tasq/node_modules/onnxruntime-web/lib/onnxjs/backends/webgl/ops/gemm.ts

// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.

import {AttributeWithCacheKey, createAttributeWithCacheKey} from '../../../attribute-with-cache-key';
import {Graph} from '../../../graph';
import {OperatorImplementation, OperatorInitialization} from '../../../operators';
import {Tensor} from '../../../tensor';
import {GemmUtil} from '../../../util';
import {WebGLInferenceHandler} from '../inference-handler';
import {ProgramInfo, ProgramInfoLoader, ProgramMetadata, TextureType} from '../types';

export interface GemmAttributes extends AttributeWithCacheKey {
  transA: boolean;
  transB: boolean;
  alpha: number;
  beta: number;
  isOptionalC: boolean;  // in opset 11, C becomes optional
}

export const gemm: OperatorImplementation<GemmAttributes> =
    (inferenceHandler: WebGLInferenceHandler, inputs: Tensor[], attributes: GemmAttributes): Tensor[] => {
      validateInputs(inputs, attributes);
      const output = inferenceHandler.run(createGemmProgramInfoLoader(inputs, attributes), inputs);
      return [output];
    };

const parseGemmAttributes = (node: Graph.Node, isOptionalC: boolean): GemmAttributes => {
  const transA = node.attributes.getInt('transA', 0) !== 0;
  const transB = node.attributes.getInt('transB', 0) !== 0;
  const alpha = node.attributes.getFloat('alpha', 1.0);
  const beta = node.attributes.getFloat('beta', 1.0);
  return createAttributeWithCacheKey({transA, transB, alpha, beta, isOptionalC});
};

export const parseGemmAttributesV7: OperatorInitialization<GemmAttributes> = (node: Graph.Node): GemmAttributes =>
    parseGemmAttributes(node, false);

export const parseGemmAttributesV11: OperatorInitialization<GemmAttributes> = (node: Graph.Node): GemmAttributes =>
    parseGemmAttributes(node, true);

const createGemmProgramInfoLoader = (inputs: Tensor[], attributes: GemmAttributes): ProgramInfoLoader => {
  const metadata = {
    name: 'Gemm',
    inputNames: inputs.length === 3 ? ['A', 'B', 'C'] : ['A', 'B'],
    inputTypes: inputs.length === 3 ? [TextureType.unpacked, TextureType.unpacked, TextureType.unpacked] :
                                      [TextureType.unpacked, TextureType.unpacked],
    key: attributes.cacheKey
  };

  return {...metadata, get: () => createGemmProgramInfo(metadata, inputs, attributes)};
};

const createGemmProgramInfo =
    (metadata: ProgramMetadata, inputs: Tensor[], attributes: GemmAttributes): ProgramInfo => {
      const aShape = inputs[0].dims.slice();
      const bShape = inputs[1].dims.slice();
      const [M, N] = GemmUtil.getShapeOfGemmResult(
          aShape, attributes.transA, bShape, attributes.transB, inputs.length === 3 ? inputs[2].dims : undefined);
      const outputShape = [M, N];
      if (!outputShape) {
        throw new Error('Can\'t use gemm on the given tensors');
      }
      let sharedDim = aShape[aShape.length - 1];
      let line = '';
      if (attributes.transA) {
        sharedDim = aShape[0];
      }
      if (attributes.transA && attributes.transB) {
        line = 'value += _A_T(a) * _B_T(b);';
      } else if (attributes.transA && !attributes.transB) {
        line = 'value += _A_T(a) * _B(b);';
      } else if (!attributes.transA && attributes.transB) {
        line = 'value += _A(a) * _B_T(b);';
      } else if (!attributes.transA && !attributes.transB) {
        line = 'value += _A(a) * _B(b);';
      }
      const rank = outputShape.length;
      const declareC = inputs.length === 3 ? `int c[${inputs[2].dims.length}];` : '';
      const broadcastC = inputs.length === 3 ? 'bcastIndices_C(indices, c);' : '';
      const calculateC = inputs.length === 3 ? 'value += beta * _C(c);' : '';
      const shaderSource = `
      float process(int indices[${rank}]) {
          int a[${rank}];
          int b[${rank}];
          ${declareC}

          copyVec(indices, a);
          copyVec(indices, b);
          ${broadcastC}

          float value = 0.0;
          for (int k=0; k<${sharedDim}; ++k) {
              a[${rank - 1}] = k;
              b[${rank - 2}] = k;
              ${line}
          }

          value = value * alpha;
          ${calculateC}
          return value;
      }`;
      return {
        ...metadata,
        output: {dims: outputShape, type: inputs[0].type, textureType: TextureType.unpacked},
        variables: [
          {name: 'alpha', type: 'float', data: attributes.alpha}, {name: 'beta', type: 'float', data: attributes.beta}
        ],
        shaderSource
      };
    };

const validateInputs = (inputs: Tensor[], attributes: GemmAttributes): void => {
  if (!inputs) {
    throw new Error('Input is missing');
  }
  if (attributes.isOptionalC && (inputs.length < 2 || inputs.length > 3)) {
    throw new Error('Invaid input shape.');
  }
  if (!attributes.isOptionalC && inputs.length !== 3) {
    throw new Error('Gemm requires 3 inputs');
  }

  // 'C' can be of dimensionality 1 or 2 only
  if (inputs.length === 3 && inputs[2].dims.length !== 1 && inputs[2].dims.length !== 2) {
    throw new Error('Invalid input shape of C');
  }

  if ((inputs[0].type !== 'float32' && inputs[0].type !== 'float64') ||
      (inputs[1].type !== 'float32' && inputs[1].type !== 'float64') ||
      (inputs.length === 3 && inputs[2].type !== 'float32' && inputs[2].type !== 'float64')) {
    throw new Error('Invalid input type.');
  }

  if ((inputs[0].type !== inputs[1].type) || (inputs.length === 3 && inputs[0].type !== inputs[2].type)) {
    throw new Error('Input types are mismatched');
  }
};