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from fastchat.serve.monitor.monitor import build_leaderboard_tab, build_basic_stats_tab, basic_component_values, leader_component_values | |
from fastchat.utils import build_logger, get_window_url_params_js | |
import argparse | |
import glob | |
import re | |
import gradio as gr | |
def load_demo(url_params, request: gr.Request): | |
logger.info(f"load_demo. ip: {request.client.host}. params: {url_params}") | |
return basic_component_values + leader_component_values | |
def build_demo(elo_results_file, leaderboard_table_file): | |
from fastchat.serve.gradio_web_server import block_css | |
text_size = gr.themes.sizes.text_lg | |
with gr.Blocks( | |
title="Monitor", | |
theme=gr.themes.Base(text_size=text_size), | |
css=block_css, | |
) as demo: | |
with gr.Tabs() as tabs: | |
with gr.Tab("Leaderboard", id=0): | |
leader_components = build_leaderboard_tab( | |
elo_results_file, | |
leaderboard_table_file, | |
show_plot=True, | |
mirror=True | |
) | |
with gr.Tab("Basic Stats", id=1): | |
basic_components = build_basic_stats_tab() | |
url_params = gr.JSON(visible=False) | |
demo.load( | |
load_demo, | |
[url_params], | |
basic_components + leader_components, | |
) | |
return demo | |
if __name__ == "__main__": | |
parser = argparse.ArgumentParser() | |
parser.add_argument("--share", action="store_true") | |
parser.add_argument("--host", default="0.0.0.0") | |
parser.add_argument("--port", type=int, default=7860) | |
args = parser.parse_args() | |
logger = build_logger("monitor", "monitor.log") | |
logger.info(f"args: {args}") | |
elo_result_files = glob.glob("elo_results_*.pkl") | |
def extract_sort_key(filename): | |
match = re.search(r'(\d{8})-(\d+)', filename) | |
if match: | |
# Extract the date and identifier parts, converting them to integers for sorting | |
date_part = int(match.group(1)) | |
id_part = int(match.group(2)) | |
return (date_part, id_part) | |
else: | |
# Fallback sort key if the filename does not match the expected format | |
return (0, 0) | |
elo_result_files.sort(key=lambda x: extract_sort_key(x[12:-4])) | |
elo_result_file = elo_result_files[-1] | |
leaderboard_table_files = glob.glob("leaderboard_table_*.csv") | |
leaderboard_table_files.sort(key=lambda x: extract_sort_key(x[18:-4])) | |
leaderboard_table_file = leaderboard_table_files[-1] | |
demo = build_demo(elo_result_file, leaderboard_table_file) | |
demo.launch(share=args.share, server_name=args.host, server_port=args.port) |