From b6d43f61b1eb202709b9f8a430b43d7082285959 Mon Sep 17 00:00:00 2001 From: KanaiYuma-aist <105629713+KanaiYuma-aist@users.noreply.github.com> Date: Fri, 6 Dec 2024 15:50:08 +0900 Subject: [PATCH] Add docs for NelderMeadSampler (#397) * uploaded installation.md * fixed descriptions wrt Linux and ABCI. * fixed links. * added descriptions wrt macOS. * fixed installation.md * mkdir installation mv installation.md installation * added auto_formatting_guide.md to contribution_guide directory. * deleted black space * added Makefile * added installation_en.md * fixed installation_en.md * added auto_formatting_guide_en.md * fixed error wrt ruff * fixed errors wrt ruff * Add docs for nm.(WIP) * Add docs/source/hpo. * Add Sphinx documents. * Delete docs/source/api_reference. * Add docs/source/api_reference in .gitignore. * Add publish_pages.yaml. * Delete japanese in docstring. * Change html_theme to pydata. * Delete japanese. * Remove files. * Split API reference. * Add logo. * Fix for ruff and mypy. * Update hpo.md * Fix typo. * Add --maxdepth option. * Delete html. * Remove sphinx_rtd_theme. * Resize logo. * Fixed to upper case. * Change document structure. * Add contribution_guide(WIP). * Add api_reference/index.rst. * Add user_guide(WIP) * Remove unnecessary sentences. * Remove docs/source/api_reference/*.md. * Integrate contribution_guide. * Split user_guide. * Adjust html_sidebars. * Fix for ruff. * Update installation.md * Update index.rst * Update and rename docs/source/installation/installation.md to docs/source/getting_started.md * Update aiaccel/hpo/algorithms/nelder_mead_algorithm.py Co-authored-by: Yoshiaki Bando * Add logo_aiaccel_padding.png. * Integrate neldermeadsampler_en.md. * Delete unnecessary files. * Add sphinx.ext.doctest. * Remove cp index.html . --------- Co-authored-by: 3bisuoka Co-authored-by: Yoshiaki Bando --- .github/workflows/publish_pages.yaml | 31 ++++++ .gitignore | 2 + .../hpo/algorithms/nelder_mead_algorithm.py | 29 +----- .../optuna/samplers/nelder_mead_sampler.py | 56 ++++------- docs/Makefile | 14 +++ docs/image/logo_aiaccel_padding.png | Bin 0 -> 252249 bytes docs/make.bat | 35 +++++++ docs/source/api_reference/index.rst | 19 ++++ docs/source/conf.py | 88 ++++++++++++++++++ .../contribution_guide/contribution_guide.md | 3 + docs/source/getting_started.md | 7 ++ docs/source/index.rst | 68 ++++++++++++++ docs/source/user_guide/hpo.optimize.rst | 4 + docs/source/user_guide/index.rst | 8 ++ docs/source/user_guide/torch.train.rst | 4 + pyproject.toml | 1 + 16 files changed, 302 insertions(+), 67 deletions(-) create mode 100644 .github/workflows/publish_pages.yaml create mode 100644 docs/Makefile create mode 100644 docs/image/logo_aiaccel_padding.png create mode 100644 docs/make.bat create mode 100644 docs/source/api_reference/index.rst create mode 100644 docs/source/conf.py create mode 100644 docs/source/contribution_guide/contribution_guide.md create mode 100644 docs/source/getting_started.md create mode 100644 docs/source/index.rst create mode 100644 docs/source/user_guide/hpo.optimize.rst create mode 100644 docs/source/user_guide/index.rst create mode 100644 docs/source/user_guide/torch.train.rst diff --git a/.github/workflows/publish_pages.yaml b/.github/workflows/publish_pages.yaml new file mode 100644 index 00000000..28ad6f5e --- /dev/null +++ b/.github/workflows/publish_pages.yaml @@ -0,0 +1,31 @@ +name: Publish on GitHub Pages + +on: + [push, pull_request, workflow_dispatch] + +permissions: + contents: write + +jobs: + docs: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + - name: Install dependencies + run: | + python -m pip install --upgrade pip + python -m pip install .