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[onert] Introduce backpropActivation to OperationUtils
This PR adds backpropActivation function to the Operation Utility. The function is to call proper ckernel according to an ir::Activation. ONE-DCO-1.0-Signed-off-by: SeungHui Youn <[email protected]>
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/* | ||
* Copyright (c) 2024 Samsung Electronics Co., Ltd. All Rights Reserved | ||
* | ||
* 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 "OperationUtils.h" | ||
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#include <cker/train/operation/ReLU.h> | ||
#include <cker/train/operation/ReLU6.h> | ||
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namespace onert | ||
{ | ||
namespace backend | ||
{ | ||
namespace train | ||
{ | ||
namespace ops | ||
{ | ||
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const IPortableTensor *backpropActivation(const ir::Activation &activation, | ||
const IPortableTensor *output, | ||
const IPortableTensor *input_backprop, | ||
IPortableTensor *output_backprop) | ||
{ | ||
if(activation == ir::Activation::NONE) | ||
assert(output_backprop != nullptr); | ||
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const IPortableTensor *res; | ||
switch (activation) | ||
{ | ||
case ir::Activation::NONE: | ||
res = input_backprop; | ||
break; | ||
case ir::Activation::RELU: | ||
nnfw::cker::train::ReLUGrad(getShape(output), getBuffer<float>(output), | ||
getShape(input_backprop), getBuffer<float>(input_backprop), | ||
getShape(output_backprop), getBuffer<float>(output_backprop)); | ||
res = output_backprop; | ||
break; | ||
case ir::Activation::RELU6: | ||
nnfw::cker::train::ReLU6Grad(getShape(output), getBuffer<float>(output), | ||
getShape(input_backprop), getBuffer<float>(input_backprop), | ||
getShape(output_backprop), getBuffer<float>(output_backprop)); | ||
res = output_backprop; | ||
break; | ||
default: | ||
throw std::runtime_error("Unsupported activation type yet"); | ||
} | ||
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return res; | ||
} | ||
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} // namespace ops | ||
} // namespace train | ||
} // namespace backend | ||
} // namespace onert | ||
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