wehub-resource-sync
121 lines
3.9 KiB
C++
121 lines
3.9 KiB
C++
/* ******************************************************************************
|
|
*
|
|
*
|
|
* 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.
|
|
*
|
|
* See the NOTICE file distributed with this work for additional
|
|
* information regarding copyright ownership.
|
|
* 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 31.03.2018
|
|
//
|
|
|
|
#include <ops/declarable/CustomOperations.h>
|
|
#include <ops/declarable/helpers/transforms.h>
|
|
|
|
#if NOT_EXCLUDED(OP_triu)
|
|
namespace sd {
|
|
namespace ops {
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
CUSTOM_OP_IMPL(triu, 1, 1, false, 0, 0) {
|
|
auto input = INPUT_VARIABLE(0);
|
|
auto output = OUTPUT_VARIABLE(0);
|
|
|
|
REQUIRE_TRUE(input->rankOf() > 0, 0, "TRIU OP: the rank of input array must be > 0, but got %i instead !",
|
|
input->rankOf());
|
|
|
|
int diag = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0;
|
|
auto lower = diag;
|
|
auto upper = diag;
|
|
char direction = diag <= 0 || diag > 0 ? 'l': 'u';
|
|
BUILD_SINGLE_SELECTOR(input->dataType(), input->fillAsTriangular, (0, lower, upper, *output, direction,false), SD_COMMON_TYPES);
|
|
|
|
return Status::OK;
|
|
}
|
|
|
|
DECLARE_TYPES(triu) {
|
|
getOpDescriptor()->setAllowedInputTypes(0, {ALL_FLOATS})
|
|
->setAllowedOutputTypes(0, {ALL_FLOATS});
|
|
}
|
|
|
|
DECLARE_SHAPE_FN(triu) {
|
|
auto inShapeInfo = inputShape->at(0);
|
|
|
|
REQUIRE_TRUE(inShapeInfo[0] > 0, 0, "TRIU OP: the rank of input array must be > 0, but got %i instead !",
|
|
inShapeInfo[0]);
|
|
|
|
int rank = (inShapeInfo[0] == 1) ? 2 : inShapeInfo[0];
|
|
|
|
LongType* outShapeInfo = nullptr;
|
|
ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), sd::LongType);
|
|
memcpy(outShapeInfo, inShapeInfo, (1 + rank) * sizeof(LongType)); // copy rank and dimensions values only
|
|
|
|
if (inShapeInfo[0] == 1) {
|
|
outShapeInfo[0] = rank;
|
|
outShapeInfo[1] = inShapeInfo[1];
|
|
outShapeInfo[2] = inShapeInfo[1];
|
|
}
|
|
|
|
ShapeUtils::updateStridesAndType(outShapeInfo, inShapeInfo, shape::order(inShapeInfo));
|
|
|
|
return SHAPELIST(CONSTANT(outShapeInfo));
|
|
}
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
CUSTOM_OP_IMPL(triu_bp, 2, 1, false, 0, 0) {
|
|
auto input = INPUT_VARIABLE(0);
|
|
auto gradO = INPUT_VARIABLE(1); // dLoss/dO
|
|
|
|
|
|
auto gradI = OUTPUT_VARIABLE(0); // dLoss/dI
|
|
if(gradI->isScalar()) {
|
|
gradI->p(0,0.0);
|
|
return Status::OK;
|
|
}
|
|
|
|
REQUIRE_TRUE(input->rankOf() > 0, 0, "TRIU_BP OP: the rank of input array must be > 0, but got %i instead !",
|
|
input->rankOf());
|
|
|
|
const int diag = block.getIArguments()->size() > 0 ? INT_ARG(0) : 0;
|
|
|
|
helpers::triuBP(block.launchContext(), *input, *gradO, *gradI, diag);
|
|
return Status::OK;
|
|
}
|
|
|
|
DECLARE_TYPES(triu_bp) {
|
|
getOpDescriptor()
|
|
->setAllowedInputTypes(0, {ALL_FLOATS})
|
|
->setAllowedInputTypes(1, {ALL_FLOATS})
|
|
->setAllowedOutputTypes(0, {ALL_FLOATS});
|
|
}
|
|
|
|
DECLARE_SHAPE_FN(triu_bp) {
|
|
auto gradOShapeInfo = inputShape->at(0);
|
|
int rank = gradOShapeInfo[0];
|
|
|
|
LongType* outShapeInfo = nullptr;
|
|
ALLOCATE(outShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank), sd::LongType);
|
|
memcpy(outShapeInfo, gradOShapeInfo, (1 + rank) * sizeof(LongType)); // copy rank and dimensions values only
|
|
|
|
auto in = inputShape->at(0);
|
|
ShapeUtils::updateStridesAndType(outShapeInfo, in, shape::order(in));
|
|
|
|
return SHAPELIST(CONSTANT(outShapeInfo));
|
|
}
|
|
|
|
} // namespace ops
|
|
} // namespace sd
|
|
|
|
#endif
|