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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 get_recent_earthquakes(min_magnitude: float = 5.0) -> str: | |
""" | |
Retrieves earthquake data from the USGS API for the past 24 hours, filtered by minimum magnitude, and returns the GeoJSON data as a string. | |
Args: | |
min_magnitude: The minimum magnitude of earthquakes to retrieve (default: 5.0). | |
Returns: | |
A string containing the GeoJSON earthquake data, or an error message. | |
""" | |
import json | |
now_utc = datetime.datetime.utcnow() | |
end_time = now_utc.isoformat() | |
start_time = (now_utc - datetime.timedelta(days=1)).isoformat() | |
url = f"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&minmagnitude={min_magnitude}&starttime={start_time}&endtime={end_time}" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() # Raise HTTPError for bad responses (4xx or 5xx) | |
data = response.json() | |
return json.dumps(data) # Return GeoJSON as a string | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching earthquake data: {e}" | |
except json.JSONDecodeError as e: | |
return f"Error decoding JSON response: {e}. Response text: {response.text}" | |
except Exception as e: | |
return f"An unexpected error occured: {e}" | |
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() | |
# 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='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud',# it is possible that this model may be overloaded | 'Qwen/Qwen2.5-Coder-32B-Instruct' | |
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_recent_earthquakes,get_current_time_in_timezone], ## 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() |