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from fastchat.serve.monitor.monitor import build_leaderboard_tab, build_basic_stats_tab, basic_component_values, leader_component_values |
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from fastchat.utils import build_logger, get_window_url_params_js |
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import argparse |
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import glob |
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import re |
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import gradio as gr |
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def load_demo(url_params, request: gr.Request): |
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logger.info(f"load_demo. ip: {request.client.host}. params: {url_params}") |
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return basic_component_values + leader_component_values |
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def build_demo(elo_results_file, leaderboard_table_file): |
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from fastchat.serve.gradio_web_server import block_css |
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text_size = gr.themes.sizes.text_lg |
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with gr.Blocks( |
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title="Monitor", |
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theme=gr.themes.Base(text_size=text_size), |
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css=block_css, |
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) as demo: |
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with gr.Tabs() as tabs: |
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with gr.Tab("Leaderboard", id=0): |
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leader_components = build_leaderboard_tab( |
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elo_results_file, |
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leaderboard_table_file, |
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show_plot=True, |
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mirror=True |
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) |
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with gr.Tab("Basic Stats", id=1): |
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basic_components = build_basic_stats_tab() |
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url_params = gr.JSON(visible=False) |
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demo.load( |
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load_demo, |
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[url_params], |
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basic_components + leader_components, |
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) |
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return demo |
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if __name__ == "__main__": |
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parser = argparse.ArgumentParser() |
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parser.add_argument("--share", action="store_true") |
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parser.add_argument("--host", default="0.0.0.0") |
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parser.add_argument("--port", type=int, default=7860) |
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args = parser.parse_args() |
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logger = build_logger("monitor", "monitor.log") |
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logger.info(f"args: {args}") |
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elo_result_files = glob.glob("elo_results_*.pkl") |
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def extract_sort_key(filename): |
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match = re.search(r'(\d{8})-(\d+)', filename) |
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if match: |
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date_part = int(match.group(1)) |
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id_part = int(match.group(2)) |
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return (date_part, id_part) |
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else: |
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return (0, 0) |
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elo_result_files.sort(key=lambda x: extract_sort_key(x[12:-4])) |
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elo_result_file = elo_result_files[-1] |
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leaderboard_table_files = glob.glob("leaderboard_table_*.csv") |
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leaderboard_table_files.sort(key=lambda x: extract_sort_key(x[18:-4])) |
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leaderboard_table_file = leaderboard_table_files[-1] |
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demo = build_demo(elo_result_file, leaderboard_table_file) |
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demo.launch(share=args.share, server_name=args.host, server_port=args.port) |