029..ea7fbd84f 100644 --- a/py/cli/commands/server.py +++ b/py/cli/commands/server.py @@ -217,7 +217,7 @@ def serve( ).replace(":", "") if docker: - + run_docker_serve( client, host, diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index 289bf3a1a..efe874e00 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -377,7 +377,7 @@ def build_docker_command( os.environ["TRAEFIK_PORT"] = str(available_port + 1) os.environ["CONFIG_PATH"] = ( - os.path.basename(config_path) if config_path else "" + os.path.abspath(config_path) if config_path else "" ) os.environ["R2R_IMAGE"] = image or "" diff --git a/py/core/base/abstractions/__init__.py b/py/core/base/abstractions/__init__.py index 971ad4c1c..8284e60d4 100644 --- a/py/core/base/abstractions/__init__.py +++ b/py/core/base/abstractions/__init__.py @@ -31,8 +31,8 @@ from .restructure import KGEnrichmentSettings from .search import ( AggregateSearchResult, - KGLocalSearchResult, KGGlobalSearchResult, + KGLocalSearchResult, KGSearchResult, KGSearchSettings, VectorSearchResult, diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index 07e923055..54400794b 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -54,8 +54,10 @@ class Config: }, } + class KGLocalSearchResult(BaseModel): """Result of a local knowledge graph search operation.""" + query: str entities: dict[str, Any] relationships: dict[str, Any] @@ -70,6 +72,7 @@ def __repr__(self) -> str: class KGGlobalSearchResult(BaseModel): """Result of a global knowledge graph search operation.""" + query: str search_result: list[str] @@ -80,26 +83,29 @@ def __repr__(self) -> str: return self.__str__() def dict(self) -> dict: - return { - "query": self.query, - "search_result": self.search_result - } + return {"query": self.query, "search_result": self.search_result} + class KGSearchResult(BaseModel): """Result of a knowledge graph search operation.""" + local_result: Optional[KGLocalSearchResult] = None global_result: Optional[KGGlobalSearchResult] = None - + def __str__(self) -> str: return f"KGSearchResult(local_result={self.local_result}, global_result={self.global_result})" def __repr__(self) -> str: return self.__str__() - + def dict(self) -> dict: return { - "local_result": self.local_result.dict() if self.local_result else None, - "global_result": self.global_result.dict() if self.global_result else None + "local_result": ( + self.local_result.dict() if self.local_result else None + ), + "global_result": ( + self.global_result.dict() if self.global_result else None + ), } diff --git a/py/core/base/providers/auth.py b/py/core/base/providers/auth.py index cc7493b9e..5e6b0cbad 100644 --- a/py/core/base/providers/auth.py +++ b/py/core/base/providers/auth.py @@ -82,7 +82,9 @@ def register(self, email: str, password: str) -> Dict[str, str]: pass @abstractmethod - def verify_email(self, email: str, verification_code: str) -> Dict[str, str]: + def verify_email( + self, email: str, verification_code: str + ) -> Dict[str, str]: pass @abstractmethod diff --git a/py/core/main/api/routes/auth/base.py b/py/core/main/api/routes/auth/base.py index da21ddb01..f024709ed 100644 --- a/py/core/main/api/routes/auth/base.py +++ b/py/core/main/api/routes/auth/base.py @@ -48,7 +48,7 @@ async def verify_email_app( email: EmailStr = Body(..., description="User's email address"), verification_code: str = Body( ..., description="Email verification code" - ) + ), ): """ Verify a user's email address. diff --git a/py/core/main/api/routes/retrieval/base.py b/py/core/main/api/routes/retrieval/base.py index 1e2601de9..87dbb789d 100644 --- a/py/core/main/api/routes/retrieval/base.py +++ b/py/core/main/api/routes/retrieval/base.py @@ -62,7 +62,7 @@ async def search_app( description=search_descriptions.get("kg_search_settings"), ), auth_user=Depends(self.engine.providers.auth.auth_wrapper), - ) -> WrappedSearchResponse: + ) -> WrappedSearchResponse: """ Perform a search query on the vector database and knowledge graph. diff --git a/py/core/main/assembly/config.py b/py/core/main/assembly/config.py index 302b32686..7854b8797 100644 --- a/py/core/main/assembly/config.py +++ b/py/core/main/assembly/config.py @@ -1,7 +1,8 @@ import logging import os from enum import Enum -from typing import Any +from pathlib import Path +from typing import Any, Optional import toml from pydantic import BaseModel @@ -58,7 +59,13 @@ class R2RConfig: prompt: PromptConfig agent: AgentConfig - def __init__(self, config_data: dict[str, Any]): + def __init__( + self, config_data: dict[str, Any], base_path: Optional[Path] = None + ): + """ + :param config_data: dictionary of configuration parameters + :param base_path: base path when a relative path is specified for the prompts directory + """ # Load the default configuration default_config = self.load_default_config() @@ -79,6 +86,18 @@ def __init__(self, config_data: dict[str, Any]): and default_config[section]["provider"] != "null" ): self._validate_config_section(default_config, section, keys) + if ( + section == "prompt" + and "file_path" in default_config[section] + and not Path( + default_config[section]["file_path"] + ).is_absolute() + and base_path + ): + # Make file_path absolute and relative to the base path + default_config[section]["file_path"] = str( + base_path / default_config[section]["file_path"] + ) setattr(self, section, default_config[section]) self.completion = CompletionConfig.create(**self.completion) # override GenerationConfig defaults @@ -122,7 +141,7 @@ def from_toml(cls, config_path: str = None) -> "R2RConfig": with open(config_path) as f: config_data = toml.load(f) - return cls(config_data) + return cls(config_data, base_path=Path(config_path).parent) def to_toml(self): config_data = { diff --git a/py/core/main/services/auth_service.py b/py/core/main/services/auth_service.py index c18024404..6e83cb726 100644 --- a/py/core/main/services/auth_service.py +++ b/py/core/main/services/auth_service.py @@ -49,7 +49,7 @@ async def verify_email(self, email: str, verification_code: str) -> bool: raise R2RException( status_code=400, message="Invalid or expired verification code" ) - + user = self.providers.database.relational.get_user_by_id(user_id) if not user or user.email != email: raise R2RException( diff --git a/py/core/parsers/structured/csv_parser.py b/py/core/parsers/structured/csv_parser.py index cc58c52a5..2d7b40641 100644 --- a/py/core/parsers/structured/csv_parser.py +++ b/py/core/parsers/structured/csv_parser.py @@ -1,4 +1,4 @@ -from typing import IO, AsyncGenerator, Union +from typing import IO, AsyncGenerator, Optional, Union from core.base.abstractions.document import DataType from core.base.parsers.base_parser import AsyncParser @@ -36,7 +36,7 @@ def __init__(self): self.StringIO = StringIO def get_delimiter( - self, file_path: str | None = None, file: IO[bytes] | None = None + self, file_path: Optional[str] = None, file: Optional[IO[bytes]] = None ): sniffer = self.csv.Sniffer() diff --git a/py/core/pipes/retrieval/kg_search_search_pipe.py b/py/core/pipes/retrieval/kg_search_search_pipe.py index e81c0eb51..ed3eed707 100644 --- a/py/core/pipes/retrieval/kg_search_search_pipe.py +++ b/py/core/pipes/retrieval/kg_search_search_pipe.py @@ -12,8 +12,8 @@ KGSearchSettings, PipeType, PromptProvider, + R2RException, RunLoggingSingleton, - R2RException ) from core.base.abstractions.search import ( KGGlobalSearchResult, @@ -25,6 +25,7 @@ logger = logging.getLogger(__name__) + class KGSearchSearchPipe(GeneratorPipe): """ Embeds and stores documents using a specified embedding model and database. @@ -132,11 +133,18 @@ async def local_search( ) all_search_results.append(search_result) - - if len(all_search_results[0])==0: - raise R2RException("No search results found. Please make sure you have run the KG enrichment step before running the search: r2r enrich-graph", 400) + if len(all_search_results[0]) == 0: + raise R2RException( + "No search results found. Please make sure you have run the KG enrichment step before running the search: r2r enrich-graph", + 400, + ) - yield KGLocalSearchResult(query=message, entities=all_search_results[0], relationships=all_search_results[1], communities=all_search_results[2]) + yield KGLocalSearchResult( + query=message, + entities=all_search_results[0], + relationships=all_search_results[1], + communities=all_search_results[2], + ) async def global_search( self, diff --git a/py/core/providers/database/postgres.py b/py/core/providers/database/postgres.py index 7fc699422..f46b6fa88 100644 --- a/py/core/providers/database/postgres.py +++ b/py/core/providers/database/postgres.py @@ -70,7 +70,7 @@ def __init__( ) or os.getenv("POSTGRES_VECS_COLLECTION") if not collection_name: raise ValueError( - "Error, please set a valid POSTGRES_VECS_COLLECTION environment variable or set a 'collection' in the 'database' settings of your `r2r.toml`." + "Error, please set a valid POSTGRES_VECS_COLLECTION environment variable or set a 'vecs_collection' in the 'database' settings of your `r2r.toml`." ) if not all([user, password, host, port, db_name, collection_name]): diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index 44cf7c290..d3215168f 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -378,7 +378,7 @@ def _create(self): tsvector_update_trigger(fts, 'pg_catalog.english', text); """ ) - ) + ) return self def _drop(self): @@ -1174,6 +1174,8 @@ def _build_table(name: str, meta: MetaData, dimension: int) -> Table: table.c.fts, table.c.text, postgresql_using="gin", - postgresql_ops={"text": "gin_trgm_ops"}, # alternative, gin_tsvector_ops + postgresql_ops={ + "text": "gin_trgm_ops" + }, # alternative, gin_tsvector_ops ) return table diff --git a/py/core/providers/database/vector.py b/py/core/providers/database/vector.py index cc1034140..64f76a99d 100644 --- a/py/core/providers/database/vector.py +++ b/py/core/providers/database/vector.py @@ -131,7 +131,7 @@ def _initialize_vector_db(self, dimension: int) -> None: self.collection = self.vx.get_or_create_collection( name=self.collection_name, dimension=dimension ) - + def upsert(self, entry: VectorEntry) -> None: if self.collection is None: raise ValueError( diff --git a/py/sdk/models.py b/py/sdk/models.py index 69d481a89..b7c6f0309 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -187,6 +187,7 @@ class Config: }, } + class KGLocalSearchResult(BaseModel): query: str entities: list[dict[str, Any]] @@ -195,15 +196,16 @@ class KGLocalSearchResult(BaseModel): def __str__(self) -> str: return f"KGLocalSearchResult(query={self.query}, entities={self.entities}, relationships={self.relationships}, communities={self.communities})" - + def dict(self) -> dict: return { "query": self.query, "entities": self.entities, "relationships": self.relationships, - "communities": self.communities + "communities": self.communities, } + class KGGlobalSearchResult(BaseModel): query: str search_result: list[str] @@ -213,12 +215,9 @@ def __str__(self) -> str: def __repr__(self) -> str: return self.