tasq/node_modules/onnxruntime-web/lib/onnxjs/backends/webgl/ops/reshape-packed.js

"use strict";
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
Object.defineProperty(exports, "__esModule", { value: true });
exports.isReshapeCheap = exports.processDims3D = exports.createPackedReshape3DProgramInfoLoader = void 0;
const util_1 = require("../../../util");
const glsl_source_1 = require("../glsl-source");
const types_1 = require("../types");
const packing_utils_1 = require("./packing-utils");
const createPackedReshape3DProgramMetadata = (outputShape3D) => ({ name: 'Reshape (packed)', inputTypes: [types_1.TextureType.packed], inputNames: ['A'], cacheHint: `${outputShape3D}` });
const createPackedReshape3DProgramInfo = (handler, input3D, metadata, outputShape3D) => {
    const inputShape3D = input3D.dims;
    const squeezedOutputShape = outputShape3D;
    let mainLoop = '';
    for (let i = 0; i < 4; i++) {
        let outputCoords = '';
        switch (i) {
            case 0:
                outputCoords = 'outputCoords = rc;';
                break;
            case 1:
                outputCoords = 'outputCoords = ivec3(rc.x, rc.y+1, rc.z);';
                break;
            case 2:
                outputCoords = 'outputCoords = ivec3(rc.x, rc.y, rc.z+1);';
                break;
            case 3:
                outputCoords = 'outputCoords = ivec3(rc.x, rc.y+1, rc.z+1);';
                break;
            default:
                throw new Error();
        }
        mainLoop += `
        ${outputCoords}
        ${i > 0 ? 'if(outputCoords.y < rows && outputCoords.z < cols){' : ''}
          int flattenedIndex = getFlattenedIndex(outputCoords);

          ivec3 inputRC = inputCoordsFromReshapedOutCoords(flattenedIndex);
          vec2 innerDims = vec2(float(inputRC.y),float(inputRC.z));

          result[${i}] = getChannel(getA(inputRC.x, inputRC.y, inputRC.z), innerDims);

        ${i > 0 ? '}' : ''}
      `;
    }
    const glsl = (0, glsl_source_1.getGlsl)(handler.session.backend.glContext.version);
    const shaderSource = `
      ${getReshapedInputCoords(inputShape3D)}
      ${getFlattenedIndexFrom3D(squeezedOutputShape)}
      ${(0, packing_utils_1.unpackFromChannel)()}

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

        vec4 result = vec4(0.0);

        ivec3 outputCoords;
        int rows = ${squeezedOutputShape[2]};
        int cols = ${squeezedOutputShape[1]};

        ${mainLoop}
        ${glsl.output} = result;
      }
    `;
    return Object.assign(Object.assign({}, metadata), { output: { dims: squeezedOutputShape, type: input3D.type, textureType: types_1.TextureType.packed }, shaderSource, hasMain: true });
};
const createPackedReshape3DProgramInfoLoader = (handler, input3D, outputShape3D) => {
    const metadata = createPackedReshape3DProgramMetadata(outputShape3D);
    return Object.assign(Object.assign({}, metadata), { get: () => createPackedReshape3DProgramInfo(handler, input3D, metadata, outputShape3D) });
};
exports.createPackedReshape3DProgramInfoLoader = createPackedReshape3DProgramInfoLoader;
function processDims3D(shape) {
    if (shape.length === 0) {
        return [1, 1, 1];
    }
    // TODO: squeeze other shapes to 2D case
    let batch = 1;
    for (let i = 0; i < shape.length - 2; ++i) {
        batch *= shape[i];
    }
    return [batch, shape.length > 1 ? shape[shape.length - 2] : 1, shape[shape.length - 1]];
}
exports.processDims3D = processDims3D;
// For packed reshape, we need to re-arrange texel data for output shape.
// Our pack is designed to pack a 2x2 tile in last h and w dimension, so
// for the reshaped new tensor, we just need to re-arrange the last h and
// w dimension. For any shape that is not in 3D, i.e. [batch, W, H], we
// first convert it to 3D by collapsing other dimension to batch dim, then
// process with the last two dimensions.
// Note: we only need the shape tensor to calculate output shape, so the
// content in shape tensor is never uploaded to GPU. It is always kept in CPU.
// TODO: optimize the algorithm -- in some cases, if the last two dims are
// the same between input shape and output shape, the packed reshape can be
// treated as no-op.
function isReshapeCheap(dims, reshapedDims) {
    let isCheapReshape = false;
    if (dims.length === 0 || reshapedDims.length === 0) { // scalar
        isCheapReshape = true;
    }
    else if (dims.length < 2 || reshapedDims.length < 2) { // 1D
        isCheapReshape = dims[dims.length - 1] === reshapedDims[reshapedDims.length - 1];
    }
    else { // 2D +
        isCheapReshape = dims[dims.length - 1] === reshapedDims[reshapedDims.length - 1] &&
            dims[dims.length - 2] === reshapedDims[reshapedDims.length - 2];
    }
    return isCheapReshape;
}
exports.isReshapeCheap = isReshapeCheap;
function getReshapedInputCoords(shape) {
    const strides = util_1.ShapeUtil.computeStrides(shape);
    const coords = ['b', 'r', 'c'];
    const index = 'index';
    const coordsFromIndexSnippet = strides
        .map((stride, i) => {
        const line1 = `int ${coords[i]} = ${index} / ${stride}`;
        const line2 = i === strides.length - 1 ?
            `int ${coords[i + 1]} = ${index} - ${coords[i]} * ${stride}` :
            `index -= ${coords[i]} * ${stride}`;
        return `${line1}; ${line2};`;
    })
        .join('');
    return `
    ivec3 inputCoordsFromReshapedOutCoords(int index) {
      ${coordsFromIndexSnippet}
      return ivec3(b, r, c);
    }
  `;
}
function getFlattenedIndexFrom3D(shape) {
    const strides = util_1.ShapeUtil.computeStrides(shape);
    return `
  int getFlattenedIndex(ivec3 coords) {
    // reverse y, z order
    return coords.x * ${strides[0]} + coords.z * ${strides[1]} + coords.y;
  }
`;
}
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