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Update app.py
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app.py
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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
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import datetime
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import requests
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import pytz
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import yaml
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import os
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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#
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@tool
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def
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"""
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Args:
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end_date: End date in 'YYYY-MM-DD' format
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"""
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try:
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if
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return "
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}
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except Exception as e:
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return f"
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final_answer = FinalAnswerTool()
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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custom_role_conversions=None,
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)
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with open("prompts.yaml", "r") as stream:
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prompt_templates = yaml.safe_load(stream)
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agent = CodeAgent(
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model=model,
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tools=[
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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planning_interval=None,
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name=None,
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description=None,
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prompt_templates=prompt_templates
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)
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# Launch Gradio UI
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import datetime
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import requests
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import pytz
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import yaml
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import os
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from typing import Dict, Union
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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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# Load the API key from Hugging Face Spaces secrets (environment variable)
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API_KEY = os.getenv("CRICKETDATA_API_KEY", "default_key_if_not_found")
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BASE_URL = "https://api.cricketdata.org/v1"
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# Custom Tool: Analyze Cricketer Form
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@tool
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def analyze_cricketer_form(player_name: str, role: str) -> str:
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"""A tool to analyze a cricketer's recent form based on their role and name.
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Args:
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player_name: The name of the cricketer (e.g., 'Virat Kohli').
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role: The player's role ('batter', 'bowler', 'wicket_keeper', 'fielder').
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Returns:
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A string summary of the player's career stats and recent form.
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"""
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valid_roles = ['batter', 'bowler', 'wicket_keeper', 'fielder']
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if role.lower() not in valid_roles:
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return f"Error: Invalid role '{role}'. Choose from {valid_roles}."
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player_id = get_player_id(player_name)
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if not player_id:
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return f"Error: Player '{player_name}' not found."
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career_stats = get_career_stats(player_id)
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if not career_stats:
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return f"Error: Could not fetch career stats for '{player_name}'."
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recent_matches = get_recent_matches(player_id)
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response = f"Analysis of {player_name} ({role.capitalize()}):\n\n"
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response += "Career Stats:\n" + format_career_stats(career_stats, role) + "\n\n"
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response += "Recent Form (Last 5 Matches):\n" + analyze_recent_form(recent_matches, role, player_name)
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return response
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def get_player_id(player_name: str) -> Union[str, None]:
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url = f"{BASE_URL}/players/search?query={player_name}&apikey={API_KEY}"
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try:
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response = requests.get(url)
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response.raise_for_status()
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data = response.json()
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if data.get("data") and len(data["data"]) > 0:
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return data["data"][0]["id"]
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return None
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except requests.RequestException as e:
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print(f"Error fetching player ID: {e}")
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return None
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def get_career_stats(player_id: str) -> Union[Dict, None]:
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url = f"{BASE_URL}/players/{player_id}/stats?apikey={API_KEY}"
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try:
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response = requests.get(url)
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response.raise_for_status()
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return response.json()
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except requests.RequestException as e:
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print(f"Error fetching career stats: {e}")
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return None
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def get_recent_matches(player_id: str) -> list:
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url = f"{BASE_URL}/players/{player_id}/matches?apikey={API_KEY}"
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try:
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response = requests.get(url)
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response.raise_for_status()
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matches = response.json().get("data", [])
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return matches[:5] # Limit to last 5 matches
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except requests.RequestException as e:
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print(f"Error fetching recent matches: {e}")
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return []
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def format_career_stats(stats: Dict, role: str) -> str:
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if not stats or "data" not in stats:
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return "No stats available."
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data = stats["data"]
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output = ""
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if role == "batter":
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batting = data.get("batting", {})
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output += f"Matches: {batting.get('matches', 'N/A')}\n"
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output += f"Runs: {batting.get('runs', 'N/A')}\n"
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output += f"Average: {batting.get('average', 'N/A')}\n"
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output += f"Strike Rate: {batting.get('strike_rate', 'N/A')}\n"
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elif role == "bowler":
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bowling = data.get("bowling", {})
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output += f"Matches: {bowling.get('matches', 'N/A')}\n"
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output += f"Wickets: {bowling.get('wickets', 'N/A')}\n"
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output += f"Economy: {bowling.get('economy', 'N/A')}\n"
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output += f"Best: {bowling.get('best', {}).get('figures', 'N/A')}\n"
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elif role == "wicket_keeper":
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fielding = data.get("fielding", {})
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output += f"Catches: {fielding.get('catches', 'N/A')}\n"
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output += f"Stumpings: {fielding.get('stumpings', 'N/A')}\n"
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elif role == "fielder":
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fielding = data.get("fielding", {})
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output += f"Catches: {fielding.get('catches', 'N/A')}\n"
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output += f"Run Outs: {fielding.get('run_outs', 'N/A')}\n"
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return output
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def analyze_recent_form(matches: list, role: str, player_name: str) -> str:
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if not matches:
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return "No recent match data available."
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output = ""
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if role == "batter":
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total_runs = 0
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games = len(matches)
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for match in matches:
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batting = match.get("batting", {})
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runs = batting.get("runs", 0)
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total_runs += runs
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output += f"Match vs {match.get('opponent', 'Unknown')}: {runs} runs\n"
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avg = total_runs / games if games > 0 else 0
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output += f"Recent Average: {avg:.2f}\n"
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output += f"Form Comment: {'Strong' if avg > 30 else 'Inconsistent'} batting form."
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elif role == "bowler":
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total_wickets = 0
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games = len(matches)
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for match in matches:
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bowling = match.get("bowling", {})
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wickets = bowling.get("wickets", 0)
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total_wickets += wickets
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output += f"Match vs {match.get('opponent', 'Unknown')}: {wickets} wickets\n"
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avg_wickets = total_wickets / games if games > 0 else 0
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output += f"Recent Wickets per Game: {avg_wickets:.2f}\n"
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output += f"Form Comment: {'Strong' if avg_wickets > 1 else 'Inconsistent'} bowling form."
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elif role == "wicket_keeper":
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total_stumpings = sum(m.get("fielding", {}).get("stumpings", 0) for m in matches)
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total_catches = sum(m.get("fielding", {}).get("catches", 0) for m in matches)
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output += f"Stumpings: {total_stumpings}, Catches: {total_catches}\n"
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output += f"Form Comment: {'Reliable' if total_stumpings + total_catches > 3 else 'Average'} keeping."
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elif role == "fielder":
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total_catches = sum(m.get("fielding", {}).get("catches", 0) for m in matches)
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total_run_outs = sum(m.get("fielding", {}).get("run_outs", 0) for m in matches)
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output += f"Catches: {total_catches}, Run Outs: {total_run_outs}\n"
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output += f"Form Comment: {'Sharp' if total_catches + total_run_outs > 3 else 'Average'} fielding."
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return output
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# Example tool from your template
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""A tool that fetches the current local time in a specified timezone.
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Args:
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timezone: A string representing a valid timezone (e.g., 'America/New_York').
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"""
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try:
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tz = pytz.timezone(timezone)
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time for timezone '{timezone}': {str(e)}"
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# Initialize tools
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final_answer = FinalAnswerTool()
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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# Model setup
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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custom_role_conversions=None,
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)
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# Load prompt templates
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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# Initialize the agent
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agent = CodeAgent(
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model=model,
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tools=[final_answer, analyze_cricketer_form, get_current_time_in_timezone, image_generation_tool],
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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prompt_templates=prompt_templates
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)
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# Launch the Gradio UI
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if __name__ == "__main__":
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GradioUI(agent).launch()
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