Installations
npm install onnxruntime-webDeveloper Guide
BETA
Typescript
Yes
Module System
CommonJS, ESM, UMD
Node Version
18.20.5
NPM Version
10.8.2
Score
67.5
Supply Chain
92.8
Quality
96.7
Maintenance
100
Vulnerability
99.1
License
Releases
54
ONNX Runtime v1.20.1
v1.20.1
Published on 21 Nov 2024
ONNX Runtime v1.20.0
v1.20.0
Published on 01 Nov 2024
ONNX Runtime v1.19.2
v1.19.2
Published on 04 Sept 2024
ONNX Runtime v1.19.0
v1.19.0
Published on 19 Aug 2024
ONNX Runtime v1.18.1
v1.18.1
Published on 28 Jun 2024
ONNX Runtime v1.18.0
v1.18.0
Published on 21 May 2024
Contributors
10,000
Languages
29
C++
Python
C
C#
Cuda
Assembly
TypeScript
JavaScript
CMake
Java
Jupyter Notebook
Rust
Objective-C
Objective-C++
Shell
CSS
PowerShell
Batchfile
HLSL
Dockerfile
Pascal
NASL
Kotlin
Swift
Ruby
HTML
Liquid
Just
Puppet
C++ (89.78%)
Python (3.17%)
C (2.48%)
C# (1.02%)
Cuda (0.89%)
Assembly (0.75%)
TypeScript (0.67%)
JavaScript (0.32%)
CMake (0.23%)
Java (0.23%)
Jupyter Notebook (0.08%)
Rust (0.08%)
Objective-C (0.07%)
Objective-C++ (0.07%)
Shell (0.05%)
CSS (0.05%)
PowerShell (0.02%)
Batchfile (0.01%)
HLSL (0.01%)
Dockerfile (0.01%)
Developer
Download Statistics
Total Downloads
5,880,486
Last Day
8,698
Last Week
148,919
Last Month
588,639
Last Year
4,969,642
GitHub Statistics
15,083 Stars
12,125 Commits
2,966 Forks
249 Watching
2,798 Branches
10,000 Contributors
Maintainers
3
Package Meta Information
Latest Version
1.20.1
Package Id
onnxruntime-web@1.20.1
Unpacked Size
91.56 MB
Size
19.49 MB
File Count
375
NPM Version
10.8.2
Node Version
18.20.5
Publised On
22 Nov 2024
Total Downloads
Cumulative downloads
Total Downloads
5,880,486
Last day
-16.3%
8,698
Compared to previous day
Last week
-1.7%
148,919
Compared to previous week
Last month
3.4%
588,639
Compared to previous month
Last year
484.7%
4,969,642
Compared to previous year
Daily Downloads
Weekly Downloads
Monthly Downloads
Yearly Downloads
Dev Dependencies
30
@chiragrupani/karma-chromium-edge-launcher@petamoriken/float16@types/chai@types/emscripten@types/flatbuffers@types/karma@types/minimatch@types/minimist@types/platform@webgpu/typesbase64-jschaielectronglobbykarmakarma-browserstack-launcherkarma-chaikarma-chrome-launcherkarma-edge-launcherkarma-electronkarma-firefox-launcherkarma-mochakarma-mocha-reporterkarma-safari-applescript-launcherkarma-sourcemap-loaderminimatchminimistnumpy-parsersource-mapstrip-json-comments
Versions
ONNX Runtime Web
ONNX Runtime Web is a Javascript library for running ONNX models on browsers and on Node.js.
ONNX Runtime Web has adopted WebAssembly and WebGL technologies for providing an optimized ONNX model inference runtime for both CPUs and GPUs.
Why ONNX models
The Open Neural Network Exchange (ONNX) is an open standard for representing machine learning models. The biggest advantage of ONNX is that it allows interoperability across different open source AI frameworks, which itself offers more flexibility for AI frameworks adoption.
