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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 | |
# | |
# This is a class dedicated for creating tools | |
class Tool: | |
""" | |
A class representing a reusable piece of code (Tool). | |
Attributes: | |
name (str): Name of the tool. | |
description (str): A textual description of what the tool does. | |
func (callable): The function this tool wraps. | |
arguments (list): A list of argument. | |
outputs (str or list): The return type(s) of the wrapped function. | |
""" | |
def __init__(self, | |
name: str, | |
description: str, | |
func: callable, | |
arguments: list, | |
outputs: str): | |
self.name = name | |
self.description = description | |
self.func = func | |
self.arguments = arguments | |
self.outputs = outputs | |
def to_string(self) -> str: | |
""" | |
Return a string representation of the tool, | |
including its name, description, arguments, and outputs. | |
""" | |
args_str = ", ".join([ | |
f"{arg_name}: {arg_type}" for arg_name, arg_type in self.arguments | |
]) | |
return ( | |
f"Tool Name: {self.name,}" | |
f"Description: {self.description,}" | |
f"Arguments: {args_str}," | |
f"Outputs: {self.outputs}" | |
) | |
def __call__(self, *args, **kwargs): | |
""" | |
Invoke the underlying function (callable) with provided arguments. | |
""" | |
return self.func(*args, **kwargs) | |
# Here are tools created the Tool class | |
calculator_tool = Tool( | |
"calculator", | |
"Multiply", | |
calculator, | |
[("a", "int"), ("b", "int")], | |
"int", | |
# Below is an example of a tool that does nothing. Amaze us with your creativity! | |
def get_domain_ip(domain:str)-> str: #it's important to specify the return type | |
#Keep this format for the description / args / args description but feel free to modify the tool | |
""" | |
A tool that retrieves WHOIS information for a given domain, including registrant and technical contact details. | |
Args: | |
domain: A string representing a valid domain name (e.g., 'google.com or www.google.co') to look up. | |
Returns: | |
A formatted string containing the domain's WHOIS information. | |
""" | |
try: | |
# Create a domain object | |
domain = domain | |
domain_info = (domain) | |
return f"A summary of the '{domain}' domain and contact details: {domain_info}" | |
except Exception as e: | |
return f"Error fetching domain for {domain} whois lookup: {e}" | |
def calculator(a: int, b: int) -> int: | |
"""Multiply two integers.""" | |
return a * b | |
print(calculator_tool.to_string()) | |
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() |