95 lines
3.7 KiB
C++
95 lines
3.7 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 raver119@gmail.com
|
|
//
|
|
|
|
#include <system/op_boilerplate.h>
|
|
#if NOT_EXCLUDED(OP_skipgram)
|
|
|
|
#include <ops/declarable/CustomOperations.h>
|
|
#include <ops/declarable/helpers/sg_cb.h>
|
|
|
|
namespace sd {
|
|
namespace ops {
|
|
CONFIGURABLE_OP_IMPL(skipgram, 12, 12, true, 0, 0) {
|
|
auto target = INPUT_VARIABLE(0);
|
|
auto ngStarter = INPUT_VARIABLE(1);
|
|
|
|
// required part
|
|
auto indices = INPUT_VARIABLE(2);
|
|
auto codes = INPUT_VARIABLE(3);
|
|
|
|
auto syn0 = INPUT_VARIABLE(4);
|
|
auto syn1 = INPUT_VARIABLE(5);
|
|
auto syn1neg = INPUT_VARIABLE(6);
|
|
|
|
auto expTable = INPUT_VARIABLE(7);
|
|
auto negTable = INPUT_VARIABLE(8);
|
|
|
|
auto alpha = INPUT_VARIABLE(9);
|
|
auto randomValue = INPUT_VARIABLE(10);
|
|
|
|
auto inferenceVector = INPUT_VARIABLE(11);
|
|
|
|
//auto neu1e = INPUT_VARIABLE(12);
|
|
|
|
auto numWorkers = block.numI() > 0 ? INT_ARG(0) : omp_get_max_threads();
|
|
auto nsRounds = block.numI() > 1 ? INT_ARG(1) : 0;
|
|
|
|
auto isInference = block.numB() > 0 ? B_ARG(0) : false;
|
|
auto isPreciseMode = block.numB() > 1 ? B_ARG(1) : false;
|
|
|
|
REQUIRE_TRUE(block.isInplace(), 0, "SkipGram: this operation requires inplace execution only");
|
|
|
|
REQUIRE_TRUE(syn0->dataType() == syn1->dataType() && syn0->dataType() == syn1neg->dataType(), 0, "SkipGram: all syn tables must have the same data type");
|
|
REQUIRE_TRUE(syn0->dataType() == expTable->dataType(), 0, "SkipGram: expTable must have the same data type as syn0 table");
|
|
|
|
|
|
sd::ops::helpers::skipgram(*syn0, *syn1, *syn1neg, *expTable, *negTable, *target, *ngStarter, nsRounds, *indices, *codes, *alpha, *randomValue, *inferenceVector, isPreciseMode, numWorkers);
|
|
|
|
return Status::OK();
|
|
}
|
|
|
|
DECLARE_TYPES(skipgram) {
|
|
getOpDescriptor()
|
|
->setAllowedInputTypes(0, sd::DataType::INT32)
|
|
->setAllowedInputTypes(1, sd::DataType::INT32)
|
|
->setAllowedInputTypes(2, sd::DataType::INT32)
|
|
->setAllowedInputTypes(3, sd::DataType::INT8)
|
|
->setAllowedInputTypes(4, {ALL_FLOATS})
|
|
->setAllowedInputTypes(5, {ALL_FLOATS})
|
|
->setAllowedInputTypes(6, {ALL_FLOATS})
|
|
->setAllowedInputTypes(7, {ALL_FLOATS})
|
|
->setAllowedInputTypes(8, {ALL_FLOATS})
|
|
->setAllowedInputTypes(9, {ALL_FLOATS})
|
|
->setAllowedInputTypes(10, sd::DataType::INT64)
|
|
->setAllowedInputTypes(11, {ALL_FLOATS})
|
|
->setAllowedOutputTypes(sd::DataType::ANY);
|
|
}
|
|
|
|
/*
|
|
DECLARE_SHAPE_FN(skipgram) {
|
|
return SHAPELIST(ShapeBuilders::createScalarShapeInfo(DataType::INT8, block.getWorkspace()));
|
|
}
|
|
*/
|
|
}
|
|
}
|
|
|
|
#endif |