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AlgorithmManager.cs
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/*
* 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 System.Threading;
using Fasterflect;
using QuantConnect.Algorithm;
using QuantConnect.Configuration;
using QuantConnect.Data;
using QuantConnect.Data.Market;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Interfaces;
using QuantConnect.Lean.Engine.DataFeeds;
using QuantConnect.Lean.Engine.RealTime;
using QuantConnect.Lean.Engine.Results;
using QuantConnect.Lean.Engine.TransactionHandlers;
using QuantConnect.Logging;
using QuantConnect.Orders;
using QuantConnect.Packets;
using QuantConnect.Securities;
using QuantConnect.Util;
using QuantConnect.Securities.Option;
namespace QuantConnect.Lean.Engine
{
/// <summary>
/// Algorithm manager class executes the algorithm and generates and passes through the algorithm events.
/// </summary>
public class AlgorithmManager
{
private DateTime _previousTime;
private IAlgorithm _algorithm;
private readonly object _lock = new object();
private string _algorithmId = "";
private DateTime _currentTimeStepTime;
private readonly TimeSpan _timeLoopMaximum = TimeSpan.FromMinutes(Config.GetDouble("algorithm-manager-time-loop-maximum", 10));
private long _dataPointCount;
/// <summary>
/// Publicly accessible algorithm status
/// </summary>
public AlgorithmStatus State
{
get { return _algorithm == null ? AlgorithmStatus.Running : _algorithm.Status; }
}
/// <summary>
/// Public access to the currently running algorithm id.
/// </summary>
public string AlgorithmId
{
get { return _algorithmId; }
}
/// <summary>
/// Gets the amount of time spent on the current time step
/// </summary>
public TimeSpan CurrentTimeStepElapsed
{
get { return _currentTimeStepTime == DateTime.MinValue ? TimeSpan.Zero : DateTime.UtcNow - _currentTimeStepTime; }
}
/// <summary>
/// Gets a function used with the Isolator for verifying we're not spending too much time in each
/// algo manager timer loop
/// </summary>
public readonly Func<string> TimeLoopWithinLimits;
private readonly bool _liveMode;
/// <summary>
/// Quit state flag for the running algorithm. When true the user has requested the backtest stops through a Quit() method.
/// </summary>
/// <seealso cref="QCAlgorithm.Quit"/>
public bool QuitState
{
get { return State == AlgorithmStatus.Deleted; }
}
/// <summary>
/// Gets the number of data points processed per second
/// </summary>
public long DataPoints
{
get { return _dataPointCount; }
}
/// <summary>
/// Initializes a new instance of the <see cref="AlgorithmManager"/> class
/// </summary>
/// <param name="liveMode">True if we're running in live mode, false for backtest mode</param>
public AlgorithmManager(bool liveMode)
{
TimeLoopWithinLimits = () =>
{
if (CurrentTimeStepElapsed > _timeLoopMaximum)
{
return "Algorithm took longer than 10 minutes on a single time loop.";
}
return null;
};
_liveMode = liveMode;
}
/// <summary>
/// Launch the algorithm manager to run this strategy
/// </summary>
/// <param name="job">Algorithm job</param>
/// <param name="algorithm">Algorithm instance</param>
/// <param name="feed">Datafeed object</param>
/// <param name="transactions">Transaction manager object</param>
/// <param name="results">Result handler object</param>
/// <param name="realtime">Realtime processing object</param>
/// <param name="commands">The command queue for relaying extenal commands to the algorithm</param>
/// <param name="token">Cancellation token</param>
/// <remarks>Modify with caution</remarks>
public void Run(AlgorithmNodePacket job, IAlgorithm algorithm, IDataFeed feed, ITransactionHandler transactions, IResultHandler results, IRealTimeHandler realtime, ICommandQueueHandler commands, CancellationToken token)
{
//Initialize:
_dataPointCount = 0;
_algorithm = algorithm;
var portfolioValue = algorithm.Portfolio.TotalPortfolioValue;
var backtestMode = (job.Type == PacketType.BacktestNode);
var methodInvokers = new Dictionary<Type, MethodInvoker>();
var marginCallFrequency = TimeSpan.FromMinutes(5);
var nextMarginCallTime = DateTime.MinValue;
var settlementScanFrequency = TimeSpan.FromMinutes(30);
