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#include "data_loader.hpp" |
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#include "training.hpp" |
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#include <iostream> |
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TrainConfig parse_cmd(int argc, char** argv) { |
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TrainConfig cfg; |
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for (int i = 1; i < argc; ++i) { |
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std::string a = argv[i]; |
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auto next = [&](const char* name) -> std::string { |
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if (i + 1 >= argc) { std::cerr << "Missing value for " << name << "\n"; std::exit(1); } |
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return std::string(argv[++i]); |
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}; |
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if (a == "--data_dir") cfg.data_dir = next("--data_dir"); |
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else if (a == "--epochs") cfg.epochs = std::stoi(next("--epochs")); |
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else if (a == "--batch") cfg.batch = std::stoi(next("--batch")); |
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else if (a == "--lr") cfg.lr = std::stof(next("--lr")); |
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else if (a == "--fungi") cfg.fungi_count = std::stoi(next("--fungi")); |
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else if (a == "--wd") cfg.wd = std::stof(next("--wd")); |
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else if (a == "--accuracy_tolerance") cfg.accuracy_tolerance = std::stof(next("--accuracy_tolerance")); |
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else if (a == "--seed") cfg.seed = std::stoul(next("--seed")); |
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else std::cerr << "Unknown arg: " << a << "\n"; |
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} |
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return cfg; |
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} |
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int main(int argc, char** argv) { |
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try { |
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TrainConfig cfg = parse_cmd(argc, argv); |
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std::cout << "[INFO] Loading Fashion-MNIST training data from: " << cfg.data_dir << "\n"; |
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FashionMNISTSet train = load_fashion_mnist_data(cfg.data_dir, true); |
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std::cout << "[INFO] Loading Fashion-MNIST test data from: " << cfg.data_dir << "\n"; |
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FashionMNISTSet test = load_fashion_mnist_data(cfg.data_dir, false); |
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train_model(train, test, cfg); |
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std::cout << "[DONE] Training finished.\n"; |
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return 0; |
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} catch (const std::exception& e) { |
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std::cerr << "[FATAL] " << e.what() << "\n"; |
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return 1; |
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} |
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} |
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