/* * 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 System; using System.Linq; using NUnit.Framework; using QuantConnect.Data; using QuantConnect.Data.Market; using QuantConnect.Indicators; using QuantConnect.Securities; using QuantConnect.Tests.Common.Data; namespace QuantConnect.Tests.Common.Securities { [TestFixture] public class RelativeStandardDeviationVolatilityModelTests { [Test] public void UpdatesAfterCorrectPeriodElapses() { const int periods = 3; var periodSpan = Time.OneMinute; var reference = new DateTime(2016, 04, 06, 12, 0, 0); var referenceUtc = reference.ConvertToUtc(TimeZones.NewYork); var timeKeeper = new TimeKeeper(referenceUtc); var config = new SubscriptionDataConfig(typeof (TradeBar), Symbols.SPY, Resolution.Minute, TimeZones.NewYork, TimeZones.NewYork, true, false, false); var security = new Security( SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork), config, new Cash(Currencies.USD, 0, 0), SymbolProperties.GetDefault(Currencies.USD), ErrorCurrencyConverter.Instance, RegisteredSecurityDataTypesProvider.Null, new SecurityCache() ); security.SetLocalTimeKeeper(timeKeeper.GetLocalTimeKeeper(TimeZones.NewYork)); var model = new RelativeStandardDeviationVolatilityModel(periodSpan, periods); security.VolatilityModel = model; var first = new IndicatorDataPoint(reference, 1); security.SetMarketPrice(first); Assert.AreEqual(0m, model.Volatility); const decimal value = 0.471404520791032M; // std of 1,2 is ~0.707 over a mean of 1.5 var second = new IndicatorDataPoint(reference.AddMinutes(1), 2); security.SetMarketPrice(second); Assert.AreEqual(value, model.Volatility); // update should not be applied since not enough time has passed var third = new IndicatorDataPoint(reference.AddMinutes(1.01), 1000); security.SetMarketPrice(third); Assert.AreEqual(value, model.Volatility); var fourth = new IndicatorDataPoint(reference.AddMinutes(2), 3m); security.SetMarketPrice(fourth); Assert.AreEqual(0.5m, model.Volatility); } [Test] public void DoesntUpdateOnZeroPrice() { const int periods = 3; var periodSpan = Time.OneMinute; var reference = new DateTime(2016, 04, 06, 12, 0, 0); var referenceUtc = reference.ConvertToUtc(TimeZones.NewYork); var timeKeeper = new TimeKeeper(referenceUtc); var config = new SubscriptionDataConfig(typeof(TradeBar), Symbols.SPY, Resolution.Minute, TimeZones.NewYork, TimeZones.NewYork, true, false, false); var security = new Security( SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork), config, new Cash(Currencies.USD, 0, 0), SymbolProperties.GetDefault(Currencies.USD), ErrorCurrencyConverter.Instance, RegisteredSecurityDataTypesProvider.Null, new SecurityCache() ); security.SetLocalTimeKeeper(timeKeeper.GetLocalTimeKeeper(TimeZones.NewYork)); var model = new RelativeStandardDeviationVolatilityModel(periodSpan, periods); security.VolatilityModel = model; var first = new IndicatorDataPoint(reference, 1); security.SetMarketPrice(first); Assert.AreEqual(0m, model.Volatility); const decimal value = 0.471404520791032M; // std of 1,2 is ~0.707 over a mean of 1.5 var second = new IndicatorDataPoint(reference.AddMinutes(1), 2); security.SetMarketPrice(second); Assert.AreEqual(value, model.Volatility); var third = new IndicatorDataPoint(reference.AddMinutes(2), 3m); security.SetMarketPrice(third); Assert.AreEqual(0.5m, model.Volatility); // update should not be applied as price is 0 var forth = new IndicatorDataPoint(reference.AddMinutes(3), 0m); security.SetMarketPrice(forth); Assert.AreEqual(0.5m, model.Volatility); } [Test] public void GetHistoryRequirementsWorks() { var reference = new DateTime(2016, 04, 06, 12, 0, 0); var referenceUtc = reference.ConvertToUtc(TimeZones.NewYork); var timeKeeper = new TimeKeeper(referenceUtc); var config = new SubscriptionDataConfig(typeof(TradeBar), Symbols.SPY, Resolution.Minute, TimeZones.NewYork, TimeZones.NewYork, true, false, false); var security = new Security( SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork), config, new Cash(Currencies.USD, 0, 0), SymbolProperties.GetDefault(Currencies.USD), ErrorCurrencyConverter.Instance, RegisteredSecurityDataTypesProvider.Null, new SecurityCache() ); security.SetLocalTimeKeeper(timeKeeper.GetLocalTimeKeeper(TimeZones.NewYork)); var model = new RelativeStandardDeviationVolatilityModel(TimeSpan.FromDays(2), 4); model.SetSubscriptionDataConfigProvider(new MockSubscriptionDataConfigProvider(config)); var result = model.GetHistoryRequirements(security, DateTime.UtcNow).First(); Assert.AreEqual(config.DataNormalizationMode, result.DataNormalizationMode); Assert.AreEqual(config.Symbol, result.Symbol); Assert.AreEqual(config.DataTimeZone, result.DataTimeZone); Assert.AreEqual(config.IsCustomData, result.IsCustomData); Assert.AreEqual(config.FillDataForward, result.FillForwardResolution != null); Assert.AreEqual(config.ExtendedMarketHours, result.IncludeExtendedMarketHours); Assert.AreEqual(Resolution.Minute, result.Resolution); } [Test] public void GetHistoryRequirementsWorksForTwoDifferentSubscriptions() { var reference = new DateTime(2016, 04, 06, 12, 0, 0); var referenceUtc = reference.ConvertToUtc(TimeZones.NewYork); var timeKeeper = new TimeKeeper(referenceUtc); var config = new SubscriptionDataConfig(typeof(TradeBar), Symbols.SPY, Resolution.Minute, TimeZones.NewYork, TimeZones.NewYork, true, false, false); var security = new Security( SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork), config, new Cash(Currencies.USD, 0, 0), SymbolProperties.GetDefault(Currencies.USD), ErrorCurrencyConverter.Instance, RegisteredSecurityDataTypesProvider.Null, new SecurityCache() ); security.SetLocalTimeKeeper(timeKeeper.GetLocalTimeKeeper(TimeZones.NewYork)); var model = new RelativeStandardDeviationVolatilityModel(TimeSpan.FromDays(2), 4); var mock = new MockSubscriptionDataConfigProvider(config); mock.SubscriptionDataConfigs.Add( new SubscriptionDataConfig( typeof(TradeBar), Symbols.SPY, Resolution.Second, TimeZones.NewYork, TimeZones.NewYork, true, true, false, true)); model.SetSubscriptionDataConfigProvider(mock); var result = model.GetHistoryRequirements(security, DateTime.UtcNow).First(); Assert.AreEqual(config.DataNormalizationMode, result.DataNormalizationMode); Assert.AreEqual(config.Symbol, result.Symbol); Assert.AreEqual(config.DataTimeZone, result.DataTimeZone); Assert.AreEqual(Resolution.Second, result.Resolution); Assert.AreEqual(true, result.IsCustomData); Assert.AreEqual(true, result.FillForwardResolution != null); Assert.AreEqual(true, result.IncludeExtendedMarketHours); } } }