|
from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool |
|
import datetime |
|
import requests |
|
import pytz |
|
import yaml |
|
from tools.final_answer import FinalAnswerTool |
|
from diffusers import StableDiffusionPipeline |
|
import torch |
|
|
|
from tools.final_answer import FinalAnswerTool |
|
from tools.visit_webpage import VisitWebpageTool |
|
from tools.web_search import DuckDuckGoSearchTool |
|
from Gradio_UI import GradioUI |
|
|
|
@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)}" |
|
|
|
@tool |
|
def image_generator(prompt: str, model_name: str = "CompVis/stable-diffusion-v1-4"): |
|
"""A tool that Generate an image from a text prompt using a free Hugging Face model. |
|
|
|
Args: |
|
prompt (str): Text prompt to generate image. |
|
model_name (str): Model to use from Hugging Face hub (default is Stable Diffusion v1.4). |
|
|
|
Returns: |
|
PIL.Image.Image: Generated image. |
|
""" |
|
pipe = StableDiffusionPipeline.from_pretrained(model_name, torch_dtype=torch.float16) |
|
pipe = pipe.to("cuda" if torch.cuda.is_available() else "cpu") |
|
|
|
image = pipe(prompt).images[0] |
|
return image |
|
|
|
final_answer = FinalAnswerTool() |
|
visit_webpage = VisitWebpageTool() |
|
web_search = DuckDuckGoSearchTool() |
|
|
|
|
|
|
|
|
|
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, visit_webpage, web_search, get_current_time_in_timezone, image_generator], |
|
max_steps=6, |
|
verbosity_level=1, |
|
grammar=None, |
|
planning_interval=None, |
|
name=None, |
|
description=None, |
|
prompt_templates=prompt_templates |
|
) |
|
|
|
|
|
GradioUI(agent).launch() |