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| import json | |
| from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
| from bs4 import BeautifulSoup | |
| from duckduckgo_search import DDGS | |
| 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 does nothing. Amaze us with your creativity ! | |
| 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)}" | |
| def search_for_something(query: str) -> str: | |
| """A tool that fetches the 5 first websites that appear in a query, with their title, url and snippets. Can be used to get websites urls to be used in the request_get tool. | |
| Args: | |
| query: String that represent what is being searched | |
| """ | |
| try: | |
| ddg = DDGS() | |
| results = ddg.text(query, max_results=5) | |
| formatted_results = [] | |
| for result in results: | |
| title = result.get("title", "No title available") | |
| url = result.get("href", "No URL available") | |
| snippet = result.get("body", "No snippet available") | |
| formatted_results.append(f"Title: {title}\nURL: {url}\nSnippet: {snippet}\n") | |
| return "\n".join(formatted_results) | |
| except Exception as e: | |
| return f"Error searching for {query} in the Web: {str(e)}" | |
| def request_get(url: str) -> str: | |
| """Tool that is used to make get requests in any API or Website needed and get its response. Can be used after the search_for_something tool to get more specific things in the websites returned. | |
| Args: | |
| url: Url that is used to reach the API or Website. | |
| """ | |
| try: | |
| r = requests.get(url) | |
| if r.status_code == 200: | |
| try: | |
| data = r.json() | |
| return json.dumps(data, indent=2) | |
| except ValueError: | |
| soup = BeautifulSoup(r.text, 'html.parser') | |
| title = soup.title.string if soup.title else "No title available" | |
| body_text = ' '.join([p.text for p in soup.find_all('p')[:5]]) | |
| return f"Title: {title}\n\nContent:\n{body_text}" | |
| else: | |
| return f"Error: Received status code {r.status_code} from {url}" | |
| except Exception as e: | |
| return f"Error in request: {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, get_current_time_in_timezone, search_for_something, image_generation_tool, request_get], ## 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() |