saymrwulf/onnxruntime: ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

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ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

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dependabot[bot] 96ec1dd134 Bump ruff from 0.9.2 to 0.9.3 (#23496 ) Bumps [ruff](https://github.com/astral-sh/ruff) from 0.9.2 to 0.9.3. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/releases">ruff's releases</a>.</em></p> <blockquote> <h2>0.9.3</h2> <h2>Release Notes</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Argument <code>fail_stop</code> in DAG has been renamed as <code>fail_fast</code> (<code>AIR302</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15633">#15633</a>)</li> <li>[<code>airflow</code>] Extend <code>AIR303</code> with more symbols (<a href="https://redirect.github.com/astral-sh/ruff/pull/15611">#15611</a>)</li> <li>[<code>flake8-bandit</code>] Report all references to suspicious functions (<code>S3</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15541">#15541</a>)</li> <li>[<code>flake8-pytest-style</code>] Do not emit diagnostics for empty <code>for</code> loops (<code>PT012</code>, <code>PT031</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15542">#15542</a>)</li> <li>[<code>flake8-simplify</code>] Avoid double negations (<code>SIM103</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15562">#15562</a>)</li> <li>[<code>pyflakes</code>] Fix infinite loop with unused local import in <code>__init__.py</code> (<code>F401</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15517">#15517</a>)</li> <li>[<code>pylint</code>] Do not report methods with only one <code>EM101</code>-compatible <code>raise</code> (<code>PLR6301</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15507">#15507</a>)</li> <li>[<code>pylint</code>] Implement <code>redefined-slots-in-subclass</code> (<code>W0244</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/9640">#9640</a>)</li> <li>[<code>pyupgrade</code>] Add rules to use PEP 695 generics in classes and functions (<code>UP046</code>, <code>UP047</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15565">#15565</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15659">#15659</a>)</li> <li>[<code>refurb</code>] Implement <code>for-loop-writes</code> (<code>FURB122</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/10630">#10630</a>)</li> <li>[<code>ruff</code>] Implement <code>needless-else</code> clause (<code>RUF047</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15051">#15051</a>)</li> <li>[<code>ruff</code>] Implement <code>starmap-zip</code> (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15483">#15483</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-bugbear</code>] Do not raise error if keyword argument is present and target-python version is less or equals than 3.9 (<code>B903</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15549">#15549</a>)</li> <li>[<code>flake8-comprehensions</code>] strip parentheses around generators in <code>unnecessary-generator-set</code> (<code>C401</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15553">#15553</a>)</li> <li>[<code>flake8-pytest-style</code>] Rewrite references to <code>.exception</code> (<code>PT027</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15680">#15680</a>)</li> <li>[<code>flake8-simplify</code>] Mark fixes as unsafe (<code>SIM201</code>, <code>SIM202</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15626">#15626</a>)</li> <li>[<code>flake8-type-checking</code>] Fix some safe fixes being labeled unsafe (<code>TC006</code>,<code>TC008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15638">#15638</a>)</li> <li>[<code>isort</code>] Omit trailing whitespace in <code>unsorted-imports</code> (<code>I001</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15518">#15518</a>)</li> <li>[<code>pydoclint</code>] Allow ignoring one line docstrings for <code>DOC</code> rules (<a href="https://redirect.github.com/astral-sh/ruff/pull/13302">#13302</a>)</li> <li>[<code>pyflakes</code>] Apply redefinition fixes by source code order (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15575">#15575</a>)</li> <li>[<code>pyflakes</code>] Avoid removing too many imports in <code>redefined-while-unused</code> (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15585">#15585</a>)</li> <li>[<code>pyflakes</code>] Group redefinition fixes by source statement (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15574">#15574</a>)</li> <li>[<code>pylint</code>] Include name of base class in message for <code>redefined-slots-in-subclass</code> (<code>W0244</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15559">#15559</a>)</li> <li>[<code>ruff</code>] Update