# QuantJourney Backtester # Copyright (c) 2026 QuantJourney. # Licensed under the Apache License 2.0. """ Example Orders 02 - Market RSI Mean Reversion ============================================= Mode: orders. Order type: MARKET. Idea: buy oversold liquid ETFs when RSI(14) is below 35, sell when RSI is above 60. Universe: three predeclared liquid ETFs: SPY, QQQ and IWM. This example uses market orders for both entry and exit, so it is easy to read and useful as a minimal order-mode mean-reversion template. Usage: ./strategy.sh example_orders_02_market_rsi_reversion """ import asyncio import os import pandas as pd from backtester import Backtester from backtester.execution.commission import FixedBpsCommission from backtester.execution.order_types import Order, OrderSide, OrderType from backtester.execution.slippage import FixedBpsSlippage def _credentials() -> dict: api_key = os.environ.get("QJ_API_KEY") return { "api_key": api_key, "email": None if api_key else os.environ.get("QJ_EMAIL"), "password": None if api_key else os.environ.get("QJ_PASSWORD"), } class MarketRSIReversion(Backtester): """RSI entry/exit strategy implemented with market orders.""" def _has_pending(self, instrument: str) -> bool: return any( o.instrument == instrument and o.is_active for o in self.fill_engine.pending_orders ) def _compute_orders(self, date, bars, current_positions, nav) -> None: rsi = self.instruments_data.get_feature("RSI_14_close") if date not in rsi.index: return for inst in self.instruments: value = rsi.loc[date, inst] if pd.isna(value): continue bar = bars[inst] pos = current_positions.get(inst, 0.0) if pos == 0 and value < 35 and not self._has_pending(inst): shares = int(nav * 0.12 / bar.close) if shares > 0: self.fill_engine.submit(Order(inst, OrderSide.BUY, shares, OrderType.MARKET)) elif pos > 0 and value > 60: self.fill_engine.cancel_all(instrument=inst) self.fill_engine.submit(Order(inst, OrderSide.SELL, pos, OrderType.MARKET)) async def main() -> None: strategy = MarketRSIReversion( **_credentials(), strategy_name="ExampleOrders02_MarketRSIReversion", initial_capital=100_000, instruments=["SPY", "QQQ", "IWM"], backtest_period={"start": "2001-01-03", "end": "2026-01-01"}, benchmark_symbol="SPY", benchmark_name="SPDR S&P 500 ETF Trust", source="yfinance", execution_mode="orders", max_position_size=0.20, indicators_config=[ {"function": "RSI", "price_cols": ["close"], "params": {"periods": [14]}}, ], slippage_model=FixedBpsSlippage(bps=5.0), commission_scheme=FixedBpsCommission(bps=1.0), show_text_reports=True, save_text_reports=True, save_portfolio_plots=True, show_portfolio_plots=False, ) await strategy.run_strategy() strategy.print_summary() if __name__ == "__main__": asyncio.run(main())