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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line, and also | ||
# from the environment for the first two. | ||
SPHINXOPTS ?= | ||
SPHINXBUILD ?= sphinx-build | ||
SOURCEDIR = . | ||
BUILDDIR = _build | ||
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# Put it first so that "make" without argument is like "make help". | ||
help: | ||
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) | ||
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.PHONY: help Makefile | ||
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# Catch-all target: route all unknown targets to Sphinx using the new | ||
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). | ||
%: Makefile | ||
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) |
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Basic Usage | ||
================ | ||
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The goal is to have minimal changes to your code in order to enable uncertainty propagation. | ||
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Creating a scalar Uncertainty variable is relatively simple: | ||
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.. code-block:: python | ||
>>> from auto_uncertainties import Uncertainty | ||
>>> value = 1.0 | ||
>>> error = 0.1 | ||
>>> u = Uncertainty(value,error) | ||
>>> u | ||
1.0 +/- 0.1 | ||
Scalar uncertainties implement all mathematical and logical `dunder methods <https://docs.python.org/3/reference/datamodel.html#object.__repr__>`_ explicitly using linear uncertainty propagation. | ||
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.. code-block:: python | ||
>>> from auto_uncertainties import Uncertainty | ||
>>> u = Uncertainty(10.0, 3.0) | ||
>>> v = Uncertainty(20.0, 4.0) | ||
>>> u + v | ||
30.0 +/- 5.0 | ||
The central value, uncertainty and relative error are available as attributes | ||
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.. code-block:: python | ||
>>> from auto_uncertainties import Uncertainty | ||
>>> u = Uncertainty(10.0, 3.0) | ||
>>> u.value | ||
10.0 | ||
>>> u.error | ||
3.0 | ||
>>> u.rel | ||
0.33333 | ||
To strip central values and uncertainty from arbitrary variables, accessor functions `nominal_values` and `std_devs` are provided | ||
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.. code-block:: python | ||
>>> from auto_uncertainties import nominal_values, std_devs | ||
>>> u = Uncertainty(10.0, 3.0) | ||
>>> v = 5.0 | ||
>>> nominal_values(u) | ||
10.0 | ||
>>> std_devs(u) | ||
3.0 | ||
>>> nominal_values(v) | ||
5.0 | ||
>>> std_devs(v) | ||
0.0 |
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# -*- coding: utf-8 -*- | ||
from __future__ import annotations | ||
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import datetime | ||
import importlib.metadata | ||
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# If extensions (or modules to document with autodoc) are in another directory, | ||
# add these directories to sys.path here. If the directory is relative to the | ||
# documentation root, use os.path.abspath to make it absolute, like shown here. | ||
# | ||
import os | ||
import sys | ||
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import sphinx_rtd_theme # noqa: F401 | ||
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# -- Path setup -------------------------------------------------------------- | ||
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sys.path.insert(0, os.path.abspath("../../")) | ||
# -- Project information ----------------------------------------------------- | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information | ||
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project = "auto_uncertainties" | ||
version = importlib.metadata.version(project) | ||
release = version | ||
this_year = datetime.date.today() | ||
copyright = f"2021-{this_year:%Y}, Varchas Gopalaswamy" | ||
author = "Varchas Gopalaswamy" | ||
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# -- General configuration --------------------------------------------------- | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration | ||
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extensions = [ | ||
"sphinx.ext.autodoc", | ||
"sphinx.ext.intersphinx", | ||
"sphinx.ext.coverage", | ||
"sphinx.ext.viewcode", | ||
"sphinx.ext.mathjax", | ||
"sphinx_rtd_theme", | ||
"sphinx_autodoc_typehints", | ||
"sphinx_copybutton", | ||
] | ||
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templates_path = ["_templates"] | ||
exclude_patterns = [ | ||
"_build", | ||
"Thumbs.db", | ||
".DS_Store", | ||
"setup.rst", | ||
"versioneer.rst", | ||
"tests*", | ||
] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
pygments_style = "sphinx" | ||
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# The suffix of source filenames. | ||
source_suffix = ".rst" | ||
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# The master toctree document. | ||
master_doc = "index" | ||
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autodoc_default_options = {"class-doc-from": "__init__"} | ||
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add_function_parentheses = False | ||
# -- Options for extensions ---------------------------------------------------- | ||
# napoleon | ||
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typehints_defaults = "comma" | ||
typehints_use_rtype = True | ||
typehints_document_rtype = True | ||
always_document_param_types = True | ||
# -- Options for HTML output ------------------------------------------------- | ||
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# The theme to use for HTML and HTML Help pages. See the documentation for | ||
# a list of builtin themes. | ||
# | ||
html_theme = "sphinx_rtd_theme" | ||
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html_title = f"{project} v{version} Manual" | ||
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# Add any paths that contain custom static files (such as style sheets) here, | ||
# relative to this directory. They are copied after the builtin static files, | ||
# so a file named "default.css" will overwrite the builtin "default.css". | ||
html_static_path = ["_static"] | ||
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default_role = "py:obj" | ||
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# Example configuration for intersphinx: refer to the Python standard library. | ||
