/*
* 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 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;
using QuantConnect.Util;
namespace QuantConnect.Algorithm.Framework
{
///
/// Algorithm framework base class that enforces a modular approach to algorithm development
///
public partial class QCAlgorithmFramework : QCAlgorithm
{
private readonly ISecurityValuesProvider _securityValuesProvider;
///
/// Enables additional logging of framework models including:
/// All insights, portfolio targets, order events, and any risk management altered targets
///
public bool DebugMode { get; set; }
///
/// Returns true since algorithms derived from this use the framework
///
public override bool IsFrameworkAlgorithm => true;
///
/// Gets or sets the universe selection model.
///
public IUniverseSelectionModel UniverseSelection { get; set; }
///
/// Gets or sets the alpha model
///
public IAlphaModel Alpha { get; set; }
///
/// Gets or sets the portoflio construction model
///
public IPortfolioConstructionModel PortfolioConstruction { get; set; }
///
/// Gets or sets the execution model
///
public IExecutionModel Execution { get; set; }
///
/// Gets or sets the risk management model
///
public IRiskManagementModel RiskManagement { get; set; }
///
/// Initializes a new instance of the class
///
public QCAlgorithmFramework()
{
_securityValuesProvider = new AlgorithmSecurityValuesProvider(this);
// set model defaults
Execution = new ImmediateExecutionModel();
RiskManagement = new NullRiskManagementModel();
}
///
/// Called by setup handlers after Initialize and allows the algorithm a chance to organize
/// the data gather in the Initialize method
///
public override void PostInitialize()
{
CheckModels();
foreach (var universe in UniverseSelection.CreateUniverses(this))
{
AddUniverse(universe);
}
if (DebugMode)
{
InsightsGenerated += (algorithm, data) => Log($"{Time}: {string.Join(" | ", data.Insights.OrderBy(i => i.Symbol.ToString()))}");
}
// emit warning message about using the framework with cash modelling
if (BrokerageModel.AccountType == AccountType.Cash)
{
Error("These models are currently unsuitable for Cash Modeled brokerages (e.g. GDAX) and may result in unexpected trades."
+ " To prevent possible user error we've restricted them to Margin trading. You can select margin account types with"
+ " SetBrokerage( ... AccountType.Margin)");
}
base.PostInitialize();
}
///
/// Used to send data updates to algorithm framework models
///
/// The current data slice
public sealed override void OnFrameworkData(Slice slice)
{
if (UtcTime >= UniverseSelection.GetNextRefreshTimeUtc())
{
var universes = UniverseSelection.CreateUniverses(this).ToDictionary(u => u.Configuration.Symbol);
// remove deselected universes by symbol
foreach (var ukvp in UniverseManager)
{
var universeSymbol = ukvp.Key;
var qcUserDefined = UserDefinedUniverse.CreateSymbol(ukvp.Value.SecurityType, ukvp.Value.Market);
if (universeSymbol.Equals(qcUserDefined))
{
// prevent removal of qc algorithm created user defined universes
continue;
}
Universe universe;
if (!universes.TryGetValue(universeSymbol, out universe))
{
if (ukvp.Value.DisposeRequested)
{
UniverseManager.Remove(universeSymbol);
}
// mark this universe as disposed to remove all child subscriptions
ukvp.Value.Dispose();
}
}
// add newly selected universes
foreach (var ukvp in universes)
{
// note: UniverseManager.Add uses TryAdd, so don't need to worry about duplicates here
UniverseManager.Add(ukvp);
}
}
// we only want to run universe selection if there's no data available in the slice
if (!slice.HasData)
{
return;
}
// insight timestamping handled via InsightsGenerated event handler
var insights = Alpha.Update(this, slice).ToArray();
// only fire insights generated event if we actually have insights
if (insights.Length != 0)
{
// debug printing of generated insights
if (DebugMode)
{
Log($"{Time}: ALPHA: {string.Join(" | ", insights.Select(i => i.ToString()).OrderBy(i => i))}");
}
OnInsightsGenerated(insights);
}
// construct portfolio targets from insights
var targets = PortfolioConstruction.CreateTargets(this, insights).ToArray();
// set security targets w/ those generated via portfolio construction module
foreach (var target in targets)
{
var security = Securities[target.Symbol];
security.Holdings.Target = target;
