Beispiel #1
0
        public void ReturnsExpectedPortfolioTarget(
            TrailingStopRiskManagementModelTestParameters parameters)
        {
            var decimalPrices = System.Array.ConvertAll(parameters.Prices, x => (decimal)x);

            var security = new Mock <Security>(
                Symbols.AAPL,
                SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork),
                new Cash(Currencies.USD, 1000m, 1m),
                SymbolProperties.GetDefault(Currencies.USD),
                ErrorCurrencyConverter.Instance,
                RegisteredSecurityDataTypesProvider.Null,
                new SecurityCache()
                );

            security.CallBase        = true;
            security.Object.FeeModel = new ConstantFeeModel(0);

            var holding = new SecurityHolding(security.Object, new IdentityCurrencyConverter(Currencies.USD));

            holding.SetHoldings(parameters.InitialPrice, parameters.Quantity);
            security.Object.Holdings = holding;

            var algorithm = new QCAlgorithm();

            algorithm.SetPandasConverter();
            algorithm.Securities.Add(Symbols.AAPL, security.Object);

            if (parameters.Language == Language.Python)
            {
                using (Py.GIL())
                {
                    const string name     = nameof(TrailingStopRiskManagementModel);
                    var          instance = Py.Import(name).GetAttr(name).Invoke(parameters.MaxDrawdownPercent.ToPython());
                    var          model    = new RiskManagementModelPythonWrapper(instance);
                    algorithm.SetRiskManagement(model);
                }
            }
            else
            {
                var model = new TrailingStopRiskManagementModel(parameters.MaxDrawdownPercent);
                algorithm.SetRiskManagement(model);
            }

            var quantity = parameters.Quantity;

            for (int i = 0; i < decimalPrices.Length; i++)
            {
                var price = decimalPrices[i];
                security.Object.SetMarketPrice(new Tick(DateTime.Now, security.Object.Symbol, price, price));
                security.Setup((m => m.Invested)).Returns(parameters.InvestedArray[i]);

                var targets         = algorithm.RiskManagement.ManageRisk(algorithm, null).ToList();
                var shouldLiquidate = parameters.ShouldLiquidateArray[i];

                if (shouldLiquidate)
                {
                    Assert.AreEqual(1, targets.Count);
                    Assert.AreEqual(Symbols.AAPL, targets[0].Symbol);
                    Assert.AreEqual(0, targets[0].Quantity);
                }
                else
                {
                    Assert.AreEqual(0, targets.Count);
                }

                if (shouldLiquidate || parameters.ChangePosition[i])
                {
                    // Go from long to short or viceversa
                    holding.SetHoldings(price, quantity = -quantity);
                }
            }
        }
        public void ReturnsExpectedPortfolioTarget(
            Language language,
            decimal maxDrawdownPercent,
            bool[] investedArray,
            double[] uppInputsDouble,
            bool[] shouldLiquidateArray)
        {
            var unrealizedProfitPercentArray = System.Array.ConvertAll(uppInputsDouble, x => (decimal)x);
            var security = new Mock <Equity>(
                Symbols.AAPL,
                SecurityExchangeHours.AlwaysOpen(TimeZones.NewYork),
                new Cash(Currencies.USD, 0, 1),
                SymbolProperties.GetDefault(Currencies.USD),
                ErrorCurrencyConverter.Instance,
                RegisteredSecurityDataTypesProvider.Null,
                new SecurityCache(),
                Exchange.UNKNOWN
                );

            var holding = new Mock <EquityHolding>(security.Object,
                                                   new IdentityCurrencyConverter(Currencies.USD));

            var algorithm = new QCAlgorithm();

            algorithm.SetPandasConverter();
            algorithm.Securities.Add(Symbols.AAPL, security.Object);

            if (language == Language.Python)
            {
                using (Py.GIL())
                {
                    const string name     = nameof(TrailingStopRiskManagementModel);
                    var          instance = Py.Import(name).GetAttr(name).Invoke(maxDrawdownPercent.ToPython());
                    var          model    = new RiskManagementModelPythonWrapper(instance);
                    algorithm.SetRiskManagement(model);
                }
            }
            else
            {
                var model = new TrailingStopRiskManagementModel(maxDrawdownPercent);
                algorithm.SetRiskManagement(model);
            }

            for (int i = 0; i < investedArray.Length; i++)
            {
                var invested = investedArray[i];
                var unrealizedProfitPercent = unrealizedProfitPercentArray[i];
                var shouldLiquidate         = shouldLiquidateArray[i];

                security.Setup(m => m.Invested).Returns(invested);
                holding.Setup(m => m.UnrealizedProfitPercent).Returns(unrealizedProfitPercent);
                security.Object.Holdings = holding.Object;

                var targets = algorithm.RiskManagement.ManageRisk(algorithm, null).ToList();

                if (shouldLiquidate)
                {
                    Assert.AreEqual(1, targets.Count);
                    Assert.AreEqual(Symbols.AAPL, targets[0].Symbol);
                    Assert.AreEqual(0, targets[0].Quantity);
                }
                else
                {
                    Assert.AreEqual(0, targets.Count);
                }
            }
        }