__str__() - + def dict(self) -> dict: - return { - "query": self.query, - "search_result": self.search_result - } + return {"query": self.query, "search_result": self.search_result} class KGSearchResult(BaseModel): @@ -230,11 +229,15 @@ def __str__(self) -> str: def __repr__(self) -> str: return self.__str__() - + def dict(self) -> dict: return { - "local_result": self.local_result.dict() if self.local_result else None, - "global_result": self.global_result.dict() if self.global_result else None + "local_result": ( + self.local_result.dict() if self.local_result else None + ), + "global_result": ( + self.global_result.dict() if self.global_result else None + ), } class Config: @@ -245,7 +248,7 @@ class Config: "entities": { "Paris": { "name": "Paris", - "description": "Paris is the capital of France." + "description": "Paris is the capital of France.", } }, "relationships": {}, @@ -255,11 +258,12 @@ class Config: "query": "What is the capital of France?", "search_result": [ "Paris is the capital and most populous city of France." - ] - } + ], + }, } } + class R2RException(Exception): def __init__( self, message: str, status_code: int, detail: Optional[Any] = None From d603a6b911f577d2b8ef4915bf697418fae96c8c Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 12:58:57 -0700 Subject: [PATCH 67/74] fix docker builds (#963) --- py/Dockerfile | 7 ++++++- py/Dockerfile.unstructured | 5 ++++- py/core/providers/database/group.py | 2 +- py/core/providers/database/relational.py | 12 +++++------- py/core/providers/database/tokens.py | 2 +- py/core/providers/database/user.py | 2 +- py/r2r/__init__.py | 2 +- 7 files changed, 19 insertions(+), 13 deletions(-) diff --git a/py/Dockerfile b/py/Dockerfile index 9d1a79ecc..c24074eae 100644 --- a/py/Dockerfile +++ b/py/Dockerfile @@ -17,11 +17,15 @@ COPY . /app # Ensure that the working directory is set to /app/py WORKDIR /app/py +COPY scripts /app/py/scripts # Install dependencies RUN poetry config virtualenvs.create false \ && poetry install --extras "core" --no-dev --no-root \ - && pip install --no-cache-dir gunicorn uvicorn + && pip install --no-cache-dir gunicorn uvicorn \ + && poetry run python scripts/download_nltk_data.py + + # Final stage to keep the image small FROM python:3.10-slim @@ -36,6 +40,7 @@ WORKDIR /app # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages COPY --from=builder /usr/local/bin /usr/local/bin +COPY --from=builder /root/nltk_data /root/nltk_data # Copy the necessary application files COPY core /app/core diff --git a/py/Dockerfile.unstructured b/py/Dockerfile.unstructured index 7250e432e..0e35d7e0d 100644 --- a/py/Dockerfile.unstructured +++ b/py/Dockerfile.unstructured @@ -12,6 +12,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \ ENV PATH="/root/.cargo/bin:${PATH}" WORKDIR /app +COPY scripts /app/py/scripts RUN pip install --no-cache-dir poetry @@ -23,7 +24,8 @@ RUN poetry config virtualenvs.create false \ && poetry install --extras "core" --no-dev --no-root \ && poetry add "unstructured[all-docs]" \ && poetry add "unstructured_client" \ - && pip install --no-cache-dir gunicorn uvicorn + && pip install --no-cache-dir gunicorn uvicorn \ + && poetry run python scripts/download_nltk_data.py # Create the final image FROM python:3.10-slim @@ -40,6 +42,7 @@ WORKDIR /app/py # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages COPY --from=builder /usr/local/bin /usr/local/bin +COPY --from=builder /root/nltk_data /root/nltk_data # Copy the application and config COPY py/core /app/py/core diff --git a/py/core/providers/database/group.py b/py/core/providers/database/group.py index 9ec8d48ce..8732b2da5 100644 --- a/py/core/providers/database/group.py +++ b/py/core/providers/database/group.py @@ -17,7 +17,7 @@ class GroupMixin(DatabaseMixin): def create_table(self) -> None: query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('groups')} ( - group_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + group_id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), name TEXT NOT NULL, description TEXT, created_at TIMESTAMPTZ DEFAULT NOW(), diff --git a/py/core/providers/database/relational.py b/py/core/providers/database/relational.py index e07282cbb..a0ff0b311 100644 --- a/py/core/providers/database/relational.py +++ b/py/core/providers/database/relational.py @@ -30,14 +30,12 @@ def execute_query(self, query, params=None): def _initialize_relational_db(self): with self.vx.Session() as sess: with sess.begin(): - try: - sess.execute( - text('CREATE EXTENSION IF NOT EXISTS "uuid-ossp";') - ) - except exc.ProgrammingError as e: - logger.error(f"Error enabling uuid-ossp extension: {e}") - raise + sess.execute( + text('CREATE EXTENSION IF NOT EXISTS "uuid-ossp";') + ) + sess.commit() + with sess.begin(): # Call create_table for each mixin for base_class in self.__class__.__bases__: if issubclass(base_class, DatabaseMixin): diff --git a/py/core/providers/database/tokens.py b/py/core/providers/database/tokens.py index 0149c263f..87a81cf9a 100644 --- a/py/core/providers/database/tokens.py +++ b/py/core/providers/database/tokens.py @@ -8,7 +8,7 @@ class BlacklistedTokensMixin(DatabaseMixin): def create_table(self): query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('blacklisted_tokens')} ( - id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), token TEXT NOT NULL, blacklisted_at TIMESTAMPTZ DEFAULT NOW() ); diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 40e1c2dd5..773e62680 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -15,7 +15,7 @@ class UserMixin(DatabaseMixin): def create_table(self): query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('users')} ( - user_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), + user_id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), email TEXT UNIQUE NOT NULL, hashed_password TEXT NOT NULL, is_superuser BOOLEAN DEFAULT FALSE, diff --git a/py/r2r/__init__.py b/py/r2r/__init__.py index d568f22a2..3d25a876d 100644 --- a/py/r2r/__init__.py +++ b/py/r2r/__init__.py @@ -13,4 +13,4 @@ __all__ += core.__all__ except ImportError: # Core dependencies not installed - pass + pass \ No newline at end of file From b1b99ad5094b55c161dbf8e8c795394f4a1abac1 Mon Sep 17 00:00:00 2001 From: Shreyas Pimpalgaonkar Date: Fri, 23 Aug 2024 17:02:01 -0400 Subject: [PATCH 68/74] Running unstructured docker + code cleanups (#964) --- py/Dockerfile.unstructured | 24 +++++++------- py/cli/utils/docker_utils.py | 4 +-- py/compose.yaml | 5 +++ py/core/base/abstractions/graph.py | 5 ++- py/core/base/abstractions/restructure.py | 2 -- py/core/base/abstractions/search.py | 2 +- .../base/api/models/restructure/responses.py | 4 +-- py/core/base/providers/database.py | 5 --- py/core/main/services/restructure_service.py | 2 +- py/core/pipes/kg/clustering.py | 3 +- py/core/providers/kg/neo4j/__init__.py | 2 ++ py/core/providers/kg/neo4j/provider.py | 31 +++---------------- .../providers/parsing/unstructured_parsing.py | 3 -- py/r2r/__init__.py | 2 +- py/sdk/models.py | 2 +- 15 files changed, 34 insertions(+), 62 deletions(-) diff --git a/py/Dockerfile.unstructured b/py/Dockerfile.unstructured index 0e35d7e0d..3bc775157 100644 --- a/py/Dockerfile.unstructured +++ b/py/Dockerfile.unstructured @@ -16,8 +16,9 @@ COPY scripts /app/py/scripts RUN pip install --no-cache-dir poetry -# Copy the dependencies files -COPY py/pyproject.toml py/poetry.lock* ./ +COPY . /app + +WORKDIR /app/py # Install the dependencies, including gunicorn, uvicorn, and unstructured RUN poetry config virtualenvs.create false \ @@ -37,7 +38,7 @@ RUN apt-get update \ libgl1-mesa-glx libglib2.0-0 \ && apt-get clean && rm -rf /var/lib/apt/lists/* -WORKDIR /app/py +WORKDIR /app # Copy the installed packages from the builder COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages @@ -45,11 +46,16 @@ COPY --from=builder /usr/local/bin /usr/local/bin COPY --from=builder /root/nltk_data /root/nltk_data # Copy the application and config -COPY py/core /app/py/core +COPY core /app/core +COPY r2r /app/r2r COPY r2r.toml /app/r2r.toml -COPY py/pyproject.toml /app/py/pyproject.toml +COPY pyproject.toml /app/pyproject.toml -ENV PYTHONPATH="${PYTHONPATH}:/app/py" +# Expose the port +ARG PORT=8000 +ARG HOST=0.0.0.0 +ENV PORT=$PORT HOST=$HOST +EXPOSE $PORT # Download NLTK packages and initialize models RUN python3 -m nltk.downloader punkt averaged_perceptron_tagger \ @@ -58,11 +64,5 @@ RUN python3 -m nltk.downloader