wehub-resource-sync
124 lines
3.7 KiB
C++
124 lines
3.7 KiB
C++
/* ******************************************************************************
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*
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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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* See the NOTICE file distributed with this work for additional
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* information regarding copyright ownership.
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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 by raver119 on 24.11.17.
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//
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#include <system/op_boilerplate.h>
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#include <helpers/StringUtils.h>
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#if NOT_EXCLUDED(OP_assign)
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#include <ops/declarable/CustomOperations.h>
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#include <ops/declarable/generic/helpers/BroadcastHelper.h>
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namespace sd {
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namespace ops {
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BROADCASTABLE_OP_IMPL(assign, 0, 0) {
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auto x = INPUT_VARIABLE(0);
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auto y = block.width() < 2 ? x: INPUT_VARIABLE(1);
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auto z = OUTPUT_VARIABLE(0);
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// Check if any array is of string type
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if (x->isS() || y->isS() || z->isS()) {
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// Handle string broadcast at high level
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StringUtils::broadcastStringAssign(x,z);
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return Status::OK;
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}
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NDArray *castedX = x->dataType() == z->dataType() ? x : x->cast(z->dataType());
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NDArray *castedY = y->dataType() == z->dataType() ? y : y->cast(z->dataType());
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ArrayOptions::validateSingleDataType(ArrayOptions::dataType(castedX->shapeInfo()));
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ArrayOptions::validateSingleDataType(ArrayOptions::extra(castedY->shapeInfo()));
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ArrayOptions::validateSingleDataType(ArrayOptions::extra(z->shapeInfo()));
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auto tZ = BroadcastHelper::broadcastApply(BroadcastOpsTuple::Assign(), castedX, castedY, z);
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if (tZ != z) {
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OVERWRITE_RESULT(tZ);
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}
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// Cleanup casted arrays if they were allocated
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if (castedX != x) delete castedX;
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if (castedY != y) delete castedY;
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return Status::OK;
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}
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DECLARE_SYN(set, assign);
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DECLARE_SYN(copy, assign);
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DECLARE_TYPES(assign) {
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getOpDescriptor()
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->setAllowedInputTypes(0, {ALL_INTS,ALL_FLOATS,ALL_STRINGS,BOOL})
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->setAllowedInputTypes(1, {ALL_INTS,ALL_FLOATS,ALL_STRINGS,BOOL})
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->setAllowedOutputTypes(0, {ALL_INTS,ALL_FLOATS,ALL_STRINGS,BOOL});
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}
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DECLARE_TYPES(assign_bp) {
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getOpDescriptor()->setAllowedInputTypes(ANY)->setAllowedOutputTypes({ALL_INTS,ALL_FLOATS,ALL_STRINGS});
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}
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CUSTOM_OP_IMPL(assign_bp, 3, 2, false, 0, 0) {
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auto x = INPUT_VARIABLE(0);
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auto y = block.width() < 2 ? x->dup(x->ordering(), false) : INPUT_VARIABLE(1); // dup() already returns NDArray*
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auto epsNext = INPUT_VARIABLE(2);
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auto gradX = OUTPUT_VARIABLE(0);
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auto gradY = OUTPUT_VARIABLE(1);
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float zero = 0.0f;
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gradX->assign(zero);
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if (x->isSameShape(y)) {
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gradY->assign(epsNext);
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} else if (y->isScalar()) {
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auto sum = epsNext->reduceNumber(reduce::Sum);
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gradY->assign(sum);
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delete sum;
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} else {
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// broadcastable
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auto axisY = ShapeUtils::evalBroadcastBackwardAxis(y->shapeInfo(), epsNext->shapeInfo());
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if (axisY.size() > 0) {
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auto sum = epsNext->reduceAlongDimension(reduce::Sum, &axisY);
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gradY->assign(sum);
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delete sum;
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} else
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gradY->assign(epsNext);
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}
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return Status::OK;
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}
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DECLARE_SHAPE_FN(assign_bp) {
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auto x = inputShape->at(0);
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auto y = inputShape->at(1);
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auto e = inputShape->at(2);
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// eps always has shape of x
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// grad always has shape of y
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auto shapeList = SHAPELIST(CONSTANT(x), CONSTANT(y));
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return shapeList;
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}
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} // namespace ops
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} // namespace sd
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#endif
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