wehub-resource-sync
106 lines
3.3 KiB
C++
106 lines
3.3 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
|
|
* *****************************************************************************
|
|
*/
|
|
|
|
//
|
|
// Created by raver119 on 29/10/17.
|
|
//
|
|
|
|
#include <system/op_boilerplate.h>
|
|
#if NOT_EXCLUDED(OP_randomuniform)
|
|
|
|
#include <helpers/RandomLauncher.h>
|
|
#include <ops/declarable/CustomOperations.h>
|
|
#include <ops/declarable/helpers/random.h>
|
|
|
|
namespace sd {
|
|
namespace ops {
|
|
///////////////////////
|
|
/**
|
|
* uniform distribution
|
|
* takes 1 ndarray
|
|
*
|
|
* T arguments map:
|
|
* TArgs[0] - min for rng
|
|
* TArgs[1] - max for rng
|
|
*/
|
|
CUSTOM_OP_IMPL(randomuniform, -1, 1, true, 0, -2) {
|
|
// uniform distribution
|
|
auto rng = block.randomGenerator();
|
|
auto dtype = FLOAT32;
|
|
if (block.getIArguments()->size()) dtype = (DataType)INT_ARG(0);
|
|
|
|
if (block.getIArguments()->size() > 1) {
|
|
auto seed = INT_ARG(1);
|
|
rng.setStates(seed, seed ^ 0xdeadbeef);
|
|
sd_debug("randomuniform: Setting seed %d\n", seed);
|
|
}
|
|
|
|
auto min = block.width() > 1 ? INPUT_VARIABLE(1) : (NDArray*)nullptr;
|
|
auto max = block.width() > 2 ? INPUT_VARIABLE(2) : (NDArray*)nullptr;
|
|
|
|
bool localMin = false;
|
|
bool localMax = false;
|
|
|
|
if ((min == nullptr && max == nullptr) || block.numT() >= 2) {
|
|
min = NDArrayFactory::create_(dtype, block.launchContext());
|
|
max = NDArrayFactory::create_(dtype, block.launchContext());
|
|
min->p(0, T_ARG(0));
|
|
max->p(0, T_ARG(1));
|
|
localMin = true;
|
|
localMax = true;
|
|
}
|
|
|
|
auto output = OUTPUT_VARIABLE(0);
|
|
REQUIRE_TRUE(output->dataType() == dtype, 0, "RandomUniform: data type of output should be equals to given.");
|
|
|
|
helpers::fillRandomUniform(block.launchContext(), rng, min, max, output);
|
|
|
|
if (localMin) delete min;
|
|
if (localMax) delete max;
|
|
|
|
return Status::OK;
|
|
}
|
|
|
|
DECLARE_SHAPE_FN(randomuniform) {
|
|
auto in = INPUT_VARIABLE(0);
|
|
auto shape = in->template asVectorT<LongType>();
|
|
auto dtype = block.getDArguments()->size() > 0 ? D_ARG(0) : FLOAT32;
|
|
|
|
if (block.getIArguments()->size()) dtype = (DataType)INT_ARG(0);
|
|
if (block.width() > 1)
|
|
REQUIRE_TRUE(dtype == INPUT_VARIABLE(1)->dataType(), 0,
|
|
"RandomUniform: data type of output and min/max args should be the same");
|
|
|
|
auto newShape = ConstantShapeHelper::getInstance().createShapeInfo(dtype, 'c', shape);
|
|
return SHAPELIST(newShape);
|
|
}
|
|
|
|
DECLARE_TYPES(randomuniform) {
|
|
getOpDescriptor()
|
|
->setAllowedInputTypes(0, {ALL_INTS})
|
|
->setAllowedInputTypes(1, {ALL_INTS, ALL_FLOATS})
|
|
->setAllowedInputTypes(2, {ALL_INTS, ALL_FLOATS})
|
|
->setAllowedOutputTypes({ALL_FLOATS, ALL_INTS});
|
|
}
|
|
} // namespace ops
|
|
} // namespace sd
|
|
|
|
#endif
|