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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 Gradio_UI import GradioUI | |
| # Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
| def my_cutom_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)}" | |
| MODEL_IDS = [ | |
| #'https://wxknx1kg971u7k1n.us-east-1.aws.endpoints.huggingface.cloud/', | |
| #'https://jc26mwg228mkj8dw.us-east-1.aws.endpoints.huggingface.cloud/', | |
| #'meta-llama/Llama-3.2-1B-Instruct', ## Does a poor job of interpreting my questions and matching them to the tools | |
| 'Qwen/Qwen2.5-Coder-32B-Instruct', | |
| 'Qwen/Qwen2.5-Coder-14B-Instruct', | |
| 'Qwen/Qwen2.5-Coder-7B-Instruct', | |
| 'Qwen/Qwen2.5-Coder-3B-Instruct', | |
| 'Qwen/Qwen2.5-Coder-1.5B-Instruct' | |
| # Add here wherever model is working for you | |
| ] | |
| def is_model_overloaded(model_url): | |
| """Verify if the model is overloaded doing a test call.""" | |
| try: | |
| response = requests.post(model_url, json={"inputs": "Test"}) | |
| if verbose: | |
| print(response.status_code) | |
| if response.status_code == 503: # 503 Service Unavailable = Overloaded | |
| return True | |
| if response.status_code == 404: # 404 Client Error: Not Found | |
| return True | |
| if response.status_code == 424: # 424 Client Error: Failed Dependency for url: | |
| return True | |
| return False | |
| except requests.RequestException: | |
| return True # if there are an error is overloaded | |
| def get_available_model(): | |
| """Select the first model available from the list.""" | |
| for model_url in MODEL_IDS: | |
| print("trying",model_url) | |
| if not is_model_overloaded(model_url): | |
| return model_url | |
| return MODEL_IDS[0] # if all are failing, use the first model by dfault | |
| if verbose: print("Checking available models.") | |
| selected_model_id = get_available_model() | |
| final_answer = FinalAnswerTool() | |
| model = HfApiModel( | |
| max_tokens=2096, | |
| temperature=0.5, | |
| model_id= selected_model_id,#'https://wxknx1kg971u7k1n.us-east-1.aws.endpoints.huggingface.cloud',# 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=[get_current_time_in_timezone, 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() |