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bayesflow/adapters/__init__.py

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"""
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A collection of :py:class:`~bayesflow.adapters.Adapter` transforms, which tell BayesFlow how to interpret your :py:class:`~bayesflow.simulators.Simulator` output and plug it into neural networks for training and inference.
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A collection of :py:class:`~bayesflow.adapters.Adapter` transforms, which tell BayesFlow how to interpret your
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:py:class:`~bayesflow.simulators.Simulator` output and plug it into neural networks for training and inference.
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"""
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from . import transforms

bayesflow/approximators/__init__.py

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"""
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A collection of :py:class:`~bayesflow.approximators.Approximator`\ s, which embody the inference task and the neural network components used to perform it.
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A collection of :py:class:`~bayesflow.approximators.Approximator`\ s, which embody the inference task and the
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neural network components used to perform it.
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"""
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from .approximator import Approximator

bayesflow/datasets/__init__.py

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"""
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A collection of `keras.utils.PyDataset <https://keras.io/api/utils/python_utils/#pydataset-class>`__\ s, which wrap your data-generating process (i.e., your :py:class:`~bayesflow.simulators.Simulator`).
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A collection of `keras.utils.PyDataset <https://keras.io/api/utils/python_utils/#pydataset-class>`__\ s, which
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wrap your data-generating process (i.e., your :py:class:`~bayesflow.simulators.Simulator`).
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What type of Dataset you use determines the effective training strategy (e.g., online or offline).
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"""
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bayesflow/metrics/__init__.py

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"""
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A collection of `keras.Metric <https://keras.io/api/metrics/base_metric/#metric-class>`__\ s for evaluating the performance of models.
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A collection of `keras.Metric <https://keras.io/api/metrics/base_metric/#metric-class>`__\ s for evaluating the
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performance of models.
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"""
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from . import functional

bayesflow/simulators/__init__.py

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"""
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This module provides the :py:class:`~bayesflow.simulators.Simulator`, which is the base implementation of a generative mathematical model, data generating process.
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This module provides the :py:class:`~bayesflow.simulators.Simulator`, which is the base implementation of a
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generative mathematical model, or data generating process.
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Its primary function is to sample data with the :py:meth:`~bayesflow.simulators.Simulator.sample` method.
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The module also contains several other kinds of Simulators, as well as the function :py:func:`~bayesflow.simulators.make_simulator` to facilitate easy implementation.
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The module also contains several other kinds of Simulators, as well as the function
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:py:func:`~bayesflow.simulators.make_simulator` to facilitate easy implementation.
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"""
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from .sequential_simulator import SequentialSimulator

bayesflow/workflows/__init__.py

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"""
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Provides :py:class:`~bayesflow.workflows.BasicWorkflow`, a high-level interface for working on typical BayesFlow applications without having to worry about the internals.
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Provides :py:class:`~bayesflow.workflows.BasicWorkflow`, a high-level interface for working on typical BayesFlow
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applications without having to worry about the internals.
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"""
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from .basic_workflow import BasicWorkflow

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