cavis/libnd4j/include/ops/declarable/generic/transforms/scatter_nd.cpp

/*******************************************************************************
 * Copyright (c) 2015-2018 Skymind, Inc.
 *
 * This program and the accompanying materials are made available under the
 * terms of the Apache License, Version 2.0 which is available at
 * https://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.
 *
 * SPDX-License-Identifier: Apache-2.0
 ******************************************************************************/

//
// @author Yurii Shyrma (iuriish@yahoo.com), created on 21.08.2018
//

#include <system/op_boilerplate.h>
#if NOT_EXCLUDED(OP_scatter_nd)

#include <ops/declarable/CustomOperations.h>
#include <ops/declarable/generic/helpers/ScatterHelper.h>

namespace sd {
namespace ops {

    CUSTOM_OP_IMPL(scatter_nd, 3, 1, false, 0, 0) {
        auto indices = INPUT_VARIABLE(0);
        auto updates = INPUT_VARIABLE(1);
        auto shape = INPUT_VARIABLE(2);

        auto output = OUTPUT_VARIABLE(0);

        const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
        const bool checkIndices = block.getBArguments()->size() <= 1 ? false : B_ARG(1);

        const int indRank   = indices->rankOf();
        const int updRank   = updates->rankOf();
        const int shapeRank = shape->rankOf();
        const Nd4jLong shapeLen  = shape->lengthOf();

        REQUIRE_TRUE(shapeRank == 1, 0, "SCATTER_ND OP: the rank of shape array must be 1, but got %i instead !", shapeRank);
        REQUIRE_TRUE(indices->sizeAt(-1) <= shapeLen, 0, "SCATTER_ND OP: last dimension of indices array must be <= length of shape array, but got %i and %i correspondingly !", indices->sizeAt(-1), shapeLen);
        // REQUIRE_TRUE(updRank == (indRank + shapeLen - 2), 0, "SCATTER_ND OP: the equality updates_rank = (indices_rank + shape_length - 2) must be true for input arrays, but got instead: updates_rank = %i, indices_rank = %i, shape_length = %i !", updRank, indRank, shapeLen);
        REQUIRE_TRUE(updRank == (indRank - 1 + shapeLen - indices->sizeAt(-1)), 0, "SCATTER_ND OP: the equality updates_rank = (indices_rank - 1 + shape_length - last_indices_dimension) must be true for input arrays, but got instead: updates_rank = %i, shape_length = %i, last_indices_dimension = %i !", updRank, shapeLen, indices->sizeAt(-1));

        std::vector<Nd4jLong> outShape = shape->getBufferAsVector<Nd4jLong>();
        std::vector<Nd4jLong> updShape = updates->getShapeAsVector();
        std::vector<Nd4jLong> indShape = indices->getShapeAsVector();
        std::vector<Nd4jLong> expectedUpdShape(std::begin(indShape), std::end(indShape) - 1);
        std::move(std::begin(outShape) + indices->sizeAt(-1), std::end(outShape), std::back_inserter(expectedUpdShape));
        REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_ND OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());

        if(checkIndices) {
            const Nd4jLong numOfBadIndx = helpers::checkIndices(block.launchContext(), *indices, *output);
            REQUIRE_TRUE(numOfBadIndx == 0, 0, "SCATTER_ND OP: please check elements of indices-array, total number of wrong elements is %lld!", numOfBadIndx);
        }

        // initial zeroing of output
        *output = 0;

        helpers::scatterND(block.launchContext(), pairwise::Add, *indices, *updates, *output, lock);

        return Status::OK();
    }

    DECLARE_TYPES(scatter_nd) {
        getOpDescriptor()
            ->setAllowedInputTypes(0, {ALL_INTS})
            ->setAllowedInputTypes(1, {ALL_INTS, ALL_FLOATS})
            ->setAllowedInputTypes(2, {ALL_INTS})
            ->setAllowedOutputTypes({ALL_INTS, ALL_FLOATS});
    }

////////////////////////////////////////////////////////////////////////
        DECLARE_SHAPE_FN(scatter_nd) {

            auto shape = INPUT_VARIABLE(2);
            auto updShapeInfo = inputShape->at(1);

            Nd4jLong *outShapeInfo;
            ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(shape->lengthOf()), Nd4jLong);

            outShapeInfo[0] = shape->lengthOf();
            for (int i = 0; i < outShapeInfo[0]; ++i)
                outShapeInfo[i + 1] = shape->e<Nd4jLong>(i);

            ShapeUtils::updateStridesAndType(outShapeInfo, updShapeInfo, shape::order(updShapeInfo));

            return SHAPELIST(CONSTANT(outShapeInfo));
        }

}
}

#endif