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[onert] Introduce BackPropInitializer (Samsung#12928)
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This commit introduces BackPropInitilizer that initializes buffers of back-prop tensors.

ONE-DCO-1.0-Signed-off-by: ragmani <[email protected]>
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ragmani authored Apr 26, 2024
1 parent aef2faa commit fa4804e
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52 changes: 52 additions & 0 deletions runtime/onert/backend/train/ops/BackPropInitializer.cc
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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.
*/

#include "BackPropInitializer.h"

namespace onert
{
namespace backend
{
namespace train
{
namespace ops
{

BackPropInitializer::BackPropInitializer(const std::vector<BackPropTensor *> back_props)
: _back_props{back_props}
{
assert(std::all_of(back_props.cbegin(), back_props.cend(),
[](const BackPropTensor *back_prop) { return back_prop != nullptr; }));
}

void BackPropInitializer::forward(bool)
{
// DO NOTHING
}

void BackPropInitializer::backward()
{
for (auto &&back_prop_tensor : _back_props)
{
assert(back_prop_tensor->buffer() != nullptr);
memset(back_prop_tensor->buffer(), 0, back_prop_tensor->total_size());
}
}

} // namespace ops
} // namespace train
} // namespace backend
} // namespace onert
53 changes: 53 additions & 0 deletions runtime/onert/backend/train/ops/BackPropInitializer.h
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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.
*/

#ifndef __ONERT_BACKEND_TRAIN_OPS_BACKPROP_INITIALIZER_H__
#define __ONERT_BACKEND_TRAIN_OPS_BACKPROP_INITIALIZER_H__

#include <backend/IPortableTensor.h>
#include <exec/train/ITrainableFunction.h>

#include "../Tensor.h"

namespace onert
{
namespace backend
{
namespace train
{
namespace ops
{

// TODO Introduce IFunction for only backwarding
class BackPropInitializer : public exec::train::ITrainableFunction
{
public:
BackPropInitializer(const std::vector<BackPropTensor *> back_props);

public:
void forward(bool training) override;
void backward() override;

private:
const std::vector<BackPropTensor *> _back_props;
};

} // namespace ops
} // namespace train
} // namespace backend
} // namespace onert

#endif // __ONERT_BACKEND_TRAIN_OPS_BACKPROP_INITIALIZER_H__

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