Why ONNX Runtime Web
With ONNX Runtime Web, web developers can score models directly on browsers with various benefits including reducing server-client communication and protecting user privacy, as well as offering install-free and cross-platform in-browser ML experience.
ONNX Runtime Web can run on both CPU and GPU. On CPU side, WebAssembly is adopted to execute the model at near-native speed. ONNX Runtime Web compiles the native ONNX Runtime CPU engine into WebAssembly backend by using Emscripten, so it supports most functionalities native ONNX Runtime offers, including full ONNX operator coverage, multi-threading, ONNX Runtime Quantization as well as ONNX Runtime Mobile. For performance acceleration with GPUs, ONNX Runtime Web leverages WebGL, a popular standard for accessing GPU capabilities. We are keeping improving op coverage and optimizing performance in WebGL backend.
See Compatibility and Operators Supported for a list of platforms and operators ONNX Runtime Web currently supports.
Usage
-
See Get started as a landing page for ONNX Runtime Web documentation.
-
Refer to ONNX Runtime JavaScript examples for samples and tutorials.
-
See also ONNX Runtime Web API reference for detailed API documentation.
Documents
Development
Refer to the following links for development information:
Compatibility
| EPs/Browsers | Chrome/Edge (Windows) | Chrome/Edge (Android) | Chrome/Edge (MacOS) | Chrome/Edge (iOS) | Safari (MacOS) | Safari (iOS) | Firefox (Windows) | Node.js |
|---|---|---|---|---|---|---|---|---|
| WebAssembly (CPU) | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️[1] |
| WebGPU | ✔️[2] | ✔️[3] | ✔️ | ❌ | ❌ | ❌ | ❌ | ❌ |
| WebGL | ✔️[4] | ✔️[4] | ✔️[4] | ✔️[4] | ✔️[4] | ✔️[4] | ✔️[4] | ❌ |
| WebNN | ✔️[5] | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
- [1]: Node.js only support single-threaded
wasmEP. - [2]: WebGPU requires Chromium v113 or later on Windows. Float16 support requires Chrome v121 or later, and Edge v122 or later.
- [3]: WebGPU requires Chromium v121 or later on Windows.
- [4]: WebGL support is in maintenance mode. It is recommended to use WebGPU for better performance.
- [5]: Requires to launch browser with commandline flag
--enable-features=WebMachineLearningNeuralNetwork.
Operators
WebAssembly backend
ONNX Runtime Web currently support all operators in ai.onnx and ai.onnx.ml.
WebGL backend
ONNX Runtime Web currently supports a subset of operators in ai.onnx operator set. See webgl-operators.md for a complete, detailed list of which ONNX operators are supported by WebGL backend.
WebGPU backend
WebGPU backend is still an experimental feature. See webgpu-operators.md for a detailed list of which ONNX operators are supported by WebGPU backend.
WebNN backend
WebNN backend is still an experimental feature. See webnn-operators.md for a detailed list of which ONNX operators are supported by WebNN backend.
License
License information can be found here.
No vulnerabilities found.
