Read the Docs build information
Build id: 1325927
Project: anyscale-ray
Version: 32940
Commit: 15b5e717504ceac492e52deab164109f6f69f90e
Date: 2023-03-02T08:04:51.251949Z
State: cancelled
Success: False


[rtd-command-info] start-time: 2023-03-02T08:04:53.098094Z, end-time: 2023-03-02T08:05:16.171192Z, duration: 23, exit-code: 0
git clone --no-single-branch --depth 50 https://github.com/ray-project/ray .
Cloning into '.'...
Updating files:  99% (6177/6194)
Updating files: 100% (6194/6194)
Updating files: 100% (6194/6194), done.

[rtd-command-info] start-time: 2023-03-02T08:05:16.408795Z, end-time: 2023-03-02T08:05:17.818053Z, duration: 1, exit-code: 0
git fetch origin --force --tags --prune --prune-tags --depth 50 pull/32940/head:external-32940
From https://github.com/ray-project/ray
 * [new ref]             refs/pull/32940/head -> external-32940

[rtd-command-info] start-time: 2023-03-02T08:05:18.123462Z, end-time: 2023-03-02T08:05:18.409885Z, duration: 0, exit-code: 0
git checkout --force 15b5e717504ceac492e52deab164109f6f69f90e
Note: switching to '15b5e717504ceac492e52deab164109f6f69f90e'.

You are in 'detached HEAD' state. You can look around, make experimental
changes and commit them, and you can discard any commits you make in this
state without impacting any branches by switching back to a branch.

If you want to create a new branch to retain commits you create, you may
do so (now or later) by using -c with the switch command. Example:

  git switch -c <new-branch-name>

Or undo this operation with:

  git switch -

Turn off this advice by setting config variable advice.detachedHead to false

HEAD is now at 15b5e7175 remove build_action_dist

[rtd-command-info] start-time: 2023-03-02T08:05:18.634810Z, end-time: 2023-03-02T08:05:18.717599Z, duration: 0, exit-code: 0
git clean -d -f -f


[rtd-command-info] start-time: 2023-03-02T08:05:21.178306Z, end-time: 2023-03-02T08:05:25.752267Z, duration: 4, exit-code: 0
python3.7 -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH
Using base prefix '/home/docs/.pyenv/versions/3.7.9'
New python executable in /home/docs/checkouts/readthedocs.org/user_builds/anyscale-ray/envs/32940/bin/python3.7
Also creating executable in /home/docs/checkouts/readthedocs.org/user_builds/anyscale-ray/envs/32940/bin/python
Installing setuptools, pip, wheel...
done.

[rtd-command-info] start-time: 2023-03-02T08:05:25.991045Z, end-time: 2023-03-02T08:05:27.754820Z, duration: 1, exit-code: 0
python -m pip install --upgrade --no-cache-dir pip setuptools<58.3.0
Requirement already satisfied: pip in /home/docs/checkouts/readthedocs.org/user_builds/anyscale-ray/envs/32940/lib/python3.7/site-packages (23.0.1)
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Installing collected packages: setuptools
  Attempting uninstall: setuptools
    Found existing installation: setuptools 67.4.0
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      Successfully uninstalled setuptools-67.4.0
Successfully installed setuptools-58.2.0

[rtd-command-info] start-time: 2023-03-02T08:05:27.971851Z, end-time: 2023-03-02T08:05:35.221119Z, duration: 7, exit-code: 0
python -m pip install --upgrade --no-cache-dir pillow mock==1.0.1 alabaster>=0.7,<0.8,!=0.7.5 commonmark==0.9.1 recommonmark==0.5.0 sphinx sphinx-rtd-theme readthedocs-sphinx-ext<2.3
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Requirement already satisfied: setuptools in /home/docs/checkouts/readthedocs.org/user_builds/anyscale-ray/envs/32940/lib/python3.7/site-packages (from sphinxcontrib-jquery!=3.0.0,>=2.0.0->sphinx-rtd-theme) (58.2.0)
Building wheels for collected packages: mock
  Building wheel for mock (setup.py): started
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  Created wheel for mock: filename=mock-1.0.1-py3-none-any.whl size=23772 sha256=50c16d06f1b257f601cf359b8ef2011701e5025a5616fd824c018f78ef9a8784
  Stored in directory: /tmp/pip-ephem-wheel-cache-msd5qk73/wheels/7a/94/b1/0fdc5339a5bd487a5cc15421ec200d9ba3e2aa7190e4a727f1
Successfully built mock
Installing collected packages: snowballstemmer, pytz, mock, commonmark, charset-normalizer, zipp, urllib3, typing-extensions, sphinxcontrib-serializinghtml, sphinxcontrib-qthelp, sphinxcontrib-jsmath, sphinxcontrib-jquery, sphinxcontrib-htmlhelp, sphinxcontrib-devhelp, sphinxcontrib-applehelp, Pygments, pillow, packaging, MarkupSafe, imagesize, idna, docutils, certifi, babel, alabaster, requests, Jinja2, importlib-metadata, sphinx, readthedocs-sphinx-ext, sphinx-rtd-theme, recommonmark
Successfully installed Jinja2-3.1.2 MarkupSafe-2.1.2 Pygments-2.14.0 alabaster-0.7.13 babel-2.12.1 certifi-2022.12.7 charset-normalizer-3.0.1 commonmark-0.9.1 docutils-0.18.1 idna-3.4 imagesize-1.4.1 importlib-metadata-6.0.0 mock-1.0.1 packaging-23.0 pillow-9.4.0 pytz-2022.7.1 readthedocs-sphinx-ext-2.2.0 recommonmark-0.5.0 requests-2.28.2 snowballstemmer-2.2.0 sphinx-5.3.0 sphinx-rtd-theme-1.2.0 sphinxcontrib-applehelp-1.0.2 sphinxcontrib-devhelp-1.0.2 sphinxcontrib-htmlhelp-2.0.0 sphinxcontrib-jquery-2.0.0 sphinxcontrib-jsmath-1.0.1 sphinxcontrib-qthelp-1.0.3 sphinxcontrib-serializinghtml-1.1.5 typing-extensions-4.5.0 urllib3-1.26.14 zipp-3.15.0

