From 2927e7de14b80fd4b7dfe33010427848fbc35ba7 Mon Sep 17 00:00:00 2001 From: xueyun zhu Date: Fri, 30 Apr 2021 18:25:02 -0700 Subject: [PATCH] add packed conv fuse --- lib/backends/webgl/ops/concat_packed.ts | 7 +++--- lib/backends/webgl/ops/conv-pack.ts | 6 +++++ lib/backends/webgl/ops/conv.ts | 3 ++- lib/backends/webgl/ops/fuse_utils.ts | 23 ++++++++++++++++++ lib/backends/webgl/ops/matmul-pack.ts | 5 ++++ lib/ops/conv.ts | 23 ------------------ lib/ops/matmul.ts | 5 +++- .../super_resolution/super-resolution-10.onnx | Bin 0 -> 240078 bytes .../test_data_set_0/input_0.pb | Bin 0 -> 200723 bytes test/data/teams_model/msra_190729.onnx | Bin 0 -> 751384 bytes .../teams_model/test_data_set_0/input_0.pb | Bin 0 -> 245779 bytes .../teams_model/test_data_set_0/output_0.pb | Bin 0 -> 61459 bytes .../backends/webgl/test_concat_packed.ts | 4 +-- 13 files changed, 46 insertions(+), 30 deletions(-) create mode 100644 lib/backends/webgl/ops/fuse_utils.ts create mode 100644 test/data/super_resolution/super-resolution-10.onnx create mode 100644 test/data/super_resolution/test_data_set_0/input_0.pb create mode 100644 test/data/teams_model/msra_190729.onnx create mode 100644 test/data/teams_model/test_data_set_0/input_0.pb create mode 100644 test/data/teams_model/test_data_set_0/output_0.pb diff --git a/lib/backends/webgl/ops/concat_packed.ts b/lib/backends/webgl/ops/concat_packed.ts index e3453879..c7ef2801 100644 --- a/lib/backends/webgl/ops/concat_packed.ts +++ b/lib/backends/webgl/ops/concat_packed.ts @@ -110,8 +110,9 @@ export class WebGLPackedConcat extends Concat implements WebGLOperator { `; return { - inputLayouts: inputs.map(t => handler.getOrCreateTextureLayout(t)), - outputLayout: handler.createTextureLayoutFromShape(outputShape), + inputLayouts: inputs.map(t => handler.getOrCreateTextureLayout(t, 4, true, t.dims, true)), + outputLayout: + handler.createTextureLayoutFromShape(outputShape, 4, outputShape, {isPacked: true, reverseWH: true}), samplers, shaderSource, hasMain: true, @@ -120,7 +121,7 @@ export class WebGLPackedConcat extends Concat implements WebGLOperator { }; } createRunData(handler: WebGLInferenceHandler, programInfo: ProgramInfo, inputs: Tensor[]): RunData { - const inputTDs = inputs.map((t, i) => handler.getOrCreateTextureData(t, programInfo.inputLayouts[i])); + const inputTDs = inputs.map((t, i) => handler.getOrCreateTextureData(t, programInfo.inputLayouts[i], true)); return { inputTextureDatas: inputTDs, outputTextureData: handler.createTextureDataFromLayout(programInfo.outputLayout, inputTDs[0].tensor.type), diff --git a/lib/backends/webgl/ops/conv-pack.ts b/lib/backends/webgl/ops/conv-pack.ts index 414bf64d..1976494b 100644 --- a/lib/backends/webgl/ops/conv-pack.ts +++ b/lib/backends/webgl/ops/conv-pack.ts @@ -1,6 +1,7 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT license. +import {Attribute} from '../../../attribute'; import {Logger} from '../../../instrument'; import {Conv} from '../../../ops/conv'; import {Tensor} from '../../../tensor'; @@ -36,6 +37,11 @@ export class WebGLConvPacked extends Conv { const outputShape = WebGLConv.calcOutputShape(xshape, kshape, this.dilations, this.pads, this.strides); const im2col = new WebGLIm2ColPacked(outputShape, kshape, this.dilations, this.pads, this.strides); const matmul = new WebGLMatMulPacked(); + if (!!this.activation) { + const attributes = new Attribute(undefined); + attributes.set('__internal_activation', 'string', (this.activation)); + matmul.initialize(attributes); + } const reshape = new WebGLReshapePacked(); // shape for kernel reshape const shape = diff --git a/lib/backends/webgl/ops/conv.ts b/lib/backends/webgl/ops/conv.ts index e1e78b3e..5600b7c9 100644 --- a/lib/backends/webgl/ops/conv.ts +++ b/lib/backends/webgl/ops/conv.ts @@ -3,7 +3,7 @@ import {Attribute} from '../../../attribute'; import {Logger} from '../../../instrument'; -import {Conv, getActicationSnippet} from '../../../ops/conv'; +import {Conv} from '../../../ops/conv'; import {Tensor} from '../../../tensor'; import {PoolConvUtil} from '../../../util'; import {getGlsl} from '../glsl-source'; @@ -12,6 +12,7 @@ import {Artifact, ProgramInfo, RunData, TextureLayout, WebGLOperator} from '../t import {WebGLContext} from '../webgl-context'; import {WebGLConvPacked} from './conv-pack'; +import {getActicationSnippet} from './fuse_utils'; export class WebGLConv extends Conv { unpackedGroupedConvImpl: WebGLUnpackedGroupedConv; diff --git a/lib/backends/webgl/ops/fuse_utils.ts b/lib/backends/webgl/ops/fuse_utils.ts new file mode 100644 index 00000000..40eb6273 --- /dev/null +++ b/lib/backends/webgl/ops/fuse_utils.ts @@ -0,0 +1,23 @@ +import {glslRelu, glslSigmoid} from './unary-op'; + +export function getActicationSnippet(activation: string) { + let activationFunction = ''; + let activationName = ''; + switch (activation) { + case 'Relu': + activationName = glslRelu().name; + activationFunction = glslRelu().body; + break; + case 'Sigmoid': + activationName = glslSigmoid().name; + activationFunction = glslSigmoid().body; + break; + default: + activationName = ''; + activationFunction = ''; + } + const applyActivation = activation ? ` + value = ${activationName}(value);` : + ''; + return {activationFunction, applyActivation}; +} diff --git a/lib/backends/webgl/ops/matmul-pack.ts b/lib/backends/webgl/ops/matmul-pack.ts index 2f9e714e..280b2364 100644 --- a/lib/backends/webgl/ops/matmul-pack.ts +++ b/lib/backends/webgl/ops/matmul-pack.ts @@ -6,6 +6,7 @@ import {Tensor} from '../../../tensor'; import {BroadcastUtil} from '../../../util'; import {WebGLInferenceHandler} from '../inference-handler'; import {ProgramInfo, RunData, WebGLOperator} from '../types'; +import {getActicationSnippet} from './fuse_utils'; export class WebGLMatMulPacked extends MatMul implements WebGLOperator { run(inferenceHandler: WebGLInferenceHandler, inputs: Tensor[]): Tensor[] { @@ -25,8 +26,11 @@ export class WebGLMatMulPacked extends MatMul implements WebGLOperator { const aRank = aShape.length; const bRank = bShape.length; const sharedDim = aShape[aShape.length - 1]; + + const {activationFunction, applyActivation} = getActicationSnippet(this.activation); // TODO:fix broadcasting const shaderSource = ` + ${activationFunction} vec4 process(int indices[${rank}]) { int a[${aRank}]; int b[${bRank}]; @@ -41,6 +45,7 @@ export class WebGLMatMulPacked extends MatMul implements WebGLOperator { value += ${getA(aRank)}.ggaa * ${getB(bRank)}.baba; } ${processBias} + ${applyActivation} return value; }`; return { diff --git a/lib/ops/conv.ts b/lib/ops/conv.ts index e8d78b7a..f0ea235b 100644 --- a/lib/ops/conv.ts +++ b/lib/ops/conv.ts @@ -3,7 +3,6 @@ import {Attribute} from '../attribute'; import {InferenceHandler} from '../backend'; -import {glslRelu, glslSigmoid} from '../backends/webgl/ops/unary-op'; import {Operator} from '../operators'; import {Tensor} from '../tensor'; @@ -92,25 +91,3 @@ export abstract class Conv implements Operator { protected strides: number[]; protected activation: string; } - -export function getActicationSnippet(activation: string) { - let activationFunction = ''; - let activationName = ''; - switch (activation) { - case 'Relu': - activationName = glslRelu().name; - activationFunction = glslRelu().body; - break; - case 'Sigmoid': - activationName = glslSigmoid().name; - activationFunction = glslSigmoid().body; - break; - default: - activationName = ''; - activationFunction = ''; - } - const applyActivation = activation ? ` - value = ${activationName}(value);` : - ''; - return {activationFunction, applyActivation}; -} diff --git a/lib/ops/matmul.ts b/lib/ops/matmul.ts index eae672f9..91ab027a 100644 --- a/lib/ops/matmul.ts +++ b/lib/ops/matmul.ts @@ -9,7 +9,9 @@ import {Tensor} from '../tensor'; export abstract class MatMul implements Operator { abstract run(inferenceHandler: InferenceHandler, inputs: Tensor[]): Tensor[]|Promise; - initialize(attributes: Attribute): void {} + initialize(attributes: Attribute): void { + this.activation = attributes.getString('__internal_activation', ''); + } checkInputs(inputs: Tensor[]): boolean { if (!inputs || inputs.length !== 2) { @@ -38,4 +40,5 @@ export abstract class MatMul implements Operator { return true; } + protected activation: string; } diff --git a/test/data/super_resolution/super-resolution-10.onnx b/test/data/super_resolution/super-resolution-10.onnx new file mode 100644 index 0000000000000000000000000000000000000000..53283c050ced3164b68990dcd736d140601e694c GIT binary patch literal 240078 zcmce-cT^Rz_V`QhAVoxxCW;CO2qJJMlZc`siUkzJ0!kG`K@q_&pi~Q0iWF%g2&f|GQKV(RI);^wC2%!OVhxj0cd$$+3O+e76Pyn}(nbn$k{d#Tw{ICcQW7&#ms1Gz4GHqyv~HWf=N4aE zNn6Q(9Hb&AvBlG8o2}TtKL4mvmXqEV8WP~+`|p-AA$~^9PGB~hWEd{hdl?)>6jx{h)FpO 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webglTextureB! }; - webglInferenceHandler.setTextureData(inputTensorA.dataId, textureDataA); - webglInferenceHandler.setTextureData(inputTensorB.dataId, textureDataB); + webglInferenceHandler.setTextureData(inputTensorA.dataId, textureDataA, true); + webglInferenceHandler.setTextureData(inputTensorB.dataId, textureDataB, true); // compile shader code const programInfo =