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
@tool
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
@tool
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()