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*.pyc | ||
.DS_Store | ||
docs/build |
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# Optimatic | ||
A library of implementations of various optimisation algorithms. | ||
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This is just something I'm putting together to learn about optimisation | ||
algorithms, and isn't really intended for real-world use. |
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from optimatic.grad_desc import Optimiser | ||
import numpy as np | ||
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def f(x): | ||
return (x - 5.4) ** 2 | ||
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def df(x): | ||
return 2 * (x - 5.4) | ||
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opt = Optimiser(f, df, 0.0) |
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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line. | ||
SPHINXOPTS = | ||
SPHINXBUILD = sphinx-build | ||
SPHINXPROJ = Optimatic | ||
SOURCEDIR = source | ||
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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#!/bin/bash | ||
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sphinx-apidoc -f -o source ../optimatic | ||
make html |
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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=source | ||
set BUILDDIR=build | ||
set SPHINXPROJ=Optimatic | ||
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if "%1" == "" goto help | ||
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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.http://sphinx-doc.org/ | ||
exit /b 1 | ||
) | ||
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%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% | ||
goto end | ||
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:help | ||
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% | ||
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:end | ||
popd |
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# -*- coding: utf-8 -*- | ||
# | ||
# Optimatic documentation build configuration file, created by | ||
# sphinx-quickstart on Thu Sep 21 14:42:59 2017. | ||
# | ||
# This file is execfile()d with the current directory set to its | ||
# containing dir. | ||
# | ||
# Note that not all possible configuration values are present in this | ||
# autogenerated file. | ||
# | ||
# All configuration values have a default; values that are commented out | ||
# serve to show the default. | ||
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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 | ||
sys.path.insert(0, os.path.abspath('../..')) | ||
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# -- General configuration ------------------------------------------------ | ||
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# If your documentation needs a minimal Sphinx version, state it here. | ||
# | ||
# needs_sphinx = '1.0' | ||
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# Add any Sphinx extension module names here, as strings. They can be | ||
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom | ||
# ones. | ||
extensions = ['sphinx.ext.autodoc', | ||
'sphinx.ext.mathjax', | ||
'sphinx.ext.viewcode', | ||
'sphinx.ext.githubpages'] | ||
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# Add any paths that contain templates here, relative to this directory. | ||
templates_path = ['_templates'] | ||
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# The suffix(es) of source filenames. | ||
# You can specify multiple suffix as a list of string: | ||
# | ||
# source_suffix = ['.rst', '.md'] | ||
source_suffix = '.rst' | ||
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# The master toctree document. | ||
master_doc = 'index' | ||
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# General information about the project. | ||
project = u'Optimatic' | ||
copyright = u'2017, Lewis O\'Driscoll' | ||
author = u'Lewis O\'Driscoll' | ||
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# The version info for the project you're documenting, acts as replacement for | ||
# |version| and |release|, also used in various other places throughout the | ||
# built documents. | ||
# | ||
# The short X.Y version. | ||
version = u'0.0.1' | ||
# The full version, including alpha/beta/rc tags. | ||
release = u'0.0.1' | ||
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# The language for content autogenerated by Sphinx. Refer to documentation | ||
# for a list of supported languages. | ||
# | ||
# This is also used if you do content translation via gettext catalogs. | ||
# Usually you set "language" from the command line for these cases. | ||
language = None | ||
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# List of patterns, relative to source directory, that match files and | ||
# directories to ignore when looking for source files. | ||
# This patterns also effect to html_static_path and html_extra_path | ||
exclude_patterns = [] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
pygments_style = 'sphinx' | ||
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# If true, `todo` and `todoList` produce output, else they produce nothing. | ||
todo_include_todos = False | ||
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# -- 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 = 'pyramid' | ||
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# Theme options are theme-specific and customize the look and feel of a theme | ||
# further. For a list of options available for each theme, see the | ||
# documentation. | ||
# | ||
# html_theme_options = {} | ||
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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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# -- Options for HTMLHelp output ------------------------------------------ | ||