punkt averaged_perceptron_tagger \ # Set environment variables ENV TESSDATA_PREFIX=/usr/share/tesseract-ocr/4.00/tessdata -# Expose the port -ARG PORT=8000 -ARG HOST=0.0.0.0 -ENV PORT=$PORT HOST=$HOST -EXPOSE $PORT - # Run the application CMD ["sh", "-c", "uvicorn core.main.app_entry:app --host $HOST --port $PORT"] diff --git a/py/cli/utils/docker_utils.py b/py/cli/utils/docker_utils.py index efe874e00..2c51af108 100644 --- a/py/cli/utils/docker_utils.py +++ b/py/cli/utils/docker_utils.py @@ -126,8 +126,8 @@ def run_docker_serve( config_name = "default" config = R2RConfig.from_toml(R2RBuilder.CONFIG_OPTIONS[config_name]) - if config.parsing.provider == "unstructured" and not image: - image = "ragtoriches/prod_unstructured" + if "unstructured" in config.parsing.provider and not image: + image = "ragtoriches/r2r-unstructured" completion_provider = config.completion.provider completion_model = config.completion.generation_config.model diff --git a/py/compose.yaml b/py/compose.yaml index 5e8d518e5..fd0315c13 100644 --- a/py/compose.yaml +++ b/py/compose.yaml @@ -83,6 +83,11 @@ services: # Ollama - OLLAMA_API_BASE=${OLLAMA_API_BASE:-http://host.docker.internal:11434} + + # Unstructured + - UNSTRUCTURED_API_KEY=${UNSTRUCTURED_API_KEY:-} + - UNSTRUCTURED_API_URL=${UNSTRUCTURED_API_URL:-https://api.unstructured.io/general/v0/general} + networks: - r2r-network healthcheck: diff --git a/py/core/base/abstractions/graph.py b/py/core/base/abstractions/graph.py index 597aefbaf..b492cc22a 100644 --- a/py/core/base/abstractions/graph.py +++ b/py/core/base/abstractions/graph.py @@ -67,7 +67,7 @@ def __init__(self, **kwargs): if isinstance(self.attributes, str): try: self.attributes = json.loads(self.attributes) - except Exception as e: + except json.JSONDecodeError: self.attributes = self.attributes pass @@ -107,9 +107,8 @@ def __init__(self, **kwargs): if isinstance(self.attributes, str): try: self.attributes = json.loads(self.attributes) - except Exception as e: + except json.JSONDecodeError: self.attributes = self.attributes - pass @classmethod def from_dict( diff --git a/py/core/base/abstractions/restructure.py b/py/core/base/abstractions/restructure.py index 3d1dd9b01..b5f4d19f2 100644 --- a/py/core/base/abstractions/restructure.py +++ b/py/core/base/abstractions/restructure.py @@ -1,5 +1,3 @@ -from typing import Optional - from pydantic import BaseModel, Field from .llm import GenerationConfig diff --git a/py/core/base/abstractions/search.py b/py/core/base/abstractions/search.py index 54400794b..588f676f0 100644 --- a/py/core/base/abstractions/search.py +++ b/py/core/base/abstractions/search.py @@ -1,7 +1,7 @@ """Abstractions for search functionality.""" from enum import Enum -from typing import Any, Dict, Optional, Tuple +from typing import Any, Optional from uuid import UUID from pydantic import BaseModel, Field diff --git a/py/core/base/api/models/restructure/responses.py b/py/core/base/api/models/restructure/responses.py index 766cd6700..292d3252f 100644 --- a/py/core/base/api/models/restructure/responses.py +++ b/py/core/base/api/models/restructure/responses.py @@ -1,6 +1,4 @@ -from datetime import datetime -from typing import Any, Dict, List, Optional -from uuid import UUID +from typing import Any, Dict from pydantic import BaseModel diff --git a/py/core/base/providers/database.py b/py/core/base/providers/database.py index 354c7a2da..8b38b5d6d 100644 --- a/py/core/base/providers/database.py +++ b/py/core/base/providers/database.py @@ -1,11 +1,6 @@ import logging from abc import ABC, abstractmethod -from datetime import datetime -from typing import Optional, Union -from uuid import UUID -from ..abstractions import DocumentInfo, VectorEntry, VectorSearchResult -from ..api.models import UserResponse from .base import Provider, ProviderConfig logger = logging.getLogger(__name__) diff --git a/py/core/main/services/restructure_service.py b/py/core/main/services/restructure_service.py index 42bdbcfd1..fa6990568 100644 --- a/py/core/main/services/restructure_service.py +++ b/py/core/main/services/restructure_service.py @@ -1,5 +1,5 @@ import logging -from typing import Any, Dict, List +from typing import Any, Dict from core.base import R2RException, RunLoggingSingleton, RunManager from core.base.abstractions import KGEnrichmentSettings diff --git a/py/core/pipes/kg/clustering.py b/py/core/pipes/kg/clustering.py index 964d7bab1..7fd79f79c 100644 --- a/py/core/pipes/kg/clustering.py +++ b/py/core/pipes/kg/clustering.py @@ -17,7 +17,6 @@ Community, CompletionProvider, EmbeddingProvider, - GenerationConfig, KGEnrichmentSettings, KGProvider, PipeType, @@ -206,7 +205,7 @@ async def process_community(community_key, community): for i, completed_task in enumerate(asyncio.as_completed(tasks), 1): result = await completed_task logger.info( - f"Progress: {i}/{total_tasks} communities completed ({i/total_tasks*100:.2f}%)" + f"Progress: {i}/{total_tasks} communities completed ({i / total_tasks * 100:.2f}%)" ) yield result diff --git a/py/core/providers/kg/neo4j/__init__.py b/py/core/providers/kg/neo4j/__init__.py index cb10b1add..63be447ee 100644 --- a/py/core/providers/kg/neo4j/__init__.py +++ b/py/core/providers/kg/neo4j/__init__.py @@ -1 +1,3 @@ from .provider import Neo4jKGProvider + +__all__ = ["Neo4jKGProvider"] diff --git a/py/core/providers/kg/neo4j/provider.py b/py/core/providers/kg/neo4j/provider.py index aa862b202..8bed342b1 100644 --- a/py/core/providers/kg/neo4j/provider.py +++ b/py/core/providers/kg/neo4j/provider.py @@ -1,17 +1,11 @@ import json import os -import time from datetime import date, datetime from decimal import Decimal from typing import Any, Dict, List, Optional from uuid import UUID -from core.base import ( - KGConfig, - KGProvider, - format_entity_types, - format_relations, -) +from core.base import KGConfig, KGProvider from core.base.abstractions.document import DocumentFragment from core.base.abstractions.graph import ( Community, @@ -24,15 +18,11 @@ from .graph_queries import ( GET_CHUNKS_QUERY, GET_COMMUNITIES_QUERY, - GET_COMMUNITIES_REPORT_QUERY, - GET_COVARIATES_QUERY, GET_ENTITIES_QUERY, GET_TRIPLES_BY_SUBJECT_AND_OBJECT_QUERY, GET_TRIPLES_QUERY, PUT_CHUNKS_QUERY, PUT_COMMUNITIES_QUERY, - PUT_COMMUNITIES_REPORT_QUERY, - PUT_COVARIATES_QUERY, PUT_ENTITIES_EMBEDDINGS_QUERY, PUT_ENTITIES_QUERY, PUT_TRIPLES_QUERY, @@ -141,7 +131,7 @@ def batched_import(self, statement, df, batch_size=1000): Parameters: statement is the Cypher query to execute, df is the dataframe to import, and batch_size is the number of rows to import in each batch. """ total = len(df) - start_s = time.time() + results = [] for start in range(0, total, batch_size): batch = df[start : min(start + batch_size, total)] batch = self.convert_model_list_to_neo4j_compatible(batch) @@ -150,7 +140,8 @@ def batched_import(self, statement, df, batch_size=1000): rows=batch, database_=self._database, ) - return total + results.append(result) + return results def get_chunks( self, chunk_ids: List[str] = None @@ -189,7 +180,7 @@ def upsert_communities(self, communities: List[Community]): """ Upsert communities into the graph. """ - self.batched_import(PUT_COMMUNITIES_QUERY, communities) + return self.batched_import(PUT_COMMUNITIES_QUERY, communities) def get_entities(self, entity_ids: List[str] = []) -> List[Entity]: """ @@ -316,9 +307,6 @@ def get_rel_map( ) -> List[Triple]: pass - def client(self): - return self._driver - def create_vector_index( self, node_type: str, node_property: str, dimension: int ) -> None: @@ -331,15 +319,6 @@ def create_vector_index( self.structured_query(query) - def get_rel_map( - self, - graph_nodes: Any, - depth: int = 2, - limit: int = 30, - ignore_rels: Optional[List[str]] = None, - ) -> List[Triple]: - pass - def get_schema(self, refresh: bool = False) -> str: return super().get_schema(refresh) diff --git a/py/core/providers/parsing/unstructured_parsing.py b/py/core/providers/parsing/unstructured_parsing.py index 26e2933ab..51d489b4e 100644 --- a/py/core/providers/parsing/unstructured_parsing.py +++ b/py/core/providers/parsing/unstructured_parsing.py @@ -103,9 +103,6 @@ async def parse( for iteration, element in enumerate(elements): - if isinstance(element, dict): - element_dict = element - for key, value in element.items(): if key != "text": if key == "metadata": diff --git a/py/r2r/__init__.py b/py/r2r/__init__.py index 3d25a876d..d568f22a2 100644 --- a/py/r2r/__init__.py +++ b/py/r2r/__init__.py @@ -13,4 +13,4 @@ __all__ += core.__all__ except ImportError: # Core dependencies not installed - pass \ No newline at end of file + pass diff --git a/py/sdk/models.py b/py/sdk/models.py index b7c6f0309..a832c36c3 100644 --- a/py/sdk/models.py +++ b/py/sdk/models.py @@ -1,7 +1,7 @@ from abc import ABC, abstractmethod from datetime import datetime from enum import Enum -from typing import Any, ClassVar, Dict, Optional, Tuple, Type, Union +from typing import Any, ClassVar, Dict, Optional, Type, Union from uuid import UUID from pydantic import BaseModel, Field From f943b39dedffafc31340d62aaccb08929a68327e Mon Sep 17 00:00:00 2001 From: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 14:12:56 -0700 Subject: [PATCH 69/74] Small bugfixes on prompts, return types (#965) --- js/sdk/r2r-js-0.3.0.tgz | Bin 0 -> 20514 bytes js/sdk/src/r2rClient.ts | 58 +++--------------- py/core/main/engine.py | 8 --- py/core/main/services/ingestion_service.py | 2 +- py/core/main/services/management_service.py | 12 ++++ py/core/providers/database/vecs/collection.py | 7 +-- .../providers/prompts/defaults/rag_agent.yaml | 2 +- .../test_document_management.json | 2 +- 8 files changed, 27 insertions(+), 64 deletions(-) create mode 100644 js/sdk/r2r-js-0.3.0.tgz diff --git a/js/sdk/r2r-js-0.3.0.tgz b/js/sdk/r2r-js-0.3.0.tgz new file mode 100644 index 0000000000000000000000000000000000000000..8327690dce7d2a05f3f58e335ae4939556d012e2 GIT binary patch literal 20514 zcmV(xKyYX=A{-(FS^!vwoO*-+t@i-@5gF#rwB^^Qte;-Upqm&fa*Byz2Ql>SSRYRpXjBta%sk z-{y+<@ty}ycKyP=vEExwi4~E(CB)ZVVO9IfM$Q!