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import gradio as gr
from pathlib import Path
import logging
# Import LeaderboardApp from the correct location within the 'leaderboard' package
from leaderboard.leaderboard import LeaderboardApp
# Import UI rendering functions for other tabs
from about import render_about
from submission import render_submit
# --- Logging Setup (Optional but Recommended) ---
# You can centralize logging configuration here or ensure each module handles its own.
# For simplicity, if other modules already configure logging, this might not be strictly needed here.
logging.basicConfig(
level=logging.INFO,
format="%(asctime)s - %(levelname)s - %(module)s - %(message)s"
)
logger = logging.getLogger(__name__)
def create_app():
"""
Creates and configures the main Gradio application for MIZAN: A Persian LLM Leaderboard.
"""
logger.info("Initializing MIZAN: A Persian LLM Leaderboard application...")
# Define the path to the leaderboard's configuration file
# This assumes app.py is in the project root, and leaderboard_config.yaml is inside the 'leaderboard' directory.
config_file_path = Path("leaderboard/leaderboard_config.yaml")
if not config_file_path.exists():
logger.error(f"CRITICAL: Leaderboard configuration file not found at {config_file_path}. The application may not function correctly.")
# Optionally, you could raise an error here or return a Gradio interface indicating the error.
# Initialize the LeaderboardApp with the configuration path
leaderboard_processor = LeaderboardApp(config_path=config_file_path)
# Load and process data for the leaderboard
logger.info("Loading and processing leaderboard data...")
leaderboard_processor.load_data()
leaderboard_processor.handle_nulls_in_averages()
leaderboard_processor.generate_model_rankings()
# leaderboard_processor.apply_rankings_to_dataframes() # This might be redundant if generate_model_rankings covers it
# leaderboard_processor.format_dataframes()
logger.info("Leaderboard data processing complete.")
# Create the main Gradio interface using gr.Blocks
with gr.Blocks(title="MIZAN: A Persian LLM Leaderboard") as demo:
gr.Markdown("<h1 style='text-align: center; width: 100%; margin-bottom: 10px;'>🇮🇷 MIZAN: A Persian LLM Leaderboard</h1>")
gr.Markdown("""<p style='font-size: 1.1em; text-align: center; max-width: 800px; margin: 0 auto 20px auto;'>
MIZAN: A Persian LLM Leaderboard is a comprehensive benchmark for evaluating Large Language Models (LLMs) in Persian.
It combines existing datasets, translated benchmarks, and new Persian-specific data to assess LLM capabilities in understanding,
generation, reasoning, and knowledge relevant to the Persian language and culture.
MIZAN provides a standardized tool for researchers and developers to measure Persian LLM performance.
</p>""")
with gr.Tabs():
with gr.TabItem("LLM Benchmark"):
logger.info("Creating 'LLM Benchmark' tab content...")
# Embed the leaderboard interface generated by LeaderboardApp
# The create_gradio_interface method of LeaderboardApp should return a gr.Blocks or gr.Interface instance
leaderboard_processor.create_gradio_interface() # This directly adds its components to the current gr.Blocks scope
logger.info("'LLM Benchmark' tab content created.")
with gr.TabItem("About MIZAN"): # Changed from "About PULL"
logger.info("Creating 'About MIZAN' tab content...") # Changed from "About PULL"
render_about() # Call the function that returns the 'About' page Blocks
logger.info("'About MIZAN' tab content created.") # Changed from "About PULL"
with gr.TabItem("Request New Model"):
logger.info("Creating 'Submit Your Model' tab content...")
render_submit() # Call the function that returns the 'Submit' page Blocks
logger.info("'Submit Your Model' tab content created.")
logger.info("MIZAN: A Persian LLM Leaderboard application interface created.") # Changed from "PULL Leaderboard"
return demo
if __name__ == "__main__":
logger.info("Launching MIZAN: A Persian LLM Leaderboard application...") # Changed from "PULL Leaderboard"
pull_app = create_app() # Variable name 'pull_app' kept as is, but can be changed if desired e.g., to 'mizan_app'
pull_app.launch(
debug=True, # Enable Gradio debug mode for more detailed error messages in development
share=True # Uncomment to create a public link (useful for temporary sharing)
# server_name="0.0.0.0" # Uncomment to make accessible on your local network
)
logger.info("MIZAN: A Persian LLM Leaderboard application has been launched.") # Changed from "PULL Leaderboard"
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