Reason
all changesets reviewed
Reason
30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
Reason
no dangerous workflow patterns detected
Reason
security policy file detected
Details
- Info: security policy file detected: SECURITY.md:1
- Info: Found linked content: SECURITY.md:1
- Info: Found disclosure, vulnerability, and/or timelines in security policy: SECURITY.md:1
- Info: Found text in security policy: SECURITY.md:1
Reason
license file detected
Details
- Info: project has a license file: LICENSE:0
- Info: FSF or OSI recognized license: MIT License: LICENSE:0
Reason
project is fuzzed
Details
- Info: CppLibFuzzer integration found: onnxruntime/test/fuzzing/ort_libfuzzer/OrtLibfuzzer.cpp:26
Reason
SAST tool is run on all commits
Details
- Info: SAST configuration detected: CodeQL
- Info: SAST configuration detected: CodeQL
- Info: all commits (30) are checked with a SAST tool
Reason
binaries present in source code
Details
- Warn: binary detected: cmake/external/git.Win32.2.41.03.patch/msys-2.0.dll:1
- Warn: binary detected: cmake/external/git.Win32.2.41.03.patch/msys-gcc_s-1.dll:1
- Warn: binary detected: cmake/external/git.Win32.2.41.03.patch/patch.exe:1
Reason
no effort to earn an OpenSSF best practices badge detected
Reason
detected GitHub workflow tokens with excessive permissions
Details
- Info: jobLevel 'actions' permission set to 'read': .github/workflows/codeql.yml:27
- Info: jobLevel 'contents' permission set to 'read': .github/workflows/codeql.yml:28
- Info: jobLevel 'contents' permission set to 'read': .github/workflows/lint.yml:41
- Info: jobLevel 'actions' permission set to 'read': .github/workflows/linux_training.yml:17
- Info: jobLevel 'contents' permission set to 'read': .github/workflows/linux_training.yml:18
- Info: jobLevel 'contents' permission set to 'read': .github/workflows/pr_checks.yml:24
- Warn: no topLevel permission defined: .github/workflows/cffconvert.yml:1
- Warn: no topLevel permission defined: .github/workflows/codeql.yml:1
- Warn: no topLevel permission defined: .github/workflows/gradle-wrapper-validation.yml:1
- Warn: no topLevel permission defined: .github/workflows/lint.yml:1
- Warn: no topLevel permission defined: .github/workflows/linux_training.yml:1
- Warn: no topLevel permission defined: .github/workflows/mac.yml:1
- Info: topLevel 'contents' permission set to 'read': .github/workflows/pr_checks.yml:13
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-c-apidocs.yml:20
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-csharp-apidocs.yml:19
- Warn: no topLevel permission defined: .github/workflows/publish-gh-pages.yml:1
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-java-apidocs.yml:19
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-js-apidocs.yml:19
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-objectivec-apidocs.yml:19
- Warn: topLevel 'contents' permission set to 'write': .github/workflows/publish-python-apidocs.yml:20
- Warn: no topLevel permission defined: .github/workflows/sca.yml:1
- Warn: no topLevel permission defined: .github/workflows/stale.yml:1
- Warn: no topLevel permission defined: .github/workflows/windows.yml:1
- Info: no jobLevel write permissions found
Reason
Project has not signed or included provenance with any releases.
Details
- Warn: release artifact v1.20.1 not signed: https://api.github.com/repos/microsoft/onnxruntime/releases/186028450
- Warn: release artifact v1.20.0 not signed: https://api.github.com/repos/microsoft/onnxruntime/releases/180524388
- Warn: release artifact v1.19.2 not signed: https://api.github.com/repos/microsoft/onnxruntime/releases/173307330
- Warn: release artifact v1.19.0 not signed: https://api.github.com/repos/microsoft/onnxruntime/releases/168113373
- Warn: release artifact v1.18.1 not signed: https://api.github.com/repos/microsoft/onnxruntime/releases/162139187
- Warn: release artifact v1.20.1 does not have provenance: https://api.github.com/repos/microsoft/onnxruntime/releases/186028450
- Warn: release artifact v1.20.0 does not have provenance: https://api.github.com/repos/microsoft/onnxruntime/releases/180524388
- Warn: release artifact v1.19.2 does not have provenance: https://api.github.com/repos/microsoft/onnxruntime/releases/173307330
- Warn: release artifact v1.19.0 does not have provenance: https://api.github.com/repos/microsoft/onnxruntime/releases/168113373
- Warn: release artifact v1.18.1 does not have provenance: https://api.github.com/repos/microsoft/onnxruntime/releases/162139187
Reason
dependency not pinned by hash detected -- score normalized to 0
Details
- Info: Possibly incomplete results: error parsing shell code: & can only immediately follow a statement: .github/workflows/sca.yml:40
- Info: Possibly incomplete results: error parsing shell code: statements must be separated by &, ; or a newline: .github/workflows/sca.yml:79
- Info: Possibly incomplete results: error parsing shell code: statements must be separated by &, ; or a newline: .github/workflows/sca.yml:118
- Info: Possibly incomplete results: error parsing shell code: statements must be separated by &, ; or a newline: .github/workflows/sca.yml:158
- Info: Possibly incomplete results: error parsing shell code: statements must be separated by &, ; or a newline: .github/workflows/windows.yml:38
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/cffconvert.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/cffconvert.yml/main?enable=pin
- Warn: third-party GitHubAction not pinned by hash: .github/workflows/cffconvert.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/cffconvert.yml/main?enable=pin
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- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/lint.yml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/lint.yml/main?enable=pin
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- Warn: third-party GitHubAction not pinned by hash: .github/workflows/lint.yml:107: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/lint.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/lint.yml:131: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/lint.yml/main?enable=pin
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- Warn: third-party GitHubAction not pinned by hash: .github/workflows/lint.yml:135: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/lint.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linux_training.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/linux_training.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linux_training.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/linux_training.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linux_training.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/linux_training.yml/main?enable=pin
- Warn: third-party GitHubAction not pinned by hash: .github/workflows/linux_training.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/linux_training.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linux_training.yml:53: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/linux_training.yml/main?enable=pin
- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/mac.yml:115: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/mac.yml/main?enable=pin
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- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_checks.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/pr_checks.yml/main?enable=pin
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- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-c-apidocs.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/publish-c-apidocs.yml/main?enable=pin
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- Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-python-apidocs.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/microsoft/onnxruntime/publish-python-apidocs.yml/main?enable=pin
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- Warn: containerImage not pinned by hash: .devcontainer/Dockerfile:8
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- Warn: containerImage not pinned by hash: dockerfiles/Dockerfile.source:7: pin your Docker image by updating mcr.microsoft.com/cbl-mariner/base/python:3 to mcr.microsoft.com/cbl-mariner/base/python:3@sha256:319bd295545cac95ee1ff3017ad6b0121064515c411798584eda652d856ddc7e
- Warn: containerImage not pinned by hash: dockerfiles/Dockerfile.source:18: pin your Docker image by updating mcr.microsoft.com/cbl-mariner/base/python:3 to mcr.microsoft.com/cbl-mariner/base/python:3@sha256:319bd295545cac95ee1ff3017ad6b0121064515c411798584eda652d856ddc7e
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- Warn: containerImage not pinned by hash: tools/ci_build/github/linux/docker/rocm-ci-pipeline-env.Dockerfile:2: pin your Docker image by updating ubuntu:22.04 to ubuntu:22.04@sha256:0e5e4a57c2499249aafc3b40fcd541e9a456aab7296681a3994d631587203f97
- Warn: pipCommand not pinned by hash: dockerfiles/Dockerfile.cuda:47-59
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- Warn: downloadThenRun not pinned by hash: tools/ci_build/github/linux/docker/migraphx-ci-pipeline-env.Dockerfile:62-66
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- Warn: nugetCommand not pinned by hash: csharp/test/Microsoft.ML.OnnxRuntime.EndToEndTests/runtest.sh:29: pin your dependecies by either enabling central package management (https://learn.microsoft.com/nuget/consume-packages/Central-Package-Management) or using a lockfile (https://learn.microsoft.com/nuget/consume-packages/package-references-in-project-files#locking-dependencies)
