73 lines
2.8 KiB
C++
73 lines
2.8 KiB
C++
/*******************************************************************************
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* Copyright (c) 2015-2018 Skymind, Inc.
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*
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* This program and the accompanying materials are made available under the
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* terms of the Apache License, Version 2.0 which is available at
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* https://www.apache.org/licenses/LICENSE-2.0.
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* License for the specific language governing permissions and limitations
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* under the License.
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*
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* SPDX-License-Identifier: Apache-2.0
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******************************************************************************/
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//
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// Created to use with batched tensor by GS <sgazeos@gmail.com> 3/21/2018
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//
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#include <ops/declarable/CustomOperations.h>
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#include <ops/declarable/helpers/matrix_diag_part.h>
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namespace sd {
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namespace ops {
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CUSTOM_OP_IMPL(matrix_diag_part, 1, 1, false, 0, 0) {
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auto input = INPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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const int inRank = input->rankOf();
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REQUIRE_TRUE(inRank >= 2, 0, "CUSTOM_OP matrix_diag_part: input array must have rank >= 2, but %i given!", inRank);
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output->nullify();
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return helpers::matrixDiagPart(block.launchContext(), input, output);
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}
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DECLARE_SHAPE_FN(matrix_diag_part) {
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Nd4jLong const* outShapeInfo = nullptr;
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auto in = inputShape->at(0);
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int inRank = shape::rank(in);
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REQUIRE_TRUE(inRank >= 2, 0, "CUSTOM_OP matrix_diag_part: input array must have rank >= 2, but %i given!", inRank);
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int outRank = inRank - 1;
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int lastDimension = sd::math::nd4j_min(shape::sizeAt(in, -1), shape::sizeAt(in, -2));
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if(outRank == 1) {
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//output shape is a vector with size min(sizeAt(0), sizeAt(1))
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outShapeInfo = ConstantShapeHelper::getInstance().vectorShapeInfo(lastDimension, ArrayOptions::dataType(in));
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}
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else {
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Nd4jLong* anShapeInfo;
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ALLOCATE(anShapeInfo, block.getWorkspace(), shape::shapeInfoLength(outRank), Nd4jLong);
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anShapeInfo[0] = outRank;
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for(int i = 0; i < outRank - 1; ++i)
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anShapeInfo[i + 1] = shape::sizeAt(in, i);
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anShapeInfo[outRank] = lastDimension;
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ShapeUtils::updateStridesAndType(anShapeInfo, in, shape::order(in));
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outShapeInfo = CONSTANT(anShapeInfo);
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}
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return SHAPELIST(outShapeInfo);
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}
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DECLARE_TYPES(matrix_diag_part) {
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getOpDescriptor()
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->setAllowedInputTypes(sd::DataType::ANY)
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->setSameMode(true);
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}
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}
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}
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