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/* Copyright (c) 2016 PaddlePaddle Authors. 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. */ | ||
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#include "L2DistanceLayer.h" | ||
#include "paddle/utils/Logging.h" | ||
#include "paddle/utils/Stat.h" | ||
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namespace paddle { | ||
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REGISTER_LAYER(l2_distance, L2DistanceLayer); | ||
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bool L2DistanceLayer::init(const LayerMap& layerMap, | ||
const ParameterMap& parameterMap) { | ||
/* Initialize the basic parent class */ | ||
Layer::init(layerMap, parameterMap); | ||
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CHECK_EQ(inputLayers_.size(), 2UL) << "The L2DistanceLayer accepts two and " | ||
<< "only two inputs."; | ||
CHECK_EQ(getSize(), 1UL) << "The output dimensionality of L2DistanceLayer " | ||
<< "is fixed to be 1."; | ||
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return true; | ||
} | ||
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void L2DistanceLayer::forward(PassType passType) { | ||
Layer::forward(passType); | ||
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const auto inV1 = getInputValue(0); | ||
const auto inV2 = getInputValue(1); | ||
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CHECK(inV1 && inV2); | ||
CHECK_EQ(inV1->getHeight(), inV2->getHeight()) | ||
<< "The height of two inputs of this layer must be the same."; | ||
CHECK_EQ(inV1->getWidth(), inV2->getWidth()) | ||
<< "The width of two inputs of this layer must be the same."; | ||
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int batchSize = inV1->getHeight(); | ||
int output_dim = getSize(); | ||
{ | ||
REGISTER_TIMER_INFO("L2DistanceBpAtvTimer", getName().c_str()); | ||
reserveOutput(batchSize, output_dim); | ||
auto outV = getOutputValue(); | ||
CHECK(outV) << "The output matrix should not be null."; | ||
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Matrix::resizeOrCreate( | ||
inputSub_, inV1->getHeight(), inV1->getWidth(), false, useGpu_); | ||
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inputSub_->assign(*inV1); | ||
inputSub_->sub(*inV2); | ||
outV->sumOfProducts(*inputSub_, *inputSub_, 1, 0); | ||
outV->sqrt2(*outV); | ||
} | ||
} | ||
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void L2DistanceLayer::backward(const UpdateCallback& callback) { | ||
const auto outG = getOutputGrad(); | ||
const auto outV = getOutputValue(); | ||
CHECK(outG && outV); | ||
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auto inGrad1 = getInputGrad(0); | ||
auto inGrad2 = getInputGrad(1); | ||
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{ | ||
REGISTER_TIMER_INFO("L2DistanceBpAtvTimer", getName().c_str()); | ||
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if (inGrad1 || inGrad2) { | ||
outV->scalarDiv(*outV, 1.); | ||
outV->dotMul(*outG, *outV); | ||
} | ||
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if (inGrad1) inGrad1->addRowScale(0, *inputSub_, *outV); | ||
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if (inGrad2) { | ||
inputSub_->mulScalar(-1.); | ||
inGrad2->addRowScale(0, *inputSub_, *outV); | ||
} | ||
} | ||
} | ||
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} // namespace paddle |
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/* Copyright (c) 2016 PaddlePaddle Authors. 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. */ | ||
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#pragma once | ||
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#include "Layer.h" | ||
#include "paddle/math/Matrix.h" | ||
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namespace paddle { | ||
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/** | ||
* @brief The layer calculates the l2 distance between two input vectors. | ||
* \f[ | ||
* f(\bf{x}, \bf{y}) = \sqrt{\sum_{i=1}^D(x_i - y_i)} | ||
* \f] | ||
* | ||
* - Input1: A vector (batchSize * dataDim) | ||
* - Input2: A vector (batchSize * dataDim) | ||
* - Output: A vector (batchSize * 1) | ||
* | ||
* The configuration api is: l2_distance_layer. | ||
*/ | ||
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class L2DistanceLayer : public Layer { | ||
public: | ||
explicit L2DistanceLayer(const LayerConfig& config) : Layer(config) {} | ||
~L2DistanceLayer() {} | ||
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bool init(const LayerMap& layerMap, | ||
const ParameterMap& parameterMap) override; | ||
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void forward(PassType passType) override; | ||
void backward(const UpdateCallback& callback = nullptr) override; | ||
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private: | ||
// Store the result of subtracting Input2 from Input1 in forward computation, | ||
// which will be reused in backward computation. | ||
MatrixPtr inputSub_; | ||
}; | ||
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} // namespace paddle |
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