Spaces:
Sleeping
Sleeping
from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
import time | |
import logging | |
from tools.final_answer import FinalAnswerTool | |
from tools.text_analysis import analyze_text | |
from Gradio_UI import GradioUI | |
# Set up logging | |
logger = logging.getLogger(__name__) | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def my_cutom_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)}" | |
final_answer = FinalAnswerTool() | |
class RetryingHfApiModel(HfApiModel): | |
"""HfApiModel with retry logic for rate limiting""" | |
def __init__(self, max_retries=3, retry_delay=2, **kwargs): | |
super().__init__(**kwargs) | |
self.max_retries = max_retries | |
self.retry_delay = retry_delay | |
async def async_chat(self, *args, **kwargs): | |
for attempt in range(self.max_retries): | |
try: | |
return await super().async_chat(*args, **kwargs) | |
except Exception as e: | |
if "429" in str(e) and attempt < self.max_retries - 1: | |
wait_time = self.retry_delay * (attempt + 1) # Exponential backoff | |
logger.warning(f"Rate limited. Retrying in {wait_time} seconds...") | |
time.sleep(wait_time) | |
continue | |
raise # Re-raise the exception if it's not a 429 or we're out of retries | |
# Replace the model initialization with our retrying version | |
model = RetryingHfApiModel( | |
max_tokens=2096, | |
temperature=0.5, | |
model_id="Qwen/Qwen2.5-Coder-32B-Instruct", | |
custom_role_conversions=None, | |
max_retries=3, # Will try up to 3 times | |
retry_delay=2, # Start with 2 second delay, will increase with each retry | |
) | |
# 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, analyze_text], # Added analyze_text tool | |
max_steps=6, | |
verbosity_level=1, | |
grammar=None, | |
planning_interval=None, | |
name=None, | |
description=None, | |
prompt_templates=prompt_templates, | |
) | |
GradioUI(agent).launch() | |