fix for <code>RUF055</code> to use <code>var == value</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15605">#15605</a>)</li> </ul> <h3>Formatter</h3> <ul> <li>Fix bracket spacing for single-element tuples in f-string expressions (<a href="https://redirect.github.com/astral-sh/ruff/pull/15537">#15537</a>)</li> <li>Fix unstable f-string formatting for expressions containing a trailing comma (<a href="https://redirect.github.com/astral-sh/ruff/pull/15545">#15545</a>)</li> </ul> <h3>Performance</h3> <ul> <li>Avoid quadratic membership check in import fixes (<a href="https://redirect.github.com/astral-sh/ruff/pull/15576">#15576</a>)</li> </ul> <h3>Server</h3> <ul> <li>Allow <code>unsafe-fixes</code> settings for code actions (<a href="https://redirect.github.com/astral-sh/ruff/pull/15666">#15666</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>[<code>flake8-bandit</code>] Add missing single-line/dotall regex flag (<code>S608</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15654">#15654</a>)</li> <li>[<code>flake8-import-conventions</code>] Fix infinite loop between <code>ICN001</code> and <code>I002</code> (<code>ICN001</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15480">#15480</a>)</li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md">ruff's changelog</a>.</em></p> <blockquote> <h2>0.9.3</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Argument <code>fail_stop</code> in DAG has been renamed as <code>fail_fast</code> (<code>AIR302</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15633">#15633</a>)</li> <li>[<code>airflow</code>] Extend <code>AIR303</code> with more symbols (<a href="https://redirect.github.com/astral-sh/ruff/pull/15611">#15611</a>)</li> <li>[<code>flake8-bandit</code>] Report all references to suspicious functions (<code>S3</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15541">#15541</a>)</li> <li>[<code>flake8-pytest-style</code>] Do not emit diagnostics for empty <code>for</code> loops (<code>PT012</code>, <code>PT031</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15542">#15542</a>)</li> <li>[<code>flake8-simplify</code>] Avoid double negations (<code>SIM103</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15562">#15562</a>)</li> <li>[<code>pyflakes</code>] Fix infinite loop with unused local import in <code>__init__.py</code> (<code>F401</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15517">#15517</a>)</li> <li>[<code>pylint</code>] Do not report methods with only one <code>EM101</code>-compatible <code>raise</code> (<code>PLR6301</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15507">#15507</a>)</li> <li>[<code>pylint</code>] Implement <code>redefined-slots-in-subclass</code> (<code>W0244</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/9640">#9640</a>)</li> <li>[<code>pyupgrade</code>] Add rules to use PEP 695 generics in classes and functions (<code>UP046</code>, <code>UP047</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15565">#15565</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15659">#15659</a>)</li> <li>[<code>refurb</code>] Implement <code>for-loop-writes</code> (<code>FURB122</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/10630">#10630</a>)</li> <li>[<code>ruff</code>] Implement <code>needless-else</code> clause (<code>RUF047</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15051">#15051</a>)</li> <li>[<code>ruff</code>] Implement <code>starmap-zip</code> (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15483">#15483</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-bugbear</code>] Do not raise error if keyword argument is present and target-python version is less or equals than 3.9 (<code>B903</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15549">#15549</a>)</li> <li>[<code>flake8-comprehensions</code>] strip parentheses around generators in <code>unnecessary-generator-set</code> (<code>C401</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15553">#15553</a>)</li> <li>[<code>flake8-pytest-style</code>] Rewrite references to <code>.exception</code> (<code>PT027</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15680">#15680</a>)</li> <li>[<code>flake8-simplify</code>] Mark fixes as unsafe (<code>SIM201</code>, <code>SIM202</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15626">#15626</a>)</li> <li>[<code>flake8-type-checking</code>] Fix some safe fixes being labeled unsafe (<code>TC006</code>,<code>TC008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15638">#15638</a>)</li> <li>[<code>isort</code>] Omit trailing whitespace in <code>unsorted-imports</code> (<code>I001</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15518">#15518</a>)</li> <li>[<code>pydoclint</code>] Allow ignoring one line docstrings for <code>DOC</code> rules (<a href="https://redirect.github.com/astral-sh/ruff/pull/13302">#13302</a>)</li> <li>[<code>pyflakes</code>] Apply redefinition fixes by source code order (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15575">#15575</a>)</li> <li>[<code>pyflakes</code>] Avoid removing too many imports in <code>redefined-while-unused</code> (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15585">#15585</a>)</li> <li>[<code>pyflakes</code>] Group redefinition fixes by source statement (<code>F811</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15574">#15574</a>)</li> <li>[<code>pylint</code>] Include name of base class in message for <code>redefined-slots-in-subclass</code> (<code>W0244</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15559">#15559</a>)</li> <li>[<code>ruff</code>] Update fix for <code>RUF055</code> to use <code>var == value</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15605">#15605</a>)</li> </ul> <h3>Formatter</h3> <ul> <li>Fix bracket spacing for single-element tuples in f-string expressions (<a href="https://redirect.github.com/astral-sh/ruff/pull/15537">#15537</a>)</li> <li>Fix unstable f-string formatting for expressions containing a trailing comma (<a href="https://redirect.github.com/astral-sh/ruff/pull/15545">#15545</a>)</li> </ul> <h3>Performance</h3> <ul> <li>Avoid quadratic membership check in import fixes (<a href="https://redirect.github.com/astral-sh/ruff/pull/15576">#15576</a>)</li> </ul> <h3>Server</h3> <ul> <li>Allow <code>unsafe-fixes</code> settings for code actions (<a href="https://redirect.github.com/astral-sh/ruff/pull/15666">#15666</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>[<code>flake8-bandit</code>] Add missing single-line/dotall regex flag (<code>S608</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15654">#15654</a>)</li> <li>[<code>flake8-import-conventions</code>] Fix infinite loop between <code>ICN001</code> and <code>I002</code> (<code>ICN001</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15480">#15480</a>)</li> <li>[<code>flake8-simplify</code>] Do not emit diagnostics for expressions inside string type annotations (<code>SIM222</code>, <code>SIM223</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15405">#15405</a>)</li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href="`90589372da`"><code>9058937</code></a> Fix grep for version number in docker build (<a href="https://redirect.github.com/astral-sh/ruff/issues/15699">#15699</a>)</li> <li><a href="`b5ffb404de`"><code>b5ffb40</code></a> Bump version to 0.9.3 (<a href="https://redirect.github.com/astral-sh/ruff/issues/15698">#15698</a>)</li> <li><a href="`cffd1866ce`"><code>cffd186</code></a> Preserve raw string prefix and escapes (<a href="https://redirect.github.com/astral-sh/ruff/issues/15694">#15694</a>)</li> <li><a href="`569060f46c`"><code>569060f</code></a> [<code>flake8-pytest-style</code>] Rewrite references to <code>.exception</code> (<code>PT027</code>) (<a href="https://redirect.github.com/astral-sh/ruff/issues/15680">#15680</a>)</li> <li><a href="`15394a8028`"><code>15394a8</code></a> [red-knot] MDTests: Do not depend on precise public-symbol type inference (<a href="https://redirect.github.com/astral-sh/ruff/issues/1">#1</a>...</li> <li><a href="`fc2ebea736`"><code>fc2ebea</code></a> [red-knot] Make <code>infer.rs</code> unit tests independent of public symbol inference ...</li> <li><a href="`43160b4c3e`"><code>43160b4</code></a> Tidy knot CLI tests (<a href="https://redirect.github.com/astral-sh/ruff/issues/15685">#15685</a>)</li> <li><a href="`0173738eef`"><code>0173738</code></a> [red-knot] Port comprehension tests to Markdown (<a href="https://redirect.github.com/astral-sh/ruff/issues/15688">#15688</a>)</li> <li><a href="`05ea77b1d4`"><code>05ea77b</code></a> Create Unknown rule diagnostics with a source range (<a href="https://redirect.github.com/astral-sh/ruff/issues/15648">#15648</a>)</li> <li><a href="`1e790d3885`"><code>1e790d3</code></a> [red-knot] Port 'deferred annotations' unit tests to Markdown (<a href="https://redirect.github.com/astral-sh/ruff/issues/15686">#15686</a>)</li> <li>Additional commits viewable in <a href="https://github.com/astral-sh/ruff/compare/0.9.2...0.9.3">compare view</a></li> </ul> </details> <br /> [![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=ruff&package-manager=pip&previous-version=0.9.2&new-version=0.9.3)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) --- <details> <summary>Dependabot commands and options</summary> <br /> You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot show <dependency name> ignore conditions` will show all of the ignore conditions of the specified dependency - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself) </details> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>		2025-01-27 12:13:15 -08:00
