| import json | |
| import os | |
| from datasets import Dataset, Features, ClassLabel, Image | |
| from huggingface_hub import login | |
| JSON_FILE = "clouds_1/labels.json" | |
| DATASET_NAME = "CCAiM-CloudsDataset" | |
| IMAGE_FOLDER = "clouds_1" | |
| HUGGINGFACE_TOKEN = input("hugging face aces token: ") | |
| POSSIBLE_SUFFIXES = [".jpg", ".jpeg", ".png", ".bmp", ".webp", "JPG"] | |
| login(token=HUGGINGFACE_TOKEN) | |
| with open(JSON_FILE, "r", encoding="utf-8") as f: | |
| data_json = json.load(f) | |
| all_labels = sorted(set(data_json.values())) | |
| class_labels = ClassLabel(names=all_labels) | |
| def find_file(prefix, folder): | |
| for suffix in POSSIBLE_SUFFIXES: | |
| candidate = os.path.join(folder, prefix + suffix) | |
| if os.path.exists(candidate): | |
| return candidate | |
| raise FileNotFoundError(f"file not found with prefix {prefix} {POSSIBLE_SUFFIXES}") | |
| data_list = [] | |
| for prefix, label in data_json.items(): | |
| try: | |
| image_path = find_file(prefix, IMAGE_FOLDER) | |
| data_list.append({"image": image_path, "label": label}) | |
| except FileNotFoundError as e: | |
| print(e) | |
| features = Features({ | |
| "image": Image(), | |
| "label": ClassLabel(names=all_labels) | |
| }) | |
| dataset = Dataset.from_list(data_list, features=features) | |
| dataset.push_to_hub(DATASET_NAME, private=False) | |
| print(f"Dataset {DATASET_NAME} pulled to Hugging Face!") | |