- Warn: downloadThenRun not pinned by hash: dockerfiles/scripts/install_common_deps.sh:14
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- Warn: pipCommand not pinned by hash: onnxruntime/python/tools/tensorrt/perf/mem_test/run.sh:119
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- Warn: downloadThenRun not pinned by hash: tools/ci_build/github/linux/docker/scripts/install_rust.sh:5
- Warn: pipCommand not pinned by hash: tools/ci_build/github/linux/ort_minimal/build_full_ort_and_create_ort_files.sh:34
- Warn: pipCommand not pinned by hash: tools/ci_build/github/linux/ort_minimal/nnapi_minimal_build_minimal_ort_and_run_tests.sh:16
- Warn: pipCommand not pinned by hash: tools/ci_build/github/linux/run_python_tests.sh:45
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- Warn: pipCommand not pinned by hash: tools/ci_build/github/linux/test_custom_ops_pytorch_export.sh:3
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- Warn: pipCommand not pinned by hash: tools/scripts/python_test.sh:15
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- Warn: pipCommand not pinned by hash: .github/workflows/lint.yml:62
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- Warn: pipCommand not pinned by hash: .github/workflows/linux_training.yml:23
- Warn: pipCommand not pinned by hash: .github/workflows/pr_checks.yml:44
- Warn: pipCommand not pinned by hash: .github/workflows/pr_checks.yml:45
- Warn: nugetCommand not pinned by hash: .github/workflows/publish-csharp-apidocs.yml:38: pin your dependecies by either enabling central package management (https://learn.microsoft.com/nuget/consume-packages/Central-Package-Management) or using a lockfile (https://learn.microsoft.com/nuget/consume-packages/package-references-in-project-files#locking-dependencies)
- Warn: nugetCommand not pinned by hash: .github/workflows/publish-csharp-apidocs.yml:39: pin your dependecies by either enabling central package management (https://learn.microsoft.com/nuget/consume-packages/Central-Package-Management) or using a lockfile (https://learn.microsoft.com/nuget/consume-packages/package-references-in-project-files#locking-dependencies)
- Warn: pipCommand not pinned by hash: .github/workflows/publish-python-apidocs.yml:35
- Warn: pipCommand not pinned by hash: .github/workflows/publish-python-apidocs.yml:37
- Warn: pipCommand not pinned by hash: .github/workflows/publish-python-apidocs.yml:38
- Info: 0 out of 67 GitHub-owned GitHubAction dependencies pinned
- Info: 0 out of 15 third-party GitHubAction dependencies pinned
- Info: 0 out of 60 containerImage dependencies pinned
- Info: 8 out of 91 pipCommand dependencies pinned
- Info: 0 out of 5 downloadThenRun dependencies pinned
- Info: 0 out of 3 nugetCommand dependencies pinned
- Info: 2 out of 2 npmCommand dependencies pinned
Reason
26 existing vulnerabilities detected
Details
- Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55
- Warn: Project is vulnerable to: GHSA-grv7-fg5c-xmjg
- Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275
- Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp
- Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h
- Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv
- Warn: Project is vulnerable to: GHSA-rxrc-rgv4-jpvx
- Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw
- Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg
- Warn: Project is vulnerable to: GHSA-cm22-4g7w-348p
- Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q
- Warn: Project is vulnerable to: GHSA-6rq9-53c3-f7vj
- Warn: Project is vulnerable to: GHSA-37q5-v5qm-c9v8
- Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v
- Warn: Project is vulnerable to: GHSA-5pcm-hx3q-hm94
- Warn: Project is vulnerable to: GHSA-pg7h-5qx3-wjr3
- Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr
- Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm
- Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6
- Warn: Project is vulnerable to: PYSEC-2023-299 / GHSA-282v-666c-3fvg
- Warn: Project is vulnerable to: PYSEC-2023-300 / GHSA-3863-2447-669p
- Warn: Project is vulnerable to: PYSEC-2023-301 / GHSA-v68g-wm8c-6x7j
- Warn: Project is vulnerable to: GHSA-cx63-2mw6-8hw5
- Warn: Project is vulnerable to: PYSEC-2022-43012 / GHSA-r9hx-vwmv-q579
- Warn: Project is vulnerable to: PYSEC-2024-48 / GHSA-fj7x-q9j7-g6q6
- Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f
Score
6
/10
Last Scanned on 2024-12-16
The Open Source Security Foundation is a cross-industry collaboration to improve the security of open source software (OSS). The Scorecard provides security health metrics for open source projects.
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