# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. # Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from AlgorithmImports import * ### ### Basic algorithm demonstrating how to place stop limit orders. ### ### ### ### class StopLimitOrderRegressionAlgorithm(QCAlgorithm): '''Basic algorithm demonstrating how to place stop limit orders.''' tolerance = 0.001 fast_period = 30 slow_period = 60 def initialize(self): self.set_start_date(2013, 1, 1) self.set_end_date(2017, 1, 1) self.set_cash(100000) self._symbol = self.add_equity("SPY", Resolution.DAILY).symbol self._fast = self.ema(self._symbol, self.fast_period, Resolution.DAILY) self._slow = self.ema(self._symbol, self.slow_period, Resolution.DAILY) self._buy_order_ticket: OrderTicket = None self._sell_order_ticket: OrderTicket = None self._previous_slice: Slice = None def on_data(self, slice: Slice): if not self.is_ready(): return security = self.securities[self._symbol] if self._buy_order_ticket is None and self.trend_is_up(): self._buy_order_ticket = self.stop_limit_order(self._symbol, 100, stop_price=security.high * 1.10, limit_price=security.high * 1.11) elif self._buy_order_ticket.status == OrderStatus.FILLED and self._sell_order_ticket is None and self.trend_is_down(): self._sell_order_ticket = self.stop_limit_order(self._symbol, -100, stop_price=security.low * 0.99, limit_price=security.low * 0.98) def on_order_event(self, order_event: OrderEvent): if order_event.status == OrderStatus.FILLED: order: StopLimitOrder = self.transactions.get_order_by_id(order_event.order_id) if not order.stop_triggered: raise AssertionError("StopLimitOrder StopTriggered should haven been set if the order filled.") if order_event.direction == OrderDirection.BUY: limit_price = self._buy_order_ticket.get(OrderField.LIMIT_PRICE) if order_event.fill_price > limit_price: raise AssertionError(f"Buy stop limit order should have filled with price less than or equal to the limit price {limit_price}. " f"Fill price: {order_event.fill_price}") else: limit_price = self._sell_order_ticket.get(OrderField.LIMIT_PRICE) if order_event.fill_price < limit_price: raise AssertionError(f"Sell stop limit order should have filled with price greater than or equal to the limit price {limit_price}. " f"Fill price: {order_event.fill_price}") def is_ready(self): return self._fast.is_ready and self._slow.is_ready def trend_is_up(self): return self.is_ready() and self._fast.current.value > self._slow.current.value * (1 + self.tolerance) def trend_is_down(self): return self.is_ready() and self._fast.current.value < self._slow.current.value * (1 + self.tolerance)