/** * @license * Copyright 2020 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 { MirrorPad, util } from '@tensorflow/tfjs-core'; import { assertNotComplex } from '../cpu_util'; export function mirrorPad(args) { const { inputs, backend, attrs } = args; const { x } = inputs; const { paddings, mode } = attrs; assertNotComplex(x, 'mirrorPad'); const outShape = paddings.map((p, i) => p[0] /* beforePad */ + x.shape[i] + p[1] /* afterPad */); const start = paddings.map(p => p[0]); const end = paddings.map((p, i) => p[0] + x.shape[i]); const offset = mode === 'reflect' ? 0 : 1; const xVals = backend.data.get(x.dataId).values; const xRank = x.shape.length; const xStrides = util.computeStrides(x.shape); const resultSize = util.sizeFromShape(outShape); const resultRank = outShape.length; const resultStrides = util.computeStrides(outShape); const resVals = util.getTypedArrayFromDType(x.dtype, resultSize); for (let i = 0; i < resultSize; i++) { let coords = util.indexToLoc(i, resultRank, resultStrides); for (let i = 0; i < resultRank; i++) { if (coords[i] < start[i]) { coords[i] = start[i] * 2 - coords[i] - offset; } else if (coords[i] >= end[i]) { coords[i] = (end[i] - 1) * 2 - coords[i] + offset; } } coords = coords.map((c, i) => c - start[i]); const inIndex = util.locToIndex(coords, xRank, xStrides); resVals[i] = xVals[inIndex]; } const outId = backend.write(resVals, outShape, x.dtype); return { dataId: outId, shape: outShape, dtype: x.dtype }; } export const mirrorPadConfig = { kernelName: MirrorPad, backendName: 'cpu', kernelFunc: mirrorPad }; //# 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