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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
import datetime
import requests
import random
import pytz
import yaml
from tools.final_answer import FinalAnswerTool
from huggingface_hub import list_models
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 ?"
@tool
def list_model_downloads(task: str)-> str:
"""A tool that lists the most downloaded model on huggingface for a specified task.
Args:
task: The name of a task for which huggingface models can be used.
"""
most_downloaded_model = next(iter(list_models(filter=task, sort="downloads", direction=-1)))
return most_downloaded_model.modelId
@tool
def get_email_template(sender: str, receiver: str)-> str:
"""
A tool to generate an email template with an initial section addressing a person receiving the email and a
sign-off from the sender.
NOTE: the body of the email is not filled in here.
Args:
sender: The name of the person who is sending the email.
receiver: The name of the person who will receive the email.
"""
greetings = ["Hello", "Hi", "Dear"]
signoffs = ["Kind regards", "Thanks", "Sincerely"]
greeting = random.choice(greetings)
signoff = random.choice(signoffs)
email_template = f"""\
{greeting} {receiver}, I hope you are well.
{signoff},
{sender}
"""
return email_template
@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, list_model_downloads, get_email_template], ## 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() |