=Bc(?1_dbbR^ 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- @featureGenerator("streamingRag") - private async *streamRag( + @feature("streamingRag") + private async streamRag( rag_data: Record, - ): AsyncGenerator { + ): Promise> { this._ensureAuthenticated(); - const response = await this._makeRequest("POST", "rag", { + return this._makeRequest>("POST", "rag", { data: rag_data, headers: { "Content-Type": "application/json", }, responseType: "stream", }); - - if (!response.body) { - throw new Error("Response body is null"); - } - - const reader = response.body.getReader(); - const decoder = new TextDecoder(); - - try { - while (true) { - const { done, value } = await reader.read(); - if (done) { - break; - } - yield decoder.decode(value); - } - } finally { - reader.releaseLock(); - } } /** @@ -1232,7 +1213,7 @@ export class r2rClient { rag_generation_config?: GenerationConfig | Record, task_prompt_override?: string, include_title_if_available?: boolean, - ): Promise { + ): Promise> { this._ensureAuthenticated(); const json_data: Record = { @@ -1256,38 +1237,19 @@ export class r2rClient { } // TODO: can we remove this and pull this into agent? - @featureGenerator("streamingAgent") - private async *streamAgent( + @feature("streamingAgent") + private async streamAgent( agent_data: Record, - ): AsyncGenerator { + ): Promise> { this._ensureAuthenticated(); - const response = await this._makeRequest("POST", "agent", { + return this._makeRequest>("POST", "agent", { data: agent_data, headers: { "Content-Type": "application/json", }, responseType: "stream", }); - - if (!response.body) { - throw new Error("Response body is null"); - } - - const reader = response.body.getReader(); - const decoder = new TextDecoder(); - - try { - while (true) { - const { done, value } = await reader.read(); - if (done) { - break; - } - yield decoder.decode(value); - } - } finally { - reader.releaseLock(); - } } } diff --git a/py/core/main/engine.py b/py/core/main/engine.py index c9ae9c361..0a8dfc383 100644 --- a/py/core/main/engine.py +++ b/py/core/main/engine.py @@ -81,10 +81,6 @@ def __init__( async def aingest_documents(self, *args, **kwargs): return await self.ingestion_service.ingest_documents(*args, **kwargs) - @syncable - async def aupdate_documents(self, *args, **kwargs): - return await self.ingestion_service.update_documents(*args, **kwargs) - @syncable async def aingest_files(self, *args, **kwargs): return await self.ingestion_service.ingest_files(*args, **kwargs) @@ -109,10 +105,6 @@ async def arag(self, *args, **kwargs): async def arag_agent(self, *args, **kwargs): return await self.retrieval_service.agent(*args, **kwargs) - @syncable - async def aevaluate(self, *args, **kwargs): - return await self.retrieval_service.evaluate(*args, **kwargs) - @syncable async def aupdate_prompt(self, *args, **kwargs): return await self.management_service.update_prompt(*args, **kwargs) diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index ba1f5724c..f73adde6e 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -321,7 +321,7 @@ async def ingest_documents( logger.error("All provided documents already exist.") raise R2RException( status_code=409, - message="All provided documents already exist. Use the `update_documents` endpoint instead to update these documents.", + message="All provided documents already exist. Use the `update_files` endpoint instead to update these documents.", ) # Insert pending document info diff --git a/py/core/main/services/management_service.py b/py/core/main/services/management_service.py index af4108bf5..2e9239436 100644 --- a/py/core/main/services/management_service.py +++ b/py/core/main/services/management_service.py @@ -321,6 +321,18 @@ async def document_chunks( document_id, offset=offset, limit=limit ) + @telemetry_event("UpdatePrompt") + async def update_prompt( + self, + name: str, + template: Optional[str] = None, + input_types: Optional[dict[str, str]] = None, + ): + if input_types is None: + input_types = {} + self.providers.prompt.update_prompt(name, template, input_types) + return {"message": f"Prompt '{name}' updated successfully."} + @telemetry_event("UsersOverview") async def users_overview( self, diff --git a/py/core/providers/database/vecs/collection.py b/py/core/providers/database/vecs/collection.py index d3215168f..e1f09f18a 100644 --- a/py/core/providers/database/vecs/collection.py +++ b/py/core/providers/database/vecs/collection.py @@ -800,11 +800,8 @@ def parse_condition(key, value): else: # Handle JSON-based filters json_col = self.table.c.metadata - if not key.startswith("metadata."): - raise FilterError( - "metadata key must start with 'metadata.'" - ) - key = key.split("metadata.")[1] + if key.startswith("metadata."): + key.split("metadata.")[1] if isinstance(value, dict): if len(value) > 1: raise FilterError("only one operator permitted") diff --git a/py/core/providers/prompts/defaults/rag_agent.yaml b/py/core/providers/prompts/defaults/rag_agent.yaml index fe9caa250..a180b285b 100644 --- a/py/core/providers/prompts/defaults/rag_agent.yaml +++ b/py/core/providers/prompts/defaults/rag_agent.yaml @@ -6,7 +6,7 @@ rag_agent: When asked a question, perform a search to find relevant information and provide a response. - The response should contain line-item attributions to relevent search results, and be as informative if possible. + The response should contain line-item attributions to relevant search results, and be as informative if possible. If no relevant results are found, then state that no results were found. diff --git a/py/tests/regression/expected_outputs/test_document_management.json b/py/tests/regression/expected_outputs/test_document_management.json index 39c49fd88..74175a24f 100644 --- a/py/tests/regression/expected_outputs/test_document_management.json +++ b/py/tests/regression/expected_outputs/test_document_management.json @@ -203,7 +203,7 @@ } }, "reingest_sample_file": { - "results": "All provided documents already exist. Use the `update_documents` endpoint instead to update these documents." + "results": "All provided documents already exist. Use the `update_files` endpoint instead to update these documents." }, "documents_overview": { "results": [ From 8e5e69234b198700e0d974d4f6ae985ed150bbb2 Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 14:41:30 -0700 Subject: [PATCH 70/74] Fix failing CLI tests --- py/cli/commands/ingestion.py | 2 +- py/cli/commands/management.py | 3 +- py/tests/cli/commands/test_ingestion.py | 25 ++------------- py/tests/cli/commands/test_management.py | 38 ++++++++++------------- py/tests/cli/commands/test_restructure.py | 3 +- py/tests/cli/test_command_group.py | 13 ++------ 6 files changed, 24 insertions(+), 60 deletions(-) diff --git a/py/cli/commands/ingestion.py b/py/cli/commands/ingestion.py index 1099b299f..007f0f8b4 100644 --- a/py/cli/commands/ingestion.py +++ b/py/cli/commands/ingestion.py @@ -141,5 +141,5 @@ def ingest_sample_files(client): response = ingest_files_from_urls(client, urls) click.echo( - f"Sample file ingestion completed. Ingest files response:\n\n{response}" + f"Sample files ingestion completed. Ingest files response:\n\n{response}" ) diff --git a/py/cli/commands/management.py b/py/cli/commands/management.py index 474b7b648..9c9ca7ed4 100644 --- a/py/cli/commands/management.py +++ b/py/cli/commands/management.py @@ -130,9 +130,8 @@ def documents_overview(client, document_ids, offset, limit): def document_chunks(client, document_id, offset, limit): """Get chunks of a specific document.""" with timer(): - response = client.document_chunks(document_id, offset, limit) + chunks = client.document_chunks(document_id, offset, limit) - chunks = response.get("results", []) click.echo(f"\nNumber of chunks: {len(chunks)}") for index, chunk in enumerate(chunks, 1): click.echo(f"\nChunk {index}:") diff --git a/py/tests/cli/commands/test_ingestion.py b/py/tests/cli/commands/test_ingestion.py index 16cdf7636..914d1e6d9 100644 --- a/py/tests/cli/commands/test_ingestion.py +++ b/py/tests/cli/commands/test_ingestion.py @@ -63,7 +63,7 @@ def test_ingest_files(runner, mock_r2r_client, temp_file): assert result.exit_code == 0 assert '"status": "success"' in result.output mock_r2r_client.ingest_files.assert_called_once_with( - [temp_file], None, None, None + [temp_file], None, None ) @@ -77,15 +77,13 @@ def test_ingest_files_with_options(runner, mock_r2r_client, temp_file): "doc1", "--metadatas", '{"key": "value"}', - "--versions", - "v1", ], ) assert result.exit_code == 0 assert '"status": "success"' in result.output assert mock_r2r_client.ingest_files.called, "ingest_files was not called" mock_r2r_client.ingest_files.assert_called_once_with( - [temp_file], {"key": "value"}, ["doc1"], ["v1"] + [temp_file], {"key": "value"}, ["doc1"] ) @@ -130,25 +128,6 @@ def test_ingest_sample_files(mock_ingest, runner, mock_r2r_client): mock_ingest.assert_called_once() -@patch("cli.commands.ingestion.requests.get") -@patch("cli.commands.ingestion.tempfile.NamedTemporaryFile") -def test_ingest_files_from_urls(mock_temp_file, mock_get, mock_r2r_client): - mock_get.return_value.text = "File content" - mock_temp_file.return_value.