onnxruntime/js/web/docs/webgpu-operators.md
Yulong Wang e9e6bedf37
[js/webgpu] generate operator table for webgpu (#15954)
### Description
[js/webgpu] generate operator table for webgpu
2023-05-20 12:20:41 -07:00

2.2 KiB

Operators Support Table

The following table shows ONNX operators and the supported opset domain/versions in WebGPU EP by ONNX Runtime Web. For example, 4-6, 8+ means ONNX Runtime Web currently support opset version 4 to 6, 8 and above.

This file is automatically generated from the def files via this script. Do not modify directly.

Operator Opset Comments
Abs ai.onnx(6-12,13+)
Acos ai.onnx(7+)
Acosh ai.onnx(9+)
Add ai.onnx(7-12,13,14+)
Asin ai.onnx(7+)
Asinh ai.onnx(9+)
Atan ai.onnx(7+)
Atanh ai.onnx(9+)
AveragePool ai.onnx(7-9,10,11+); com.ms.internal.nhwc(11+) need perf optimization; need implementing activation
Ceil ai.onnx(6-12,13+)
Clip ai.onnx(6-10,11,12,13+)
Conv ai.onnx(1-10,11+); com.ms.internal.nhwc(11+) need perf optimization; conv3d not supported; need implementing activation
Cos ai.onnx(7+)
Cosh ai.onnx(9+)
Div ai.onnx(7-12,13,14+)
Elu ai.onnx(6+)
Erf ai.onnx(9-12,13+)
Exp ai.onnx(6-12,13+)
Floor ai.onnx(6-12,13+)
Gemm ai.onnx(7-8,9-10,11+)
GlobalAveragePool ai.onnx(1+); com.ms.internal.nhwc(1+)
GlobalMaxPool ai.onnx(1+); com.ms.internal.nhwc(1+)
LeakyRelu ai.onnx(6-15,16+)
MatMul ai.onnx(1-12,13+)
MaxPool ai.onnx(1-7,8-9,10,11,12+); com.ms.internal.nhwc(11,12+) need perf optimization; need implementing activation
MemcpyFromHost ai.onnx(1+)
MemcpyToHost ai.onnx(1+)
Mul ai.onnx(7-12,13,14+)
Neg ai.onnx(6-12,13+)
Pow ai.onnx(7-11,12,13-14,15+)
Reciprocal ai.onnx(6-12,13+)
Relu ai.onnx(6-12,13,14+)
Reshape ai.onnx(5-12,13,14+) no GPU kernel
Shape ai.onnx(1-12,13-14,15+) no GPU kernel; an ORT warning is generated - need to fix
Sigmoid ai.onnx(6-12,13+)
Sin ai.onnx(7+)
Sinh ai.onnx(9+)
Sqrt ai.onnx(6-12,13+)
Sub ai.onnx(7-12,13,14+)
Tan ai.onnx(7+)
ThresholdedRelu ai.onnx(10+)
Transpose ai.onnx(1-12,13+) need perf optimization