[WIP] WebGPU EP [skip ci] #21904
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[WIP] WebGPU EP [skip ci] #21904
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skottmckay
reviewed
Aug 30, 2024
Co-authored-by: Yulong Wang <[email protected]>
### Description
This change allows to set EP option "forceCpuNodeNames" in which
includes a list of node names that will always be running on CPU.
Usage example:
```diff
opt.executionProviders[0] = {
name: "webgpu",
validationMode: 'wgpuOnly',
storageBufferCacheMode: 'bucket',
+ // force node "/model/embed_tokens/Gather" to be put on CPU
+ forceCpuNodeNames: "/model/embed_tokens/Gather"
};
```
### Description <!-- Describe your changes. --> ### Motivation and Context <!-- - Why is this change required? What problem does it solve? - If it fixes an open issue, please link to the issue here. -->
|
@fs-eire on this branch is it already possible to test in nodejs, compiling in my side? |
### Description
Yes. Just do build with flags |
The MacOS device on CI is an Apple Paravirtual device, which may not support TimestampQuery. In this PR, If TimestampQuery is not supported, a warning is printed to not block profiling cpu data.
### Description introduce this build flag --use_external_dawn to allow specifying Dawn as an external dependency. When it is specified, `dawn::native` is excluded from build of onnxruntime, and passing in dawn proc table is required. I didn't find a good way to run the test. Currently I need to build with the following flags: ```sh C:\code\onnxruntime>build --use_webgpu --use_external_dawn --skip_tests --target onnxruntime_webgpu_external_dawn_test ``` And run the test using: ```sh # run test that passing dawn proc table. expect session to initialize successfully C:\code\onnxruntime\build\Windows\Debug\Debug>onnxruntime_webgpu_external_dawn_test.exe # run test that does not pass proc table. expect exception to throw. C:\code\onnxruntime\build\Windows\Debug\Debug>onnxruntime_webgpu_external_dawn_test.exe --no_proc_table ```
![github-advanced-security[bot]](https://avatars.githubusercontent.com/in/57789?s=60&v=4){kind=small}
|
Most part of this working branch is already merged into main, or in review. Close this draft. future PRs can target main branch directly. |
ishwar-raut1
pushed a commit
to ishwar-raut1/onnxruntime
that referenced
this pull request
Nov 19, 2024
This change introduces the WebGPU EP into ONNX Runtime. To make the PR as simple as possible, this PR excluded the following: - C API changes for WebGPU EP - actual implementation of WebGPU EP. Currently in this PR, WebGPU is a stub implementation that does not register any kernel. - Python IO Binding update - Node.js IO Binding update This PR now contains only 43 file changes (while the working branch contains 130+) and hopefully this makes it easier to review. There is going to be separated PRs for each mentioned above. Current working branch: microsoft#21904
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Description
For code review purpose only. Offer a place for discussion.
see also:
prerequisite:
related changes:
TODO items
Graph CaptureWebGPU resources tracking (mainly for buffers)Global hanlders( unhandled exceptions and device lost )