[rtd-command-info] start-time: 2023-03-02T08:05:35.474929Z, end-time: 2023-03-02T08:08:57.900542Z, duration: 202, exit-code: 0
python -m pip install --exists-action=w --no-cache-dir -r doc/requirements-doc.txt
Ignoring fairscale: markers 'python_version < "3.7"' don't match your environment
Ignoring tensorflow-macos: markers 'sys_platform == "darwin" and platform_machine == "arm64"' don't match your environment
Collecting git+https://github.com/ray-project/tune-sklearn@master#tune-sklearn (from -r doc/requirements-doc.txt (line 43))
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  Resolved https://github.com/ray-project/tune-sklearn to commit ff4e5f69570836e043bc89e4812d5fea3361a1e0
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Collecting xgboost_ray
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Collecting git+https://github.com/ray-project/lightgbm_ray@main#lightgbm_ray (from -r doc/requirements-doc.txt (line 45))
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Collecting git+https://github.com/ray-project/ray_lightning@main#ray_lightning (from -r doc/requirements-doc.txt (line 46))
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Building wheels for collected packages: sphinxemoji, sphinx-jsonschema, sphinxcontrib.yt, sphinx-sitemap, sphinxcontrib-redoc, fairscale, tune-sklearn, xgboost_ray, lightgbm-ray, ray-lightning, pathtools, promise
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  Created wheel for lightgbm-ray: filename=lightgbm_ray-0.1.9-py3-none-any.whl size=73034 sha256=93891cdb5a1922a7e4694484bcd21ab37773e24e8cab1b0641e8205b5ad93407
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  Created wheel for ray-lightning: filename=ray_lightning-0.3.0-py3-none-any.whl size=51550 sha256=3fec73c9fe8cfd3c733355a5f8c8add4146310d259d290cac1c9e6c123107887
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  Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8806 sha256=53f1f3cf7754f07f560d0064fac24dee8dd5156d89e09ae916f6bbe974b5c9e0
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Successfully built sphinxemoji sphinx-jsonschema sphinxcontrib.yt sphinx-sitemap sphinxcontrib-redoc fairscale tune-sklearn xgboost_ray lightgbm-ray ray-lightning pathtools promise
Installing collected packages: webencodings, wcwidth, tokenizers, tensorboard-plugin-wit, Send2Trash, pyasn1, ptyprocess, pickleshare, pathtools, msgpack, mistune, libclang, ipython-genutils, flatbuffers, fastjsonschema, dm-tree, distlib, colorful, backcall, appdirs, wrapt, werkzeug, websocket-client, traitlets, tqdm, tornado, toml, tinycss2, threadpoolctl, termcolor, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, tabulate, soupsieve, sniffio, smmap, six, setproctitle, sentry-sdk, rsa, regex, pyzmq, pyyaml, pyrsistent, Pygments, pyDeprecate, pydantic, pycparser, pyasn1-modules, psutil, protobuf, prompt-toolkit, prometheus-client, platformdirs, pkgutil-resolve-name, pickle5, pexpect, parso, pandocfilters, oauthlib, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cublas-cu11, numpy, networkx, nest-asyncio, multidict, lxml, keras, jupyterlab-widgets, jupyterlab-pygments, jsonpointer, joblib, Jinja2, itsdangerous, importlib-resources, h11, grpcio, greenlet, graphviz, gast, fsspec, frozenlist, filelock, etils, entrypoints, docutils, dill, defusedxml, decorator, debugpy, colorama, click, cachetools, attrs, asynctest, async-timeout, asgiref, absl-py, yarl, virtualenv, uvicorn, tifffile, terminado, tensorboardX, sqlalchemy, sphinx-jsonschema, sphinx, scipy, requests-oauthlib, redis, PyWavelets, python-dateutil, pyarrow, pyaml, promise, opt-einsum, nvidia-cudnn-cu11, mxnet, matplotlib-inline, markdown-it-py, markdown, jupyter-core, jsonschema, jedi, imageio, huggingface-hub, h5py, googleapis-common-protos, google-pasta, google-auth, gitdb, flask, docker-pycreds, cffi, bleach, beautifulsoup4, astunparse, anyio, aiosignal, xgboost, transformers, torch, tensorflow-metadata, starlette, sphinxemoji, sphinxcontrib.yt, sphinxcontrib-redoc, sphinx-version-warning, sphinx-togglebutton, sphinx-thebe, sphinx-tabs, sphinx-sitemap, sphinx-panels, sphinx-external-toc, sphinx-copybutton, sphinx-click, scikit-learn, scikit-image, ray, pydata-sphinx-theme, pandas, nbformat, mdit-py-plugins, jupyter-client, ipython, google-auth-oauthlib, GitPython, autodoc_pydantic, argon2-cffi-bindings, aiohttp, xgboost_ray, wandb, torchvision, torchmetrics, tensorflow-datasets, tensorboard, sphinx-book-theme, scikit-optimize, nbclient, myst-parser, lightgbm, jupytext, ipykernel, fastapi, fairscale, argon2-cffi, tune-sklearn, tensorflow, pytorch-lightning, nbconvert, lightgbm-ray, ray-lightning, jupyter-server, notebook-shim, jupyter-server-mathjax, nbdime, nbclassic, notebook, jupyter-cache, widgetsnbextension, ipywidgets, jupyter-sphinx, myst-nb
