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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 | |
| import time | |
| import os | |
| from Gradio_UI import GradioUI | |
| lastfm_api_root = 'http://ws.audioscrobbler.com/2.0/' | |
| cache = { | |
| "current_track": None, | |
| "last_fetched": 0, | |
| "listening": False, | |
| "user": None | |
| } | |
| # 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_recent_tracks(user: str) -> str: | |
| """ | |
| Retrieves the most recent track information for a given Last.fm user. | |
| This function queries the Last.fm API to fetch the latest track that the specified user | |
| has listened to. To minimize unnecessary API calls, it uses a caching mechanism: | |
| - If the requested user is the same as the cached user and the cached data is less than | |
| 60 seconds old, the function returns the cached track information. | |
| - Otherwise, it makes a new API request to fetch the latest data and updates the cache. | |
| The function formats the response based on whether the track is currently being played. | |
| If the track has an attribute indicating that it is currently playing, the output is prefixed | |
| with "Currently listening:"; otherwise, it is prefixed with "Recently listened:". | |
| Environment Variables: | |
| LASTFM_API_KEY : API key for authenticating with the Last.fm API. | |
| Args: | |
| user: The Last.fm username for which to retrieve the recent track information. | |
| Must be a non-empty string. | |
| Returns: | |
| str: A formatted string with the track information: | |
| - "Currently listening: <track>" if the track is playing. | |
| - "Recently listened: <track>" otherwise. | |
| In case of errors or missing data, an appropriate error message is returned. | |
| Examples: | |
| >>> get_recent_tracks("someuser") | |
| "Currently listening: Track Title by Artist Name" | |
| >>> get_recent_tracks("anotheruser") | |
| "Recently listened: Track Title by Artist Name" | |
| Error Handling: | |
| - If no user is provided, an error message is returned. | |
| - If the API endpoint returns an error (e.g., HTTP 404), a corresponding error message is returned. | |
| - If no track information is available or an unexpected error occurs, the function returns an | |
| appropriate error message. | |
| Note: | |
| The cached data is valid for 60 seconds. After this period, or if a different user is requested, | |
| the function will fetch new data from the API. | |
| """ | |
| global cache | |
| if not user: | |
| return "Couldn't get the recent tracks information because the user is not provided" | |
| current_time = time.time() | |
| # Use cached data if it's for the same user and is not expired (within 60 seconds) | |
| if (cache['user'] == user and | |
| cache['current_track'] is not None and | |
| (current_time - cache['last_fetched'] <= 60)): | |
| prompt = (f'Currently listening: {cache["current_track"]}' | |
| if cache['listening'] | |
| else f'Recently listened: {cache["current_track"]}') | |
| return prompt | |
| # Otherwise, fetch new data | |
| try: | |
| params = { | |
| "method": "user.getrecenttracks", | |
| "user": user, | |
| "api_key": os.getenv('LASTFM_API_KEY'), | |
| "limit": 1, | |
| "format": "json" | |
| } | |
| response = requests.get(lastfm_api_root, params=params) | |
| if response.status_code == 200: | |
| data = response.json() | |
| track = data['recenttracks']['track'][0] | |
| artist = track['artist']['#text'] | |
| title = track['name'] | |
| # Update cache | |
| cache['current_track'] = f'{title} by {artist}' | |
| cache['last_fetched'] = current_time | |
| cache['user'] = user | |
| cache['listening'] = (track.get('@attr', {}).get('nowplaying') == 'true') | |
| else: | |
| return f"Failed to fetch data: HTTP {response.status_code}: {response.json()}" | |
| except IndexError: | |
| return f'No recent track information available for {user}' | |
| except Exception as e: | |
| return f'An error occurred: {e}' | |
| prompt = (f'currently listening: {cache["current_track"]}' | |
| if cache['listening'] | |
| else f'recently listened: {cache["current_track"]}') | |
| return f'{user} {prompt}' | |
| 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, image_generation_tool, get_recent_tracks], ## 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() |