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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool, LiteLLMModel | |
from transformers import pipeline | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
import os | |
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 to classify text into politeness categories | |
def ask_polite_guard(input_text: str) -> dict: | |
"""Tool that classifies text into four categories: polite, somewhat polite, neutral, and impolite. | |
Args: | |
input_text: The text to classify. | |
""" | |
try: | |
classifier = pipeline("text-classification", "Intel/polite-guard") | |
return { | |
"label": result['label'], | |
"score": result['score'] | |
} | |
except Exception as e: | |
return f"Error fetching classification for text '{input_text}': {str(e)}" | |
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() | |
# 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, | |
# ) | |
model = LiteLLMModel( | |
model_id="gemini/gemini-2.0-flash-exp", | |
max_tokens=2096, | |
temperature=0.6, | |
api_key=os.getenv("LITELLM_API_KEY") | |
) | |
# 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, ask_polite_guard, get_current_time_in_timezone ], ## 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() |