  Attempting uninstall: Pygments
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Successfully installed GitPython-3.1.31 Jinja2-3.0.3 PyWavelets-1.3.0 Pygments-2.11.2 Send2Trash-1.8.0 absl-py-1.4.0 aiohttp-3.8.4 aiosignal-1.3.1 anyio-3.6.2 appdirs-1.4.4 argon2-cffi-21.3.0 argon2-cffi-bindings-21.2.0 asgiref-3.6.0 astunparse-1.6.3 async-timeout-4.0.2 asynctest-0.13.0 attrs-21.4.0 autodoc_pydantic-1.6.1 backcall-0.2.0 beautifulsoup4-4.11.2 bleach-6.0.0 cachetools-5.3.0 cffi-1.15.1 click-7.1.2 colorama-0.4.6 colorful-0.5.5 debugpy-1.6.6 decorator-5.1.1 defusedxml-0.7.1 dill-0.3.6 distlib-0.3.6 dm-tree-0.1.8 docker-pycreds-0.4.0 docutils-0.17.1 entrypoints-0.4 etils-0.9.0 fairscale-0.4.6 fastapi-0.92.0 fastjsonschema-2.16.3 filelock-3.9.0 flask-2.0.3 flatbuffers-23.1.21 frozenlist-1.3.3 fsspec-2023.1.0 gast-0.4.0 gitdb-4.0.10 google-auth-2.16.1 google-auth-oauthlib-0.4.6 google-pasta-0.2.0 googleapis-common-protos-1.58.0 graphviz-0.8.4 greenlet-2.0.2 grpcio-1.51.3 h11-0.14.0 h5py-3.8.0 huggingface-hub-0.12.1 imageio-2.26.0 importlib-resources-5.12.0 ipykernel-6.16.2 ipython-7.34.0 ipython-genutils-0.2.0 ipywidgets-7.7.3 itsdangerous-2.1.2 jedi-0.18.2 joblib-1.2.0 jsonpointer-2.3 jsonschema-4.17.3 jupyter-cache-0.4.3 jupyter-client-7.4.9 jupyter-core-4.12.0 jupyter-server-1.23.6 jupyter-server-mathjax-0.2.6 jupyter-sphinx-0.3.2 jupyterlab-pygments-0.2.2 jupyterlab-widgets-1.1.2 jupytext-1.13.6 keras-2.11.0 libclang-15.0.6.1 lightgbm-3.3.5 lightgbm-ray-0.1.9 lxml-4.9.2 markdown-3.4.1 markdown-it-py-1.1.0 matplotlib-inline-0.1.6 mdit-py-plugins-0.2.8 mistune-0.8.4 msgpack-1.0.4 multidict-6.0.4 mxnet-1.8.0.post0 myst-nb-0.13.1 myst-parser-0.15.2 nbclassic-0.5.2 nbclient-0.5.13 nbconvert-6.5.4 nbdime-3.1.1 nbformat-5.7.3 nest-asyncio-1.5.6 networkx-2.6.3 notebook-6.5.2 notebook-shim-0.2.2 numpy-1.21.6 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 oauthlib-3.2.2 opt-einsum-3.3.0 pandas-1.3.5 pandocfilters-1.5.0 parso-0.8.3 pathtools-0.1.2 pexpect-4.8.0 pickle5-0.0.12 pickleshare-0.7.5 pkgutil-resolve-name-1.3.10 platformdirs-3.0.0 prometheus-client-0.16.0 promise-2.3 prompt-toolkit-3.0.38 protobuf-3.19.6 psutil-5.9.4 ptyprocess-0.7.0 pyDeprecate-0.3.2 pyaml-21.10.1 pyarrow-11.0.0 pyasn1-0.4.8 pyasn1-modules-0.2.8 pycparser-2.21 pydantic-1.9.2 pydata-sphinx-theme-0.8.1 pyrsistent-0.19.3 python-dateutil-2.8.2 pytorch-lightning-1.6.5 pyyaml-6.0 pyzmq-25.0.0 ray-2.3.0 ray-lightning-0.3.0 redis-4.5.1 regex-2022.10.31 requests-oauthlib-1.3.1 rsa-4.9 scikit-image-0.19.3 scikit-learn-1.0.2 scikit-optimize-0.9.0 scipy-1.7.3 sentry-sdk-1.16.0 setproctitle-1.3.2 six-1.16.0 smmap-5.0.0 sniffio-1.3.0 soupsieve-2.4 sphinx-4.3.2 sphinx-book-theme-0.3.3 sphinx-click-3.0.2 sphinx-copybutton-0.4.0 sphinx-external-toc-0.2.3 sphinx-jsonschema-1.17.2 sphinx-panels-0.6.0 sphinx-sitemap-2.2.0 sphinx-tabs-3.4.0 sphinx-thebe-0.1.1 sphinx-togglebutton-0.2.3 sphinx-version-warning-1.1.2 sphinxcontrib-redoc-1.6.0 sphinxcontrib.yt-0.2.2 sphinxemoji-0.2.0 sqlalchemy-1.4.46 starlette-0.25.0 tabulate-0.9.0 tensorboard-2.11.2 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorboardX-2.6 tensorflow-2.11.0 tensorflow-datasets-4.8.2 tensorflow-estimator-2.11.0 tensorflow-io-gcs-filesystem-0.31.0 tensorflow-metadata-1.12.0 termcolor-2.2.0 terminado-0.17.1 threadpoolctl-3.1.0 tifffile-2021.11.2 tinycss2-1.2.1 tokenizers-0.13.2 toml-0.10.2 torch-1.13.1 torchmetrics-0.11.3 torchvision-0.14.1 tornado-6.2 tqdm-4.64.1 traitlets-5.9.0 transformers-4.26.1 tune-sklearn-0.4.5 uvicorn-0.16.0 virtualenv-20.20.0 wandb-0.13.10 wcwidth-0.2.6 webencodings-0.5.1 websocket-client-1.5.1 werkzeug-2.2.3 widgetsnbextension-3.6.2 wrapt-1.15.0 xgboost-1.6.2 xgboost_ray-0.1.16 yarl-1.8.2

