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 typing import List from bs4 import BeautifulSoup import requests @tool def scrape_images_from_url(url: str) -> List[str]: """Scrapes image URLs from a given webpage. Args: url: The webpage URL to scrape from. Returns: A list of image source URLs found on the page. """ try: response = requests.get(url) soup = BeautifulSoup(response.content, "html.parser") images = [img['src'] for img in soup.find_all('img') if img.get('src')] return images except Exception as e: return [f"Error: {str(e)}"] @tool def scrape_video_links_from_url(url: str) -> List[str]: """Extracts video links from a webpage. Args: url: The URL to extract video tags or embeds from. Returns: A list of video or embedded video URLs. """ try: response = requests.get(url) soup = BeautifulSoup(response.content, "html.parser") video_sources = [] for video in soup.find_all('video'): for source in video.find_all('source'): if source.get('src'): video_sources.append(source['src']) for iframe in soup.find_all('iframe'): src = iframe.get('src') if "youtube" in src or "vimeo" in src: video_sources.append(src) return video_sources except Exception as e: return [f"Error: {str(e)}"] @tool def scrape_text_content(url: str) -> str: """Scrapes main textual content from a webpage. Args: url: The URL to extract content from. Returns: A string of readable text from the webpage. """ try: response = requests.get(url) soup = BeautifulSoup(response.content, "html.parser") # Remove unwanted elements for tag in soup(["script", "style", "noscript"]): tag.decompose() text = soup.get_text(separator=' ', strip=True) return text[:2000] + "..." if len(text) > 2000 else text except Exception as e: return f"Error: {str(e)}" @tool def download_file_from_url(file_url: str, save_as: str) -> str: """Downloads a file from a given URL and saves it locally. Args: file_url: Direct link to the file (image/video/pdf etc.) save_as: Filename to save it as (e.g., "image1.jpg") Returns: A string indicating success or error. """ try: r = requests.get(file_url) with open(save_as, "wb") as f: f.write(r.content) return f"Downloaded successfully as {save_as}" except Exception as e: return f"Download failed: {str(e)}" # 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 ?" @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,image_generation_tool, get_current_time_in_timezone, download_file_from_url, scrape_text_content, scrape_video_links_from_url, scrape_images_from_url], ## 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()