Spaces:
Sleeping
Sleeping
from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
import yfinance as yf | |
from Gradio_UI import GradioUI | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
# Tool to fetch stock data | |
def fetch_stock_data(stock_ticker: str) -> str: | |
"""A tool that fetches the stock data | |
Args: | |
stock_ticker: The name of the stock you want to fetch data for | |
""" | |
data = yf.download(stock_ticker, period="6mo", interval="1d") | |
return f"Latest price for {stock_ticker}: ${data['Close'].iloc[-1]:.2f}" | |
# Tool to perform risk analysis on a stock | |
def risk_analysis(stock_ticker: str) -> str: | |
"""A tool that provides a risk analysis based on market conditions | |
Args: | |
stock_ticker: The stock symbol to analyze | |
""" | |
return f"Risk assessment for {stock_ticker}: Market is volatile, consider stop-loss adjustments." | |
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,fetch_stock_data,risk_analysis], ## 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() |