import pandas as pd

from src.display.utils import AutoEvalColumn
from src.leaderboard.read_evals import get_raw_eval_results


def get_leaderboard_df(results_path: str, cols: list) -> pd.DataFrame:
    """Creates a dataframe from all the individual experiment results"""
    print("get_leaderboard_df")
    raw_data = get_raw_eval_results(results_path)
    all_data_json = [v.to_dict() for v in raw_data]

    df = pd.DataFrame.from_records(all_data_json)
    df = df.sort_values(by=[AutoEvalColumn.miou.name], ascending=False)
    df = df[cols].round(decimals=2)

    return df