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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
import datetime
import requests
import pytz
import yaml
import requests
import logging
from typing import Optional, Dict, Any
from tools.final_answer import FinalAnswerTool # Adjust if FinalAnswerTool is defined elsewhere
from Gradio_UI import GradioUI
logger = logging.getLogger(__name__)
logger.setLevel(logging.DEBUG)
# 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
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()
@tool
def get_current_stock_price(ticker_symbol: str) -> Optional[Dict[str, Any]]:
"""
Get the latest stock price for the given ticker symbol by querying Yahoo Finance directly,
then calculate the price change over the last 5 days (percentage and absolute).
Args:
ticker_symbol: The stock ticker symbol to fetch the price for.
Returns:
A dict with:
- "price" : current closing price (float)
- "price_change" : absolute change over 5 days (float)
- "price_change_percent" : percent change over 5 days (float)
If there's an error, returns a dict containing an "error" key.
"""
url = f"https://query1.finance.yahoo.com/v8/finance/chart/{ticker_symbol}"
params = {
"range": "5d",
"interval": "1d",
}
# Send a common browser user-agent to reduce 429 rate‐limit responses
headers = {
"User-Agent": (
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
"AppleWebKit/537.36 (KHTML, like Gecko) "
"Chrome/115.0.0.0 Safari/537.36"
)
}
try:
resp = requests.get(url, params=params, headers=headers, timeout=10)
# If rate‐limited, return a clear error
if resp.status_code == 429:
return {
"error": (
f"Rate limited by Yahoo Finance (HTTP 429). "
"Please wait a minute and try again."
)
}
resp.raise_for_status()
data = resp.json()
chart = data.get("chart", {})
if not chart or chart.get("error"):
return {"error": f"Yahoo Finance returned an error for {ticker_symbol}."}
result_list = chart.get("result", [])
if not result_list:
return {"error": f"No chart result found for {ticker_symbol}."}
quote_section = result_list[0].get("indicators", {}).get("quote", [])
if not quote_section:
return {"error": f"No quote information in chart for {ticker_symbol}."}
closes = [c for c in quote_section[0].get("close", []) if c is not None]
if len(closes) < 2:
return {"error": f"Not enough close‐price data for {ticker_symbol}."}
first_price = closes[0]
current_price = closes[-1]
price_change = current_price - first_price
price_change_percent = (price_change / first_price) * 100 if first_price != 0 else 0.0
return {
"price": round(current_price, 2),
"price_change": round(price_change, 2),
"price_change_percent": round(price_change_percent, 2),
}
except requests.HTTPError as http_err:
logger.error(f"HTTP error while fetching {ticker_symbol} data: {http_err}")
return {"error": f"HTTPError fetching data for {ticker_symbol}: {http_err}"}
except requests.RequestException as req_err:
logger.error(f"Request exception for {ticker_symbol}: {req_err}")
return {"error": f"RequestException fetching data for {ticker_symbol}: {req_err}"}
except (KeyError, IndexError, ValueError) as parse_err:
logger.error(f"Parsing error for {ticker_symbol}: {parse_err}")
return {"error": f"Parsing error for {ticker_symbol}: {parse_err}"}
except Exception as e:
logger.error(f"Unexpected error fetching price for {ticker_symbol}: {e}")
return None
# Finally, SmolAgent’s final answer tool reference:
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,
)
# 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], ## 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() |