app.py

import datetime
import requests
import pytz
import yaml
import os
from typing import Dict, Union
from bs4 import BeautifulSoup
from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
from tools.final_answer import FinalAnswerTool
from Gradio_UI import GradioUI

# Load the API key from Hugging Face Spaces secrets (environment variable)
API_KEY = os.getenv("CRICKETDATA_API_KEY", "default_key_if_not_found")
HF_TOKEN = os.getenv("HF_TOKEN", "default_hf_token_if_not_found")
BASE_URL = "https://api.cricketdata.org/v1"

# Custom Tool: Analyze Cricketer Form
@tool
def analyze_cricketer_form(player_name: str, role: str) -> str:
    """Analyzes the recent form of a cricketer based on their role.
    Args:
        player_name: The name of the cricketer.
        role: The role of the player (batter, bowler, wicketkeeper, fielder).
    """
    try:
        # Fetch player ID from API
        player_id = get_player_id(player_name)
        if not player_id:
            return f"Player '{player_name}' not found."
        
        # Fetch basic player details
        player_details = get_player_details(player_id)
        
        # Scrape detailed stats
        detailed_stats = scrape_cricketer_stats(player_name, role)
        
        # Generate form analysis
        return format_analysis(player_name, role, player_details, detailed_stats)
    
    except Exception as e:
        return f"Error analyzing cricketer's form: {str(e)}"


def get_player_id(player_name: str):
    response = requests.get(f"{BASE_URL}/players?name={player_name}", headers={"Authorization": f"Bearer {API_KEY}"})
    if response.status_code == 200:
        data = response.json()
        return data.get("id")
    return None


def get_player_details(player_id: str):
    response = requests.get(f"{BASE_URL}/player/{player_id}", headers={"Authorization": f"Bearer {API_KEY}"})
    if response.status_code == 200:
        return response.json()
    return {}


def scrape_cricketer_stats(player_name: str, role: str):
    """Scrapes recent performance stats from an online cricket stats website."""
    try:
        search_url = f"https://stats.espncricinfo.com/ci/engine/player/{player_name.replace(' ', '_')}.html"
        headers = {"User-Agent": "Mozilla/5.0"}
        response = requests.get(search_url, headers=headers)
        
        if response.status_code != 200:
            return {"error": "Failed to fetch data from ESPN Cricinfo"}
        
        soup = BeautifulSoup(response.text, "html.parser")
        
        if role.lower() == "batter":
            stats = {
                "last_50_scores": extract_batting_scores(soup),
                "batting_avg": extract_batting_average(soup),
                "strike_rate": extract_strike_rate(soup),
            }
        elif role.lower() == "bowler":
            stats = {
                "last_50_wickets": extract_wickets(soup),
                "bowling_economy": extract_bowling_economy(soup),
                "bowling_speed": extract_bowling_speed(soup),
            }
        elif role.lower() == "wicketkeeper":
            stats = {
                "catches": extract_catches(soup),
                "stumpings": extract_stumpings(soup),
                "missed_stumpings": extract_missed_stumpings(soup),
            }
        elif role.lower() == "fielder":
            stats = {
                "catches": extract_fielder_catches(soup),
                "direct_runouts": extract_direct_runouts(soup),
            }
        else:
            stats = {"error": "Invalid role specified"}
        
        return stats
    
    except Exception as e:
        return {"error": f"Error scraping data: {str(e)}"}


def format_analysis(player_name, role, player_details, detailed_stats):
    return f"""
    Cricketer: {player_name}
    Role: {role}
    Country: {player_details.get('country', 'Unknown')}
    Batting Style: {player_details.get('battingStyle', 'Unknown')}
    Bowling Style: {player_details.get('bowlingStyle', 'Unknown')}
    
    Recent Performance:
    {detailed_stats}
    """

# Initialize tools
final_answer = FinalAnswerTool()

# Model setup
model = HfApiModel(
max_tokens=2096,
temperature=0.5,
model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud',
custom_role_conversions=None,
)

# Load prompt templates
with open("prompts.yaml", 'r') as stream:
    prompt_templates = yaml.safe_load(stream)

# Initialize the agent
agent = CodeAgent(
    model=model,
    tools=[final_answer, analyze_cricketer_form],
    max_steps=6,
    verbosity_level=1,
    grammar=None,
    prompt_templates=prompt_templates
)

# Launch the Gradio UI
if __name__ == "__main__":
    GradioUI(agent).launch()



# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'