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# Output file base name for HTML help builder. | ||
htmlhelp_basename = 'Optimaticdoc' | ||
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# -- Options for LaTeX output --------------------------------------------- | ||
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latex_elements = { | ||
# The paper size ('letterpaper' or 'a4paper'). | ||
# | ||
# 'papersize': 'letterpaper', | ||
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# The font size ('10pt', '11pt' or '12pt'). | ||
# | ||
# 'pointsize': '10pt', | ||
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# Additional stuff for the LaTeX preamble. | ||
# | ||
# 'preamble': '', | ||
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# Latex figure (float) alignment | ||
# | ||
# 'figure_align': 'htbp', | ||
} | ||
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# Grouping the document tree into LaTeX files. List of tuples | ||
# (source start file, target name, title, | ||
# author, documentclass [howto, manual, or own class]). | ||
latex_documents = [ | ||
(master_doc, 'Optimatic.tex', u'Optimatic Documentation', | ||
u'Lewis O\'Driscoll', 'manual'), | ||
] | ||
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# -- Options for manual page output --------------------------------------- | ||
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# One entry per manual page. List of tuples | ||
# (source start file, name, description, authors, manual section). | ||
man_pages = [ | ||
(master_doc, 'optimatic', u'Optimatic Documentation', | ||
[author], 1) | ||
] | ||
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# -- Options for Texinfo output ------------------------------------------- | ||
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# Grouping the document tree into Texinfo files. List of tuples | ||
# (source start file, target name, title, author, | ||
# dir menu entry, description, category) | ||
texinfo_documents = [ | ||
(master_doc, 'Optimatic', u'Optimatic Documentation', | ||
author, 'Optimatic', 'One line description of project.', | ||
'Miscellaneous'), | ||
] |
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.. Optimatic documentation master file, created by | ||
sphinx-quickstart on Thu Sep 21 14:42:59 2017. | ||
You can adapt this file completely to your liking, but it should at least | ||
contain the root `toctree` directive. | ||
Welcome to Optimatic's documentation! | ||
===================================== | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Contents: | ||
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introduction | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`modindex` | ||
* :ref:`search` |
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Introduction | ||
============ | ||
To use optimatic, first define the function you want to optimise: | ||
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.. code-block:: python | ||
def f(x): | ||
return (x - 2.4) ** 2 | ||
Some optimisation methods (e.g. gradient descent) also require you to define the | ||
derivative of your function: | ||
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.. code-block:: python | ||
def df(x): | ||
return 2 * (x - 2.4) | ||
Then import and initialise the optimiser you want to use, e.g.: | ||
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.. code-block:: python | ||
from optimatic.grad_desc import Optimiser | ||
opt = Optimiser(f, df, 6.0) | ||
Then run either :code:`opt.step()` to run one step of the chosen optimisation | ||
algorithm, or :code:`opt.optimise()` to run until either :code:`opt.steps` is | ||
exceeded, or :code:`opt.precision` is met. See | ||
:func:`~optimatic.grad_desc.Optimiser` for more details. |
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optimatic | ||
========= | ||
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.. toctree:: | ||
:maxdepth: 4 | ||
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optimatic |
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optimatic package | ||
================= | ||
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Subpackages | ||
----------- | ||
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.. toctree:: | ||
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optimatic.utils | ||
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Submodules | ||
---------- | ||
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optimatic.grad_desc module | ||
-------------------------- | ||
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.. automodule:: optimatic.grad_desc | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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Module contents | ||
--------------- | ||
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.. automodule:: optimatic | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: |
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optimatic.utils package | ||
======================= | ||
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Submodules | ||
---------- | ||
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optimatic.utils.generate module | ||
------------------------------- | ||
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.. automodule:: optimatic.utils.generate | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: | ||
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Module contents | ||
--------------- | ||
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.. automodule:: optimatic.utils | ||
:members: | ||
:undoc-members: | ||
:show-inheritance: |
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