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 # Below is an example of a tool that scrapes webpages for content! @tool def smart_webpage_scraper(url: str, selector: str = None) -> str: """Intelligently scrapes webpage content with anti-detection measures. Args: url: The webpage URL to scrape selector: Optional CSS selector for specific content """ import requests from bs4 import BeautifulSoup import time import random 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', 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8', 'Accept-Language': 'en-US,en;q=0.5', 'Accept-Encoding': 'gzip, deflate', 'Connection': 'keep-alive' } try: # Add random delay to avoid detection time.sleep(random.uniform(1, 3)) response = requests.get(url, headers=headers, timeout=15) response.raise_for_status() soup = BeautifulSoup(response.content, 'html.parser') # Remove script and style elements for script in soup(["script", "style"]): script.decompose() if selector: elements = soup.select(selector) if elements: return '\n'.join([elem.get_text().strip() for elem in elements]) else: return f"No elements found with selector: {selector}" # Get main content, avoid headers/footers main_content = soup.find('main') or soup.find('article') or soup.find('div', class_='content') or soup.body if main_content: text = main_content.get_text(separator='\n', strip=True) # Limit output and clean up lines = [line.strip() for line in text.split('\n') if line.strip()] return '\n'.join(lines[:100]) # First 100 meaningful lines return "Could not extract meaningful content" except requests.exceptions.RequestException as e: return f"Network error accessing {url}: {str(e)}" except Exception as e: return f"Parsing error for {url}: {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], ## 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()