[rtd-command-info] start-time: 2023-03-02T08:08:59.943019Z, end-time: 2023-03-02T08:09:00.036041Z, duration: 0, exit-code: 0
cat doc/source/conf.py
# -*- coding: utf-8 -*-
import json
from pathlib import Path
from importlib import import_module
import os
import sys
from jinja2.filters import FILTERS

sys.path.insert(0, os.path.abspath("."))
from custom_directives import *
from datetime import datetime


# Mocking modules allows Sphinx to work without installing Ray.
mock_modules()

assert (
    "ray" not in sys.modules
), "If ray is already imported, we will not render documentation correctly!"

# 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.
sys.path.insert(0, os.path.abspath("../../python/"))

import ray

# -- General configuration ------------------------------------------------

# The name of a reST role (builtin or Sphinx extension) to use as the default role, that
# is, for text marked up `like this`. This can be set to 'py:obj' to make `filter` a
# cross-reference to the Python function “filter”. The default is None, which doesn’t
# reassign the default role.

default_role = "py:obj"

extensions = [
    "sphinx_panels",
    "sphinx.ext.autodoc",
    "sphinx.ext.viewcode",
    "sphinx.ext.napoleon",
    "sphinx_click.ext",
    "sphinx-jsonschema",
    "sphinxemoji.sphinxemoji",
    "sphinx_copybutton",
    "sphinxcontrib.yt",
    "versionwarning.extension",
    "sphinx_sitemap",
    "myst_nb",
    "sphinx.ext.doctest",
    "sphinx.ext.coverage",
    "sphinx.ext.autosummary",
    "sphinx_external_toc",
    "sphinx_thebe",
    "sphinxcontrib.autodoc_pydantic",
    "sphinxcontrib.redoc",
    "sphinx_tabs.tabs",
]

myst_enable_extensions = [
    "dollarmath",
    "amsmath",
    "deflist",
    "html_admonition",
    "html_image",
    "colon_fence",
    "smartquotes",
    "replacements",
]

# Thebe configuration for launching notebook cells within the docs.
thebe_config = {
    "selector": "div.highlight",
    "repository_url": "https://github.com/ray-project/ray",
    "repository_branch": "master",
}

# Cache notebook outputs in _build/.jupyter_cache
# To prevent notebook execution, set this to "off". To force re-execution, set this to "force".
# To cache previous runs, set this to "cache".
jupyter_execute_notebooks = os.getenv("RUN_NOTEBOOKS", "off")

external_toc_exclude_missing = False
external_toc_path = "_toc.yml"

html_extra_path = ["robots.txt"]

html_baseurl = "https://docs.ray.io/en/latest"

# This pattern matches:
# - Python Repl prompts (">>> ") and it's continuation ("... ")
# - Bash prompts ("$ ")
# - IPython prompts ("In []: ", "In [999]: ") and it's continuations
#   ("  ...: ", "     : ")
copybutton_prompt_text = r">>> |\.\.\. |\$ |In \[\d*\]: | {2,5}\.\.\.: | {5,8}: "
copybutton_prompt_is_regexp = True

# By default, tabs can be closed by selecting an open tab. We disable this
# functionality with the `sphinx_tabs_disable_tab_closing` option.
sphinx_tabs_disable_tab_closing = True

# There's a flaky autodoc import for "TensorFlowVariables" that fails depending on the doc structure / order
# of imports.
# autodoc_mock_imports = ["ray.experimental.tf_utils"]

# This is used to suppress warnings about explicit "toctree" directives.
suppress_warnings = ["etoc.toctree"]

versionwarning_admonition_type = "note"
versionwarning_banner_title = "Join the Ray Discuss Forums!"

