/*
* 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.Collections.Generic;
using QuantConnect.Algorithm.Framework.Alphas;
using QuantConnect.Algorithm.Framework.Execution;
using QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Algorithm.Framework.Selection;
using QuantConnect.Interfaces;
using QuantConnect.Orders;
using QuantConnect.Securities;
namespace QuantConnect.Algorithm.CSharp
{
///
/// Futures regression algorithm intended to test the behavior of the framework models. See GH issue 4027.
///
public class EqualWeightingPortfolioConstructionModelFutureRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
private int _fillCount;
public override void Initialize()
{
SetStartDate(2013, 10, 07);
SetEndDate(2013, 10, 11);
SetUniverseSelection(new FrontMonthFutureUniverseSelectionModel(SelectFutureChainSymbols));
SetAlpha(new ConstantFutureContractAlphaModel(InsightType.Price, InsightDirection.Up, TimeSpan.FromDays(1)));
SetPortfolioConstruction(new EqualWeightingPortfolioConstructionModel());
SetExecution(new ImmediateExecutionModel());
}
// future symbol universe selection function
private static IEnumerable SelectFutureChainSymbols(DateTime utcTime)
{
return new []
{
QuantConnect.Symbol.Create(Futures.Indices.SP500EMini, SecurityType.Future, Market.CME),
QuantConnect.Symbol.Create(Futures.Metals.Gold, SecurityType.Future, Market.COMEX)
};
}
///
/// Creates futures chain universes that select the front month contract and runs a user
/// defined futureChainSymbolSelector every day to enable choosing different futures chains
///
class FrontMonthFutureUniverseSelectionModel : FutureUniverseSelectionModel
{
public FrontMonthFutureUniverseSelectionModel(Func> futureChainSymbolSelector)
: base(TimeSpan.FromDays(1), futureChainSymbolSelector)
{
}
///
/// Defines the future chain universe filter
///
protected override FutureFilterUniverse Filter(FutureFilterUniverse filter)
{
return filter
.FrontMonth()
.OnlyApplyFilterAtMarketOpen();
}
}
///
/// Implementation of a constant alpha model that only emits insights for future symbols
///
class ConstantFutureContractAlphaModel : ConstantAlphaModel
{
public ConstantFutureContractAlphaModel(InsightType type, InsightDirection direction, TimeSpan period)
: base(type, direction, period)
{
}
protected override bool ShouldEmitInsight(DateTime utcTime, Symbol symbol)
{
// only emit alpha for future symbols and not underlying equity symbols
if (symbol.SecurityType != SecurityType.Future)
{
return false;
}
return base.ShouldEmitInsight(utcTime, symbol);
}
}
public override void OnOrderEvent(OrderEvent orderEvent)
{
Log($"{orderEvent}");
if (orderEvent.Status == OrderStatus.Filled)
{
_fillCount++;
if (_fillCount == 2)
{
if (Portfolio.TotalHoldingsValue / Portfolio.TotalPortfolioValue < 10)
{
throw new Exception("Expected to be trading using the futures margin leverage");
}
}
}
}
///
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm.
///
public bool CanRunLocally { get; } = true;
///
/// This is used by the regression test system to indicate which languages this algorithm is written in.
///
public Language[] Languages { get; } = { Language.CSharp };
///
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm
///
public Dictionary ExpectedStatistics => new Dictionary
{
{"Total Trades", "4"},
{"Average Win", "0%"},
{"Average Loss", "-0.91%"},
{"Compounding Annual Return", "-99.755%"},
{"Drawdown", "29.500%"},
{"Expectancy", "-1"},
{"Net Profit", "-7.463%"},
{"Sharpe Ratio", "-0.605"},
{"Probabilistic Sharpe Ratio", "34.850%"},
{"Loss Rate", "100%"},
{"Win Rate", "0%"},
{"Profit-Loss Ratio", "0"},
{"Alpha", "-13.685"},
{"Beta", "6.59"},
{"Annual Standard Deviation", "1.632"},
{"Annual Variance", "2.665"},
{"Information Ratio", "-2.023"},
{"Tracking Error", "1.441"},
{"Treynor Ratio", "-0.15"},
{"Total Fees", "$33.30"},
{"Fitness Score", "0.079"},
{"Kelly Criterion Estimate", "-9.366"},
{"Kelly Criterion Probability Value", "0.607"},
{"Sortino Ratio", "-4.657"},
{"Return Over Maximum Drawdown", "-5.203"},
{"Portfolio Turnover", "4.377"},
{"Total Insights Generated", "10"},
{"Total Insights Closed", "8"},
{"Total Insights Analysis Completed", "8"},
{"Long Insight Count", "10"},
{"Short Insight Count", "0"},
{"Long/Short Ratio", "100%"},
{"Estimated Monthly Alpha Value", "$-78.89231"},
{"Total Accumulated Estimated Alpha Value", "$-12.82"},
{"Mean Population Estimated Insight Value", "$-1.6025"},
{"Mean Population Direction", "25%"},
{"Mean Population Magnitude", "0%"},
{"Rolling Averaged Population Direction", "25.058%"},
{"Rolling Averaged Population Magnitude", "0%"},
{"OrderListHash", "-1105779454"}
};
}
}