wehub-resource-sync
102 lines
3.0 KiB
C++
102 lines
3.0 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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// @author raver119@gmail.com
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// modified by sgazeos@gmail.com with backprop implementation.
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//
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#include <system/op_boilerplate.h>
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#if NOT_EXCLUDED(OP_floormod)
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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(floormod, 0, 0) {
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auto x = INPUT_VARIABLE(0);
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auto y = INPUT_VARIABLE(1);
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auto z = OUTPUT_VARIABLE(0);
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BROADCAST_CHECK_EMPTY(x, y, z);
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REQUIRE_TRUE(!y->isB(), 0, "FLOORMOD OP: you can't divide by bool array!");
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auto tZ = BroadcastHelper::broadcastApply(BROADCAST(FloorMod), x, y, z);
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if (tZ == nullptr)
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return Status::KERNEL_FAILURE;
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else if (tZ != z) {
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OVERWRITE_RESULT(tZ);
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}
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return Status::OK;
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}
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DECLARE_TYPES(floormod) {
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getOpDescriptor()
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->setAllowedInputTypes(0, ANY)
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->setAllowedInputTypes(1, ANY)
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->setAllowedOutputTypes(0, INHERIT);
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}
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DECLARE_TYPES(floormod_bp) {
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getOpDescriptor()->setAllowedInputTypes(ANY)->setAllowedOutputTypes({ALL_FLOATS});
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}
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CUSTOM_OP_IMPL(floormod_bp, 3, 2, false, 0, 0) {
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auto x = INPUT_VARIABLE(0);
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auto y = INPUT_VARIABLE(1);
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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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gradX->assign(epsNext);
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NDArray temp(*epsNext);
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BroadcastHelper::broadcastApply(BROADCAST(FloorMod), x, y, &temp);
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if (gradY->rankOf() == gradX->rankOf()) {
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epsNext->applyPairwiseTransform(pairwise::Multiply, &temp, gradY);
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} else { // epsNext is greater than gradY
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std::vector<LongType> dims(epsNext->rankOf() * 2);
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LongType gap = epsNext->rankOf() - gradY->rankOf();
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for (LongType d = 0; d < gap; d++) {
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dims[d * 2 + 1] = 1;
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}
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auto tempIn((temp)(dims));
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NDArray negTempIn = -*tempIn;
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auto get= (*epsNext)(dims);
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get->applyPairwiseTransform(pairwise::Multiply, &negTempIn, gradY);
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delete get;
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delete tempIn;
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}
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return Status::OK;
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}
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DECLARE_SHAPE_FN(floormod_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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return SHAPELIST(CONSTANT(x), CONSTANT(y));
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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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