intersphinx_mapping = { | ||
"python": ("https://docs.python.org/3/", None), | ||
"numpy": ("https://numpy.org/doc/stable", None), | ||
"matplotlib": ("https://matplotlib.org/stable/", None), | ||
"dask": ("https://docs.dask.org/en/latest", None), | ||
"sparse": ("https://sparse.pydata.org/en/latest/", None), | ||
"pint": ("https://pint.readthedocs.io/en/stable", None), | ||
"pandas": ("https://pandas.pydata.org/docs/", None), | ||
} |
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Getting started | ||
========================== | ||
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:code:`auto_uncertainties` is easy to install via :code:`pip` | ||
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.. code:: bash | ||
pip install auto_uncertainties | ||
The integration with pandas (still WIP) can be enabled by installing pandas, either separately or via | ||
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.. code:: bash | ||
pip install auto_uncertainties[pandas] |
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.. AutoUncertainties documentation master file, created by | ||
sphinx-quickstart on Wed Apr 3 18:26:30 2024. | ||
You can adapt this file completely to your liking, but it should at least | ||
contain the root `toctree` directive. | ||
Welcome to AutoUncertainties's documentation! | ||
============================================= | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Contents: | ||
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getting_started | ||
basic_usage | ||
numpy_integration | ||
pandas_integration | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`modindex` | ||
* :ref:`search` |
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@ECHO OFF | ||
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pushd %~dp0 | ||
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REM Command file for Sphinx documentation | ||
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if "%SPHINXBUILD%" == "" ( | ||
set SPHINXBUILD=sphinx-build | ||
) | ||
set SOURCEDIR=. | ||
set BUILDDIR=_build | ||
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%SPHINXBUILD% >NUL 2>NUL | ||
if errorlevel 9009 ( | ||
echo. | ||
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx | ||
echo.installed, then set the SPHINXBUILD environment variable to point | ||
echo.to the full path of the 'sphinx-build' executable. Alternatively you | ||
echo.may add the Sphinx directory to PATH. | ||
echo. | ||
echo.If you don't have Sphinx installed, grab it from | ||
echo.https://www.sphinx-doc.org/ | ||
exit /b 1 | ||
) | ||
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if "%1" == "" goto help | ||
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%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% | ||
goto end | ||
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:help | ||
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% | ||
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:end | ||
popd |
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Numpy Integration | ||
================ | ||
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Using `Jax <https://jax.readthedocs.io/en/latest/>`_ to provide auto-differentiation capabilities (either :code:`jax.grad` or :code:`jax.jacfwd`), linear uncertainty propagation is enabled for most numpy operations | ||
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.. code-block:: python | ||
>>> from auto_uncertainties import Uncertainty | ||
>>> import numpy as np | ||
>>> value = np.linspace(start=0,stop=10,num=5) | ||
>>> error = np.ones_like(value)*0.1 | ||
>>> u = Uncertainty(value,error) | ||
>>> u | ||
[ 0. 2.5 5. 7.5 10. ] +/- [0.1 0.1 0.1 0.1 0.1] | ||
.. code-block:: python | ||
>>> from auto_uncertainties import Uncertainty | ||
>>> import numpy as np | ||
>>> value = np.linspace(start=0,stop=10,num=5) | ||
>>> error = np.ones_like(value)*0.1 | ||
>>> u = Uncertainty(value,error) | ||
>>> np.exp(u) | ||
[1.00000000e+00 1.21824940e+01 1.48413159e+02 1.80804241e+03 | ||
2.20264658e+04] +/- [1.00000000e-01 1.21824940e+00 1.48413159e+01 1.80804241e+02 | ||
2.20264658e+03] | ||
>>> np.sum(u) | ||
25.0 +/- 0.223606797749979 | ||
>>> u.sum() | ||
25.0 +/- 0.223606797749979 | ||
>>> np.sqrt(np.sum(error**2)) | ||
0.223606797749979 |
Empty file.
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sphinx >= 4.1.2 | ||
sphinx_rtd_theme >= 1.0.0 | ||
sphinxcontrib-bibtex >= 2.3.1 | ||
sphinxcontrib-napoleon >= 0.7 | ||
sphinx_autodoc_typehints | ||
sphinx-copybutton |
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auto\_uncertainties package | ||
=========================== | ||
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Submodules | ||
---------- | ||
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auto\_uncertainties.pandas\_compat module | ||
----------------------------------------- | ||
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.. automodule:: auto_uncertainties.pandas_compat | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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auto\_uncertainties.uncertainty module | ||
-------------------------------------- | ||
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.. automodule:: auto_uncertainties.uncertainty | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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auto\_uncertainties.util module | ||
------------------------------- | ||
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.. automodule:: auto_uncertainties.util | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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auto\_uncertainties.wrap\_numpy module | ||
-------------------------------------- | ||
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.. automodule:: auto_uncertainties.wrap_numpy | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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Module contents | ||
--------------- | ||
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.. automodule:: auto_uncertainties | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: |
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auto_uncertainties | ||
================== | ||
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.. toctree:: | ||
:maxdepth: 4 | ||
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auto_uncertainties |