FORUM_LINK = "https://discuss.ray.io"
versionwarning_messages = {
    # Re-enable this after Ray Summit.
    # "latest": (
    #     "This document is for the latest pip release. "
    #     'Visit the <a href="/en/master/">master branch documentation here</a>.'
    # ),
    # "master": (
    #     "<b>Got questions?</b> Join "
    #     f'<a href="{FORUM_LINK}">the Ray Community forum</a> '
    #     "for Q&A on all things Ray, as well as to share and learn use cases "
    #     "and best practices with the Ray community."
    # ),
}

versionwarning_body_selector = "#main-content"

# Add any paths that contain templates here, relative to this directory.
templates_path = ["_templates"]

# The encoding of source files.
# source_encoding = 'utf-8-sig'

# The master toctree document.
master_doc = "index"

# General information about the project.
project = "Ray"
copyright = str(datetime.now().year) + ", The Ray Team"
author = "The Ray Team"

# 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.
from ray import __version__ as version

# The full version, including alpha/beta/rc tags.
release = version

language = None

# List of patterns, relative to source directory, that match files and
# directories to ignore when looking for source files.
# Also helps resolve warnings about documents not included in any toctree.
exclude_patterns = [
    "_build",
    "source/workflows/api/doc/ray.workflow.*",
    "source/serve/api/doc/ray.serve.*",
]

# If "DOC_LIB" is found, only build that top-level navigation item.
build_one_lib = os.getenv("DOC_LIB")

all_toc_libs = [f.path for f in os.scandir(".") if f.is_dir() and "ray-" in f.path]
all_toc_libs += [
    "cluster",
    "tune",
    "data",
    "train",
    "rllib",
    "serve",
    "workflows",
]
if build_one_lib and build_one_lib in all_toc_libs:
    all_toc_libs.remove(build_one_lib)
    exclude_patterns += all_toc_libs


# The name of the Pygments (syntax highlighting) style to use.
pygments_style = "lovelace"


# If true, `todo` and `todoList` produce output, else they produce nothing.
todo_include_todos = False

# Do not check anchors for links because it produces many false positives
# and is slow (it needs to download the linked website).
linkcheck_anchors = False

# Only check external links, i.e. the ones starting with http:// or https://.
linkcheck_ignore = [
    r"^((?!http).)*$",  # exclude links not starting with http
    "http://ala2017.it.nuigalway.ie/papers/ALA2017_Gupta.pdf",  # broken
    "https://mvnrepository.com/artifact/*",  # working but somehow not with linkcheck
    # This should be fixed -- is temporal the successor of cadence? Do the examples need to be updated?
    "https://github.com/serverlessworkflow/specification/blob/main/comparisons/comparison-cadence.md",
    # TODO(richardliaw): The following probably needs to be fixed in the tune_sklearn package
    "https://scikit-optimize.github.io/stable/modules/",
    "https://www.oracle.com/java/technologies/javase-jdk15-downloads.html",  # forbidden for client
    "https://speakerdeck.com/*",  # forbidden for bots
    r"https://huggingface.co/*",  # seems to be flaky
    r"https://www.meetup.com/*",  # seems to be flaky
    r"https://www.pettingzoo.ml/*",  # seems to be flaky
    r"http://localhost[:/].*",  # Ignore localhost links
    r"^http:/$",  # Ignore incomplete links
    # 403 Client Error: Forbidden for url.
    # They ratelimit bots.
    "https://www.datanami.com/2018/02/01/rays-new-library-targets-high-speed-reinforcement-learning/",
    # 403 Client Error: Forbidden for url.
    # They ratelimit bots.
    "https://www.datanami.com/2019/11/05/why-every-python-developer-will-love-ray/",
    # Returning 522s intermittently.
    "https://lczero.org/",
]

# -- 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 = "sphinx_book_theme"

# 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 = {
    "repository_url": "https://github.com/ray-project/ray",
    "use_repository_button": True,
    "use_issues_button": True,
    "use_edit_page_button": True,
    "path_to_docs": "doc/source",
    "home_page_in_toc": False,
    "show_navbar_depth": 1,
    "launch_buttons": {
        "notebook_interface": "jupyterlab",
        "binderhub_url": "https://mybinder.org",
        "colab_url": "https://colab.research.google.com",
    },
    "announcement": "<div class='topnav'></div>",
}

# Add any paths that contain custom themes here, relative to this directory.
# html_theme_path = []

# The name for this set of Sphinx documents.  If None, it defaults to
# "<project> v<release> documentation".
html_title = f"Ray {release}"

