onnxruntime-web/lib/onnxjs/backends/webgl/ops/tile.ts

A Javascript library for running ONNX models on browsers

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

import { NUMBER_TYPES } from '../../../operators';
import { Tensor } from '../../../tensor';
import { WebGLInferenceHandler } from '../inference-handler';
import { ProgramInfo, ProgramMetadata, TextureType } from '../types';

export const tile = (inferenceHandler: WebGLInferenceHandler, inputs: Tensor[]): Tensor[] => {
  validateInputs(inputs);

  const tileProgramMetadata = {
    name: 'Tile',
    inputNames: ['A'],
    inputTypes: [TextureType.unpacked],
  };

  const output = inferenceHandler.run(
    { ...tileProgramMetadata, get: () => createTileProgramInfo(inferenceHandler, inputs, tileProgramMetadata) },
    inputs,
  );
  return [output];
};

const createTileProgramInfo = (
  _handler: WebGLInferenceHandler,
  inputs: Tensor[],
  tileProgramMetadata: ProgramMetadata,
): ProgramInfo => {
  const inputShape = inputs[0].dims.slice();
  const outputShape = new Array(inputShape.length);

  const tileOps: string[] = [];
  for (let i = 0; i < inputShape.length; i++) {
    outputShape[i] = inputShape[i] * inputs[1].numberData[i];
    tileOps.push(`inputIdx[${i}] = int(mod(float(outputIdx[${i}]), ${inputShape[i]}.));`);
  }

  const rank = outputShape.length;
  const shaderSource = `
      float process(int outputIdx[${rank}]) {
        int inputIdx[${rank}];
        ${tileOps.join('\n')}
        return _A(inputIdx);
      }
    `;
  return {
    ...tileProgramMetadata,
    output: { dims: outputShape, type: inputs[0].type, textureType: TextureType.unpacked },
    shaderSource,
  };
};

const validateInputs = (inputs: Tensor[]): void => {
  if (!inputs || inputs.length !== 2) {
    throw new Error('Tile requires 2 input.');
  }
  if (inputs[1].dims.length !== 1) {
    throw new Error('The second input shape must 1 dimension.');
  }
  if (inputs[1].dims[0] !== inputs[0].dims.length) {
    throw new Error('Invalid input shape.');
  }
  if (NUMBER_TYPES.indexOf(inputs[0].type) === -1) {
    throw new Error('Invalid input type.');
  }
  if (inputs[1].type !== 'int32' && inputs[1].type !== 'int16') {
    throw new Error('Invalid repeat type.');
  }
};