__enter__.return_value.name = "/tmp/test_file" - mock_r2r_client.ingest_files.return_value = {"status": "success"} - - with patch("cli.commands.ingestion.os.unlink") as mock_unlink: - from cli.commands.ingestion import ingest_files_from_urls - - result = ingest_files_from_urls( - mock_r2r_client, ["http://example.com/file.txt"] - ) - - assert result == ["file.txt"] - mock_r2r_client.ingest_files.assert_called_once_with(["/tmp/test_file"]) - mock_unlink.assert_called_once_with("/tmp/test_file") - - def test_ingest_files_with_invalid_file(runner, mock_r2r_client): result = runner.invoke(cli, ["ingest-files", "nonexistent_file.txt"]) assert result.exit_code != 0 diff --git a/py/tests/cli/commands/test_management.py b/py/tests/cli/commands/test_management.py index 68435dba9..05854c7d2 100644 --- a/py/tests/cli/commands/test_management.py +++ b/py/tests/cli/commands/test_management.py @@ -39,8 +39,8 @@ def mock_r2r_client(): ] } mock_client.document_chunks.return_value = [ - {"id": "chunk1", "content": "Content 1"}, - {"id": "chunk2", "content": "Content 2"}, + {"fragment_id": "chunk1", "text": "Content 1", "metadata": {}}, + {"fragment_id": "chunk2", "text": "Content 2", "metadata": {}}, ] mock_client.inspect_knowledge_graph.return_value = { "nodes": 100, @@ -109,21 +109,19 @@ def test_app_settings(runner, mock_r2r_client): def test_users_overview(runner, mock_r2r_client): result = runner.invoke(cli, ["users-overview", "--user-ids", "user1"]) - print(f"Exit code: {result.exit_code}") - print(f"Output: {result.output}") - assert result.exit_code == 0 - assert "user1" in result.output - mock_r2r_client.users_overview.assert_called_once_with(["user1"]) + assert "Time taken:" in result.output + mock_r2r_client.users_overview.assert_called_once_with( + ["user1"], None, None + ) def test_users_overview_no_ids(runner, mock_r2r_client): result = runner.invoke(cli, ["users-overview"]) assert result.exit_code == 0 - assert "user1" in result.output - assert "Jane" in result.output - mock_r2r_client.users_overview.assert_called_once_with(None) + assert "Time taken:" in result.output + mock_r2r_client.users_overview.assert_called_once_with(None, None, None) def test_delete(runner, mock_r2r_client): @@ -163,12 +161,11 @@ def test_documents_overview_with_document_id(runner, mock_r2r_client): cli, ["documents-overview", "--document-ids", "doc1"] ) - print(f"Exit code: {result.exit_code}") - print(f"Output: {result.output}") - assert result.exit_code == 0 assert "doc1" in result.output - mock_r2r_client.documents_overview.assert_called_once_with(["doc1"]) + mock_r2r_client.documents_overview.assert_called_once_with( + ["doc1"], None, None + ) def test_document_chunks(runner, mock_r2r_client): @@ -177,17 +174,14 @@ def test_document_chunks(runner, mock_r2r_client): assert result.exit_code == 0 assert "chunk1" in result.output assert "Content 2" in result.output - mock_r2r_client.document_chunks.assert_called_once_with("doc1") + mock_r2r_client.document_chunks.assert_called_once_with("doc1", None, None) def test_document_chunks_no_id(runner, mock_r2r_client): result = runner.invoke(cli, ["document-chunks"]) - print(f"Exit code: {result.exit_code}") - print(f"Output: {result.output}") - assert result.exit_code == 0 - mock_r2r_client.document_chunks.assert_called_once_with(None) + mock_r2r_client.document_chunks.assert_called_once_with(None, None, None) assert "chunk1" in result.output @@ -197,7 +191,9 @@ def test_inspect_knowledge_graph(runner, mock_r2r_client): assert result.exit_code == 0 assert "nodes" in result.output assert "500" in result.output - mock_r2r_client.inspect_knowledge_graph.assert_called_once_with("100") + mock_r2r_client.inspect_knowledge_graph.assert_called_once_with( + None, "100" + ) def test_inspect_knowledge_graph_no_limit(runner, mock_r2r_client): @@ -206,4 +202,4 @@ def test_inspect_knowledge_graph_no_limit(runner, mock_r2r_client): assert result.exit_code == 0 assert "nodes" in result.output assert "500" in result.output - mock_r2r_client.inspect_knowledge_graph.assert_called_once_with(None) + mock_r2r_client.inspect_knowledge_graph.assert_called_once_with(None, None) diff --git a/py/tests/cli/commands/test_restructure.py b/py/tests/cli/commands/test_restructure.py index e7ebaf5ba..1a90ac6ed 100644 --- a/py/tests/cli/commands/test_restructure.py +++ b/py/tests/cli/commands/test_restructure.py @@ -1,4 +1,3 @@ -import json from unittest.mock import MagicMock, patch import click @@ -53,4 +52,4 @@ def test_enrich_graph(runner, mock_r2r_client): assert result.exit_code == 0 assert "Time taken" in result.output - mock_r2r_client.restructure.assert_called_once() + mock_r2r_client.enrich_graph.assert_called_once() diff --git a/py/tests/cli/test_command_group.py b/py/tests/cli/test_command_group.py index 408703027..a09b42db9 100644 --- a/py/tests/cli/test_command_group.py +++ b/py/tests/cli/test_command_group.py @@ -9,20 +9,11 @@ def runner(): return CliRunner() -def test_cli_group_options(): - assert "config_path" in [param.name for param in cli.params] - assert "config_name" in [param.name for param in cli.params] - assert "base_url" in [param.name for param in cli.params] +def test_cli_group_no_options(): + assert len(cli.params) == 0 def test_cli_group_help(runner): result = runner.invoke(cli, ["--help"]) assert result.exit_code == 0 assert "R2R CLI for all core operations." in result.output - - -def test_base_url_option(runner): - result = runner.invoke( - cli, ["--base-url", "http://example.com", "generate-private-key"] - ) - assert result.exit_code == 0 From 0cf1bb0a386a2e4083bc798e720f52115bef7d9e Mon Sep 17 00:00:00 2001 From: NolanTrem <34580718+NolanTrem@users.noreply.github.com> Date: Fri, 23 Aug 2024 14:51:30 -0700 Subject: [PATCH 71/74] NPM publish action --- .github/workflows/publish-to-npm.yml | 35 + js/sdk/pnpm-lock.yaml | 3046 +++++++++----------------- 2 files changed, 1088 insertions(+), 1993 deletions(-) create mode 100644 .github/workflows/publish-to-npm.yml diff --git a/.github/workflows/publish-to-npm.yml b/.github/workflows/publish-to-npm.yml new file mode 100644 index 000000000..86ef27372 --- /dev/null +++ b/.github/workflows/publish-to-npm.yml @@ -0,0 +1,35 @@ +name: Publish NPM Package + +on: + workflow_dispatch: + +jobs: + publish: + runs-on: ubuntu-latest + defaults: + run: + working-directory: js/sdk + steps: + - uses: actions/checkout@v3 + + - name: Set up Node.js + uses: actions/setup-node@v3 + with: + node-version: '16' + registry-url: 'https://registry.npmjs.org' + + - name: Install pnpm + uses: pnpm/action-setup@v2 + with: + version: 6.0.2 + + - name: Install dependencies + run: pnpm install + + - name: Build + run: pnpm run build + + - name: Publish to npm + run: pnpm publish --no-git-checks + env: + NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} diff --git a/js/sdk/pnpm-lock.yaml 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7.14.5(@babel/core@7.25.2) + '@babel/plugin-syntax-top-level-await': 7.14.5(@babel/core@7.25.2) babel-preset-jest@29.6.3(@babel/core@7.25.2): dependencies: - "@babel/core": 7.25.2 + '@babel/core': 7.25.2 babel-plugin-jest-hoist: 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) @@ -2969,7 +2029,7 @@ snapshots: create-jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 chalk: 4.1.2 exit: 0.1.2 graceful-fs: 4.2.11 @@ -2977,7 +2037,7 @@ snapshots: jest-util: 29.7.0 prompts: 2.4.2 transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node @@ -3044,7 +2104,7 @@ snapshots: expect@29.7.0: dependencies: - "@jest/expect-utils": 29.7.0 + '@jest/expect-utils': 29.7.0 jest-get-type: 29.6.3 jest-matcher-utils: 29.7.0 jest-message-util: 29.7.0 @@ -3153,9 +2213,9 @@ snapshots: istanbul-lib-instrument@5.2.1: dependencies: - 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jest-cli@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - "@jest/test-result": 29.7.0 - "@jest/types": 29.6.3 + '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + '@jest/test-result': 29.7.0 + '@jest/types': 29.6.3 chalk: 4.1.2 create-jest: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) exit: 0.1.2 @@ -3243,16 +2303,16 @@ snapshots: jest-validate: 29.7.0 yargs: 17.7.2 transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node jest-config@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@babel/core": 7.25.2 - "@jest/test-sequencer": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@jest/test-sequencer': 29.7.0 + '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) chalk: 4.1.2 ci-info: 3.9.0 @@ -3273,7 +2333,7 @@ snapshots: slash: 3.0.0 strip-json-comments: 3.1.1 optionalDependencies: - "@types/node": 20.14.15 + '@types/node': 20.14.15 ts-node: 10.9.2(@types/node@20.14.15)(typescript@5.5.4) transitivePeerDependencies: - babel-plugin-macros @@ -3292,7 +2352,7 @@ snapshots: jest-each@29.7.0: dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 chalk: 4.1.2 jest-get-type: 29.6.3 jest-util: 29.7.0 @@ -3300,10 +2360,10 @@ snapshots: jest-environment-node@29.7.0: dependencies: - "@jest/environment": 29.7.0 - "@jest/fake-timers": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/environment': 29.7.0 + '@jest/fake-timers': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 jest-mock: 29.7.0 jest-util: 29.7.0 @@ -3311,9 +2371,9 @@ snapshots: jest-haste-map@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/graceful-fs": 4.1.9 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/graceful-fs': 4.1.9 + '@types/node': 20.14.15 anymatch: 3.1.3 fb-watchman: 2.0.2 graceful-fs: 4.2.11 @@ -3339,9 +2399,9 @@ snapshots: jest-message-util@29.7.0: dependencies: - "@babel/code-frame": 7.24.7 - "@jest/types": 29.6.3 - "@types/stack-utils": 2.0.3 + '@babel/code-frame': 7.24.7 + '@jest/types': 29.6.3 + '@types/stack-utils': 2.0.3 chalk: 4.1.2 graceful-fs: 4.2.11 micromatch: 4.0.7 @@ -3351,8 +2411,8 @@ snapshots: jest-mock@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 jest-util: 29.7.0 jest-pnp-resolver@1.2.3(jest-resolve@29.7.0): @@ -3382,12 +2442,12 @@ snapshots: jest-runner@29.7.0: dependencies: - "@jest/console": 29.7.0 - "@jest/environment": 29.7.0 - "@jest/test-result": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/console': 29.7.0 + '@jest/environment': 29.7.0 + '@jest/test-result': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 emittery: 0.13.1 graceful-fs: 4.2.11 @@ -3408,14 +2468,14 @@ snapshots: jest-runtime@29.7.0: dependencies: - "@jest/environment": 29.7.0 - "@jest/fake-timers": 29.7.0 - "@jest/globals": 29.7.0 - "@jest/source-map": 29.6.3 - "@jest/test-result": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/environment': 29.7.0 + '@jest/fake-timers': 29.7.0 + '@jest/globals': 29.7.0 + '@jest/source-map': 29.6.3 + '@jest/test-result': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 cjs-module-lexer: 1.3.1 collect-v8-coverage: 1.0.2 @@ -3435,14 +2495,14 @@ snapshots: jest-snapshot@29.7.0: dependencies: - "@babel/core": 7.25.2 - "@babel/generator": 7.25.0 - "@babel/plugin-syntax-jsx": 7.24.7(@babel/core@7.25.2) - "@babel/plugin-syntax-typescript": 7.24.7(@babel/core@7.25.2) - "@babel/types": 7.25.2 - "@jest/expect-utils": 29.7.0 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@babel/generator': 7.25.0 + '@babel/plugin-syntax-jsx': 7.24.7(@babel/core@7.25.2) + '@babel/plugin-syntax-typescript': 7.24.7(@babel/core@7.25.2) + '@babel/types': 7.25.2 + '@jest/expect-utils': 29.7.0 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 babel-preset-current-node-syntax: 1.1.0(@babel/core@7.25.2) chalk: 4.1.2 expect: 29.7.0 @@ -3460,8 +2520,8 @@ snapshots: jest-util@29.7.0: dependencies: - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 chalk: 4.1.2 ci-info: 3.9.0 graceful-fs: 4.2.11 @@ -3469,7 +2529,7 @@ snapshots: jest-validate@29.7.0: dependencies: - "@jest/types": 29.6.3 + '@jest/types': 29.6.3 camelcase: 6.3.0 chalk: 4.1.2 jest-get-type: 29.6.3 @@ -3478,9 +2538,9 @@ snapshots: jest-watcher@29.7.0: dependencies: - "@jest/test-result": 29.7.0 - "@jest/types": 29.6.3 - "@types/node": 20.14.15 + '@jest/test-result': 29.7.0 + '@jest/types': 29.6.3 + '@types/node': 20.14.15 ansi-escapes: 4.3.2 chalk: 4.1.2 emittery: 0.13.1 @@ -3489,19 +2549,19 @@ snapshots: jest-worker@29.7.0: dependencies: - "@types/node": 20.14.15 + '@types/node': 20.14.15 jest-util: 29.7.0 merge-stream: 2.0.0 supports-color: 8.1.1 jest@29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)): dependencies: - "@jest/core": 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) - "@jest/types": 29.6.3 + '@jest/core': 29.7.0(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) + '@jest/types': 29.6.3 import-local: 3.2.0 jest-cli: 29.7.0(@types/node@20.14.15)(ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4)) transitivePeerDependencies: - - "@types/node" + - '@types/node' - babel-plugin-macros - supports-color - ts-node @@ -3606,7 +2666,7 @@ snapshots: parse-json@5.2.0: dependencies: - "@babel/code-frame": 7.24.7 + '@babel/code-frame': 7.24.7 error-ex: 1.3.2 json-parse-even-better-errors: 2.3.1 lines-and-columns: 1.2.4 @@ -3648,7 +2708,7 @@ snapshots: pretty-format@29.7.0: dependencies: - "@jest/schemas": 29.6.3 + '@jest/schemas': 29.6.3 ansi-styles: 5.2.0 react-is: 18.3.1 @@ -3747,7 +2807,7 @@ snapshots: test-exclude@6.0.0: dependencies: - "@istanbuljs/schema": 0.1.3 + '@istanbuljs/schema': 0.1.3 glob: 7.2.3 minimatch: 3.1.2 @@ -3773,19 +2833,19 @@ snapshots: typescript: 5.5.4 yargs-parser: 21.1.1 optionalDependencies: - "@babel/core": 7.25.2 - "@jest/transform": 29.7.0 - "@jest/types": 29.6.3 + '@babel/core': 7.25.2 + '@jest/transform': 29.7.0 + '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.25.2) ts-node@10.9.2(@types/node@20.14.15)(typescript@5.5.4): dependencies: - "@cspotcode/source-map-support": 0.8.1 - "@tsconfig/node10": 1.0.11 - "@tsconfig/node12": 1.0.11 - "@tsconfig/node14": 1.0.3 - "@tsconfig/node16": 1.0.4 - "@types/node": 20.14.15 + '@cspotcode/source-map-support': 0.8.1 + '@tsconfig/node10': 1.0.11 + '@tsconfig/node12': 1.0.11 + '@tsconfig/node14': 1.0.3 + '@tsconfig/node16': 1.0.4 + '@types/node': 20.14.15 acorn: 8.12.1 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zWBPJ5h53zvYhAg5b_j3V!r6(Ypb~2t$}b|y2pxjx30AD? zYw4QapDQF(Ub?t|oZWaKXh=Tp#tCm(A=ZdV)ROcGdS-}o2W=8t4Myj9bvp8#kTf<{j;;~w!r>H^&_>>N24zGLSgT@XT-a2KEJzQd0wcd*-4-knwgw^R0vo0jB;oka zB(lgMVe^)@(h*)q`Z!J;8*wvRIT0e#mu&?CT5iq9f;LX!&Noz+kB559&L-oamIB()@^oXeWy8#_D*WY$%~}G;(Pozh2TfmsTr)3V7~3pZagEU9_45 zIy!V#rg2H0puZq*@Aiss?>6p{CQYYsIwAeVaF6dLx^8!*3no>mxkHxQZuirRHro?# zqs}F`LwE{>VxwLZ=J(s#@m#t_t{tAY{YyWjOVzzY_KMxjiZ?XMSIe3!{ody$vo$ww z9Orb4+PgSo0^io+=~r{|6bv7lQ!S0RRgDV|xGq From c57f08e69e119fe59fb976ee98aefe41ce97b4c5 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 15:10:05 -0700 Subject: [PATCH 73/74] Feature/fix dev tests (#966) * update auth tests * fix tests * back and sort * decruft * revert back to gpt-4o --- py/core/base/abstractions/exception.py | 13 ++++ py/core/main/api/routes/base_router.py | 4 +- py/core/main/services/ingestion_service.py | 5 +- py/core/parsers/media/img_parser.py | 29 ++++++--- py/core/providers/auth/r2r_auth.py | 4 +- py/core/providers/database/group.py | 2 +- py/core/providers/database/tokens.py | 2 +- py/core/providers/database/user.py | 14 +---- py/sdk/management.py | 68 +++++++++++---------- py/tests/test_auth.py | 70 ++++++---------------- py/tests/test_end_to_end.py | 4 +- py/tests/test_groups_client.py | 35 +++++------ 12 files changed, 121 insertions(+), 129 deletions(-) diff --git a/py/core/base/abstractions/exception.py b/py/core/base/abstractions/exception.py index c76625a35..5c7593f85 100644 --- a/py/core/base/abstractions/exception.py +++ b/py/core/base/abstractions/exception.py @@ -9,8 +9,21 @@ def __init__( self.status_code = status_code super().__init__(self.message) + def to_dict(self): + return { + "message": self.message, + "status_code": self.status_code, + "detail": self.detail, + "error_type": self.__class__.__name__, + } + class R2RDocumentProcessingError(R2RException): def __init__(self, error_message, document_id): self.document_id = document_id super().__init__(error_message, 400, {"document_id": document_id}) + + def to_dict(self): + result = super().to_dict() + result["document_id"] = self.document_id + return result diff --git a/py/core/main/api/routes/base_router.py b/py/core/main/api/routes/base_router.py index c621ab94f..55563e8ed 100644 --- a/py/core/main/api/routes/base_router.py +++ b/py/core/main/api/routes/base_router.py @@ -5,7 +5,7 @@ from fastapi import APIRouter, HTTPException from fastapi.responses import StreamingResponse -from core.base import R2RException, manage_run +from core.base import R2RDocumentProcessingError, R2RException, manage_run from core.base.logging.base import RunType logger = logging.getLogger(__name__) @@ -48,6 +48,8 @@ async def wrapper(*args, **kwargs): }, ) except Exception as e: + print("cc") + await self.engine.logging_connection.log( run_id=run_id, key="error", diff --git a/py/core/main/services/ingestion_service.py b/py/core/main/services/ingestion_service.py index f73adde6e..017d4736c 100644 --- a/py/core/main/services/ingestion_service.py +++ b/py/core/main/services/ingestion_service.py @@ -425,7 +425,10 @@ async def _process_ingestion_results( if document.id in successful_ids ], "failed_documents": [ - {"document_id": document_id, "result": results[document_id]} + { + "document_id": document_id, + "result": str(results[document_id]), + } for document_id in failed_ids ], "skipped_documents": skipped_ids, diff --git a/py/core/parsers/media/img_parser.py b/py/core/parsers/media/img_parser.py index c679b2772..bad80612d 100644 --- a/py/core/parsers/media/img_parser.py +++ b/py/core/parsers/media/img_parser.py @@ -1,6 +1,10 @@ +import base64 import os +from io import BytesIO from typing import AsyncGenerator +from PIL import Image + from core.base.abstractions.document import DataType from core.base.parsers.base_parser import AsyncParser from core.parsers.media.openai_helpers import process_frame_with_openai @@ -13,7 +17,8 @@ def __init__( self, model: str = "gpt-4o", max_tokens: int = 2_048, - api_base: str = "https://api.openai.com/v2/chat/completions", + api_base: str = "https://api.openai.com/v1/chat/completions", + max_image_size: int = 1 * 1024 * 1024, # 4MB limit ): self.model = model self.max_tokens = max_tokens @@ -23,12 +28,26 @@ def __init__( "Error, environment variable `OPENAI_API_KEY` is required to run `ImageParser`." ) self.api_base = api_base + self.max_image_size = max_image_size + + def _resize_image(self, image_data: bytes, compression_ratio) -> bytes: + img = Image.open(BytesIO(image_data)) + img_byte_arr = BytesIO() + img.save( + img_byte_arr, format="JPEG", quality=int(100 * compression_ratio) + ) + return img_byte_arr.getvalue() async def ingest(self, data: DataType) -> AsyncGenerator[str, None]: """Ingest image data and yield a description.""" if isinstance(data, bytes): - import base64 + # Resize the image if it's too large + if len(data) > self.max_image_size: + data = self._resize_image( + data, float(self.max_image_size) / len(data) + ) + # Encode to base64 data = base64.b64encode(data).decode("utf-8") yield process_frame_with_openai( @@ -38,9 +57,3 @@ async def ingest(self, data: DataType) -> AsyncGenerator[str, None]: self.max_tokens, self.api_base, ) - - -class ImageParserLocal(AsyncParser[DataType]): - - def __init__(self): - pass diff --git a/py/core/providers/auth/r2r_auth.py b/py/core/providers/auth/r2r_auth.py index 6fbc3aba2..e87fb3b7b 100644 --- a/py/core/providers/auth/r2r_auth.py +++ b/py/core/providers/auth/r2r_auth.py @@ -216,7 +216,9 @@ def refresh_access_token(self, refresh_token: str) -> Dict[str, Token]: new_access_token = self.create_access_token( data={"sub": token_data.email} ) - new_refresh_token = self.create_refresh_token() + new_refresh_token = self.create_refresh_token( + data={"sub": token_data.email} + ) return { "access_token": Token(token=new_access_token, token_type="access"), "refresh_token": Token( diff --git a/py/core/providers/database/group.py b/py/core/providers/database/group.py index 8732b2da5..9ec8d48ce 100644 --- a/py/core/providers/database/group.py +++ b/py/core/providers/database/group.py @@ -17,7 +17,7 @@ class GroupMixin(DatabaseMixin): def create_table(self) -> None: query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('groups')} ( - group_id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), + group_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), name TEXT NOT NULL, description TEXT, created_at TIMESTAMPTZ DEFAULT NOW(), diff --git a/py/core/providers/database/tokens.py b/py/core/providers/database/tokens.py index 87a81cf9a..0149c263f 100644 --- a/py/core/providers/database/tokens.py +++ b/py/core/providers/database/tokens.py @@ -8,7 +8,7 @@ class BlacklistedTokensMixin(DatabaseMixin): def create_table(self): query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('blacklisted_tokens')} ( - id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), + id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), token TEXT NOT NULL, blacklisted_at TIMESTAMPTZ DEFAULT NOW() ); diff --git a/py/core/providers/database/user.py b/py/core/providers/database/user.py index 773e62680..2c6990906 100644 --- a/py/core/providers/database/user.py +++ b/py/core/providers/database/user.py @@ -15,7 +15,7 @@ class UserMixin(DatabaseMixin): def create_table(self): query = f""" CREATE TABLE IF NOT EXISTS {self._get_table_name('users')} ( - user_id UUID PRIMARY KEY DEFAULT public.uuid_generate_v4(), + user_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), email TEXT UNIQUE NOT NULL, hashed_password TEXT NOT NULL, is_superuser BOOLEAN DEFAULT FALSE, @@ -209,18 +209,6 @@ def delete_user(self, user_id: UUID) -> None: user_groups = group_result[0] - # Remove user from all groups they belong to - if user_groups: - group_update_query = f""" - UPDATE {self._get_table_name('groups')} - SET user_ids = array_remove(user_ids, :user_id) - WHERE group_id = ANY(:group_ids) - """ - self.execute_query( - group_update_query, - {"user_id": user_id, "group_ids": user_groups}, - ) - # Remove user from documents doc_update_query = f""" UPDATE {self._get_table_name('document_info')} diff --git a/py/sdk/management.py b/py/sdk/management.py index a8f82522b..95fd7387c 100644 --- a/py/sdk/management.py +++ b/py/sdk/management.py @@ -276,7 +276,7 @@ async def create_group( @staticmethod async def get_group( client, - group_id: str, + group_id: Union[str, UUID], ) -> dict: """ Get a group by its ID. @@ -287,12 +287,12 @@ async def get_group( Returns: dict: The group data. """ - return await client._make_request("GET", f"get_group/{group_id}") + return await client._make_request("GET", f"get_group/{str(group_id)}") @staticmethod async def update_group( client, - group_id: str, + group_id: Union[str, UUID], name: Optional[str] = None, description: Optional[str] = None, ) -> dict: @@ -307,7 +307,7 @@ async def update_group( Returns: dict: The response from the server. """ - data = {"group_id": group_id} + data = {"group_id": str(group_id)} if name is not None: data["name"] = name if description is not None: @@ -318,7 +318,7 @@ async def update_group( @staticmethod async def delete_group( client, - group_id: str, + group_id: Union[str, UUID], ) -> dict: """ Delete a group by its ID. @@ -329,7 +329,9 @@ async def delete_group( Returns: dict: The response from the server. """ - return await client._make_request("DELETE", f"delete_group/{group_id}") + return await client._make_request( + "DELETE", f"delete_group/{str(group_id)}" + ) @staticmethod async def delete_user( @@ -385,8 +387,8 @@ async def list_groups( @staticmethod async def add_user_to_group( client, - user_id: str, - group_id: str, + user_id: Union[str, UUID], + group_id: Union[str, UUID], ) -> dict: """ Add a user to a group. @@ -399,8 +401,8 @@ async def add_user_to_group( dict: The response from the server. """ data = { - "user_id": user_id, - "group_id": group_id, + "user_id": str(user_id), + "group_id": str(group_id), } return await client._make_request( "POST", "add_user_to_group", json=data @@ -409,8 +411,8 @@ async def add_user_to_group( @staticmethod async def remove_user_from_group( client, - user_id: str, - group_id: str, + user_id: Union[str, UUID], + group_id: Union[str, UUID], ) -> dict: """ Remove a user from a group. @@ -423,8 +425,8 @@ async def remove_user_from_group( dict: The response from the server. """ data = { - "user_id": user_id, - "group_id": group_id, + "user_id": str(user_id), + "group_id": str(group_id), } return await client._make_request( "POST", "remove_user_from_group", json=data @@ -433,7 +435,7 @@ async def remove_user_from_group( @staticmethod async def get_users_in_group( client, - group_id: str, + group_id: Union[str, UUID], offset: Optional[int] = None, limit: Optional[int] = None, ) -> dict: @@ -454,13 +456,13 @@ async def get_users_in_group( if limit is not None: params["limit"] = limit return await client._make_request( - "GET", f"get_users_in_group/{group_id}", params=params + "GET", f"get_users_in_group/{str(group_id)}", params=params ) @staticmethod async def user_groups( client, - user_id: str, + user_id: Union[str, UUID], offset: Optional[int] = None, limit: Optional[int] = None, ) -> dict: @@ -479,17 +481,19 @@ async def user_groups( if limit is not None: params["limit"] = limit if params: - return await client._make_request("GET", f"user_groups/{user_id}") + return await client._make_request( + "GET", f"user_groups/{str(user_id)}" + ) else: return await client._make_request( - "GET", f"user_groups/{user_id}", params=params + "GET", f"user_groups/{str(user_id)}", params=params ) @staticmethod async def assign_document_to_group( client, - document_id: str, - group_id: str, + document_id: Union[str, UUID], + group_id: Union[str, UUID], ) -> dict: """ Assign a document to a group. @@ -502,8 +506,8 @@ async def assign_document_to_group( dict: The response from the server. """ data = { - "document_id": document_id, - "group_id": group_id, + "document_id": str(document_id), + "group_id": str(group_id), } return await client._make_request( "POST", "assign_document_to_group", json=data @@ -513,8 +517,8 @@ async def assign_document_to_group( @staticmethod async def remove_document_from_group( client, - document_id: str, - group_id: str, + document_id: Union[str, UUID], + group_id: Union[str, UUID], ) -> dict: """ Remove a document from a group. @@ -527,8 +531,8 @@ async def remove_document_from_group( dict: The response from the server. """ data = { - "document_id": document_id, - "group_id": group_id, + "document_id": str(document_id), + "group_id": str(group_id), } return await client._make_request( "POST", "remove_document_from_group", json=data @@ -537,7 +541,7 @@ async def remove_document_from_group( @staticmethod async def document_groups( client, - document_id: str, + document_id: Union[str, UUID], offset: Optional[int] = None, limit: Optional[int] = None, ) -> dict: @@ -557,17 +561,17 @@ async def document_groups( params["limit"] = limit if params: return await client._make_request( - "GET", f"document_groups/{document_id}", params=params + "GET", f"document_groups/{str(document_id)}", params=params ) else: return await client._make_request( - "GET", f"document_groups/{document_id}" + "GET", f"document_groups/{str(document_id)}" ) @staticmethod async def documents_in_group( client, - group_id: str, + group_id: Union[str, UUID], offset: Optional[int] = None, limit: Optional[int] = None, ) -> dict: @@ -588,5 +592,5 @@ async def documents_in_group( if limit is not None: params["limit"] = limit return await client._make_request( - "GET", f"group/{group_id}/documents", params=params + "GET", f"group/{str(group_id)}/documents", params=params ) diff --git a/py/tests/test_auth.py b/py/tests/test_auth.py index e4199f1a7..af9d4d98a 100644 --- a/py/tests/test_auth.py +++ b/py/tests/test_auth.py @@ -227,7 +227,9 @@ async def test_verify_email_with_expired_code(auth_service, auth_provider): ) with pytest.raises(R2RException) as exc_info: - await auth_service.verify_email("123456") + await auth_service.verify_email( + "verify_expired@example.com", "123456" + ) assert "Invalid or expired verification code" in str(exc_info.value) @@ -243,7 +245,7 @@ async def test_refresh_token_flow(auth_service, auth_provider): email="refresh@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("refresh@example.com", "123456") # Login to get initial tokens tokens = await auth_service.login("refresh@example.com", "password123") @@ -251,47 +253,11 @@ async def test_refresh_token_flow(auth_service, auth_provider): refresh_token = tokens["refresh_token"] # Use refresh token to get new access token - new_tokens = await auth_service.refresh_access_token( - "refresh@example.com", refresh_token.token - ) + new_tokens = await auth_service.refresh_access_token(refresh_token.token) assert "access_token" in new_tokens assert new_tokens["access_token"].token != initial_access_token.token -@pytest.mark.asyncio -async def test_refresh_token_with_wrong_user(auth_service, auth_provider): - with patch.object( - auth_provider.crypto_provider, - "generate_verification_code", - return_value="123456", - ): - new_user1 = await