Add implementation of WebGPU EP #22591
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Following up: make change to fix python binding for webgpu as instructed. |
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### Description The nuget-zip-java packaging pipeline has been failed for 4 days since it's introduced in #22591
ishwar-raut1
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Nov 19, 2024
### Description This PR adds the actual implementation of the WebGPU EP based on microsoft#22318. This change includes the following: <details> <summary><b>core framework of WebGPU EP</b></summary> - WebGPU EP factory classes for: - handling WebGPU options - creating WebGPU EP instance - creating WebGPU context - WebGPU Execution Provider classes - GPU Buffer allocator - data transfer - Buffer management classes - Buffer Manager - BufferCacheManager - DisabledCacheManager - SimpleCacheManager - LazyReleaseCacheManager - BucketCacheManager - Program classes - Program (base) - Program Cache Key - Program Manager - Shader helper classes - Shader Helper - ShaderIndicesHelper - ShaderVariableHelper - Utils - GPU Query based profiler - compute context - string utils - Miscs - Python binding webgpu support (basic) </details> <details> <summary><b>Kernel implementation</b></summary> - onnx.ai (default opset): - Elementwise (math): Abs, Neg, Floor, Ceil, Reciprocal, Sqrt, Exp, Erf, Log, Sin, Cos, Tan, Asin, Acos, Atan, Sinh, Cosh, Asinh, Acosh, Atanh, Tanh, Not, Cast - Elementwise (activation): Sigmoid, HardSigmoid, Clip, Elu, Relu, LeakyRelu, ThresholdedRelu, Gelu - Binary (math): Add, Sub, Mul, Div, Pow, Equal, Greater, GreaterOrEqual, Less, LessOrEqual - (Tensors): Shape, Reshape, Squeeze, Unsqueeze - Where - Transpose - Concat - Expand - Gather - Tile - Range - LayerNormalization - com.microsoft - FastGelu - MatMulNBits - MultiHeadAttention - RotaryEmbedding - SkipLayerNormalization - LayerNormalization - SimplifiedLayerNormalization - SkipSimplifiedLayerNormalization </details> <details> <summary><b>Build, test and CI pipeline integration</b></summary> - build works for Windows, macOS and iOS - support onnxruntime_test_all and python node test - added a new unit test for `--use_external_dawn` build flag. - updated MacOS pipeline to build with WebGPU support - added a new pipeline for WebGPU Windows </details> This change does not include: - Node.js binding support for WebGPU (will be a separate PR)
ishwar-raut1
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Nov 19, 2024
### Description The nuget-zip-java packaging pipeline has been failed for 4 days since it's introduced in microsoft#22591
ankitm3k
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to intel/onnxruntime
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Dec 11, 2024
### Description This PR adds the actual implementation of the WebGPU EP based on microsoft#22318. This change includes the following: <details> <summary><b>core framework of WebGPU EP</b></summary> - WebGPU EP factory classes for: - handling WebGPU options - creating WebGPU EP instance - creating WebGPU context - WebGPU Execution Provider classes - GPU Buffer allocator - data transfer - Buffer management classes - Buffer Manager - BufferCacheManager - DisabledCacheManager - SimpleCacheManager - LazyReleaseCacheManager - BucketCacheManager - Program classes - Program (base) - Program Cache Key - Program Manager - Shader helper classes - Shader Helper - ShaderIndicesHelper - ShaderVariableHelper - Utils - GPU Query based profiler - compute context - string utils - Miscs - Python binding webgpu support (basic) </details> <details> <summary><b>Kernel implementation</b></summary> - onnx.ai (default opset): - Elementwise (math): Abs, Neg, Floor, Ceil, Reciprocal, Sqrt, Exp, Erf, Log, Sin, Cos, Tan, Asin, Acos, Atan, Sinh, Cosh, Asinh, Acosh, Atanh, Tanh, Not, Cast - Elementwise (activation): Sigmoid, HardSigmoid, Clip, Elu, Relu, LeakyRelu, ThresholdedRelu, Gelu - Binary (math): Add, Sub, Mul, Div, Pow, Equal, Greater, GreaterOrEqual, Less, LessOrEqual - (Tensors): Shape, Reshape, Squeeze, Unsqueeze - Where - Transpose - Concat - Expand - Gather - Tile - Range - LayerNormalization - com.microsoft - FastGelu - MatMulNBits - MultiHeadAttention - RotaryEmbedding - SkipLayerNormalization - LayerNormalization - SimplifiedLayerNormalization - SkipSimplifiedLayerNormalization </details> <details> <summary><b>Build, test and CI pipeline integration</b></summary> - build works for Windows, macOS and iOS - support onnxruntime_test_all and python node test - added a new unit test for `--use_external_dawn` build flag. - updated MacOS pipeline to build with WebGPU support - added a new pipeline for WebGPU Windows </details> This change does not include: - Node.js binding support for WebGPU (will be a separate PR)
ankitm3k
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Dec 11, 2024
### Description The nuget-zip-java packaging pipeline has been failed for 4 days since it's introduced in microsoft#22591
ankitm3k
