from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool import datetime import requests import pytz import yaml from tools.final_answer import FinalAnswerTool from Gradio_UI import GradioUI verbose = True if verbose: print("Running app.py") # Below is an example of a tool that does nothing. Amaze us with your creativity ! @tool def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type #Keep this format for the description / args / args description but feel free to modify the tool """A tool that does nothing yet Args: arg1: the first argument arg2: the second argument """ return "What magic will you build ?" # Custom Tools @tool def get_joke() -> str: """Fetches a random joke from an alternative API (icanhazdadjoke).""" try: headers = {"Accept": "application/json"} response = requests.get("https://icanhazdadjoke.com/", headers=headers).json() return response["joke"] except Exception as e: return f"Error fetching joke: {str(e)}" @tool def get_current_time_in_timezone(timezone: str) -> str: """A tool that fetches the current local time in a specified timezone. Args: timezone: A string representing a valid timezone (e.g., 'America/New_York'). """ try: # Create timezone object tz = pytz.timezone(timezone) # Get current time in that timezone local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") return f"The current local time in {timezone} is: {local_time}" except Exception as e: return f"Error fetching time for timezone '{timezone}': {str(e)}" # Final Answer Tool (Required) final_answer = FinalAnswerTool() MODEL_IDS = [ 'Qwen/Qwen2.5-Coder-32B-Instruct', 'Qwen/Qwen2.5-Coder-14B-Instruct', 'Qwen/Qwen2.5-Coder-7B-Instruct', 'Qwen/Qwen2.5-Coder-3B-Instruct', 'Qwen/Qwen2.5-Coder-1.5B-Instruct' # Add here wherever model is working for you ] def is_model_overloaded(model_url): """Verify if the model is overloaded doing a test call.""" try: response = requests.post(model_url, json={"inputs": "Test"}) if verbose: print(response.status_code) if response.status_code == 503: # 503 Service Unavailable = Overloaded return True if response.status_code == 404: # 404 Client Error: Not Found return True if response.status_code == 424: # 424 Client Error: Failed Dependency for url: return True return False except requests.RequestException: return True # if there are an error is overloaded def get_available_model(): """Select the first model available from the list.""" for model_url in MODEL_IDS: print("trying",model_url) if not is_model_overloaded(model_url): return model_url return MODEL_IDS[0] # if all are failing, use the first model by dfault if verbose: print("Checking available models.") selected_model_id = get_available_model() model = HfApiModel( max_tokens=1048, temperature=0.5, #model_id='Qwen/Qwen2.5-Coder-32B-Instruct', model_id = selected_model_id, # model available selected from the list automatically custom_role_conversions=None, ) # Import external tools image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) search_tool = DuckDuckGoSearchTool() # Load prompt templates with open("prompts.yaml", 'r') as stream: prompt_templates = yaml.safe_load(stream) # Initialize agent with necessary tools agent = CodeAgent( model=model, tools=[final_answer, get_joke, get_current_time_in_timezone, image_generation_tool, search_tool], max_steps=6, verbosity_level=1, grammar=None, planning_interval=None, name=None, description=None, prompt_templates=prompt_templates ) # Launch UI GradioUI(agent).launch()