ai-content-maker/.venv/Lib/site-packages/scipy/stats/sampling.py

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2024-05-03 04:18:51 +03:00
"""
======================================================
Random Number Generators (:mod:`scipy.stats.sampling`)
======================================================
.. currentmodule:: scipy.stats.sampling
This module contains a collection of random number generators to sample
from univariate continuous and discrete distributions. It uses the
implementation of a C library called "UNU.RAN". The only exception is
RatioUniforms, which is a pure Python implementation of the
Ratio-of-Uniforms method.
Generators Wrapped
==================
For continuous distributions
----------------------------
.. autosummary::
:toctree: generated/
NumericalInverseHermite
NumericalInversePolynomial
TransformedDensityRejection
SimpleRatioUniforms
RatioUniforms
For discrete distributions
--------------------------
.. autosummary::
:toctree: generated/
DiscreteAliasUrn
DiscreteGuideTable
Warnings / Errors used in :mod:`scipy.stats.sampling`
-----------------------------------------------------
.. autosummary::
:toctree: generated/
UNURANError
Generators for pre-defined distributions
========================================
To easily apply the above methods for some of the continuous distributions
in :mod:`scipy.stats`, the following functionality can be used:
.. autosummary::
:toctree: generated/
FastGeneratorInversion
"""
from ._sampling import FastGeneratorInversion, RatioUniforms # noqa: F401
from ._unuran.unuran_wrapper import ( # noqa: F401
TransformedDensityRejection,
DiscreteAliasUrn,
DiscreteGuideTable,
NumericalInversePolynomial,
NumericalInverseHermite,
SimpleRatioUniforms,
UNURANError
)