[dev,github-actions,test] + - name: Sphinx build + run: | + sphinx-apidoc --maxdepth 2 -f -o ./docs/source/api_reference/ ./aiaccel/ + cd docs + make html + - name: Deploy to GitHub Pages + uses: peaceiris/actions-gh-pages@v3 + if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/feature/main' }} + with: + publish_branch: gh-pages + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: docs/build/html + force_orphan: true \ No newline at end of file diff --git a/.gitignore b/.gitignore index 2c52fa60..fd51cfbf 100644 --- a/.gitignore +++ b/.gitignore @@ -113,6 +113,8 @@ work_aiaccel/ # document docs/build/html +docs/source/api_reference/*.rst +!docs/source/api_reference/index.rst # IntelliJ .idea diff --git a/aiaccel/hpo/algorithms/nelder_mead_algorithm.py b/aiaccel/hpo/algorithms/nelder_mead_algorithm.py index ec9253c0..7f2053bf 100644 --- a/aiaccel/hpo/algorithms/nelder_mead_algorithm.py +++ b/aiaccel/hpo/algorithms/nelder_mead_algorithm.py @@ -33,48 +33,31 @@ class NelderMeadAlgorism: Uses a queue to receive results and advance the NelderMead algorithm. Return parameters within the normalization range by referring only to the number of dimensions. - NelderMead アルゴリズムを管理するクラス - - queue を用いて結果を受け取り、NelderMead のアルゴリズムを進める - 次元数のみを参照して、正規化範囲でパラメータを返す - Args: dimensions: int | None = None The number of dimensions in the search space. - 探索範囲の次元数 coeff: NelderMeadCoefficient | None = None Parameters used in NelderMead. - NelderMead で用いられるパラメータ rng: np.random.RandomState | None = None RandomState used for calculating initial points. - 初期点計算に用いられる RandomState block: bool = False Sets whether to block the queue used internally. - 内部で用いられる queue を block するかどうかを設定する timeout: int | None = None Time to block the queue. - queue を block する時間 Attributes: vertices: list[npt.NDArray[np.float64]] List of simplex parameters. - simplex のパラメータのリスト values: list[float] List of simplex calculation results. - simplex の計算結果のリスト generator: iterator Generator for NelderMead parameters. - neldermead のパラメータのジェネレータ lock: threading.Lock threading.Lock variable used for thread-safe processing. - スレッドセーフ処理に用いる threading.Lock 変数 results: queue.Queue[tuple[npt.NDArray[np.float64], float, bool]] Queue to receive tuples of parameters, calculation results, and a boolean indicating whether the parameters were output by NelderMead. - 外部からパラメータ・計算結果・nelder mead から出力されたパラメータか否かを示す bool 変数 - のタプルを受け取る queue simplex_size: int Number of vertices in the simplex. - simplex の頂点の個数 """ vertices: list[npt.NDArray[np.float64]] @@ -107,14 +90,9 @@ def get_vertex(self, dimensions: int | None = None) -> npt.NDArray[np.float64]: Thread-safe due to parallel processing requirements. - nelder mead の次のパラメータを返すメソッド - - 並列処理の都合でスレッドセーフとなっている - Returns: npt.NDArray[np.float64]: The next parameters for NelderMead. - nelder mead の次のパラメータ """ if dimensions is not None: @@ -151,14 +129,11 @@ def put_value( ) -> None: """Method to pass a pair of parameters and results to NelderMead - nelder mead にパラメータと結果の組を渡すメソッド - Args: - vertex: npt.NDArray[np.float64]: Parameters パラメータ - value: float: Calculation result 計算結果 + vertex: npt.NDArray[np.float64]: Parameters + value: float: Calculation result enqueue: bool = False: Boolean indicating whether the parameters were output by NelderMead. - nelder mead から出力されたパラメータか否かを示す bool 変数 """ if self.dimensions is None: diff --git a/aiaccel/hpo/optuna/samplers/nelder_mead_sampler.py