/* * 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. * */ using NUnit.Framework; using Python.Runtime; using QuantConnect.Algorithm; using QuantConnect.Data; using QuantConnect.Data.Market; using QuantConnect.Python; using QuantConnect.Securities; using QuantConnect.Securities.Equity; using QuantConnect.Tests.Common.Securities; using System; using QuantConnect.Tests.Engine.DataFeeds; namespace QuantConnect.Tests.Python { [TestFixture] public class SecurityCustomModelTests { [Test] [TestCase(true)] [TestCase(false)] public void SetBuyingPowerModelSuccess(bool isChild) { var algorithm = new QCAlgorithm(); algorithm.SubscriptionManager.SetDataManager(new DataManagerStub(algorithm)); algorithm.SetDateTime(new DateTime(2018, 8, 20, 15, 0, 0)); algorithm.Transactions.SetOrderProcessor(new FakeOrderProcessor()); var spy = algorithm.AddEquity("SPY", Resolution.Daily); spy.SetMarketPrice(new Tick(algorithm.Time, Symbols.SPY, 100m, 100m)); // Test two custom buying power models. // The first inherits from C# SecurityMarginModel and the other is 100% python var code = isChild ? CreateCustomBuyingPowerModelFromSecurityMarginModelCode() : CreateCustomBuyingPowerModelCode(); spy.SetBuyingPowerModel(CreateCustomBuyingPowerModel(code)); Assert.IsAssignableFrom(spy.MarginModel); Assert.AreEqual(1, spy.MarginModel.GetLeverage(spy)); spy.SetLeverage(2); Assert.AreEqual(2, spy.MarginModel.GetLeverage(spy)); var quantity = algorithm.CalculateOrderQuantity(spy.Symbol, 1m); Assert.AreEqual(isChild ? 100 : 200, quantity); } [Test] public void SetBuyingPowerModelFails() { var spy = GetSecurity(Symbols.SPY, Resolution.Daily); // Renaming GetMaximumOrderQuantityForTargetDeltaBuyingPower will cause a NotImplementedException exception var code = CreateCustomBuyingPowerModelCode(); code = code.Replace("GetMaximumOrderQuantityForDeltaBuyingPower", "AnotherName"); var pyObject = CreateCustomBuyingPowerModel(code); Assert.Throws(() => spy.SetBuyingPowerModel(pyObject)); } private PyObject CreateCustomBuyingPowerModel(string code) { using (Py.GIL()) { var module = PyModule.FromString("CustomBuyingPowerModel", code); return module.GetAttr("CustomBuyingPowerModel").Invoke(); } } private string CreateCustomBuyingPowerModelCode() => @" import os, sys sys.path.append(os.getcwd()) from AlgorithmImports import * class CustomBuyingPowerModel: def __init__(self): self.margin = 1.0 def GetBuyingPower(self, context): return BuyingPower(context.Portfolio.MarginRemaining) def GetMaximumOrderQuantityForDeltaBuyingPower(self, context): return GetMaximumOrderQuantityResult(200) def GetLeverage(self, security): return 1.0 / self.margin def GetMaximumOrderQuantityForTargetBuyingPower(self, context): return GetMaximumOrderQuantityResult(200) def GetReservedBuyingPowerForPosition(self, context): return ReservedBuyingPowerForPosition(context.Security.Holdings.AbsoluteHoldingsCost * self.margin) def HasSufficientBuyingPowerForOrder(self, context): return HasSufficientBuyingPowerForOrderResult(True) def GetMaintenanceMargin(self, context): return None def GetInitialMarginRequirement(self, context): return None def GetInitialMarginRequiredForOrder(self, context): return None def SetLeverage(self, security, leverage): self.margin = 1.0 / float(leverage)"; private string CreateCustomBuyingPowerModelFromSecurityMarginModelCode() => @" import os, sys sys.path.append(os.getcwd()) from AlgorithmImports import * class CustomBuyingPowerModel(SecurityMarginModel): def GetMaximumOrderQuantityForTargetBuyingPower(self, context): return GetMaximumOrderQuantityResult(100)"; private Security GetSecurity(Symbol symbol, Resolution resolution) { var subscriptionDataConfig = new SubscriptionDataConfig( typeof(T), symbol, resolution, TimeZones.Utc, TimeZones.Utc, true, true, false); return new Security( SecurityExchangeHours.AlwaysOpen(TimeZones.Utc), subscriptionDataConfig, new Cash(Currencies.USD, 0, 1m), SymbolProperties.GetDefault(Currencies.USD), ErrorCurrencyConverter.Instance, RegisteredSecurityDataTypesProvider.Null, new SecurityCache() ); } } }