# 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 trailing stop orders.
###
###
###
###
class TrailingStopOrderRegressionAlgorithm(QCAlgorithm):
'''Basic algorithm demonstrating how to place trailing stop orders.'''
buy_trailing_amount = 2
sell_trailing_amount = 0.5
def initialize(self):
self.set_start_date(2013,10, 7)
self.set_end_date(2013,10,11)
self.set_cash(100000)
self._symbol = self.add_equity("SPY").symbol
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 slice.contains_key(self._symbol):
return
if self._buy_order_ticket is None:
self._buy_order_ticket = self.trailing_stop_order(self._symbol, 100, trailing_amount=self.buy_trailing_amount, trailing_as_percentage=False)
elif self._buy_order_ticket.status != OrderStatus.FILLED:
stop_price = self._buy_order_ticket.get(OrderField.STOP_PRICE)
# Get the previous bar to compare to the stop price,
# because stop price update attempt with the current slice data happens after OnData.
low = self._previous_slice.quote_bars[self._symbol].ask.low if self._previous_slice.quote_bars.contains_key(self._symbol) \
else self._previous_slice.bars[self._symbol].low
stop_price_to_market_price_distance = stop_price - low
if stop_price_to_market_price_distance > self.buy_trailing_amount:
raise AssertionError(f"StopPrice {stop_price} should be within {self.buy_trailing_amount} of the previous low price {low} at all times.")
if self._sell_order_ticket is None:
if self.portfolio.invested:
self._sell_order_ticket = self.trailing_stop_order(self._symbol, -100, trailing_amount=self.sell_trailing_amount, trailing_as_percentage=False)
elif self._sell_order_ticket.status != OrderStatus.FILLED:
stop_price = self._sell_order_ticket.get(OrderField.STOP_PRICE)
# Get the previous bar to compare to the stop price,
# because stop price update attempt with the current slice data happens after OnData.
high = self._previous_slice.quote_bars[self._symbol].bid.high if self._previous_slice.quote_bars.contains_key(self._symbol) \
else self._previous_slice.bars[self._symbol].high
stop_price_to_market_price_distance = high - stop_price
if stop_price_to_market_price_distance > self.sell_trailing_amount:
raise AssertionError(f"StopPrice {stop_price} should be within {self.sell_trailing_amount} of the previous high price {high} at all times.")
self._previous_slice = slice
def on_order_event(self, orderEvent: OrderEvent):
if orderEvent.status == OrderStatus.FILLED:
if orderEvent.direction == OrderDirection.BUY:
stop_price = self._buy_order_ticket.get(OrderField.STOP_PRICE)
if orderEvent.fill_price < stop_price:
raise AssertionError(f"Buy trailing stop order should have filled with price greater than or equal to the stop price {stop_price}. "
f"Fill price: {orderEvent.fill_price}")
else:
stop_price = self._sell_order_ticket.get(OrderField.STOP_PRICE)
if orderEvent.fill_price > stop_price:
raise AssertionError(f"Sell trailing stop order should have filled with price less than or equal to the stop price {stop_price}. "
f"Fill price: {orderEvent.fill_price}")