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Paddle/paddle/gserver/layers/PoolLayer.cpp

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2.8 KiB

/* Copyright (c) 2016 Baidu, Inc. All Rights Reserve.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
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. */
#include "paddle/utils/Logging.h"
#include "PoolLayer.h"
#include "PoolProjectionLayer.h"
#ifndef PADDLE_ONLY_CPU
#include "CudnnPoolLayer.h"
#endif
namespace paddle {
REGISTER_LAYER_CREATE_FUNC(pool, &PoolLayer::create);
bool PoolLayer::init(const LayerMap& layerMap,
const ParameterMap& parameterMap) {
/* Initialize the basic parent class */
Layer::init(layerMap, parameterMap);
/* the size of inputs for pool-layer is 1 */
CHECK_EQ(config_.inputs_size(), 1);
const PoolConfig& conf = config_.inputs(0).pool_conf();
poolType_ = conf.pool_type();
channels_ = conf.channels();
sizeX_ = conf.size_x();
start_ = conf.start();
stride_ = conf.stride();
outputX_ = conf.output_x();
imgSize_ = conf.img_size();
confPadding_ = conf.padding();
sizeY_ = conf.has_size_y() ? conf.size_y() : conf.size_x();
imgSizeY_ = conf.has_img_size_y() ? conf.img_size_y() : conf.img_size();
strideY_ = conf.has_stride_y() ? conf.stride_y() : conf.stride();
confPaddingY_ = conf.has_padding_y() ? conf.padding_y() : conf.padding();
outputY_ = conf.has_output_y() ? conf.output_y() : conf.output_x();
bool cudnnTypeCheck = true;
#ifndef PADDLE_ONLY_CPU
cudnnTypeCheck = !CudnnPoolLayer::typeCheck(poolType_);
#endif
if ((sizeY_ != sizeX_ || imgSizeY_ != imgSize_ || strideY_ != stride_ ||
confPaddingY_ != confPadding_ || outputY_ != outputX_) &&
cudnnTypeCheck) {
LOG(FATAL) << poolType_ << " does not supported non-square "
"filter, image, stride or padding";
}
if (confPadding_ != 0 && cudnnTypeCheck) {
LOG(FATAL) << poolType_ << " does not supported 'padding'";
}
return true;
}
Layer* PoolLayer::create(const LayerConfig& config) {
CHECK_EQ(config.inputs_size(), 1);
const std::string& pool = config.inputs(0).pool_conf().pool_type();
if (pool == "max-projection") {
return new MaxPoolProjectionLayer(config);
} else if (pool == "avg-projection") {
return new AvgPoolProjectionLayer(config);
#ifndef PADDLE_ONLY_CPU
} else if (CudnnPoolLayer::typeCheck(pool)) {
return new CudnnPoolLayer(config);
#endif
} else {
LOG(FATAL) << "Unknown pool type: " << pool;
return nullptr;
}
}
} // namespace paddle