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