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file(GLOB_RECURSE SOURCES "src/*.cpp") | ||
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add_library(record-hessian STATIC ${SOURCES}) | ||
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target_include_directories(record-hessian PUBLIC include) | ||
target_include_directories(record-hessian PRIVATE src) | ||
target_link_libraries(record-hessian luci_import) | ||
target_link_libraries(record-hessian luci_env) | ||
target_link_libraries(record-hessian luci_export) | ||
target_link_libraries(record-hessian luci_interpreter) | ||
target_link_libraries(record-hessian luci_log) | ||
target_link_libraries(record-hessian dio_hdf5) | ||
install(TARGETS record-hessian DESTINATION lib) | ||
install(DIRECTORY include/ DESTINATION include | ||
FILES_MATCHING PATTERN "*.h") | ||
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if(NOT ENABLE_TEST) | ||
return() | ||
endif(NOT ENABLE_TEST) | ||
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nnas_find_package(GTest REQUIRED) | ||
set(TEST_SOURCES, "src/MinMaxComputer.cpp") | ||
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file(GLOB_RECURSE TESTS "tests/*.test.cpp") | ||
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GTest_AddTest(record_hessian_tests ${TESTS} ${TEST_SOURCES}) | ||
target_include_directories(record_hessian_tests PUBLIC include) | ||
target_include_directories(record_hessian_tests PRIVATE src) | ||
target_link_libraries(record_hessian_tests luci_lang) | ||
target_link_libraries(record_hessian_tests nncc_coverage) | ||
target_link_libraries(record_hessian_tests luci_interpreter) | ||
target_link_libraries(record_hessian_tests record-hessian) |
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# record-hessian | ||
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_record-hessian_ calculates hessian metrix of activations for quantization. |
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compiler/record-hessian/include/record-hessian/HessianComputer.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_HESSIANCOMPUTER_H__ | ||
#define __RECORD_HESSIAN_HESSIANCOMPUTER_H__ | ||
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#include "HessianVector.h" | ||
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#include <luci/IR/CircleNode.h> | ||
#include <luci_interpreter/Interpreter.h> | ||
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namespace record_hessian | ||
{ | ||
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class HessianComputer | ||
{ | ||
public: | ||
// Record min/max of node | ||
void recordHessian(const luci::CircleNode *node, const luci_interpreter::Tensor *input_tensor); | ||
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void unfold(std::vector<float> &buf, uint32_t input_n, uint32_t input_h, uint32_t input_w, | ||
uint32_t input_c, uint32_t stride_h, uint32_t stride_w, uint32_t dilation_h, | ||
uint32_t dilation_w, uint32_t kernel_oc, uint32_t kernel_h, uint32_t kernel_w, | ||
uint32_t kernel_ic); | ||
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std::unique_ptr<HessianMap> getMap() const | ||
{ | ||
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auto hessian_map = std::make_unique<HessianMap>(); | ||
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for (auto item : _hessian_map) | ||
{ | ||
auto &vec = (*hessian_map)[item.first]; | ||
vec = item.second.hessian; | ||
} | ||
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return hessian_map; | ||
} | ||
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private: | ||
std::unordered_map<const luci::CircleNode *, HessianVector> _hessian_map; | ||
}; | ||
} // namespace record_hessian | ||
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#endif // __RECORD_HESSIAN_HESSIANCOMPUTER_H__ |
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compiler/record-hessian/include/record-hessian/HessianObserver.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_HESSIANOBSERVER_H__ | ||
#define __RECORD_HESSIAN_HESSIANOBSERVER_H__ | ||
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#include <luci_interpreter/Interpreter.h> | ||
#include <luci_interpreter/core/Tensor.h> | ||
#include <luci/IR/CircleNodes.h> | ||
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#include "HessianComputer.h" | ||
namespace record_hessian | ||
{ | ||
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class HessianObserver : public luci_interpreter::ExecutionObserver | ||
{ | ||
public: | ||
HessianObserver() = default; | ||
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void postTensorWrite(const luci::CircleNode *node, | ||
const luci_interpreter::Tensor *tensor) override; | ||
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std::unique_ptr<HessianMap> hessianData() { return _hessian_computer.getMap(); } | ||
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private: | ||
HessianComputer _hessian_computer; | ||
}; | ||
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} // namespace record_hessian | ||
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#endif // __RECORD_HESSIAN_HESSIANOBSERVER_H__ |
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compiler/record-hessian/include/record-hessian/HessianVector.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_HESSIANVECTOR_H__ | ||
#define __RECORD_HESSIAN_HESSIANVECTOR_H__ | ||
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#include <luci/IR/CircleNodes.h> | ||
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#include <cstddef> | ||
#include <unordered_map> | ||
#include <vector> | ||
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namespace record_hessian | ||
{ | ||
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using HessianMap = std::unordered_map<const luci::CircleNode *, std::vector<float>>; | ||
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struct HessianVector | ||
{ | ||
std::vector<float> hessian; | ||
size_t count = 0; | ||
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HessianVector() : count(0) {} | ||
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void update(const std::vector<float> &new_hessian) | ||
{ | ||
if (count == 0) | ||
{ | ||
hessian.resize(new_hessian.size()); | ||
} | ||
else if (hessian.size() != new_hessian.size()) | ||
{ | ||
hessian.resize(new_hessian.size()); | ||
} | ||
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size_t numel = new_hessian.size(); | ||
float alpha = 1.f / static_cast<float>(count + 1); | ||
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for (size_t i = 0; i < numel; ++i) | ||
{ | ||
hessian[i] = (hessian[i] * count + new_hessian[i]) * alpha; | ||
} | ||
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count++; | ||
}; | ||
}; | ||
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} // namespace record_hessian | ||
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#endif // __RECORD_HESSIAN_HESSIANVECTOR_H__ |
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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 <luci/IR/Module.h> | ||
#include <luci_interpreter/Interpreter.h> | ||
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#include "record-hessian/HessianObserver.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); | ||
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// TODO Refactor profile functions | ||
std::unique_ptr<HessianMap> profileData(const std::string &input_data_path); | ||
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std::unique_ptr<HessianMap> profileDataInParallel(const std::string &input_data_path); | ||
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std::unique_ptr<HessianMap> profileRawData(const std::string &input_data_path); | ||
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std::unique_ptr<HessianMap> profileRawDataDirectory(const std::string &input_data_path); | ||
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std::unique_ptr<HessianMap> profileDataWithRandomInputs(void); | ||
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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 = nullptr; | ||
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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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require("luci") | ||
require("luci-interpreter") | ||
require("dio-hdf5") |
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