Skip to content

Commit

Permalink
Add Tests for MaximumDrawdownPercentPortfolio (#8096)
Browse files Browse the repository at this point in the history
* First draft of the solution

* Add more unit tests
  • Loading branch information
Marinovsky committed Jun 24, 2024
1 parent 8424e85 commit 0e0e6bd
Showing 1 changed file with 155 additions and 0 deletions.
155 changes: 155 additions & 0 deletions Tests/Algorithm/Framework/Risk/MaximumDrawdownPercentPortfolioTests.cs
Original file line number Diff line number Diff line change
@@ -0,0 +1,155 @@
/*
* 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 Moq;
using NUnit.Framework;
using Python.Runtime;
using QuantConnect.Algorithm;
using QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Algorithm.Framework.Risk;
using QuantConnect.Securities;
using QuantConnect.Securities.Equity;
using System.Linq;

namespace QuantConnect.Tests.Algorithm.Framework.Risk
{
[TestFixture]
public class MaximumDrawdownPercentPortfolioTests
{
[Test]
[TestCase(Language.CSharp, false, 0, false)]
[TestCase(Language.CSharp, true, -1000, false)]
[TestCase(Language.CSharp, true, -10000, false)]
[TestCase(Language.CSharp, true, -10001, true)]
[TestCase(Language.Python, false, 0, false)]
[TestCase(Language.Python, true, -1000, false)]
[TestCase(Language.Python, true, -10000, false)]
[TestCase(Language.Python, true, -10001, true)]
public void ReturnsExpectedPortfolioTarget(
Language language,
bool invested,
decimal absoluteHoldingsCost,
bool shouldLiquidate)
{
var algorithm = CreateAlgorithm(language, 0.1m);
var targets = algorithm.RiskManagement.ManageRisk(algorithm, new PortfolioTarget[] { new PortfolioTarget(Symbols.AAPL, 10) }).ToList();
Assert.AreEqual(0, targets.Count);

algorithm.Securities.Add(Symbols.AAPL, GetSecurity(Symbols.AAPL, invested, absoluteHoldingsCost));
algorithm.Portfolio.InvalidateTotalPortfolioValue();
targets = algorithm.RiskManagement.ManageRisk(algorithm, new PortfolioTarget[] { new PortfolioTarget(Symbols.AAPL, 10)}).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);
}
}

[TestCase(Language.CSharp)]
[TestCase(Language.Python)]
public void ReturnsExpectedPortfolioTargetsAfterReset(Language language)
{
var algorithm = CreateAlgorithm(language, 0.1m);
var targets = algorithm.RiskManagement.ManageRisk(algorithm, new PortfolioTarget[] { new PortfolioTarget(Symbols.AAPL, 10) }).ToList();
algorithm.Securities.Add(Symbols.AAPL, GetSecurity(Symbols.AAPL, true, -10001));
algorithm.Portfolio.InvalidateTotalPortfolioValue();
targets = algorithm.RiskManagement.ManageRisk(algorithm, new PortfolioTarget[] { new PortfolioTarget(Symbols.AAPL, 10) }).ToList();

Assert.AreEqual(1, targets.Count);
Assert.AreEqual(Symbols.AAPL, targets[0].Symbol);
Assert.AreEqual(0, targets[0].Quantity);

algorithm.Securities.Add(Symbols.AAPL, GetSecurity(Symbols.AAPL, true, 10001));
targets = algorithm.RiskManagement.ManageRisk(algorithm, new PortfolioTarget[] { new PortfolioTarget(Symbols.AAPL, 10) }).ToList();
Assert.AreEqual(0, targets.Count);
}

[TestCase(Language.CSharp)]
[TestCase(Language.Python)]
public void ReturnsMoreThanOnePortfolioTarget(Language language)
{
var targetSymbols = new PortfolioTarget[] {
new PortfolioTarget(Symbols.AAPL, 10),
new PortfolioTarget(Symbols.SPY, 100),
new PortfolioTarget(Symbols.MSFT, 1000),
new PortfolioTarget(Symbols.GOOG, 10000),
new PortfolioTarget(Symbols.IBM, 100000)};

var algorithm = CreateAlgorithm(language, 0.1m);
var returnedTargets = algorithm.RiskManagement.ManageRisk(algorithm, targetSymbols).ToList();

targetSymbols.ToList().ForEach(x => algorithm.Securities.Add(x.Symbol, GetSecurity( x.Symbol, true, -x.Quantity)));
algorithm.Portfolio.InvalidateTotalPortfolioValue();
returnedTargets = algorithm.RiskManagement.ManageRisk(algorithm, targetSymbols).ToList();

Assert.AreEqual(targetSymbols.Length, returnedTargets.Count);
Assert.AreEqual(targetSymbols.Select(x => x.Symbol), returnedTargets.Select(x => x.Symbol));
Assert.IsTrue(returnedTargets.All(x => x.Quantity == 0));
}

private QCAlgorithm CreateAlgorithm(Language language, decimal maxDrawdownPercent)
{
var algorithm = new QCAlgorithm();
algorithm.SetPandasConverter();

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

return algorithm;
}

private Security GetSecurity(Symbol symbol, bool invested, decimal absoluteHoldingsCost)
{
// Add security
var security = new Mock<Equity>(
symbol,
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));
holding.Setup(m => m.Invested).Returns(invested);
holding.Setup(m => m.HoldingsValue).Returns(absoluteHoldingsCost);

security.Object.Holdings = holding.Object;
return security.Object;
}
}
}

0 comments on commit 0e0e6bd

Please sign in to comment.