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import datetime
import requests
import pytz
import yaml
from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel, tool
from tools.final_answer import FinalAnswerTool
from Gradio_UI import GradioUI
@tool
def get_website_content(url: str) -> str:
"""
This tool fetches the content of a website given its URL.
Args:
url: The URL of the website to fetch
Returns:
str: The content of the website
"""
try:
response = requests.get(url)
response.raise_for_status()
return response.text
except requests.RequestException as e:
return f"Error fetching website content: {str(e)}"
@tool
def get_papers_url_for_date(year:int, month:int, day:int)-> str:
"""A tool that constructs a URL where machine learning papers for a specific date (YYYY-MM-DD) are listed.
Args:
year: the year YYYY
month: the month MM
day: the day DD
Returns:
str: The URL where machine learning papers for the specific date are listed.
"""
return f"https://huggingface.co/papers?date={year}-{month}-{day}"
@tool
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').
Returns:
str: The current local time as `"%Y-%m-%d %H:%M:%S`.
"""
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()
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
# 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'
custom_role_conversions=None,
)
search_tool = DuckDuckGoSearchTool()
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
agent = CodeAgent(
model=model,
tools=[final_answer, search_tool, get_website_content, get_papers_url_for_date, get_current_time_in_timezone],
max_steps=30,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
GradioUI(agent).launch() |