.config	Auto-generated baselines by 1ES Pipeline Templates (#22817 )	2024-11-13 13:50:52 -08:00
.devcontainer	Remove two lines in the Dockerfile for Github Codespace (#12278 )	2022-07-21 20:52:17 -07:00
.gdn	Update win-ci-pipeline.yml: enable xnnpack tests (#16244 )	2023-06-14 19:12:42 -07:00
.github	Update MACOSX_DEPLOYMENT_TARGET (#23308 )	2025-01-10 14:25:32 -08:00
.pipelines	[DML EP] Update DML to 1.15.4 (#22635 )	2024-10-29 17:13:57 -07:00
.vscode	Stop VSCode appending file associations to settings.json (#21944 )	2024-08-31 19:04:12 -07:00
cgmanifests	Update xnnpack, cpuinfo and pthreadpool (#23362 )	2025-01-15 09:42:15 -08:00
cmake	Enable coremltools for Linux build (#23481 )	2025-01-24 18:18:37 -08:00
csharp	Adds the new System.Numerics.Tensors as an input/output type when using dotnet 8.0 and up. (#23261 )	2025-01-27 10:58:38 -08:00
dockerfiles	Update range of gpu arch (#23309 )	2025-01-14 14:27:34 -08:00
docs	Implement some missing element wise Add/Sub/Mul/Div/Neg operations for CPU and CUDA EPs (#23090 )	2025-01-20 16:46:45 -08:00
include/onnxruntime/core	Use onnx_protobuf.h to suppress some GCC warnings (#23453 )	2025-01-21 20:25:12 -08:00
java	[QNN EP] Make QNN EP a shared library (#23120 )	2025-01-22 12:11:00 -08:00
js	[js/webgpu] Optimize ConvTranspose (Continue) (#23429 )	2025-01-22 08:59:17 -08:00
objectivec	Use UTF8 string encoding in ORTSaveCodeAndDescriptionToError(). (#22982 )	2024-12-02 17:41:52 -08:00
onnxruntime	Fix shape infer of onnx GroupNorm (#23477 )	2025-01-25 23:41:29 -08:00
orttraining	Enable comprehension simplification in ruff rules (#23414 )	2025-01-17 08:43:06 -08:00
rust	Fix typos according to reviewdog report. (#21335 )	2024-07-22 13:37:32 -07:00
samples	Removed all the deprecated python training code and related tests and utils (#18333 )	2023-11-17 18:19:21 -08:00
tools	Enable coremltools for Linux build (#23481 )	2025-01-24 18:18:37 -08:00
winml	Bump clang-format from 18.1.8 to 19.1.6 (#23346 )	2025-01-14 09:02:04 -08:00
.clang-format	Prevent GSL_SUPPRESS arguments from being modified by clang-format (#17242 )	2023-08-22 18:26:53 -07:00
.clang-tidy	Create clang-tidy CI (#12653 )	2022-09-30 08:05:38 -07:00
.dockerignore
.gitattributes	Fix typos according to reviewdog report. (#21335 )	2024-07-22 13:37:32 -07:00
.gitignore	Build onnxruntime.dll as arm64x (#18633 )	2023-12-06 16:49:00 -08:00
.gitmodules	Revert "Upgrade emsdk from 3.1.59 to 3.1.62" (#21817 )	2024-08-22 11:21:00 -07:00
.lintrunner.toml	Use ruff as the formatter to replace black-isort (#23397 )	2025-01-16 11:14:15 -08:00
build.bat	try to find patch.exe in git default installation folder (#17106 )	2023-08-10 21:48:13 -07:00
build.sh	Upgrade old Python version in packaging pipeline (#16667 )	2023-07-17 08:24:47 -07:00
build_arm64x.bat	remove unnecessary environment variable (#19166 )	2024-01-16 16:24:37 -08:00
CITATION.cff	Fix citation author name issue (#19597 )	2024-02-22 17:03:56 -08:00
CODEOWNERS	Update CODEOWNERS: remove onnxruntime-es (#21677 )	2024-12-17 13:39:13 -08:00
CONTRIBUTING.md	Fix link to High Level Design (#11786 )	2023-02-28 11:05:54 -08:00
CPPLINT.cfg	Ignore all whitespace lint messages for cpplint (#22781 )	2024-11-08 14:31:28 -08:00
lgtm.yml	Fix lgtm C++ error (#13613 )	2022-11-10 10:06:22 -08:00
LICENSE
NuGet.config	Update C# test projects (#21631 )	2024-09-05 08:21:23 +10:00
ort.wprp	Fully dynamic ETW controlled logging for ORT and QNN logs (#20537 )	2024-06-06 21:11:14 -07:00
ORT_icon_for_light_bg.png
packages.config	[DML EP] Update DML to 1.15.4 (#22635 )	2024-10-29 17:13:57 -07:00
pyproject.toml	Enable comprehension simplification in ruff rules (#23414 )	2025-01-17 08:43:06 -08:00
README.md	Update pipeline status (#22924 )	2024-11-24 21:26:27 -08:00
requirements-dev.txt	Update python version metadata (remove 3.7, 3.8, 3.9; add 3.13). (#23067 )	2024-12-17 10:59:20 -08:00
requirements-doc.txt
requirements-lintrunner.txt	Bump ruff from 0.9.2 to 0.9.3 (#23496 )	2025-01-27 12:13:15 -08:00
requirements-training.txt	ONNX 1.15 integration (#17125 )	2023-09-26 14:44:48 -07:00
requirements.txt	Add compatibility for NumPy 2.0 (#21085 )	2024-06-27 13:50:53 -07:00
SECURITY.md
setup.py	[QNN EP] Make QNN EP a shared library (#23120 )	2025-01-22 12:11:00 -08:00
ThirdPartyNotices.txt	Cleanup code (#22827 )	2024-11-19 14:13:33 -08:00
VERSION_NUMBER	bumps up version in main from 1.20 -> 1.21 (#22482 )	2024-10-17 12:32:35 -07:00

