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| from pathlib import Path | |
| import torch | |
| # ---------------- PATHS ---------------- | |
| BASE_DIR = Path(__file__).resolve().parents[1] | |
| DATASET_DIR = BASE_DIR / "data" / "dataset" | |
| CHECKPOINT_DIR = BASE_DIR / "checkpoints" | |
| EXPORT_DIR = BASE_DIR / "exports" | |
| CHECKPOINT_DIR.mkdir(exist_ok=True) | |
| EXPORT_DIR.mkdir(exist_ok=True) | |
| # ---------------- TRAINING ---------------- | |
| BATCH_SIZE = 16 | |
| NUM_WORKERS = 4 | |
| LEARNING_RATE = 1e-4 | |
| WEIGHT_DECAY = 1e-5 | |
| VALIDATION_SPLIT = 0.2 | |
| RANDOM_SEED = 42 | |
| # TEMP DEV SETTING | |
| EPOCHS = 1 | |
| DEVICE = "cuda" if torch.cuda.is_available() else "cpu" | |
| # ---------------- IMAGE SIZES ---------------- | |
| RESNET_IMAGE_SIZE = 128 | |
| FUSION_IMAGE_SIZE = 260 | |
| YOLO_IMAGE_SIZE = 640 | |
| # ---------------- YOLO ---------------- | |
| YOLO_BASE_MODEL = "yolo11m.pt" | |
| YOLO_BATCH_SIZE = 10 | |
| YOLO_EPOCHS = 1 | |
| YOLO_CONFIDENCE_THRESHOLD = 0.05 | |
| # ---------------- CLASSES ---------------- | |
| CLASS_NAMES = [ | |
| "F_Breakage", | |
| "F_Crushed", | |
| "F_Normal", | |
| "R_Breakage", | |
| "R_Crushed", | |
| "R_Normal" | |
| ] | |
| CLASS_MAP = {idx: cls for idx, cls in enumerate(CLASS_NAMES)} | |
| CLASS_TO_IDX = {cls: idx for idx, cls in enumerate(CLASS_NAMES)} | |
| NUM_CLASSES = len(CLASS_NAMES) | |
| # ---------------- HUGGING FACE ---------------- | |
| HF_USERNAME = "junaid17" | |
| HF_RESNET_REPO = "new-car-damage-classifier" | |
| HF_FUSION_REPO = "new-best-fusion-model-fp16" | |
| HF_YOLO_REPO = "new-Yolo-Model" |