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AndreySorokin7AndreySorokin7
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AndreySorokin7
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Accuracy Verification (#151)
Close #78 --------- Co-authored-by: AndreySorokin7 <andrey_sorokin_nn@mail,ru>
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‎app/Accuracy/CMakeLists.txt

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file(MAKE_DIRECTORY "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build")
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execute_process(
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COMMAND ${CMAKE_COMMAND} -S "${CMAKE_SOURCE_DIR}/3rdparty/opencv" -B "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build" -DCMAKE_C_COMPILER_LAUNCHER=${CMAKE_C_COMPILER_LAUNCHER} -DCMAKE_CXX_COMPILER_LAUNCHER=${CMAKE_CXX_COMPILER_LAUNCHER} -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE} -DBUILD_PERF_TESTS=OFF -DBUILD_TESTS=OFF -DBUILD_opencv_apps=OFF
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WORKING_DIRECTORY "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build"
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)
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execute_process(
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COMMAND ${CMAKE_COMMAND} --build "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build" --config "${CMAKE_BUILD_TYPE}"
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WORKING_DIRECTORY "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build"
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)
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set(INCLUDE_HEADERS "${CMAKE_CURRENT_SOURCE_DIR}/acc.hpp")
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set(SRC_FILES "${CMAKE_CURRENT_SOURCE_DIR}/acc.cpp")
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add_library(ACCLib STATIC ${INCLUDE_HEADERS} ${SRC_FILES})
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set_target_properties(ReadLib PROPERTIES LINKER_LANGUAGE CXX)
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find_package( OpenCV REQUIRED PATHS "${CMAKE_SOURCE_DIR}/3rdparty/opencv/build" )
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include_directories( ${OpenCV_INCLUDE_DIRS} )
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target_link_libraries( ACCLib ${OpenCV_LIBS} )
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target_link_libraries( ACCLib TBB::tbb)
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target_link_libraries( ACCLib layers_lib)
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target_link_libraries( ACCLib gtest_main)
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add_executable(Accuracy_Check accuracy_check.cpp)
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target_link_libraries(Accuracy_Check ACCLib)
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if (WIN32)
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add_custom_command(TARGET Accuracy_Check POST_BUILD
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COMMAND ${CMAKE_COMMAND} -E copy_directory
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"${CMAKE_SOURCE_DIR}/3rdparty/opencv/build/bin/${CMAKE_BUILD_TYPE}"
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"${CMAKE_BINARY_DIR}/app/ReaderImage/${CMAKE_BUILD_TYPE}/")
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endif()
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file(DOWNLOAD
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"https://raw.githubusercontent.com/opencv/opencv/4.x/samples/data/lena.jpg"
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"${CMAKE_CURRENT_BINARY_DIR}/image.jpg"
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SHOW_PROGRESS
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STATUS status_code
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LOG log_file
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)
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add_definitions(-DIMAGE1_PATH="${CMAKE_CURRENT_BINARY_DIR}/image.jpg")

‎app/Accuracy/acc.cpp

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#include "acc.hpp"
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#include <stdexcept>

‎app/Accuracy/acc.hpp

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#pragma once
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#include <iostream>
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#include <opencv2/opencv.hpp>

‎app/Accuracy/accuracy_check.cpp

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#include "acc.hpp"
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#include "graph/graph.hpp"
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#include "layers/ConvLayer.hpp"
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#include "layers/EWLayer.hpp"
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#include "layers/FCLayer.hpp"
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#include "layers/InputLayer.hpp"
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#include "layers/OutputLayer.hpp"
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#include "layers/PoolingLayer.hpp"
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using namespace itlab_2023;
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int main() {
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std::string image_path = IMAGE1_PATH;
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cv::Mat image = cv::imread(image_path);
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if (image.empty()) {
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throw std::runtime_error("Failed to load image");
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}
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cv::Mat resized_image;
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cv::resize(image, resized_image, cv::Size(227, 227));
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std::vector<cv::Mat> channels;
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cv::split(resized_image, channels);
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int count_pic = 1;
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std::vector<float> res(count_pic * 227 * 227 * 3);
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int c = 0;
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for (int i = 0; i < 227; ++i) {
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for (int j = 0; j < 227; ++j) {
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res[c] = channels[2].at<uchar>(i, j);
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c++;
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res[c] = channels[1].at<uchar>(i, j);
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c++;
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res[c] = channels[0].at<uchar>(i, j);
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c++;
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}
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}
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Shape sh({static_cast<size_t>(count_pic), 227, 227, 3});
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Tensor t = make_tensor<float>(res, sh);
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Graph graph(6);
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Shape sh1({1, 5, 5, 3});
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std::vector<float> vec;
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vec.reserve(75);
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for (int i = 0; i < 75; ++i) {
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vec.push_back(3);
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}
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Tensor input = t;
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Tensor output = make_tensor(vec, sh1);
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InputLayer a1(kNhwc, kNchw, 1, 2);
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std::vector<float> kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1};
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Shape sh2({3, 3});
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Tensor kernel = make_tensor(kernelvec, sh2);
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ConvolutionalLayer a2(1, 0, 0, kernel);
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Shape poolshape = {2, 2};
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EWLayer a3("linear", 2.0F, 3.0F);
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PoolingLayer a4(poolshape, "average");
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FCLayer a6;
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OutputLayer a5;
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graph.setInput(a1, input);
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graph.makeConnection(a1, a2);
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graph.makeConnection(a2, a3);
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graph.makeConnection(a3, a4);
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graph.makeConnection(a4, a5);
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graph.makeConnection(a5, a6);
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graph.setOutput(a5, output);
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graph.inference();
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std::vector<float> tmp = *output.as<float>();
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std::vector<float> tmp_output = softmax<float>(*output.as<float>());
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for (float i : tmp) {
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std::cout << i << " ";
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}
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}

‎app/CMakeLists.txt

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add_subdirectory(ReaderImage)
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add_subdirectory(Accuracy)
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add_subdirectory(AlexNet)

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