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| from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
| import datetime | |
| import requests | |
| import pytz | |
| import yaml | |
| from tools.final_answer import FinalAnswerTool | |
| from PIL import Image | |
| import urllib.parse | |
| from io import BytesIO | |
| from Gradio_UI import GradioUI | |
| # Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
| def save_image_to_disk(image: Image.Image, filename: str) -> str: | |
| """A tool that securely saves a PIL Image object to the local disk. | |
| Args: | |
| image: The PIL Image object to be saved. | |
| filename: The desired filename (e.g., 'cyber_cat.png'). | |
| """ | |
| try: | |
| image.save(filename) | |
| return f"Success! Image permanently saved as {filename} in the current directory." | |
| except Exception as e: | |
| return f"Error saving image: {str(e)}" | |
| def get_hacker_news_top_stories(limit: int = 5) -> str: | |
| """A tool that fetches the current top stories directly from Hacker News. | |
| Args: | |
| limit: The number of top stories to fetch (default is 5, max is 10). | |
| """ | |
| try: | |
| # 1. 先获取当前热榜所有文章的 ID 列表 | |
| top_stories_url = "https://hacker-news.firebaseio.com/v0/topstories.json" | |
| response = requests.get(top_stories_url) | |
| story_ids = response.json()[:limit] | |
| # 2. 遍历 ID,获取每篇文章的具体标题和链接 | |
| results = [] | |
| for i, story_id in enumerate(story_ids, 1): | |
| item_url = f"https://hacker-news.firebaseio.com/v0/item/{story_id}.json" | |
| item_data = requests.get(item_url).json() | |
| title = item_data.get("title", "No Title") | |
| url = item_data.get("url", "No URL") | |
| results.append(f"{i}. {title} ({url})") | |
| return "Here are the top Hacker News stories right now:\n" + "\n".join(results) | |
| except Exception as e: | |
| return f"Error fetching from Hacker News API: {str(e)}" | |
| 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 ?" | |
| 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() | |
| # 实例化 DuckDuckGo 搜索工具 | |
| search_tool = DuckDuckGoSearchTool() | |
| # 实例化 Hacker news top stories 工具 | |
| hacker_news = get_hacker_news_top_stories | |
| # 实例化时间工具 | |
| get_time = get_current_time_in_timezone | |
| # 实例化 定制工具 | |
| custom = my_custom_tool | |
| # 实例化image save tool | |
| image_save = save_image_to_disk | |
| # 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, search_tool, image_generation_tool, hacker_news, get_time, custom, image_save], ## 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() |