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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 !
@tool
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 ?"
from bs4 import BeautifulSoup
import json
@tool
def get_hugging_face_top_daily_paper() -> str:
"""
This is a tool that returns the most upvoted paper on Hugging Face daily papers.
It returns the title of the paper
"""
try:
url = "<https://huggingface.co/papers>"
response = requests.get(url)
response.raise_for_status() # Raise an exception for bad status codes (4xx or 5xx)
soup = BeautifulSoup(response.content, "html.parser")
# Extract the title element from the JSON-like data in the "data-props" attribute
containers = soup.find_all('div', class_='SVELTE_HYDRATER contents')
top_paper = ""
for container in containers:
data_props = container.get('data-props', '')
if data_props:
try:
# Parse the JSON-like string
json_data = json.loads(data_props.replace('&quot;', '"'))
if 'dailyPapers' in json_data:
top_paper = json_data['dailyPapers'][0]['title']
except json.JSONDecodeError:
continue
return top_paper
except requests.exceptions.RequestException as e:
print(f"Error occurred while fetching the HTML: {e}")
return None
@tool
def get_paper_id_by_title(title: str) -> str:
"""
This is a tool that returns the arxiv paper id by its title.
It returns the title of the paper
Args:
title: The paper title for which to get the id.
"""
api = HfApi()
papers = api.list_papers(query=title)
if papers:
paper = next(iter(papers))
return paper.id
else:
return None
@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').
"""
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='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()