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agent that creates tools, because why not
ce895ac
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
from dotenv import load_dotenv
load_dotenv()
# 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 write_tool_to_file(code: str, file_name: str) -> str:
"""A tool that lets the agent create custom tools on the fly, and save them for later. No need to search for a path, the tool takes care of it.
Since you are generating code but not executing it, you can import anything without having to take care about if you can import these or not.
The python code should ALWAYS contain a docstring that describes what the function does, an explicit function name, explicit argument names with their types, and a return type
Args:
code: A Python function the agent generated
file_name: the filename
"""
if "@tool" not in code:
code = "from smolagents import tool\n\n@tool\n" + code.strip()
if not file_name.endswith(".py"):
file_name += ".py"
with open(f"tools/{file_name}", "w") as f:
f.write(code)
return f"Success creating new tool {file_name}"
@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, write_tool_to_file], ## add your tools here (don't remove final answer)
additional_authorized_imports=["pandas", "csv", "openpyxl"],
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
GradioUI(agent).launch()