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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 gradio as gr | |
# 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 which i creating. A tool for generating an animal image | |
def animal_image_generation_tool(animal_name: str) -> Image.Image: | |
"""Generating an image of an animal by its name. | |
Args: | |
animal_name: A string representing the name of the animal to search for (e.g., 'cat'). | |
Returns: | |
A string with the URL of the generated image or an error message. | |
""" | |
try: | |
# use the DuckDuckGo Search to find information about an animal by its name. | |
search_tool = DuckDuckGoSearchTool() | |
search_tool.run = f"{animal_name} animal description" | |
search_results = search_tool(search_tool.run) | |
# generates an image based on the description of an animal. | |
promt = f"Create a realistic image of a {animal_name}" | |
image = image_generation_tool(promt) # This returns a PIL image | |
return image # Return the path to the saved image | |
except Exception as e: | |
return f"Error during image generation: {str(e)}" | |
# Function to display the image in Gradio | |
def display_image(animal_name: str): | |
# Call the tool to generate the image | |
image = animal_image_generation_tool(animal_name) | |
if isinstance(image, str): # If an error message is returned | |
return image # Return the error message | |
return image # Return the PIL image object | |
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)}" | |
# Initializing the tool for the final response | |
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' | |
# configuring the model | |
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 | |
#model_id="meta-llama/Llama-3.2-3B-Instruct", | |
custom_role_conversions=None, | |
) | |
# Import tool from Hub | |
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) | |
# Uploading Suggestion Templates | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
# creating an agent | |
agent = CodeAgent( | |
model=model, | |
tools=[final_answer, animal_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 | |
) | |
# Gradio Interface | |
def gradio_interface(animal_name: str): | |
return display_image(animal_name) | |
# Launch Gradio UI | |
iface = gr.Interface( | |
fn=gradio_interface, | |
inputs="text", | |
outputs="image", | |
title="Animal Image Generator", | |
description="Generate an image of an animal by its name.", | |
) | |
GradioUI(agent).launch() |