# A shorter title for the navigation bar.  Default is the same as html_title.
# html_short_title = None

# The name of an image file (within the static path) to use as favicon of the
# docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
# pixels large.
html_favicon = "_static/favicon.ico"

# 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"]


# Output file base name for HTML help builder.
htmlhelp_basename = "Raydoc"

# -- Options for LaTeX output ---------------------------------------------

latex_elements = {
    # The paper size ('letterpaper' or 'a4paper').
    # 'papersize': 'letterpaper',
    # The font size ('10pt', '11pt' or '12pt').
    # 'pointsize': '10pt',
    # Additional stuff for the LaTeX preamble.
    # 'preamble': '',
    # Latex figure (float) alignment
    # 'figure_align': 'htbp',
}

latex_documents = [
    (master_doc, "Ray.tex", "Ray Documentation", author, "manual"),
]

# -- Options for manual page output ---------------------------------------

man_pages = [(master_doc, "ray", "Ray Documentation", [author], 1)]

# -- Options for Texinfo output -------------------------------------------
texinfo_documents = [
    (
        master_doc,
        "Ray",
        "Ray Documentation",
        author,
        "Ray",
        "Ray provides a simple, universal API for building distributed applications.",
        "Miscellaneous",
    ),
]

# Python methods should be presented in source code order
autodoc_member_order = "bysource"

# Better typehint formatting (see custom.css)
autodoc_typehints = "signature"


def filter_out_undoc_class_members(member_name, class_name, module_name):
    module = import_module(module_name)
    cls = getattr(module, class_name)
    if getattr(cls, member_name).__doc__:
        return f"~{class_name}.{member_name}"
    else:
        return ""


FILTERS["filter_out_undoc_class_members"] = filter_out_undoc_class_members

# Add a render priority for doctest
nb_render_priority = {
    "doctest": (),
    "html": (
        "application/vnd.jupyter.widget-view+json",
        "application/javascript",
        "text/html",
        "image/svg+xml",
        "image/png",
        "image/jpeg",
        "text/markdown",
        "text/latex",
        "text/plain",
    ),
}

tag_mapping = {
    # Tags for use-cases gallery
    "scalableBatchInference": "PyTorch,Image Segmentation,Prediction",
    "batchActorPool": "Prediction",
    "batchCore": "Prediction",
    "nycTaxiData": "Prediction",
    "batchOcr": "Preprocessing",
    "millionModels": "Regression,Training,Sklearn",
    "batchTrainingCore": "Regression,Training,Sklearn",
    "batchTrainingDatasets": "Regression,Training,Sklearn",
    "tuneBasicParallel": "Regression,Training,Sklearn",
    "tuneBatch": "Regression,Training,Tuning,Sklearn",
    "instacartFulfillment": "Training,Prediction",
    "productionizingMLServe": "Serving",
    "simplifyMLOpsServe": "Serving",
    "gettingStartedServe": "Serving",
    "compositionServe": "Serving",
    "examplesServe": "Serving",
    "useCasesServe": "Serving",
    "gettingStartedTune": "Tuning",
    "distributeHPOTune": "Tuning",
    "simpleDistributedHPO": "Tuning",
    "HPOTransformers": "Tuning,PyTorch,Classification",
    "examplesTune": "Tuning",
    "useCasesTune": "Tuning",
    "pyTorchTrain": "Training,PyTorch",
    "xgboostTrain": "Training,XGBoost",
    "gettingStartedTrain": "Training",
    "trainingTransformers": "Training,PyTorch,Classification,Prediction",
    "examplesTrain": "Training",
    "useCasesTrain": "Training",
    "appliedRLCourse": "Reinforcement Learning",
    "introRLlib": "Reinforcement Learning",
    "gettingStartedRLlib": "Reinforcement Learning",
    "riotRL": "Reinforcement Learning",
    "examplesRL": "Reinforcement Learning",
    "useCasesRL": "Reinforcement Learning",
    "merlin": "Preprocessing,Training,Prediction",
    "uberScaleDL": "Preprocessing,Training,Prediction,Tuning,XGBoost,"
    "TensorFlow,PyTorch",
    "instacartMLPlatformTripled": "Preprocessing,Prediction,Training,Tuning",
    "predibase": "Preprocessing,Training,Prediction,Tuning,PyTorch",
    "GKEMLPlatform": "Preprocessing,Training,Prediction,Tuning,TensorFlow,Serving",
    "summitMLPlatform": "Preprocessing,Prediction,Training,Tuning,Serving",
    "torchImageExample": "Preprocessing,Prediction,Training,PyTorch,Classification",
    "feastExample": "Classification,XGBoost,Training,Preprocessing,Prediction",
    "xgboostExample": "Classification,XGBoost,Training,Preprocessing,Prediction",
    "timeSeriesAutoML": "Regression,Sklearn,Tuning",
    "AIRExamples": "Regression,Classification,Training,Tuning,Prediction,"
    "Preprocessing,Serving,PyTorch,TensorFlow,XGBoost,LightGBM,Sklearn",
    # Tags for Ray Train examples gallery
    "trainTorchFashionMnist": "PyTorch,Training",
    "trainTransformers": "PyTorch,Training,HuggingFace",
    "trainTensorflowMnist": "TensorFlow,Training",
    "trainHorovod": "Horovod, PyTorch,Training",
    "trainMlflow": "MLflow,Training",
    "trainTuneTensorflow": "TensorFlow,Training,Tuning",
    "trainTunePyTorch": "PyTorch,Training,Tuning",
    "trainBenchmark": "PyTorch,Training"
    # TODO add and integrate tags for other libraries.
    # Tune has a proper example library
    # Serve, RLlib and AIR could use one.
}