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Dec 11, 2024
### Description This PR adds the actual implementation of the WebGPU EP based on microsoft#22318. This change includes the following: <details> <summary><b>core framework of WebGPU EP</b></summary> - WebGPU EP factory classes for: - handling WebGPU options - creating WebGPU EP instance - creating WebGPU context - WebGPU Execution Provider classes - GPU Buffer allocator - data transfer - Buffer management classes - Buffer Manager - BufferCacheManager - DisabledCacheManager - SimpleCacheManager - LazyReleaseCacheManager - BucketCacheManager - Program classes - Program (base) - Program Cache Key - Program Manager - Shader helper classes - Shader Helper - ShaderIndicesHelper - ShaderVariableHelper - Utils - GPU Query based profiler - compute context - string utils - Miscs - Python binding webgpu support (basic) </details> <details> <summary><b>Kernel implementation</b></summary> - onnx.ai (default opset): - Elementwise (math): Abs, Neg, Floor, Ceil, Reciprocal, Sqrt, Exp, Erf, Log, Sin, Cos, Tan, Asin, Acos, Atan, Sinh, Cosh, Asinh, Acosh, Atanh, Tanh, Not, Cast - Elementwise (activation): Sigmoid, HardSigmoid, Clip, Elu, Relu, LeakyRelu, ThresholdedRelu, Gelu - Binary (math): Add, Sub, Mul, Div, Pow, Equal, Greater, GreaterOrEqual, Less, LessOrEqual - (Tensors): Shape, Reshape, Squeeze, Unsqueeze - Where - Transpose - Concat - Expand - Gather - Tile - Range - LayerNormalization - com.microsoft - FastGelu - MatMulNBits - MultiHeadAttention - RotaryEmbedding - SkipLayerNormalization - LayerNormalization - SimplifiedLayerNormalization - SkipSimplifiedLayerNormalization </details> <details> <summary><b>Build, test and CI pipeline integration</b></summary> - build works for Windows, macOS and iOS - support onnxruntime_test_all and python node test - added a new unit test for `--use_external_dawn` build flag. - updated MacOS pipeline to build with WebGPU support - added a new pipeline for WebGPU Windows </details> This change does not include: - Node.js binding support for WebGPU (will be a separate PR)
ankitm3k
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Dec 11, 2024
### Description The nuget-zip-java packaging pipeline has been failed for 4 days since it's introduced in microsoft#22591
ankitm3k
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Dec 11, 2024
This PR adds the actual implementation of the WebGPU EP based on microsoft#22318. This change includes the following: <details> <summary><b>core framework of WebGPU EP</b></summary> - WebGPU EP factory classes for: - handling WebGPU options - creating WebGPU EP instance - creating WebGPU context - WebGPU Execution Provider classes - GPU Buffer allocator - data transfer - Buffer management classes - Buffer Manager - BufferCacheManager - DisabledCacheManager - SimpleCacheManager - LazyReleaseCacheManager - BucketCacheManager - Program classes - Program (base) - Program Cache Key - Program Manager - Shader helper classes - Shader Helper - ShaderIndicesHelper - ShaderVariableHelper - Utils - GPU Query based profiler - compute context - string utils - Miscs - Python binding webgpu support (basic) </details> <details> <summary><b>Kernel implementation</b></summary> - onnx.ai (default opset): - Elementwise (math): Abs, Neg, Floor, Ceil, Reciprocal, Sqrt, Exp, Erf, Log, Sin, Cos, Tan, Asin, Acos, Atan, Sinh, Cosh, Asinh, Acosh, Atanh, Tanh, Not, Cast - Elementwise (activation): Sigmoid, HardSigmoid, Clip, Elu, Relu, LeakyRelu, ThresholdedRelu, Gelu - Binary (math): Add, Sub, Mul, Div, Pow, Equal, Greater, GreaterOrEqual, Less, LessOrEqual - (Tensors): Shape, Reshape, Squeeze, Unsqueeze - Where - Transpose - Concat - Expand - Gather - Tile - Range - LayerNormalization - com.microsoft - FastGelu - MatMulNBits - MultiHeadAttention - RotaryEmbedding - SkipLayerNormalization - LayerNormalization - SimplifiedLayerNormalization - SkipSimplifiedLayerNormalization </details> <details> <summary><b>Build, test and CI pipeline integration</b></summary> - build works for Windows, macOS and iOS - support onnxruntime_test_all and python node test - added a new unit test for `--use_external_dawn` build flag. - updated MacOS pipeline to build with WebGPU support - added a new pipeline for WebGPU Windows </details> This change does not include: - Node.js binding support for WebGPU (will be a separate PR)
ankitm3k
pushed a commit
to intel/onnxruntime
that referenced
this pull request
Dec 11, 2024
### Description The nuget-zip-java packaging pipeline has been failed for 4 days since it's introduced in microsoft#22591
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Description
This PR adds the actual implementation of the WebGPU EP based on #22318.
This change includes the following:
core framework of WebGPU EP
Kernel implementation
Build, test and CI pipeline integration
--use_external_dawnbuild flag.This change does not include: