diff --git a/docs/source/tutorial_material/temperature.py b/docs/source/tutorial_material/temperature.py new file mode 100644 index 00000000..7bccce73 --- /dev/null +++ b/docs/source/tutorial_material/temperature.py @@ -0,0 +1,35 @@ +from typing import Optional + +import jax.numpy as jnp +import numpy as np + +from eulerpi.core.model import Model + + +class Temperature(Model): + + param_dim = 1 + data_dim = 1 + + PARAM_LIMITS = np.array([[0, np.pi / 2]]) + CENTRAL_PARAM = np.array([np.pi / 4.0]) + + def __init__( + self, + central_param: np.ndarray = CENTRAL_PARAM, + param_limits: np.ndarray = PARAM_LIMITS, + name: Optional[str] = None, + **kwargs, + ) -> None: + super().__init__(central_param, param_limits, name=name, **kwargs) + + def forward(self, param): + low_T = -30.0 + high_T = 30.0 + res = jnp.array( + [low_T + (high_T - low_T) * jnp.cos(jnp.abs(param[0]))] + ) + return res + + def jacobian(self, param): + return jnp.array([60.0 * jnp.sin(jnp.abs(param[0]))]) diff --git a/docs/source/tutorial_material/tutorial.ipynb b/docs/source/tutorial_material/tutorial.ipynb index da3ddef3..a5087c0f 100644 --- a/docs/source/tutorial_material/tutorial.ipynb +++ b/docs/source/tutorial_material/tutorial.ipynb @@ -129,9 +129,12 @@ "outputs": [], "source": [ "from typing import Optional\n", - 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