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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool | |
import datetime | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
from smolagents.prompts import get_prompt_template # Import this to get prompt templates | |
from Gradio_UI import GradioUI | |
# Below is an example of a tool that does nothing. Amaze us with your creativity! | |
def my_custom_tool(arg1: str, arg2: int) -> str: # it's important to specify the return type | |
"""A tool that does nothing yet | |
Args: | |
arg1: the first argument | |
arg2: the second argument | |
""" | |
return "What magic will you build?" | |
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) | |
# Load the custom prompt templates | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
# Ensure required defaults are included | |
prompt_templates.setdefault("final_answer", get_prompt_template("final_answer")) | |
prompt_templates.setdefault("managed_agent", get_prompt_template("managed_agent")) | |
# If "final_answer" was not loaded from the YAML or smolagents, define it manually | |
if "final_answer" not in prompt_templates: | |
prompt_templates["final_answer"] = """ | |
The final answer will be provided based on the task at hand. | |
""" | |
# Now, proceed to create the CodeAgent | |
agent = CodeAgent( | |
model=model, | |
tools=[final_answer, my_custom_tool, get_current_time_in_timezone, image_generation_tool], # 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 # Passing the prompt_templates dictionary | |
) | |
# Launch the Gradio UI for interacting with the agent | |
GradioUI(agent).launch() | |