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 from bs4 import BeautifulSoup @tool def factorial(n: int) -> int: """A tool that calculates factorial Args: n (int): Integer (n >= 0). """ if n < 0: raise ValueError("The factorial is defined only for non-negative numbers.") if n == 0 or n == 1: return 1 return n * factorial(n - 1) @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)}" @tool def google_search(query: str) -> str: """A tool that performs a Google search using a given query and retrieves search result titles and URLs. Args: query (str): The search term or phrase to look up on Google. """ headers = {'User-Agent': 'Mozilla/5.0'} response = requests.get(f'https://www.google.com/search?q={query}', headers=headers) if response.status_code == 200: soup = BeautifulSoup(response.text, 'html.parser') results = [] for g in soup.find_all('div', class_='g'): title_tag = g.find('h3') link_tag = g.find('a') if title_tag and link_tag: title = title_tag.text link = link_tag['href'] results.append(f"Title: {title}\nLink: {link}\n") return "\n".join(results) if results else "No results found." else: return f"Failed to retrieve search results. HTTP Status Code: {response.status_code}" final_answer = FinalAnswerTool() # 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' model = HfApiModel( max_tokens=2096, temperature=0.5, #model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud', # this works #model_id='bk1832004/an-image-generator', #doesn't work or too slow custom_role_conversions=None, ) # Import tool from Hub image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) with open("prompts.yaml", 'r') as stream: prompt_templates = yaml.safe_load(stream) agent = CodeAgent( model=model, tools=[final_answer, get_current_time_in_timezone, google_search, image_generation_tool, factorial], ## add your tools here (don't remove final answer) max_steps=6, verbosity_level=1, grammar=None, planning_interval=None, name=None, description=None, prompt_templates=prompt_templates ) GradioUI(agent).launch()