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[record-hessian] This commit introduce record hessian.
This commit introduce record hessian. ONE-DCO-1.0-Signed-off-by: Banseok Lee <[email protected]>
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compiler/record-hessian/include/record-hessian/RecordHessian.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. | ||
*/ | ||
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#ifndef __RECORD_HESSIAN_H__ | ||
#define __RECORD_HESSIAN_H__ | ||
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#include "record-hessian/HessianObserver.h" | ||
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#include <luci/IR/Module.h> | ||
#include <luci_interpreter/Interpreter.h> | ||
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namespace record_hessian | ||
{ | ||
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class RecordHessian | ||
{ | ||
public: | ||
explicit RecordHessian() {} | ||
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~RecordHessian() = default; | ||
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void initialize(luci::Module *module); | ||
// TODO Refactor profile functions | ||
std::unique_ptr<HessianMap> profileData(const std::string &input_data_path); | ||
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private: | ||
luci_interpreter::Interpreter *getInterpreter() const { return _interpreter.get(); } | ||
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// Never return nullptr | ||
HessianObserver *getObserver() const { return _observer.get(); } | ||
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luci::Module *_module; | ||
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std::unique_ptr<luci_interpreter::Interpreter> _interpreter; | ||
std::unique_ptr<HessianObserver> _observer; | ||
}; | ||
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} // namespace record_hessian | ||
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#endif // __RECORD_HESSIAN_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. | ||
*/ | ||
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#include "record-hessian/RecordHessian.h" | ||
#include "record-hessian/HessianObserver.h" | ||
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#include <dio_hdf5/HDF5Importer.h> | ||
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#include <iostream> | ||
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using Shape = std::vector<loco::Dimension>; | ||
using DataType = loco::DataType; | ||
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namespace | ||
{ | ||
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// Return a string with no whitespace from both ends | ||
std::string trim(std::string s) | ||
{ | ||
// Trim left side | ||
s.erase(s.begin(), | ||
std::find_if(s.begin(), s.end(), [](unsigned char ch) { return !std::isspace(ch); })); | ||
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// Trim right side | ||
s.erase( | ||
std::find_if(s.rbegin(), s.rend(), [](unsigned char ch) { return !std::isspace(ch); }).base(), | ||
s.end()); | ||
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return s; | ||
} | ||
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uint32_t numElements(const luci::CircleNode *node) | ||
{ | ||
uint32_t num_elements = 1; | ||
for (uint32_t i = 0; i < node->rank(); i++) | ||
num_elements *= node->dim(i).value(); | ||
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return num_elements; | ||
} | ||
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void checkInputDimension(const luci::CircleInput *input) | ||
{ | ||
for (uint32_t i = 0; i < input->rank(); i++) | ||
if (!input->dim(i).known()) | ||
throw std::runtime_error("RecordHessian: " + input->name() + " has unknown dimension"); | ||
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if (numElements(input) == 0) | ||
throw std::runtime_error("RecordHessian: " + input->name() + " is a zero-sized input"); | ||
} | ||
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/** | ||
* @brief getTensorSize will return size in bytes | ||
*/ | ||
template <typename NodeT> size_t getTensorSize(const NodeT *node) | ||
{ | ||
uint32_t tensor_size = luci::size(node->dtype()); | ||
for (uint32_t i = 0; i < node->rank(); ++i) | ||
tensor_size *= node->dim(i).value(); | ||
return tensor_size; | ||
} | ||
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/** | ||
* @brief verifyTypeShape checks the type and the shape of CircleInput | ||
* This throws an exception if type or shape does not match | ||
*/ | ||
void verifyTypeShape(const luci::CircleInput *input_node, const DataType &dtype, const Shape &shape) | ||
{ | ||
// Type check | ||
if (dtype != input_node->dtype()) | ||
throw std::runtime_error("RecordHessian: Wrong input type."); | ||
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if (shape.size() != input_node->rank()) | ||
throw std::runtime_error("RecordHessian: Input rank mismatch."); | ||
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for (uint32_t i = 0; i < shape.size(); i++) | ||
{ | ||
if (not(shape.at(i) == input_node->dim(i))) | ||
throw std::runtime_error("RecordHessian: Input shape mismatch."); | ||
} | ||
} | ||
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} // namespace | ||
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namespace record_hessian | ||
{ | ||
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void RecordHessian::initialize(luci::Module *module) | ||
{ | ||
// To Be Implemented | ||
} | ||
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std::unique_ptr<HessianMap> RecordHessian::profileData(const std::string &input_data_path) | ||
{ | ||
// To Be Implemented | ||
} | ||
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} // namespace record_hessian |