chore: import upstream snapshot with attribution
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/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*
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*/
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using NUnit.Framework;
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using Python.Runtime;
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using QuantConnect.Algorithm;
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using QuantConnect.Data;
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using QuantConnect.Data.Market;
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using QuantConnect.Python;
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using QuantConnect.Securities;
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using QuantConnect.Securities.Equity;
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using QuantConnect.Tests.Common.Securities;
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using System;
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using QuantConnect.Tests.Engine.DataFeeds;
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namespace QuantConnect.Tests.Python
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{
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[TestFixture]
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public class SecurityCustomModelTests
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{
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[Test]
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[TestCase(true)]
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[TestCase(false)]
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public void SetBuyingPowerModelSuccess(bool isChild)
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{
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var algorithm = new QCAlgorithm();
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algorithm.SubscriptionManager.SetDataManager(new DataManagerStub(algorithm));
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algorithm.SetDateTime(new DateTime(2018, 8, 20, 15, 0, 0));
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algorithm.Transactions.SetOrderProcessor(new FakeOrderProcessor());
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var spy = algorithm.AddEquity("SPY", Resolution.Daily);
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spy.SetMarketPrice(new Tick(algorithm.Time, Symbols.SPY, 100m, 100m));
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// Test two custom buying power models.
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// The first inherits from C# SecurityMarginModel and the other is 100% python
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var code = isChild
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? CreateCustomBuyingPowerModelFromSecurityMarginModelCode()
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: CreateCustomBuyingPowerModelCode();
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spy.SetBuyingPowerModel(CreateCustomBuyingPowerModel(code));
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Assert.IsAssignableFrom<BuyingPowerModelPythonWrapper>(spy.MarginModel);
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Assert.AreEqual(1, spy.MarginModel.GetLeverage(spy));
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spy.SetLeverage(2);
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Assert.AreEqual(2, spy.MarginModel.GetLeverage(spy));
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var quantity = algorithm.CalculateOrderQuantity(spy.Symbol, 1m);
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Assert.AreEqual(isChild ? 100 : 200, quantity);
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}
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[Test]
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public void SetBuyingPowerModelFails()
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{
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var spy = GetSecurity<Equity>(Symbols.SPY, Resolution.Daily);
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// Renaming GetMaximumOrderQuantityForTargetDeltaBuyingPower will cause a NotImplementedException exception
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var code = CreateCustomBuyingPowerModelCode();
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code = code.Replace("GetMaximumOrderQuantityForDeltaBuyingPower", "AnotherName");
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var pyObject = CreateCustomBuyingPowerModel(code);
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Assert.Throws<NotImplementedException>(() => spy.SetBuyingPowerModel(pyObject));
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}
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private PyObject CreateCustomBuyingPowerModel(string code)
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{
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using (Py.GIL())
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{
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var module = PyModule.FromString("CustomBuyingPowerModel", code);
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return module.GetAttr("CustomBuyingPowerModel").Invoke();
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}
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}
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private string CreateCustomBuyingPowerModelCode() => @"
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import os, sys
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sys.path.append(os.getcwd())
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from AlgorithmImports import *
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class CustomBuyingPowerModel:
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def __init__(self):
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self.margin = 1.0
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def GetBuyingPower(self, context):
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return BuyingPower(context.Portfolio.MarginRemaining)
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def GetMaximumOrderQuantityForDeltaBuyingPower(self, context):
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return GetMaximumOrderQuantityResult(200)
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def GetLeverage(self, security):
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return 1.0 / self.margin
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def GetMaximumOrderQuantityForTargetBuyingPower(self, context):
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return GetMaximumOrderQuantityResult(200)
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def GetReservedBuyingPowerForPosition(self, context):
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return ReservedBuyingPowerForPosition(context.Security.Holdings.AbsoluteHoldingsCost * self.margin)
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def HasSufficientBuyingPowerForOrder(self, context):
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return HasSufficientBuyingPowerForOrderResult(True)
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def GetMaintenanceMargin(self, context):
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return None
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def GetInitialMarginRequirement(self, context):
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return None
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def GetInitialMarginRequiredForOrder(self, context):
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return None
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def SetLeverage(self, security, leverage):
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self.margin = 1.0 / float(leverage)";
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private string CreateCustomBuyingPowerModelFromSecurityMarginModelCode() => @"
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import os, sys
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sys.path.append(os.getcwd())
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from AlgorithmImports import *
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class CustomBuyingPowerModel(SecurityMarginModel):
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def GetMaximumOrderQuantityForTargetBuyingPower(self, context):
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return GetMaximumOrderQuantityResult(100)";
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private Security GetSecurity<T>(Symbol symbol, Resolution resolution)
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{
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var subscriptionDataConfig = new SubscriptionDataConfig(
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typeof(T),
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symbol,
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resolution,
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TimeZones.Utc,
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TimeZones.Utc,
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true,
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true,
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false);
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return new Security(
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SecurityExchangeHours.AlwaysOpen(TimeZones.Utc),
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subscriptionDataConfig,
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new Cash(Currencies.USD, 0, 1m),
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SymbolProperties.GetDefault(Currencies.USD),
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ErrorCurrencyConverter.Instance,
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RegisteredSecurityDataTypesProvider.Null,
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new SecurityCache()
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);
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}
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}
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}
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