encode_matrix_packed_gpu.ts

/**
 * @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 {getGlslDifferences} from './glsl_version';
import {GPGPUProgram, useShapeUniforms} from './gpgpu_math';
import * as shader_util from './shader_compiler_util';

/*
This is how the shader encodes a tensor with shape = [2, 3, 5]
(indices are [batch, row, col]).

000|001   002|003   004|xxx   020|021   022|023   024|xxx
-------   -------   -------   -------   -------   -------
010|011   012|013   014|xxx   xxx|xxx   xxx|xxx   xxx|xxx

100|101   102|103   104|xxx   120|121   122|123   124|xxx
-------   -------   -------   -------   -------   -------
110|111   112|113   114|xxx   xxx|xxx   xxx|xxx   xxx|xxx

Single texels contain only values from the same batch, and from adjacent rows
and columns.
 */

export class EncodeMatrixPackedProgram implements GPGPUProgram {
  variableNames = ['A'];
  userCode: string;
  outputShape: number[];
  packedInputs = false;
  packedOutput = true;
  enableShapeUniforms: boolean;
  customUniforms = [{name: 'texShape', type: 'ivec2' as const }];

  constructor(
      outputShape: [number, number, number], inputIsUnsignedByte = false) {
    const glsl = getGlslDifferences();
    this.outputShape = outputShape;
    this.enableShapeUniforms = useShapeUniforms(this.outputShape.length);

    let mainLoop = '';
    let output = 'result';
    if (inputIsUnsignedByte) {
      output = 'floor(result * 255. + 0.5)';
    }

    for (let row = 0; row <= 1; row++) {
      for (let col = 0; col <= 1; col++) {
        const channel = row * 2 + col;

        mainLoop += `
          localCoords = coords;
          if(localCoords[2] + ${col} < ${
            this.enableShapeUniforms ? 'outShape[2]' : `${outputShape[2]}`}) {
          localCoords[2] += ${col};
          if (localCoords[1] + ${row} < ${
            this.enableShapeUniforms ? 'outShape[1]' : `${outputShape[1]}`}) {
            localCoords[1] += ${row};

            flatIndex = getFlatIndex(localCoords);
            offset = imod(flatIndex, 4);

            flatIndex = idiv(flatIndex, 4, 1.);

            int r = flatIndex / texShape[1];
            int c = imod(flatIndex, texShape[1]);
            vec2 uv = (vec2(c, r) + halfCR) / vec2(texShape[1], texShape[0]);
            values = ${glsl.texture2D}(A, uv);

            if (offset == 0) {
              result[${channel}] = values[0];
            } else if (offset == 1) {
              result[${channel}] = values[1];
            } else if (offset == 2) {
              result[${channel}] = values[2];
            } else {
              result[${channel}] = values[3];
            }
          }
        }
        `;
      }
    }

    this.userCode = `
        ${
        this.enableShapeUniforms ? shader_util.getFlatIndexFrom3DOutput() :
                                   shader_util.getFlatIndexFrom3D(outputShape)}

        void main() {
          ivec3 coords = getOutputCoords();

          vec4 result = vec4(0.);
          int flatIndex, r, c, offset;
          ivec3 localCoords;
          vec2 uv;
          vec4 values;

          ${mainLoop}

          ${glsl.output} = ${output};
        }
    `;
  }
}