"use strict"; /** * @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. * ============================================================================= */ Object.defineProperty(exports, "__esModule", { value: true }); /** An implementation of the TopK kernel shared between webgl and cpu. */ var tensor_ops_1 = require("../ops/tensor_ops"); var util_1 = require("../util"); function topkImpl(x, xShape, xDtype, k, sorted) { // Reshape into a 2d tensor [batch, lastDim] and compute topk along lastDim. var lastDim = xShape[xShape.length - 1]; var _a = [x.length / lastDim, lastDim], batch = _a[0], size = _a[1]; var allTopKVals = util_1.getTypedArrayFromDType(xDtype, batch * k); var allTopKIndices = util_1.getTypedArrayFromDType('int32', batch * k); for (var b = 0; b < batch; b++) { var offset = b * size; var vals = x.subarray(offset, offset + size); var valAndInd = []; for (var i = 0; i < vals.length; i++) { valAndInd.push({ value: vals[i], index: i }); } valAndInd.sort(function (a, b) { return b.value - a.value; }); var outOffset = b * k; var topKVals = allTopKVals.subarray(outOffset, outOffset + k); var topKIndices = allTopKIndices.subarray(outOffset, outOffset + k); for (var i = 0; i < k; i++) { topKVals[i] = valAndInd[i].value; topKIndices[i] = valAndInd[i].index; } } // Reshape back to the original input shape, except that the last // dimension is k. var outputShape = xShape.slice(); outputShape[outputShape.length - 1] = k; return [ tensor_ops_1.tensor(allTopKVals, outputShape, xDtype), tensor_ops_1.tensor(allTopKIndices, outputShape, 'int32') ]; } exports.topkImpl = topkImpl; //# sourceMappingURL=topk_impl.js.map