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from huggingface_hub import ModelFilter, snapshot_download |
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from huggingface_hub import ModelCard |
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import json |
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import time |
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from src.submission.check_validity import is_model_on_hub, check_model_card, get_model_tags |
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from src.envs import DYNAMIC_INFO_REPO, DYNAMIC_INFO_PATH, DYNAMIC_INFO_FILE_PATH, API, H4_TOKEN |
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def update_models(file_path, models): |
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""" |
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Search through all JSON files in the specified root folder and its subfolders, |
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and update the likes key in JSON dict from value of input dict |
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""" |
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with open(file_path, "r") as f: |
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model_infos = json.load(f) |
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for model_id, data in model_infos.items(): |
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if model_id not in models: |
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data['still_on_hub'] = False |
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data['likes'] = 0 |
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data['downloads'] = 0 |
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data['created_at'] = "" |
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continue |
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model_cfg = models[model_id] |
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data['likes'] = model_cfg.likes |
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data['downloads'] = model_cfg.downloads |
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data['created_at'] = str(model_cfg.created_at) |
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data['license'] = model_cfg.card_data.license if model_cfg.card_data is not None else "" |
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still_on_hub, error, model_config = is_model_on_hub( |
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model_name=model_id, revision=data.get("revision"), trust_remote_code=True, test_tokenizer=False, token=H4_TOKEN |
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) |
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if still_on_hub: |
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try: |
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status, msg, model_card = check_model_card(model_id) |
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if status is False: |
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still_on_hub = False |
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except Exception: |
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model_card = None |
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still_on_hub = False |
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data['still_on_hub'] = still_on_hub |
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tags = get_model_tags(model_card, model_id) if still_on_hub else [] |
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data["tags"] = tags |
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with open(file_path, 'w') as f: |
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json.dump(model_infos, f, indent=2) |
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def update_dynamic_files(): |
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""" This will only update metadata for models already linked in the repo, not add missing ones. |
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""" |
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snapshot_download( |
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repo_id=DYNAMIC_INFO_REPO, local_dir=DYNAMIC_INFO_PATH, repo_type="dataset", tqdm_class=None, etag_timeout=30 |
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) |
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print("UPDATE_DYNAMIC: Loaded snapshot") |
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start = time.time() |
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models = list(API.list_models( |
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filter=ModelFilter(task="text-generation"), |
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full=False, |
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cardData=True, |
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fetch_config=True, |
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)) |
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id_to_model = {model.id : model for model in models} |
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print(f"UPDATE_DYNAMIC: Downloaded list of models in {time.time() - start:.2f} seconds") |
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start = time.time() |
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update_models(DYNAMIC_INFO_FILE_PATH, id_to_model) |
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print(f"UPDATE_DYNAMIC: updated in {time.time() - start:.2f} seconds") |
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API.upload_file( |
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path_or_fileobj=DYNAMIC_INFO_FILE_PATH, |
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path_in_repo=DYNAMIC_INFO_FILE_PATH.split("/")[-1], |
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repo_id=DYNAMIC_INFO_REPO, |
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repo_type="dataset", |
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commit_message=f"Daily request file update.", |
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) |
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print(f"UPDATE_DYNAMIC: pushed to hub") |
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