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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
from PIL import Image
import io
@tool
def web_researcher(query: str, max_results: int = 3) -> str:
"""A tool that performs web research using DuckDuckGo search.
Args:
query: The search query string
max_results: Maximum number of results to return (default 3)
Returns:
A formatted string containing search results
"""
try:
search_results = DuckDuckGoSearchTool().search(query, max_results=max_results)
if not search_results:
return "No results found for your query."
formatted_results = []
for i, result in enumerate(search_results, 1):
formatted_results.append(
f"Result {i}:\n"
f"Title: {result.get('title', 'No title')}\n"
f"URL: {result.get('link', 'No URL')}\n"
f"Snippet: {result.get('snippet', 'No description')}\n"
f"{'-'*50}"
)
return "\n".join(formatted_results)
except Exception as e:
return f"Error performing search: {str(e)}"
@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:
tz = pytz.timezone(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)}"
# Custom Final Answer Processor
class CustomFinalAnswerTool:
def __init__(self):
self.tool = FinalAnswerTool()
def __call__(self, answer):
# Handle different answer types
if hasattr(answer, '_image'): # If it's an image
return self._process_image_answer(answer)
elif isinstance(answer, str): # Regular text answer
return answer
else: # Fallback for other types
return str(answer)
def _process_image_answer(self, image_answer):
"""Process image answers to display properly"""
try:
# Convert the image to displayable format
img = image_answer._image
if isinstance(img, Image.Image):
return img
elif isinstance(img, bytes):
return Image.open(io.BytesIO(img))
return f"Generated image: {image_answer}"
except Exception as e:
return f"Image processing error: {str(e)}"
# Initialize tools
final_answer = CustomFinalAnswerTool()
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
model = HfApiModel(
max_tokens=2096,
temperature=0.5,
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
custom_role_conversions=None,
)
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
agent = CodeAgent(
model=model,
tools=[final_answer.tool, web_researcher, get_current_time_in_timezone, image_generation_tool],
max_steps=10,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
# Custom UI processor
class CustomGradioUI(GradioUI):
def process_final_answer(self, final_answer):
"""Override to handle different answer types"""
if isinstance(final_answer, Image.Image):
return final_answer
return super().process_final_answer(final_answer)
CustomGradioUI(agent).launch()