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import huggingface_hub | |
from huggingface_hub import ModelCard | |
from transformers import AutoConfig | |
from datetime import datetime, timedelta, timezone | |
# ht to @Wauplin, thank you for the snippet! | |
# See https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard/discussions/317 | |
def check_model_card(repo_id: str) -> tuple[bool, str]: | |
# Returns operation status, and error message | |
try: | |
card = ModelCard.load(repo_id) | |
except huggingface_hub.utils.EntryNotFoundError: | |
return False, "Please add a model card to your model to explain how you trained/fine-tuned it." | |
# Enforce license metadata | |
if card.data.license is None: | |
if not ("license_name" in card.data and "license_link" in card.data): | |
return False, ( | |
"License not found. Please add a license to your model card using the `license` metadata or a" | |
" `license_name`/`license_link` pair." | |
) | |
# Enforce card content | |
if len(card.text) < 200: | |
return False, "Please add a description to your model card, it is too short." | |
return True, "" | |
def is_model_on_hub(model_name: str, revision: str) -> bool: | |
try: | |
AutoConfig.from_pretrained(model_name, revision=revision, trust_remote_code=False) | |
return True, None | |
except ValueError: | |
return ( | |
False, | |
"needs to be launched with `trust_remote_code=True`. For safety reason, we do not allow these models to be automatically submitted to the leaderboard.", | |
) | |
except Exception: | |
return False, "was not found on hub!" | |
def user_submission_permission(submission_name, users_to_submission_dates, rate_limit_period, rate_limit_quota): | |
org_or_user, _ = submission_name.split("/") | |
if org_or_user not in users_to_submission_dates: | |
return True, "" | |
submission_dates = sorted(users_to_submission_dates[org_or_user]) | |
time_limit = (datetime.now(timezone.utc) - timedelta(days=rate_limit_period)).strftime("%Y-%m-%dT%H:%M:%SZ") | |
submissions_after_timelimit = [d for d in submission_dates if d > time_limit] | |
num_models_submitted_in_period = len(submissions_after_timelimit) | |
if num_models_submitted_in_period > rate_limit_quota: | |
error_msg = f"Organisation or user `{org_or_user}`" | |
error_msg += f"already has {num_models_submitted_in_period} model requests submitted to the leaderboard " | |
error_msg += f"in the last {rate_limit_period} days.\n" | |
error_msg += ( | |
"Please wait a couple of days before resubmitting, so that everybody can enjoy using the leaderboard 🤗" | |
) | |
return False, error_msg | |
return True, "" | |