}
if (DebugMode)
{
// debug printing of generated targets
if (targets.Length > 0)
{
Log($"{Time}: PORTFOLIO: {string.Join(" | ", targets.Select(t => t.ToString()).OrderBy(t => t))}");
}
}
var riskTargetOverrides = RiskManagement.ManageRisk(this, targets).ToArray();
// override security targets w/ those generated via risk management module
foreach (var target in riskTargetOverrides)
{
var security = Securities[target.Symbol];
security.Holdings.Target = target;
}
if (DebugMode)
{
// debug printing of generated risk target overrides
if (riskTargetOverrides.Length > 0)
{
Log($"{Time}: RISK: {string.Join(" | ", riskTargetOverrides.Select(t => t.ToString()).OrderBy(t => t))}");
}
}
// execute on the targets, overriding targets for symbols w/ risk targets
var riskAdjustedTargets = riskTargetOverrides.Concat(targets).DistinctBy(pt => pt.Symbol).ToArray();
if (DebugMode)
{
// only log adjusted targets if we've performed an adjustment
if (riskTargetOverrides.Length > 0)
{
Log($"{Time}: RISK ADJUSTED TARGETS: {string.Join(" | ", riskAdjustedTargets.Select(t => t.ToString()).OrderBy(t => t))}");
}
}
Execution.Execute(this, riskAdjustedTargets);
}
///
/// Used to send security changes to algorithm framework models
///
/// Security additions/removals for this time step
public sealed override void OnFrameworkSecuritiesChanged(SecurityChanges changes)
{
if (DebugMode)
{
Log($"{Time}: {changes}");
}
Alpha.OnSecuritiesChanged(this, changes);
PortfolioConstruction.OnSecuritiesChanged(this, changes);
Execution.OnSecuritiesChanged(this, changes);
RiskManagement.OnSecuritiesChanged(this, changes);
}
///
/// Sets the universe selection model
///
/// Model defining universes for the algorithm
public void SetUniverseSelection(IUniverseSelectionModel universeSelection)
{
UniverseSelection = universeSelection;
}
///
/// Sets the alpha model
///
/// Model that generates alpha
public void SetAlpha(IAlphaModel alpha)
{
Alpha = alpha;
}
///
/// Sets the portfolio construction model
///
/// Model defining how to build a portoflio from insights
public void SetPortfolioConstruction(IPortfolioConstructionModel portfolioConstruction)
{
PortfolioConstruction = portfolioConstruction;
}
///
/// Sets the execution model
///
/// Model defining how to execute trades to reach a portfolio target
public void SetExecution(IExecutionModel execution)
{
Execution = execution;
}
///
/// Sets the risk management model
///
/// Model defining
public void SetRiskManagement(IRiskManagementModel riskManagement)
{
RiskManagement = riskManagement;
}
///
/// Event invocator for the event
///
///
/// This method is sealed because the framework must be able to force setting of the
/// generated and close times before any event handlers are run. Bind directly to the
/// event insead of overriding.
///
/// The collection of insights generaed at the current time step
protected sealed override void OnInsightsGenerated(IEnumerable insights)
{
// set values not required to be set by alpha models
base.OnInsightsGenerated(insights.Select(insight =>
{
insight.GeneratedTimeUtc = UtcTime;
insight.ReferenceValue = _securityValuesProvider.GetValues(insight.Symbol).Get(insight.Type);
insight.SourceModel = string.IsNullOrEmpty(insight.SourceModel) ? Alpha.GetModelName() : insight.SourceModel;
var exchangeHours = MarketHoursDatabase.GetExchangeHours(insight.Symbol.ID.Market, insight.Symbol, insight.Symbol.SecurityType);
insight.SetPeriodAndCloseTime(exchangeHours);
return insight;
}));
}
private void CheckModels()
{
if (UniverseSelection == null)
{
throw new Exception($"Framework algorithms must specify a portfolio selection model using the '{nameof(UniverseSelection)}' property.");
}
if (Alpha == null)
{
throw new Exception($"Framework algorithms must specify a alpha model using the '{nameof(Alpha)}' property.");
}
if (PortfolioConstruction == null)
{
throw new Exception($"Framework algorithms must specify a portfolio construction model using the '{nameof(PortfolioConstruction)}' property");
}
if (Execution == null)
{
throw new Exception($"Framework algorithms must specify an execution model using the '{nameof(Execution)}' property.");
}
if (RiskManagement == null)
{
throw new Exception($"Framework algorithms must specify an risk management model using the '{nameof(RiskManagement)}' property.");
}
}
}
}