Overall Statistics |
Total Orders 2 Average Win 0% Average Loss 0% Compounding Annual Return 4.844% Drawdown 0.000% Expectancy 0 Start Equity 100000 End Equity 100060.5 Net Profit 0.060% Sharpe Ratio 4.448 Sortino Ratio 0 Probabilistic Sharpe Ratio 75.127% Loss Rate 0% Win Rate 0% Profit-Loss Ratio 0 Alpha 0.015 Beta 0.021 Annual Standard Deviation 0.003 Annual Variance 0 Information Ratio 0.251 Tracking Error 0.084 Treynor Ratio 0.671 Total Fees $2.00 Estimated Strategy Capacity $73000.00 Lowest Capacity Asset SPY WMDHMEFALEG6|SPY R735QTJ8XC9X Portfolio Turnover 0.23% |
# region imports from AlgorithmImports import * # endregion """ https://www.quantconnect.com/forum/discussion/3245/using-option-greeks-to-select-option-contracts-to-trade if you need Greeks: A) Filter and B) AddOption more efficient than C) OptionChainProvider and D) AddOptionContract """ from QuantConnect.Securities.Option import OptionPriceModels #from datetime import timedelta import datetime import decimal as d class DeltaHedgedStraddleAlgo(QCAlgorithm): def Initialize(self): self.SetStartDate(2017, 4, 17) self.SetEndDate(2017, 4, 22) self.SetCash(100000) self.equity = self.AddEquity("SPY", Resolution.HOUR) self.symbol = self.equity.Symbol self._assignedOption = False self.CloseOnDTE = timedelta(days=21) self.SellGutsDelta = 0.5 self.OpenDTE = 90 self.InitOptionsAndGreeks(self.equity) # ----------------------------------------------------------------------------- # scheduled functions # ----------------------------------------------------------------------------- """ self.Schedule.On(self.DateRules.EveryDay(self.symbol), self.TimeRules.BeforeMarketClose(self.symbol, 10), Action(self.close_options)) """ def InitOptionsAndGreeks(self, theEquity ): ## 1. Specify the data normalization mode (must be 'Raw' for options) theEquity.SetDataNormalizationMode(DataNormalizationMode.Raw) ## 2. Set Warmup period of at least 30 days self.SetWarmup(30, Resolution.HOUR) ## 3. Set the security initializer to call SetMarketPrice self.SetSecurityInitializer(lambda x: x.SetMarketPrice(self.GetLastKnownPrice(x))) ## 4. Subscribe to the option feed for the symbol self.theOptionSubscription = self.AddOption(theEquity.Symbol) ## 5. set the pricing model, to calculate Greeks and volatility self.theOptionSubscription.PriceModel = OptionPriceModels.CrankNicolsonFD() # both European & American, automatically ## 6. Set the function to filter out strikes and expiry dates from the option chain self.theOptionSubscription.SetFilter(self.OptionsFilterFunction) def on_securities_changed(self, changes): for security in [x for x in changes.added_securities if x.type == SecurityType.OPTION]: if security.cache.properties.contains_key('iv'): continue symbol = security.symbol right = OptionRight.CALL if symbol.id.option_right == OptionRight.PUT else OptionRight.PUT mirror_symbol = Symbol.create_option(symbol.id.underlying.symbol, symbol.id.market, symbol.id.option_style, right, symbol.id.strike_price, symbol.id.date) security.iv = self.iv(symbol, mirror_symbol, resolution=Resolution.HOUR) security.d = self.d(symbol, mirror_symbol, resolution=Resolution.HOUR) security.g = self.g(symbol, mirror_symbol, resolution=Resolution.HOUR) security.v = self.v(symbol, mirror_symbol, resolution=Resolution.HOUR) security.r = self.r(symbol, mirror_symbol, resolution=Resolution.HOUR) security.t = self.t(symbol, mirror_symbol, resolution=Resolution.HOUR) ## Initialize Options settings, chain filters, pricing models, etc ## ==================================================================== def OnData(self, data): if self.IsWarmingUp: return # 1. If we're done warming up, and not invested, Sell a put and a call. if (not self.Portfolio.Invested) and self.HourMinuteIs(11, 00): if data.Bars.ContainsKey(self.symbol): self.SellAnOTMPut(data) self.Debug("invested") ## ================================================================== def SellAnOTMPut(self,data): ## Sell a 50 delta put expiring in 30 days putContract = self.SelectContractByDelta(self.equity.Symbol,data, self.SellGutsDelta, self.OpenDTE, OptionRight.Put) callContract = self.SelectContractByDelta(self.equity.Symbol,data, self.SellGutsDelta, self.OpenDTE, OptionRight.Call) ## construct an order message -- good for debugging and order rrecords orderMessage = f"Stock @ ${self.CurrentSlice[self.equity.Symbol].Close} |" + \ f"Sell {putContract.Symbol} "+ \ f"({round(putContract.Greeks.Gamma,2)} Gamma)"+ \ f"({round(putContract.Greeks.Delta,2)} Delta)"+ \ f"Sell {callContract.Symbol} "+ \ f"({round(callContract.Greeks.Gamma,2)} Gamma)"+ \ f"({round(callContract.Greeks.Delta,2)} Delta)" self.Debug(f"{self.Time} {orderMessage}") self.Order(putContract.Symbol, -1, False, orderMessage ) self.Order(callContract.Symbol, -1, False, orderMessage ) self.GetGreeks(data,callContract.Symbol) self.debug("SPY gamma {}" .format(self.gamma)) self.debug("SPY delta {}" .format(self.delta)) ## Get an options contract that matches the specified criteria: ## Underlying symbol, delta, days till expiration, Option right (put or call) ## ============================================================================ def SelectContractByDelta(self, symbolArg,data, strikeDeltaArg, expiryDTE, optionRightArg= OptionRight.Call): #canonicalSymbol = self.AddOption(symbolArg) theOptionChain = data.OptionChains[self.theOptionSubscription.Symbol] theExpiryDate = self.Time + timedelta(days=expiryDTE) ## Filter the Call/Put options contracts filteredContracts = [x for x in theOptionChain if x.Right == optionRightArg] ## Sort the contracts according to their closeness to our desired expiry contractsSortedByExpiration = sorted(filteredContracts, key=lambda p: abs(p.Expiry - theExpiryDate), reverse=False) closestExpirationDate = contractsSortedByExpiration[0].Expiry ## Get all contracts for selected expiration contractsMatchingExpiryDTE = [contract for contract in contractsSortedByExpiration if contract.Expiry == closestExpirationDate] ## Get the contract with the contract with the closest delta closestContract = min(contractsMatchingExpiryDTE, key=lambda x: abs(abs(x.Greeks.Delta)-strikeDeltaArg)) return closestContract def GetGreeks(self,data,symb): chain = data.option_chains.get(self.theOptionSubscription.symbol) if chain: option = self.securities[symb] self.Debug("cont symb {}" .format(option.symbol)) iv = option.iv.current.value self.delta = option.d.current.value self.gamma = option.g.current.value vega = option.v.current.value rho = option.r.current.value theta = option.t.current.value ## The options filter function. ## Filter the options chain so we only have relevant strikes & expiration dates. ## ============================================================================= def OptionsFilterFunction(self, optionsContractsChain): strikeCount = 10 # no of strikes around underyling price => for universe selection minExpiryDTE = 0 # min num of days to expiration => for uni selection maxExpiryDTE = self.OpenDTE + 30 # max num of days to expiration => for uni selection return optionsContractsChain.IncludeWeeklys()\ .Strikes(-strikeCount, strikeCount)\ .Expiration(timedelta(minExpiryDTE), timedelta(maxExpiryDTE)) def HourMinuteIs(self, hour, minute): return self.Time.hour == hour and self.Time.minute == minute def OnAssignmentOrderEvent(self, assignmentEvent): self.Log(str(assignmentEvent)) self._assignedOption = True