| from huggingface_hub import HfApi | |
| API = HfApi() | |
| def model_hyperlink(link, model_name): | |
| return f'<a target="_blank" href="{link}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">{model_name}</a>' | |
| def make_clickable_model(df, model_col, link_col): | |
| df[model_col] = df.apply( | |
| lambda row: model_hyperlink(row[link_col], row[model_col]), axis=1 | |
| ) | |
| df["Openness"] = df.apply( | |
| lambda row: "Open" if "huggingface.co" in row[link_col] else "Closed", axis=1 | |
| ) | |
| return df | |
| def styled_error(error): | |
| return f"<p style='color: red; font-size: 20px; text-align: center;'>{error}</p>" | |
| def styled_warning(warn): | |
| return f"<p style='color: orange; font-size: 20px; text-align: center;'>{warn}</p>" | |
| def styled_message(message): | |
| return f"<p style='color: green; font-size: 20px; text-align: center;'>{message}</p>" | |
| def has_no_nan_values(df, columns): | |
| return df[columns].notna().all(axis=1) | |
| def has_nan_values(df, columns): | |
| return df[columns].isna().any(axis=1) | |