families/developing: prototype implementation #7
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LeonidElkin
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* provide general interfaces for working with parametrizations (subject to change) * provide general interface for defining parametric families * provide class ParametricFamilyDistribution, which implements Distribution protocol * add several commons into `types`
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Description
This PR introduces a new
familiesmodule for working with parametric distribution families, providing a replacement for SciPy.stats functionality within the PySATL project.Changes
New Modules:
parametric_families/__init__.py- main module exportsparametric_families/parametric_family.py- ParametricFamily and ParametricFamilyDistribution classesparametric_families/parametrizations.py- parametrization system and constraintsparametric_families/registry.py- parametric families registryparametric_families/distribution.py- distributions with specific parametersKey Features:
Usage Example
See Jupyter Notebook