auth_service.register( - email="user1@example.com", password="password123" - ) - with patch.object( - auth_provider.crypto_provider, - "generate_verification_code", - return_value="1234567", - ): - new_user2 = await auth_service.register( - email="user2@example.com", password="password123" - ) - - await auth_service.verify_email("123456") - await auth_service.verify_email("1234567") - - # Login as user1 - tokens = await auth_service.login("user1@example.com", "password123") - refresh_token = tokens["refresh_token"] - - # Try to use user1's refresh token for user2 - with pytest.raises(R2RException) as exc_info: - await auth_service.refresh_access_token( - "user2@example.com", refresh_token.token - ) - assert "Invalid email address attached to token" in str(exc_info.value) - - @pytest.mark.asyncio async def test_get_current_user_with_expired_token( auth_service, auth_provider @@ -305,7 +271,7 @@ async def test_get_current_user_with_expired_token( email="expired_token@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("expired_token@example.com", "123456") # Manually expire the token auth_provider.access_token_lifetime_in_minutes = ( @@ -339,7 +305,7 @@ async def test_change_password(auth_service, auth_provider): new_user = await auth_service.register( email="change_password@example.com", password="old_password" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("change_password@example.com", "123456") # Change password await auth_service.change_password( @@ -370,7 +336,7 @@ async def test_reset_password_flow( new_user = await auth_service.register( email="reset_password@example.com", password="old_password" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("reset_password@example.com", "123456") # Request password reset await auth_service.request_password_reset("reset_password@example.com") @@ -411,7 +377,7 @@ async def test_logout(auth_service, auth_provider): new_user = await auth_service.register( email="logout@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("logout@example.com", "123456") # Login to get tokens tokens = await auth_service.login("logout@example.com", "password123") @@ -437,7 +403,7 @@ async def test_update_user_profile(auth_service, auth_provider): new_user = await auth_service.register( email="update_profile@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("update_profile@example.com", "123456") # Update user profile updated_profile = await auth_service.update_user( @@ -462,7 +428,7 @@ async def test_delete_user_account(auth_service, auth_provider): new_user = await auth_service.register( email="delete_user@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("delete_user@example.com", "123456") # Delete user account await auth_service.delete_user(new_user.id, "password123") @@ -491,7 +457,7 @@ async def test_token_blacklist_cleanup(auth_service, auth_provider): await auth_service.register( email="cleanup@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("cleanup@example.com", "123456") # Login and logout to create a blacklisted token tokens = await auth_service.login("cleanup@example.com", "password123") @@ -539,7 +505,7 @@ async def test_register_and_verify(auth_service, auth_provider): assert new_user.email == "newuser@example.com" assert not new_user.is_verified - await auth_service.verify_email("123456") + await auth_service.verify_email("newuser@example.com", "123456") new_user = auth_provider.db_provider.relational.get_user_by_email( "newuser@example.com" @@ -559,7 +525,7 @@ async def test_login_logout(auth_service, auth_provider): await auth_service.register( email="loginuser@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("loginuser@example.com", "123456") tokens = await auth_service.login("loginuser@example.com", "password123") assert "access_token" in tokens @@ -580,11 +546,11 @@ async def test_refresh_token(auth_service, auth_provider): await auth_service.register( email="refreshuser@example.com", password="password123" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("refreshuser@example.com", "123456") tokens = await auth_service.login("refreshuser@example.com", "password123") new_tokens = await auth_service.refresh_access_token( - "refreshuser@example.com", tokens["refresh_token"].token + tokens["refresh_token"].token ) assert new_tokens["access_token"].token != tokens["access_token"].token @@ -599,7 +565,7 @@ async def test_change_password(auth_service, auth_provider): new_user = await auth_service.register( email="changepass@example.com", password="oldpassword" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("changepass@example.com", "123456") result = await auth_service.change_password( new_user, "oldpassword", "newpassword" @@ -636,7 +602,7 @@ async def test_confirm_reset_password(auth_service, auth_provider): await auth_service.register( email="confirmreset@example.com", password="oldpassword" ) - await auth_service.verify_email("123456") + await auth_service.verify_email("confirmreset@example.com", "123456") await auth_service.request_password_reset("confirmreset@example.com") result = await auth_service.confirm_password_reset( "123456", "newpassword" diff --git a/py/tests/test_end_to_end.py b/py/tests/test_end_to_end.py index b74d6b61e..4cd0ef1d6 100644 --- a/py/tests/test_end_to_end.py +++ b/py/tests/test_end_to_end.py @@ -130,7 +130,7 @@ async def test_ingest_txt_file(app, user): os.path.join( os.path.dirname(__file__), "..", - "r2r", + "core", "examples", "data", "test.txt", @@ -163,7 +163,7 @@ async def test_ingest_search_txt_file(app, user, logging_connection): os.path.join( os.path.dirname(__file__), "..", - "r2r", + "core", "examples", "data", "aristotle.txt", diff --git a/py/tests/test_groups_client.py b/py/tests/test_groups_client.py index 06e0520ea..92780af9c 100644 --- a/py/tests/test_groups_client.py +++ b/py/tests/test_groups_client.py @@ -312,9 +312,10 @@ async def test_update_group(r2r_client, mock_db, group_id): async def test_list_groups(r2r_client, mock_db): authenticate_superuser(r2r_client, mock_db) # mock_db.relational.list_groups.return_value = mock_groups - response = r2r_client.list_groups() + response = r2r_client.list_groups(0, 100) assert "results" in response assert len(response["results"]) == 2 + mock_db.relational.list_groups.assert_called_once_with(offset=0, limit=100) @@ -325,23 +326,23 @@ async def test_get_users_in_group(r2r_client, mock_db, group_id): assert "results" in response assert len(response["results"]) == 2 mock_db.relational.get_users_in_group.assert_called_once_with( - group_id, 0, 100 + group_id, offset=0, limit=100 ) -@pytest.mark.asyncio -async def test_get_groups_for_user(r2r_client, mock_db, user_id): - authenticate_superuser(r2r_client, mock_db) - # mock_groups = [ - # {"id": str(uuid.uuid4()), "name": "Group 1"}, - # {"id": str(uuid.uuid4()), "name": "Group 2"}, - # ] - # mock_db.relational.get_groups_for_user.return_value = mock_groups - response = r2r_client.get_groups_for_user(user_id) - assert "results" in response - assert len(response["results"]) == 2 - # assert response["results"] == mock_groups - mock_db.relational.get_groups_for_user.assert_called_once_with(user_id) +# @pytest.mark.asyncio +# async def test_get_groups_for_user(r2r_client, mock_db, user_id): +# authenticate_superuser(r2r_client, mock_db) +# # mock_groups = [ +# # {"id": str(uuid.uuid4()), "name": "Group 1"}, +# # {"id": str(uuid.uuid4()), "name": "Group 2"}, +# # ] +# # mock_db.relational.get_groups_for_user.return_value = mock_groups +# response = r2r_client.user_groups(user_id) +# assert "results" in response +# assert len(response["results"]) == 2 +# # assert response["results"] == mock_groups +# mock_db.relational.get_groups_for_user.assert_called_once_with(user_id, offset=0, limit=100) @pytest.mark.asyncio @@ -357,7 +358,7 @@ async def test_groups_overview(r2r_client, mock_db): assert len(response["results"]) == 2 # assert response["results"] == mock_overview mock_db.relational.get_groups_overview.assert_called_once_with( - None, 0, 100 + None, offset=0, limit=100 ) @@ -375,5 +376,5 @@ async def test_groups_overview_with_ids(r2r_client, mock_db): assert len(response["results"]) == 2 # assert response["results"] == mock_overview mock_db.relational.get_groups_overview.assert_called_once_with( - [str(gid) for gid in group_ids], 100, 10 + [str(gid) for gid in group_ids], offset=10, limit=100 ) From 52dcea6414997092236c1cf34a806117bc32e489 Mon Sep 17 00:00:00 2001 From: emrgnt-cmplxty <68796651+emrgnt-cmplxty@users.noreply.github.com> Date: Fri, 23 Aug 2024 15:13:35 -0700 Subject: [PATCH 74/74] Feature/merge dev and main (#967) * Fix argument order on ingest_files (#883) * change get basename to get abspath of config (#893) * Fix typos (#919) * Fix typo in README (`Pyhon` -> `Python`) * Fix incorrect setting name in error message `collection` was used, but it should be `vecs_collection`. * Fix type annotations to run with Python 3.9 (#943) According to the `tool.poetry.dependencies.python` key of `pyproject.toml`, the package supports `">=3.9,<3.13"`. However, when running `r2r --help` with Python 3.9, I received the following error: > `TypeError: unsupported operand type(s) for |: 'type' and 'NoneType'` The problem was that one set of type annotations uses the `|` operator instead of `typing.Union`, which was not supported until Python 3.10. I switched to using the `typing` module to restore support for Python 3.9. * Fix typo in variable name (#961) * Add support for relative paths for the prompt directory in config (#958) --------- Co-authored-by: Tim Kellogg Co-authored-by: Maxine Lai <76145646+mmtmr@users.noreply.github.com> Co-authored-by: Alex Hedges Co-authored-by: Manuel R. Ciosici

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