Files
quantconnect--lean/Algorithm.Framework/QCAlgorithmFramework.cs
T
AlexCatarino 35d29060d0 Implements python support for custom models in framework
Adds method overload that accept a `PyObject` to `SetAlpha`, `SetExecution`, `SetPortfolioConstruction`, `SetPortfolioSelection` and `SetRiskManagement`. In these methods, a custom model written in python will be wrapped around the respective `PythonWrapper`.
2018-03-13 11:35:31 +00:00

231 lines
8.6 KiB
C#

/*
* 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 QuantConnect.Algorithm.Framework.Alphas;
using QuantConnect.Algorithm.Framework.Alphas.Analysis;
using QuantConnect.Algorithm.Framework.Alphas.Analysis.Providers;
using QuantConnect.Algorithm.Framework.Execution;
using QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Algorithm.Framework.Risk;
using QuantConnect.Algorithm.Framework.Selection;
using QuantConnect.Data;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Securities;
namespace QuantConnect.Algorithm.Framework
{
/// <summary>
/// Algorithm framework base class that enforces a modular approach to algorithm development
/// </summary>
public partial class QCAlgorithmFramework : QCAlgorithm
{
private readonly ISecurityValuesProvider _securityValuesProvider;
/// <summary>
/// Returns true since algorithms derived from this use the framework
/// </summary>
public override bool IsFrameworkAlgorithm => true;
/// <summary>
/// Gets or sets the portfolio selection model.
/// </summary>
public IPortfolioSelectionModel PortfolioSelection { get; set; }
/// <summary>
/// Gets or sets the alpha model
/// </summary>
public IAlphaModel Alpha { get; set; }
/// <summary>
/// Gets or sets the portoflio construction model
/// </summary>
public IPortfolioConstructionModel PortfolioConstruction { get; set; }
/// <summary>
/// Gets or sets the execution model
/// </summary>
public IExecutionModel Execution { get; set; }
/// <summary>
/// Gets or sets the risk management model
/// </summary>
public IRiskManagementModel RiskManagement { get; set; }
/// <summary>
/// Initializes a new instance of the <see cref="QCAlgorithmFramework"/> class
/// </summary>
public QCAlgorithmFramework()
{
_securityValuesProvider = new AlgorithmSecurityValuesProvider(this);
// set model defaults
Execution = new ImmediateExecutionModel();
RiskManagement = new NullRiskManagementModel();
}
/// <summary>
/// Called by setup handlers after Initialize and allows the algorithm a chance to organize
/// the data gather in the Initialize method
/// </summary>
public override void PostInitialize()
{
CheckModels();
foreach (var universe in PortfolioSelection.CreateUniverses(this))
{
AddUniverse(universe);
}
base.PostInitialize();
}
/// <summary>
/// Used to send data updates to algorithm framework models
/// </summary>
/// <param name="slice">The current data slice</param>
public sealed override void OnFrameworkData(Slice slice)
{
// generate, timestamp and emit insights
var insights = Alpha.Update(this, slice)
.Select(SetGeneratedAndClosedTimes)
.ToList();
if (insights.Count != 0)
{
// only fire insights generated event if we actually have insights
OnInsightsGenerated(insights);
}
// construct portfolio targets from insights
var targets = PortfolioConstruction.CreateTargets(this, insights);
// execute on the targets and manage risk
Execution.Execute(this, targets);
RiskManagement.ManageRisk(this);
}
/// <summary>
/// Used to send security changes to algorithm framework models
/// </summary>
/// <param name="changes">Security additions/removals for this time step</param>
public sealed override void OnFrameworkSecuritiesChanged(SecurityChanges changes)
{
Alpha.OnSecuritiesChanged(this, changes);
PortfolioConstruction.OnSecuritiesChanged(this, changes);
Execution.OnSecuritiesChanged(this, changes);
RiskManagement.OnSecuritiesChanged(this, changes);
}
/// <summary>
/// Sets the portfolio selection model
/// </summary>
/// <param name="portfolioSelection">Model defining universes for the algorithm</param>
public void SetPortfolioSelection(IPortfolioSelectionModel portfolioSelection)
{
PortfolioSelection = portfolioSelection;
}
/// <summary>
/// Sets the alpha model
/// </summary>
/// <param name="alpha">Model that generates alpha</param>
public void SetAlpha(IAlphaModel alpha)
{
Alpha = alpha;
}
/// <summary>
/// Sets the portfolio construction model
/// </summary>
/// <param name="portfolioConstruction">Model defining how to build a portoflio from insights</param>
public void SetPortfolioConstruction(IPortfolioConstructionModel portfolioConstruction)
{
PortfolioConstruction = portfolioConstruction;
}
/// <summary>
/// Sets the execution model
/// </summary>
/// <param name="execution">Model defining how to execute trades to reach a portfolio target</param>
public void SetExecution(IExecutionModel execution)
{
Execution = execution;
}
/// <summary>
/// Sets the risk management model
/// </summary>
/// <param name="riskManagement">Model defining </param>
public void SetRiskManagement(IRiskManagementModel riskManagement)
{
RiskManagement = riskManagement;
}
private Insight SetGeneratedAndClosedTimes(Insight insight)
{
insight.GeneratedTimeUtc = UtcTime;
insight.ReferenceValue = _securityValuesProvider.GetValues(insight.Symbol).Get(insight.Type);
TimeSpan barSize;
Security security;
SecurityExchangeHours exchangeHours;
if (Securities.TryGetValue(insight.Symbol, out security))
{
exchangeHours = security.Exchange.Hours;
barSize = security.Resolution.ToTimeSpan();
}
else
{
barSize = insight.Period.ToHigherResolutionEquivalent(false).ToTimeSpan();
exchangeHours = MarketHoursDatabase.GetExchangeHours(insight.Symbol.ID.Market, insight.Symbol, insight.Symbol.SecurityType);
}
var localStart = UtcTime.ConvertFromUtc(exchangeHours.TimeZone);
barSize = QuantConnect.Time.Max(barSize, QuantConnect.Time.OneMinute);
var barCount = (int) (insight.Period.Ticks / barSize.Ticks);
insight.CloseTimeUtc = QuantConnect.Time.GetEndTimeForTradeBars(exchangeHours, localStart, barSize, barCount, false).ConvertToUtc(exchangeHours.TimeZone);
return insight;
}
private void CheckModels()
{
if (PortfolioSelection == null)
{
throw new Exception("Framework algorithms must specify a portfolio selection model using the 'PortfolioSelection' property.");
}
if (Alpha == null)
{
throw new Exception("Framework algorithms must specify a alpha model using the 'Alpha' property.");
}
if (PortfolioConstruction == null)
{
throw new Exception("Framework algorithms must specify a portfolio construction model using the 'PortfolioConstruction' property");
}
if (Execution == null)
{
throw new Exception("Framework algorithms must specify an execution model using the 'Execution' property.");
}
if (RiskManagement == null)
{
throw new Exception("Framework algorithms must specify an risk management model using the 'RiskManagement' property.");
}
}
}
}