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 @tool def summarize_webpage(url: str, max_length: int = 300) -> str: """A tool that fetches a webpage and provides a concise summary of its content. Args: url: The URL of the webpage to summarize max_length: Maximum length of the summary in characters """ try: import requests from bs4 import BeautifulSoup import re # Fetch the webpage headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'} response = requests.get(url, headers=headers, timeout=10) response.raise_for_status() # Parse HTML content soup = BeautifulSoup(response.content, 'html.parser') # Remove script and style elements for script in soup(["script", "style", "header", "footer", "nav"]): script.extract() # Get text and clean it text = soup.get_text() lines = (line.strip() for line in text.splitlines()) chunks = (phrase.strip() for line in lines for phrase in line.split(" ")) text = '\n'.join(chunk for chunk in chunks if chunk) # Remove excessive newlines and whitespace text = re.sub(r'\n+', '\n', text) text = re.sub(r'\s+', ' ', text) # Truncate to avoid overwhelming the model text = text[:10000] if len(text) > 10000 else text # Get title title = soup.title.string if soup.title else "Unknown Title" # For the summarization, we'll use our agent's model directly # Note: This assumes the agent will handle the summarization part return { "title": title, "url": url, "content": text, "summary_request": f"Please summarize the above webpage content in no more than {max_length} characters." } except Exception as e: return f"Error fetching or processing webpage: {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 = 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 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, summarize_webpage], ## 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()