# Create file with tag mappings for tags.js to use.
with open("./_static/tag-mapping.json", "w") as f:
    json.dump(tag_mapping, f)


def setup(app):
    app.connect("html-page-context", update_context)

    # Custom CSS
    app.add_css_file("css/custom.css", priority=800)
    app.add_css_file(
        "https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.css"
    )
    # https://github.com/ines/termynal
    app.add_css_file("css/termynal.css")

    # Custom JS
    app.add_js_file(
        "https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js",
        defer="defer",
    )
    app.add_js_file("js/docsearch.js", defer="defer")

    # https://github.com/medmunds/rate-the-docs for allowing users
    # to give thumbs up / down and feedback on existing docs pages.
    app.add_js_file("js/rate-the-docs.es.min.js")

    # https://github.com/ines/termynal
    app.add_js_file("js/termynal.js", defer="defer")
    app.add_js_file("js/custom.js", defer="defer")

    app.add_js_file("js/top-navigation.js", defer="defer")

    base_path = Path(__file__).parent
    github_docs = DownloadAndPreprocessEcosystemDocs(base_path)
    # Download docs from ecosystem library repos
    app.connect("builder-inited", github_docs.write_new_docs)
    # Restore original file content after build
    app.connect("build-finished", github_docs.write_original_docs)

    # Hook into the logger used by linkcheck to display a summary at the end.
    linkcheck_summarizer = LinkcheckSummarizer()
    app.connect("builder-inited", linkcheck_summarizer.add_handler_to_linkcheck)
    app.connect("build-finished", linkcheck_summarizer.summarize)

    # Create galleries on the fly
    app.connect("builder-inited", build_gallery)

    # tag filtering system
    app.add_js_file("js/tags.js")


redoc = [
    {
        "name": "Ray Jobs API",
        "page": "cluster/running-applications/job-submission/api",
        "spec": "cluster/running-applications/job-submission/openapi.yml",
        "embed": True,
    },
]

redoc_uri = "https://cdn.redoc.ly/redoc/latest/bundles/redoc.standalone.js"




###########################################################################
#          auto-created readthedocs.org specific configuration            #
###########################################################################


#
# The following code was added during an automated build on readthedocs.org
# It is auto created and injected for every build. The result is based on the
# conf.py.tmpl file found in the readthedocs.org codebase:
# https://github.com/rtfd/readthedocs.org/blob/main/readthedocs/doc_builder/templates/doc_builder/conf.py.tmpl
#
# Note: this file shouldn't rely on extra dependencies.

import importlib
import sys
import os.path

# Borrowed from six.
PY3 = sys.version_info[0] == 3
string_types = str if PY3 else basestring

from sphinx import version_info

# Get suffix for proper linking to GitHub
# This is deprecated in Sphinx 1.3+,
# as each page can have its own suffix
if globals().get('source_suffix', False):
    if isinstance(source_suffix, string_types):
        SUFFIX = source_suffix
    elif isinstance(source_suffix, (list, tuple)):
        # Sphinx >= 1.3 supports list/tuple to define multiple suffixes
        SUFFIX = source_suffix[0]
    elif isinstance(source_suffix, dict):
        # Sphinx >= 1.8 supports a mapping dictionary for multiple suffixes
        SUFFIX = list(source_suffix.keys())[0]  # make a ``list()`` for py2/py3 compatibility
    else:
        # default to .rst
        SUFFIX = '.rst'
else:
    SUFFIX = '.rst'

# Add RTD Static Path. Add to the end because it overwrites previous files.
if not 'html_static_path' in globals():
    html_static_path = []
if os.path.exists('_static'):
    html_static_path.append('_static')

# Add RTD Theme only if they aren't overriding it already
using_rtd_theme = (
    (
        'html_theme' in globals() and
        html_theme in ['default'] and
        # Allow people to bail with a hack of having an html_style
        'html_style' not in globals()
    ) or 'html_theme' not in globals()
)
if using_rtd_theme:
    html_theme = 'sphinx_rtd_theme'
    html_style = None
    html_theme_options = {}


# This following legacy behavior will gradually be sliced out until its deprecated and removed.
# Skipped for Sphinx 6+
# Skipped by internal Feature flag SKIP_SPHINX_HTML_THEME_PATH
# Skipped by all new projects since SKIP_SPHINX_HTML_THEME_PATH's introduction (jan 2023)
if (
        using_rtd_theme
        and version_info < (6,0)
        and not False
    ):
    theme = importlib.import_module('sphinx_rtd_theme')
    if 'html_theme_path' in globals():
        html_theme_path.append(theme.get_html_theme_path())
    else:
        html_theme_path = [theme.get_html_theme_path()]