b/aiaccel/hpo/optuna/samplers/nelder_mead_sampler.py index d349aa1b..b93cfacc 100644 --- a/aiaccel/hpo/optuna/samplers/nelder_mead_sampler.py +++ b/aiaccel/hpo/optuna/samplers/nelder_mead_sampler.py @@ -35,52 +35,48 @@ class NelderMeadSampler(optuna.samplers.BaseSampler): The enqueued parameters are calculated in parallel with the parameters determined by NelderMead if parallelisation is enabled. - NelderMead アルゴリズムを用いた Sampler + Example: - パラメータ数-1個の初期点計算と shrink 時のみ並列化可能で、 - それ以外は基本的には直列計算になる(optuna.optimize(n_jobs=2)等で設定しても、前述の時以外は直列で計算する) - 並列化を有効にする場合は、引数 block = True にする必要がある。 + An example of a single-objective optimization is as follows: - optuna.enqueue_trial() 利用時は、NelderMeadSampler が決定するパラメータとは個別に計算され、 - 良い結果が出れば NelderMead に取り込まれる。(Simplexの再構成を行う) - また、optuna.enqueue_trial() で決定されたパラメータは、 - 並列化が有効であれば NelderMead の決定するパラメータと並列で計算される。 + .. testcode:: + + import optuna + from aiaccel.hpo.optuna.samplers.nelder_mead_sampler import NelderMeadSampler + + + def objective(trial): + x = trial.suggest_float("x", -10, 10) + return x**2 + + + search_space = {"x": {"low": -10, "high": 10}} + sampler = NelderMeadSampler(search_space=search_space, seed=42) + study.optimize(objective, n_trials=10) Args: search_space: dict[str, tuple[float, float]] Parameter names and corresponding lower and upper limits. Must be set separately from suggest_uniform (as the parameters must be determined at the time of before_trial). - パラメータ名と対応した lower, upper - suggest_uniform 等とは個別に設定する必要がある(before_trial 時点でパラメータを決定する必要があるため) seed: int | None = None Random seed used for initial point calculation. - 初期点計算をランダムで決定する際に利用されるシード値 rng: np.random.RandomState | None = None RandomState used for initial point calculation. If specified with seed, rng takes precedence. - 初期点計算に用いられる RandomState - seed と同時に指定された場合、 rng が優先される coeff: NelderMeadCoefficient | None = None Parameters used in NelderMead Algorism. - NelderMead で用いられるパラメータ block: bool = False Indicates whether the queue used internally is blocked or not. If parallelisation by optuna.optimize is enabled, it must be set with block = True - 内部で用いられる queue を block するかどうかを設定する - optuna.optimize による並列化を有効にする場合は、 block = Trueで設定する必要がある sub_sampler: optuna.samplers.BaseSampler | None = None Sampler to output parameters when NelderMead cannot output parameters. Mainly intended for use on free computation nodes in parallel. If the sub_sampler function is enabled, it must be set with block = False. - NelderMead がパラメータを出力出来ない時に、代わりにパラメータを出力する Sampler - 主に並列化時に空いている計算ノードで利用することを想定している - sub_sampler 機能を有効にする場合は、 block = False で設定する必要がある Attributes: nm: NelderMeadAlgorism Instance of a class that manages the NelderMead algorithm. - NelderMead のアルゴリズムを管理するクラスのインスタンス """ @@ -171,14 +167,6 @@ def before_trial(self, study: Study, trial: FrozenTrial) -> None: If sub_sampler is specified, sub_sampler.before_trial() is executed, and trial.user_attr["sub_trial"] is set to True. - trial の前処理 - - ここで NelderMead のパラメータを決定する - trial.user_attr["params"] に決定したパラメータが格納される - NelderMead のパラメータが出力出来ないかつ、sub_sampler = None の場合は NelderMeadEmptyError を raise する - sub_sampler が指定されている場合は、 sub_sampler.before_trial() を実行し、 - trial.user_attr["sub_trial"] = True とする - Args: study: Study Target study object. @@ -223,13 +211,6 @@ def sample_independent( If trial.user_attr["sub_trial"] = True, execute sub_sampler.sample_independent() and return its parameters. - パラメータを sample する - - NelderMeadSampler の場合は before_trial でパラメータを決定済みなので、 - trial.user_attr["params"] の対応したパラメータを返り値とする - trial.user_attr["sub_trial"] = True の場合は、 - sub_sampler.sample_independent() を実行し、そのパラメータを返り値とする - Args: study: Study Target study object. @@ -299,11 +280,6 @@ def after_trial( Pass the parameter-result pairs to the NelderMead algorithm. If trial.user_attr["sub_trial"] = True, execute sub_sampler.after_trial(). - trial の後処理 - - パラメータ、計算結果の組を NelderMead アルゴリズムに渡す - trial.user_attr["sub_trial"] = True の場合は、 sub_sampler.after_trial() を実行する - Args: study: Study Target study object. diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 00000000..0f1023fb --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,14 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# 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) diff --git a/docs/image/logo_aiaccel_padding.png b/docs/image/logo_aiaccel_padding.png new file mode 100644 index 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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 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs/source/api_reference/index.rst b/docs/source/api_reference/index.rst new file mode 100644 index 00000000..e5456fb6 --- /dev/null +++ b/docs/source/api_reference/index.rst @@ -0,0 +1,19 @@ + +************* +API Reference +************* + +* :ref:`genindex` +* :ref:`modindex` + +---- + + +.. toctree:: + :maxdepth: 2 + + aiaccel.app + aiaccel.hpo + aiaccel.job + aiaccel.torch + aiaccel.utils diff --git a/docs/source/conf.py b/docs/source/conf.py new file mode 100644 index 00000000..d1db1a7e --- /dev/null +++ b/docs/source/conf.py @@ -0,0 +1,88 @@ +# Configuration file for the Sphinx documentation builder. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Path setup -------------------------------------------------------------- + +# 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. +# +from pathlib import Path +import sys + +root_path = Path(__file__).parent.parent.parent +sys.path.insert(0, str(root_path.absolute())) + +# -- Project information ----------------------------------------------------- + +project = "aiaccel" +project_copyright = "2024, AIST" +author = "AIST" + +# The full version, including alpha/beta/rc tags +release = "2.0.0" +html_logo = f"{root_path}/docs/image/logo_aiaccel_padding.png" + +# -- General configuration --------------------------------------------------- + +# 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.githubpages", + "sphinx.ext.napoleon", + "sphinx.ext.todo", + "sphinx.ext.viewcode", + "sphinx_fontawesome", + "myst_parser", + "pydata_sphinx_theme", + "sphinx.ext.doctest", +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ["_templates"] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = [ + "_build", + "Thumbs.db", + ".DS_Store", +] + +# Auto-generated header anchors +# The MyST Parser can automatically generate label “slugs” for header anchors +# so that you can reference them from markdown links. For example, you can use +# header bookmark links, locally; [](#header-anchor), or cross-file +# [](path/to/file.md#header-anchor). To achieve this, use the +# myst_heading_anchors = DEPTH configuration option, where DEPTH is the depth +# of header levels for which you wish to generate links. +# (commentout) myst_heading_anchors = 3 + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = "pydata_sphinx_theme" +html_show_sourcelink = False +html_show_sphinx = False +# (commentout) html_static_path = ["_static"] +html_sidebars = {"**": ["search-field", "sidebar-nav-bs", "sourcelink.html"]} +source_suffix = {".rst": "restructuredtext", ".txt": "markdown", ".md": "markdown"} + +# 