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August 17, 2020 14:40
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quantconnect wheel strategy example
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# 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 QuantConnect.Securities.Option import OptionPriceModels | |
from datetime import timedelta | |
import decimal as d | |
class CoveredCallAlgorithm(QCAlgorithm): | |
def Initialize(self): | |
self._no_K = 20 # no of strikes around ATM => for uni selection | |
self.MIN_EXPIRY = 30 # min num of days to expiration => for uni selection | |
self.MAX_EXPIRY = 60 # max num of days to expiration => for uni selection | |
self.MAX_DELTA = d.Decimal(0.3) | |
self.MIN_PREMIUM = d.Decimal(0.3) | |
self.ticker = "NKE" | |
self.benchmarkTicker = "SPX" | |
self.SetStartDate(2013, 1, 1) | |
self.SetEndDate(2020, 8, 10) | |
self.SetCash(100000) | |
self.resolution = Resolution.Minute | |
self.call, self.put, self.takeProfitTicket = None, None, None | |
equity = self.AddEquity(self.ticker, self.resolution) | |
option = self.AddOption(self.ticker, self.resolution) | |
self.symbol = option.Symbol | |
# set strike/expiry filter for this option chain | |
# option.SetFilter(-3, +3, timedelta(30), timedelta(60)) | |
# set our strike/expiry filter for this option chain | |
option.SetFilter(self.UniverseFunc) | |
# for greeks and pricer (needs some warmup) - https://github.com/QuantConnect/Lean/blob/21cd972e99f70f007ce689bdaeeafe3cb4ea9c77/Common/Securities/Option/OptionPriceModels.cs#L81 | |
option.PriceModel = OptionPriceModels.CrankNicolsonFD() # both European & American, automatically | |
# this is needed for Greeks calcs | |
self.SetWarmUp(TimeSpan.FromDays(60)) # timedelta(7) | |
# use the underlying equity as the benchmark | |
# self.SetBenchmark(self.benchmarkTicker) | |
self.SetBenchmark(self.benchmarkTicker) | |
def OnData(self,slice): | |
if (self.IsWarmingUp): return | |
option_invested = [x.Key for x in self.Portfolio if x.Value.Invested and x.Value.Type==SecurityType.Option] | |
if len(option_invested) == 1: return | |
# If we already have underlying - check if we need to sell covered call | |
if self.Portfolio[self.ticker].Invested: | |
self.TradeCallOption(slice) | |
else: | |
self.TradePutOption(slice) | |
def TradePutOption(self,slice): | |
for i in slice.OptionChains: | |
if i.Key != self.symbol: continue | |
chain = i.Value | |
# filter the put options contracts | |
puts = [x for x in chain if x.Right == OptionRight.Put and abs(x.Greeks.Delta) > 0 and abs(x.Greeks.Delta) < self.MAX_DELTA and x.BidPrice > self.MIN_PREMIUM] | |
# sorted the contracts according to their expiration dates and choose the ATM options | |
contracts = sorted(sorted(puts, key = lambda x: x.BidPrice, reverse=True), | |
key = lambda x: x.Expiry) | |
if len(contracts) == 0: continue | |
self.put = contracts[0].Symbol | |
# short the put options | |
ticket = self.MarketOrder(self.put, -1, asynchronous = False) | |
# set Take Profit order | |
self.takeProfitTicket = self.LimitOrder(self.put, 1, round(ticket.AverageFillPrice * d.Decimal(0.5), 2)) | |
def TradeCallOption(self,slice): | |
for i in slice.OptionChains: | |
if i.Key != self.symbol: continue | |
chain = i.Value | |
# filter the put options contracts | |
calls = [x for x in chain if x.Right == OptionRight.Call and abs(x.Greeks.Delta) > 0 and abs(x.Greeks.Delta) < self.MAX_DELTA and x.BidPrice > self.MIN_PREMIUM] | |
# sorted the contracts according to their expiration dates and choose the ATM options | |
contracts = sorted(sorted(calls, key = lambda x: x.BidPrice, reverse=True), | |
key = lambda x: x.Expiry) | |
if len(contracts) == 0: continue | |
self.call = contracts[0].Symbol | |
# short the call options | |
ticket = self.MarketOrder(self.call, -1, asynchronous = False) | |
# set Take Profit order | |
self.takeProfitTicket = self.LimitOrder(self.call, 1, round(ticket.AverageFillPrice * d.Decimal(0.5), 2)) | |
def OnOrderEvent(self, orderEvent): | |
self.Log(str(orderEvent)) | |
def OnAssignmentOrderEvent(self, assignmentEvent): | |
if self.takeProfitTicket != None: | |
self.takeProfitTicket.cancel(); | |
self.takeProfitTicket = None | |
def UniverseFunc(self, universe): | |
return universe.IncludeWeeklys()\ | |
.Strikes(-self._no_K, self._no_K)\ | |
.Expiration(timedelta(self.MIN_EXPIRY), timedelta(self.MAX_EXPIRY)) | |
def OnFrameworkData(self): | |
return |
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