import argparse import requests from bs4 import BeautifulSoup import pandas as pd import json # Repo: https://github.com/Weyaxi/scrape-open-llm-leaderboard def get_json_format_data(): url = 'https://huggingfaceh4-open-llm-leaderboard.hf.space/' response = requests.get(url) soup = BeautifulSoup(response.content, 'html.parser') script_elements = soup.find_all('script') json_format_data = json.loads(str(script_elements[1])[31:-10]) return json_format_data def get_datas(data): for component_index in range(10, 50, 1): # component_index sometimes changes when they update the space, we can use this "for" loop to avoid changing component index manually try: result_list = [] i = 0 while True: try: results = data['components'][component_index]['props']['value']['data'][i] type_of_emoji = data['components'][component_index]['props']['value']['data'][i][0] try: results_json = {"T": type_of_emoji, "Model": results[-1], "Average ⬆️": results[2], "ARC": results[ 3],"HellaSwag": results[4], "MMLU": results[5], "TruthfulQA": results[6], "Winogrande": results[7], "GSM8K": results[8], "DROP": results[9], "Type": results[10], "Precision": results[11], "Hub License": results[12], "#Params (B)": results[13], "Hub ❤️": results[14], "Model Sha": results[16]} except IndexError: # Wrong component index, so breaking loop to try next component index. (NOTE: More than one component index can give you some results but we must find the right component index to get all results we want.) break result_list.append(results_json) i += 1 except IndexError: # No rows to extract so return the list (We know it is the right component index because we didn't break out of loop on the other exception.) return result_list except (KeyError, TypeError): continue return result_list