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". +# (commentout) html_static_path = ['_static'] + +language = "en" + +# -- Extension configuration ------------------------------------------------- +# (commentout) todo_include_todos = True +# (commentout) autoclass_content = "both" diff --git a/docs/source/contribution_guide/contribution_guide.md b/docs/source/contribution_guide/contribution_guide.md new file mode 100644 index 00000000..0d57d2f0 --- /dev/null +++ b/docs/source/contribution_guide/contribution_guide.md @@ -0,0 +1,3 @@ +# Contribution Guide + +(WIP) diff --git a/docs/source/getting_started.md b/docs/source/getting_started.md new file mode 100644 index 00000000..242e6aea --- /dev/null +++ b/docs/source/getting_started.md @@ -0,0 +1,7 @@ +# Getting Started + +## Installation +Aiaccel supports 3.10 and later. You can install all features of aiaccel by: +```bash +python -m pip install git+https://github.com/aistairc/aiaccel.git@develop/v2 +``` diff --git a/docs/source/index.rst b/docs/source/index.rst new file mode 100644 index 00000000..cc6c36ca --- /dev/null +++ b/docs/source/index.rst @@ -0,0 +1,68 @@ +.. aiaccel-dev documentation master file, created by + sphinx-quickstart on Mon Jan 18 15:46:13 2021. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + + +aiaccel Documentation +=================== + +Overview +-------- + +This software is a hyperparameter optimization library designed for the AI Bridging Cloud Infrastructure (ABCI). +It addresses hyperparameter optimization challenges in AI technologies such as deep learning and multi-agent simulations. +Currently, it supports five optimization algorithms: Random Search, Grid Search, Sobol Sequence, Nelder-Mead Method, and TPE. + + +.. _`AI Bridging Cloud Infrastructure (ABCI)`: https://abci.ai/ + + +Getting Started +-------- + +.. toctree:: + :maxdepth: 2 + + getting_started.md + + +User Guide +-------- + +.. toctree:: + :maxdepth: 2 + + user_guide/index.rst + + +API Reference +-------- + + +.. toctree:: + :maxdepth: 2 + + api_reference/index.rst + + +Contribution Guide +-------- + + +.. toctree:: + :maxdepth: 2 + + contribution_guide/contribution_guide.md + + +Index and Search +-------- + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + +Acknowledgments +-------- +* Part of this work was developed under a commissioned project of the New Energy and Industrial Technology Development Organization (NEDO). diff --git a/docs/source/user_guide/hpo.optimize.rst b/docs/source/user_guide/hpo.optimize.rst new file mode 100644 index 00000000..2dfa2aa5 --- /dev/null +++ b/docs/source/user_guide/hpo.optimize.rst @@ -0,0 +1,4 @@ +hpo.optimize +================== + +(WIP) diff --git a/docs/source/user_guide/index.rst b/docs/source/user_guide/index.rst new file mode 100644 index 00000000..b009c537 --- /dev/null +++ b/docs/source/user_guide/index.rst @@ -0,0 +1,8 @@ +User Guide +================== + +.. toctree:: + :maxdepth: 2 + + hpo.optimize.rst + torch.train.rst \ No newline at end of file diff --git a/docs/source/user_guide/torch.train.rst b/docs/source/user_guide/torch.train.rst new file mode 100644 index 00000000..35cad40f --- /dev/null +++ b/docs/source/user_guide/torch.train.rst @@ -0,0 +1,4 @@ +torch.train +================== + +(WIP) diff --git a/pyproject.toml b/pyproject.toml index 6465f6ef..f7911bd4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -49,6 +49,7 @@ dev = [ "sphinx-intl", "sphinx-fontawesome", "sphinx-rtd-theme", + "pydata-sphinx-theme", "types-colorama", "undecorated", "pandas",