# Define websupport2_base_url and websupport2_static_url
if globals().get('websupport2_base_url', False):
    websupport2_base_url = 'https://readthedocs.com/websupport'
    websupport2_static_url = 'https://assets.readthedocs.com/'


#Add project information to the template context.
context = {
    'using_theme': using_rtd_theme,
    'html_theme': html_theme,
    'current_version': "32940",
    'version_slug': "32940",
    'MEDIA_URL': "https://media.readthedocs.com/media/",
    'STATIC_URL': "https://assets.readthedocs.com/",
    'PRODUCTION_DOMAIN': "readthedocs.com",
    'proxied_static_path': "/_/static/",
    'versions': [
    ("master", "/en/master/"),
    ("latest", "/en/latest/"),
    ("releases-2.3.0", "/en/releases-2.3.0/"),
    ("releases-2.2.0", "/en/releases-2.2.0/"),
    ("releases-2.1.0", "/en/releases-2.1.0/"),
    ("releases-2.0.1", "/en/releases-2.0.1/"),
    ("releases-2.0.0", "/en/releases-2.0.0/"),
    ("releases-1.13.0", "/en/releases-1.13.0/"),
    ("releases-1.12.2", "/en/releases-1.12.2/"),
    ("releases-1.12.1", "/en/releases-1.12.1/"),
    ("releases-1.12.0", "/en/releases-1.12.0/"),
    ("releases-1.11.2", "/en/releases-1.11.2/"),
    ("releases-1.11.1", "/en/releases-1.11.1/"),
    ("releases-1.11.0", "/en/releases-1.11.0/"),
    ],
    'downloads': [ 
    ],
    'subprojects': [ 
    ],
    'slug': 'anyscale-ray',
    'name': u'ray',
    'rtd_language': u'en',
    'programming_language': u'py',
    'canonical_url': 'https://docs.ray.io/en/latest/',
    'analytics_code': 'None',
    'single_version': False,
    'conf_py_path': '/doc/source/',
    'api_host': 'https://readthedocs.com',
    'github_user': 'ray-project',
    'proxied_api_host': '/_',
    'github_repo': 'ray',
    'github_version': '15b5e717504ceac492e52deab164109f6f69f90e',
    'display_github': True,
    'bitbucket_user': 'None',
    'bitbucket_repo': 'None',
    'bitbucket_version': '15b5e717504ceac492e52deab164109f6f69f90e',
    'display_bitbucket': False,
    'gitlab_user': 'None',
    'gitlab_repo': 'None',
    'gitlab_version': '15b5e717504ceac492e52deab164109f6f69f90e',
    'display_gitlab': False,
    'READTHEDOCS': True,
    'using_theme': (html_theme == "default"),
    'new_theme': (html_theme == "sphinx_rtd_theme"),
    'source_suffix': SUFFIX,
    'ad_free': False,
    'docsearch_disabled': False,
    'user_analytics_code': '',
    'global_analytics_code': 'UA-17997319-2',
    'commit': '15b5e717',
}

# For sphinx >=1.8 we can use html_baseurl to set the canonical URL.
# https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_baseurl
if version_info >= (1, 8):
    if not globals().get('html_baseurl'):
        html_baseurl = context['canonical_url']
    context['canonical_url'] = None





if 'html_context' in globals():
    
    html_context.update(context)
    
else:
    html_context = context

# Add custom RTD extension
if 'extensions' in globals():
    # Insert at the beginning because it can interfere
    # with other extensions.
    # See https://github.com/rtfd/readthedocs.org/pull/4054
    extensions.insert(0, "readthedocs_ext.readthedocs")
else:
    extensions = ["readthedocs_ext.readthedocs"]

# Add External version warning banner to the external version documentation
if 'external' == 'external':
    extensions.insert(1, "readthedocs_ext.external_version_warning")
    readthedocs_vcs_url = 'https://github.com/ray-project/ray/pull/32940'
    readthedocs_build_url = 'https://readthedocs.com/projects/anyscale-ray/builds/1325927/'

project_language = 'en'

# User's Sphinx configurations
language_user = globals().get('language', None)
latex_engine_user = globals().get('latex_engine', None)
latex_elements_user = globals().get('latex_elements', None)

# Remove this once xindy gets installed in Docker image and XINDYOPS
# env variable is supported
# https://github.com/rtfd/readthedocs-docker-images/pull/98
latex_use_xindy = False

chinese = any([
    language_user in ('zh_CN', 'zh_TW'),
    project_language in ('zh_CN', 'zh_TW'),
])

japanese = any([
    language_user == 'ja',
    project_language == 'ja',
])

if chinese:
    latex_engine = latex_engine_user or 'xelatex'

    latex_elements_rtd = {
        'preamble': '\\usepackage[UTF8]{ctex}\n',
    }
    latex_elements = latex_elements_user or latex_elements_rtd
elif japanese:
    latex_engine = latex_engine_user or 'platex'

# Make sure our build directory is always excluded
exclude_patterns = globals().get('exclude_patterns', [])
exclude_patterns.extend(['_build'])