GenAI-Arena / app.py
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import gradio as gr
import os
from serve.gradio_web import *
from serve.gradio_web_image_editing import *
from serve.gradio_web_video_generation import *
from serve.leaderboard import build_leaderboard_tab
from model.model_manager import ModelManager
from pathlib import Path
from serve.constants import SERVER_PORT, ROOT_PATH, ELO_RESULTS_DIR
def build_combine_demo(models, elo_results_file, leaderboard_table_file):
with gr.Blocks(
title="Play with Open Vision Models",
theme=gr.themes.Default(),
css=block_css,
) as demo:
with gr.Tabs() as tabs_combine:
with gr.Tab("Image Generation", id=0):
with gr.Tabs() as tabs_ig:
with gr.Tab("Generation Arena (battle)", id=0):
build_side_by_side_ui_anony(models)
with gr.Tab("Generation Arena (side-by-side)", id=1):
build_side_by_side_ui_named(models)
with gr.Tab("Generation Playground", id=2): #Direct Chat
build_single_model_ui(models, add_promotion_links=True)
if elo_results_file:
with gr.Tab("Generation Leaderboard", id=3):
build_leaderboard_tab(elo_results_file['t2i_generation'], leaderboard_table_file['t2i_generation'])
with gr.Tab("Image Edition", id=5):
with gr.Tabs() as tabs_ie:
with gr.Tab("Edition Arena (battle)", id=5):
build_side_by_side_ui_anony_ie(models)
with gr.Tab("Edition Arena (side-by-side)", id=6):
build_side_by_side_ui_named_ie(models)
with gr.Tab("Edition Playground", id=7): #Direct Chat
build_single_model_ui_ie(models, add_promotion_links=True)
if elo_results_file:
with gr.Tab("Edition Leaderboard", id=8):
build_leaderboard_tab(elo_results_file['image_editing'], leaderboard_table_file['image_editing'])
with gr.Tab("Video Generation", id=10):
with gr.Tabs() as tabs_vg:
with gr.Tab("Video Generation Arena (battle)", id=10):
build_side_by_side_ui_anony_vg(models)
with gr.Tab("Video Generation Arena (side-by-side)", id=11):
build_side_by_side_ui_named_vg(models)
with gr.Tab("Video Generation Playground", id=12): #Direct Chat
build_single_model_ui_vg(models, add_promotion_links=True)
if elo_results_file and 'video_generation' in elo_results_file:
with gr.Tab("Video Generation Leaderboard", id=13):
build_leaderboard_tab(elo_results_file['video_generation'], leaderboard_table_file['video_generation'])
with gr.Tab("About Us", id=4):
build_about()
return demo
def load_elo_results(elo_results_dir):
from collections import defaultdict
elo_results_file = defaultdict(lambda: None)
leaderboard_table_file = defaultdict(lambda: None)
if elo_results_dir is not None:
elo_results_dir = Path(elo_results_dir)
elo_results_file = {}
leaderboard_table_file = {}
for file in elo_results_dir.glob('elo_results_*.pkl'):
if 't2i_generation' in file.name:
elo_results_file['t2i_generation'] = file
elif 'image_editing' in file.name:
elo_results_file['image_editing'] = file
elif 'video_generation' in file.name:
elo_results_file['video_generation'] = file
else:
raise ValueError(f"Unknown file name: {file.name}")
for file in elo_results_dir.glob('*_leaderboard.csv'):
if 't2i_generation' in file.name:
leaderboard_table_file['t2i_generation'] = file
elif 'image_editing' in file.name:
leaderboard_table_file['image_editing'] = file
elif 'video_generation' in file.name:
leaderboard_table_file['video_generation'] = file
else:
raise ValueError(f"Unknown file name: {file.name}")
return elo_results_file, leaderboard_table_file
if __name__ == "__main__":
server_port = int(SERVER_PORT)
root_path = ROOT_PATH
elo_results_dir = ELO_RESULTS_DIR
models = ModelManager()
elo_results_file, leaderboard_table_file = load_elo_results(elo_results_dir)
demo = build_combine_demo(models, elo_results_file, leaderboard_table_file)
demo.queue(max_size=20).launch(server_port=server_port, root_path=ROOT_PATH)