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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 | |
# 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 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 ?" | |
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)}" | |
# Import tool from Hub | |
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) | |
def generate_image(prompt:str) -> list: | |
"""Generate image(s) from a text prompt via HF text-to-image. | |
Args: | |
prompt: description of the image | |
""" | |
return image_generation_tool(prompt) | |
def duckduckgo_search(query: str, max_results: int = 5) -> str: | |
"""Search DuckDuckGo for a query and return the top N results.""" | |
searcher = DuckDuckGoSearchTool(max_results=max_results) | |
return searcher(query) | |
def is_prime(number: int) -> bool: | |
""" | |
Check if a number is prime using an optimized 6k±1 algorithm. | |
Args: | |
number: The integer to check for primality. | |
Returns: | |
True if `number` is prime, False otherwise. | |
""" | |
# Numbers less than 2 are not prime | |
if number <= 1: | |
return False | |
# 2 and 3 are prime | |
if number <= 3: | |
return True | |
# Eliminate multiples of 2 and 3 | |
if number % 2 == 0 or number % 3 == 0: | |
return False | |
# Test 6k ± 1 factors up to sqrt(number) | |
i = 5 | |
while i * i <= number: | |
if number % i == 0 or number % (i + 2) == 0: | |
return False | |
i += 6 | |
return True | |
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, | |
) | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[final_answer, duckduckgo_search, get_current_time_in_timezone, my_custom_tool, generate_image, | |
is_prime], ## 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() |