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

Hardware-accelerated JavaScript library for machine intelligence

/**
 * @license
 * Copyright 2018 Google LLC. 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 * as broadcast_util from '../../ops/broadcast_util';
import {GPGPUProgram} from './gpgpu_math';

// (Ar + Ai)(Br + Bi) =
// ArBr + ArBi + AiBr + AiBi = ArBr - AB + ArBi + AiBr
// Yr = ArBr - AB
// Yi = ArBi + AiBr
export const COMPLEX_MULTIPLY = {
  REAL: 'return areal * breal - aimag * bimag;',
  IMAG: 'return areal * bimag + aimag * breal;'
};

export class BinaryOpComplexProgram implements GPGPUProgram {
  variableNames = ['AReal', 'AImag', 'BReal', 'BImag'];
  userCode: string;
  outputShape: number[];

  constructor(op: string, aShape: number[], bShape: number[]) {
    this.outputShape =
        broadcast_util.assertAndGetBroadcastShape(aShape, bShape);

    this.userCode = `
      float binaryOpComplex(
          float areal, float aimag, float breal, float bimag) {
        ${op}
      }

      void main() {
        float areal = getARealAtOutCoords();
        float aimag = getAImagAtOutCoords();
        float breal = getBRealAtOutCoords();
        float bimag = getBImagAtOutCoords();
        setOutput(binaryOpComplex(areal, aimag, breal, bimag));
      }
    `;
  }
}