README.md

ONNX Runtime is a cross-platform inference and training machine-learning accelerator.

ONNX Runtime inference can enable faster customer experiences and lower costs, supporting models from deep learning frameworks such as PyTorch and TensorFlow/Keras as well as classical machine learning libraries such as scikit-learn, LightGBM, XGBoost, etc. ONNX Runtime is compatible with different hardware, drivers, and operating systems, and provides optimal performance by leveraging hardware accelerators where applicable alongside graph optimizations and transforms. Learn more →

ONNX Runtime training can accelerate the model training time on multi-node NVIDIA GPUs for transformer models with a one-line addition for existing PyTorch training scripts. Learn more →

Get Started & Resources

General Information: onnxruntime.ai
Usage documentation and tutorials: onnxruntime.ai/docs
YouTube video tutorials: youtube.com/@ONNXRuntime
Upcoming Release Roadmap
Companion sample repositories:
- ONNX Runtime Inferencing: microsoft/onnxruntime-inference-examples
- ONNX Runtime Training: microsoft/onnxruntime-training-examples

Builtin Pipeline Status

System	Inference	Training
Windows
Linux
Mac
Android
iOS
Web
Other

This project is tested with BrowserStack.

Third-party Pipeline Status

System	Inference	Training
Linux

Releases

The current release and past releases can be found here: https://github.com/microsoft/onnxruntime/releases.

For details on the upcoming release, including release dates, announcements, features, and guidance on submitting feature requests, please visit the release roadmap: https://onnxruntime.ai/roadmap.

Data/Telemetry

Windows distributions of this project may collect usage data and send it to Microsoft to help improve our products and services. See the privacy statement for more details.

Contributions and Feedback

We welcome contributions! Please see the contribution guidelines.

For feature requests or bug reports, please file a GitHub Issue.

For general discussion or questions, please use GitHub Discussions.

Code of Conduct

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.

License

This project is licensed under the MIT License.