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build option trading agent modules
8f1601b
from smolagents import CodeAgent, HfApiModel, load_tool, tool, LiteLLMModel
import os
import datetime
import pytz
import yaml
from dotenv import load_dotenv
from tools.final_answer import FinalAnswerTool
from tools.query_knowledge import QueryKnowledgeTool
from tools.web_search import DuckDuckGoSearchTool
from tools.visit_webpage import VisitWebpageTool
from market_data.tools import (
calculate_option_greeks,
query_market_asset,
query_option_chain,
query_option_expirations,
query_price_history,
query_realized_volatility,
query_volatility_snapshot,
)
from strategy.tools import build_volatility_strategy
from backtest.tools import analyze_strategy_payoff, backtest_long_straddle_csv, backtest_volatility_signal
from optimizer.tools import optimize_volatility_signal_parameters
from Gradio_UI import GradioUI
@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)}"
if __name__ == "__main__":
final_answer = FinalAnswerTool()
query_knowledge = QueryKnowledgeTool()
web_search = DuckDuckGoSearchTool(max_results=6)
visit_webpage = VisitWebpageTool()
load_dotenv()
hf_token = os.getenv("HF_TOKEN")
gemini_api_key = os.getenv("GEMINI_API_KEY");
model = LiteLLMModel(
model_id="gemini/gemini-2.5-flash",
temperature=0.2
)
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
agent = CodeAgent(
model=model,
tools=[
query_market_asset,
query_price_history,
query_realized_volatility,
query_option_expirations,
query_option_chain,
query_volatility_snapshot,
calculate_option_greeks,
build_volatility_strategy,
analyze_strategy_payoff,
backtest_long_straddle_csv,
backtest_volatility_signal,
optimize_volatility_signal_parameters,
get_current_time_in_timezone,
query_knowledge,
web_search,
visit_webpage,
final_answer,
],
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
GradioUI(agent).launch()