@tensorflow/tfjs-core/src/backends/webgl/depth_to_space_gpu.ts

Hardware-accelerated JavaScript library for machine intelligence

/**
 * @license
 * Copyright 2018 Google Inc. All Rights Reserved.
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 * =============================================================================
 */

import {GPGPUProgram} from './gpgpu_math';

export class DepthToSpaceProgram implements GPGPUProgram {
  variableNames = ['x'];
  outputShape: number[] = [];
  userCode: string;
  blockSize: number;
  dataFormat: string;

  constructor(
      outputShape: number[], blockSize: number, dataFormat: 'NHWC'|'NCHW') {
    this.outputShape = outputShape;
    this.blockSize = blockSize;
    this.dataFormat = dataFormat;
    this.userCode = `
    void main() {
      ivec4 coords = getOutputCoords();
      int b = coords[0];
      int h = ${this.getHeightCoordString()};
      int w = ${this.getWidthCoordString()};
      int d = ${this.getDepthCoordString()};

      int in_h = h / ${blockSize};
      int offset_h = imod(h, ${blockSize});
      int in_w = w / ${blockSize};
      int offset_w = imod(w, ${blockSize});
      int offset_d = (offset_h * ${blockSize} + offset_w) *
        ${this.getOutputDepthSize()};
      int in_d = d + offset_d;

      float result = ${this.getInputSamplingString()};
      setOutput(result);
    }
  `;
  }

  private getHeightCoordString(): string {
    if (this.dataFormat === 'NHWC') {
      return `coords[1]`;
    } else {
      return `coords[2]`;
    }
  }

  private getWidthCoordString(): string {
    if (this.dataFormat === 'NHWC') {
      return `coords[2]`;
    } else {
      return `coords[3]`;
    }
  }

  private getDepthCoordString(): string {
    if (this.dataFormat === 'NHWC') {
      return `coords[3]`;
    } else {
      return `coords[1]`;
    }
  }

  private getOutputDepthSize(): number {
    if (this.dataFormat === 'NHWC') {
      return this.outputShape[3];
    } else {
      return this.outputShape[1];
    }
  }

  private getInputSamplingString(): string {
    if (this.dataFormat === 'NHWC') {
      return `getX(b, in_h, in_w, in_d)`;
    } else {
      return `getX(b, in_d, in_h, in_w)`;
    }
  }
}