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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_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 get_weather_forecast(city_name: str) -> str: | |
| """A tool that fetches the current weather/temperature of a specified city. | |
| Args: | |
| city_name: A string representing a valid city (e.g., 'Bangalore'). | |
| """ | |
| latitude, longitude = get_coordinates_no_api_key(city_name) | |
| base_url = "https://api.open-meteo.com/v1/forecast" # No API key needed for this version | |
| params = { | |
| "latitude": latitude, | |
| "longitude": longitude, | |
| "hourly": "temperature_2m,precipitation,wind_speed", | |
| "daily": "temperature_2m_max,temperature_2m_min,precipitation_sum", | |
| "forecast_days": 7, | |
| "timezone": "auto" | |
| } | |
| try: | |
| response = requests.get(base_url, params=params) # No headers needed | |
| response.raise_for_status() | |
| weatherJSON = response.json() | |
| cityName = weatherJSON.get('location').get('name') | |
| cityTemp = weatherJSON.get('hourly').get('temperature_2m') | |
| averageTemp = round(mean(cityTemp), 1) | |
| hourlyunits = weatherJSON.get('hourly_units').get('temperature_2m') | |
| return weather_data | |
| return f"The current Temperature in {cityName} is {averageTemp}{hourlyunits} and conditions are {cityCondition}" | |
| except requests.exceptions.RequestException as e: | |
| print(f"Error fetching weather data: {e}") | |
| return None | |
| except json.JSONDecodeError as e: | |
| print(f"Error decoding JSON response: {e}") | |
| return None | |
| def get_coordinates_no_api_key(city_name: str) -> [float, float]: | |
| """Gets coordinates using OpenStreetMap's Nominatim (no API key, but with limitations).""" | |
| # This approach is less reliable and might have rate limits. | |
| # It's suitable for basic use cases but not for production. | |
| geocoding_url = "https://nominatim.openstreetmap.org/search" # No API Key needed | |
| params = { | |
| "q": city_name, | |
| "format": "json", | |
| "limit": 1 | |
| } | |
| try: | |
| response = requests.get(geocoding_url, params=params) | |
| response.raise_for_status() | |
| geocoding_data = response.json() | |
| if geocoding_data: # Check if any results were found | |
| latitude = float(geocoding_data[0]["lat"]) | |
| longitude = float(geocoding_data[0]["lon"]) | |
| return latitude, longitude | |
| else: | |
| print(f"Could not find coordinates for {city_name}") | |
| return None, None | |
| except requests.exceptions.RequestException as e: | |
| print(f"Error during geocoding: {e}") | |
| return None, None | |
| except (KeyError, IndexError, ValueError) as e: # Handle more potential errors | |
| print(f"Error parsing geocoding response: {e}") | |
| return None, None | |
| # def get_weather(city: str) -> str: | |
| # """A tool that fetches the current weather of a specified city. | |
| # Args: | |
| # city: A string representing a valid city (e.g., 'Bangalore'). | |
| # """ | |
| # try: | |
| # response = requests.get('https://api.open-meteo.com/v1/forecast?latitude=52.52&longitude=13.41&hourly=temperature_2m&models=bom_access_global') | |
| # weatherJSON = response.json() | |
| # cityName = weatherJSON.get('location').get('name') | |
| # cityTemp = weatherJSON.get('current').get('temp_c') | |
| # cityCondition = weatherJSON.get('current').get('condition').get('text') | |
| # return f"The current Temperature in {cityName} is {cityTemp} and conditions are {cityCondition}" | |
| # except Exception as e: | |
| # return f"Error fetching weather conditions for {city}" | |
| 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() |