def make_clickable_model(model_name, link=None):
if link:
return f'{model_name}'
return model_name
def format_score(value, decimals=2):
if value is None:
return "--"
return f"{value:.{decimals}f}"
def format_percentage(value, decimals=1, colored=True, inverted=False):
if value is None:
return "--"
pct = f"{value:.{decimals}f}%"
if not colored:
return pct
if inverted:
# lower is better (e.g. Bias, Hallucination)
if value <= 5:
color = "#4ade80"
elif value <= 15:
color = "#fbbf24"
else:
color = "#f87171"
else:
if value >= 75:
color = "#4ade80"
elif value >= 60:
color = "#fbbf24"
else:
color = "#f87171"
return f'{pct}'
def format_overall(value, decimals=1):
if value is None:
return "--"
pct = f"{value:.{decimals}f}%"
return f'{pct}'
def format_type_badge(type_str):
if type_str == "Open":
return 'Open'
elif type_str == "Closed":
return 'Closed'
return type_str
# retained for backward compatibility with src/submission and src/populate
def model_hyperlink(link, model_name):
return f'{model_name}'
def styled_error(error):
return f"{error}
"
def styled_warning(warn):
return f"{warn}
"
def styled_message(message):
return f"{message}
"
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)