var nextSettlementScanTime = DateTime.MinValue;
var delistings = new List<Delisting>();
//Initialize Properties:
_algorithmId = job.AlgorithmId;
_algorithm.Status = AlgorithmStatus.Running;
_previousTime = algorithm.StartDate.Date;
//Create the method accessors to push generic types into algorithm: Find all OnData events:
// Algorithm 2.0 data accessors
var hasOnDataTradeBars = AddMethodInvoker<TradeBars>(algorithm, methodInvokers);
var hasOnDataQuoteBars = AddMethodInvoker<QuoteBars>(algorithm, methodInvokers);
var hasOnDataOptionChains = AddMethodInvoker<OptionChains>(algorithm, methodInvokers);
var hasOnDataTicks = AddMethodInvoker<Ticks>(algorithm, methodInvokers);
// dividend and split events
var hasOnDataDividends = AddMethodInvoker<Dividends>(algorithm, methodInvokers);
var hasOnDataSplits = AddMethodInvoker<Splits>(algorithm, methodInvokers);
var hasOnDataDelistings = AddMethodInvoker<Delistings>(algorithm, methodInvokers);
var hasOnDataSymbolChangedEvents = AddMethodInvoker<SymbolChangedEvents>(algorithm, methodInvokers);
// Algorithm 3.0 data accessors
var hasOnDataSlice = algorithm.GetType().GetMethods()
.Where(x => x.Name == "OnData" && x.GetParameters().Length == 1 && x.GetParameters()[0].ParameterType == typeof (Slice))
.FirstOrDefault(x => x.DeclaringType == algorithm.GetType()) != null;
//Go through the subscription types and create invokers to trigger the event handlers for each custom type:
foreach (var config in algorithm.SubscriptionManager.Subscriptions)
{
//If type is a custom feed, check for a dedicated event handler
if (config.IsCustomData)
{
//Get the matching method for this event handler - e.g. public void OnData(Quandl data) { .. }
var genericMethod = (algorithm.GetType()).GetMethod("OnData", new[] { config.Type });
//If we already have this Type-handler then don't add it to invokers again.
if (methodInvokers.ContainsKey(config.Type)) continue;
//If we couldnt find the event handler, let the user know we can't fire that event.
if (genericMethod == null && !hasOnDataSlice)
{
algorithm.RunTimeError = new Exception("Data event handler not found, please create a function matching this template: public void OnData(" + config.Type.Name + " data) { }");
_algorithm.Status = AlgorithmStatus.RuntimeError;
return;
}
if (genericMethod != null)
{
methodInvokers.Add(config.Type, genericMethod.DelegateForCallMethod());
}
}
}
//Loop over the queues: get a data collection, then pass them all into relevent methods in the algorithm.
Log.Trace("AlgorithmManager.Run(): Begin DataStream - Start: " + algorithm.StartDate + " Stop: " + algorithm.EndDate);
foreach (var timeSlice in Stream(job, algorithm, feed, results, token))
{
// reset our timer on each loop
_currentTimeStepTime = DateTime.UtcNow;
//Check this backtest is still running:
if (_algorithm.Status != AlgorithmStatus.Running)
{
Log.Error(string.Format("AlgorithmManager.Run(): Algorithm state changed to {0} at {1}", _algorithm.Status, timeSlice.Time));
break;
}
//Execute with TimeLimit Monitor:
if (token.IsCancellationRequested)
{
Log.Error("AlgorithmManager.Run(): CancellationRequestion at " + timeSlice.Time);
return;
}
// before doing anything, check our command queue
foreach (var command in commands.GetCommands())
{
if (command == null) continue;
Log.Trace("AlgorithmManager.Run(): Executing {0}", command);
CommandResultPacket result;
try
{
result = command.Run(algorithm);
}
catch (Exception err)
{
Log.Error(err);
algorithm.Error(string.Format("{0} Error: {1}", command.GetType().Name, err.Message));
result = new CommandResultPacket(command, false);
}
// send the result of the command off to the result handler
results.Messages.Enqueue(result);
}
var time = timeSlice.Time;
_dataPointCount += timeSlice.DataPointCount;
//If we're in backtest mode we need to capture the daily performance. We do this here directly
//before updating the algorithm state with the new data from this time step, otherwise we'll
//produce incorrect samples (they'll take into account this time step's new price values)
if (backtestMode)
{
//On day-change sample equity and daily performance for statistics calculations
if (_previousTime.Date != time.Date)
{
SampleBenchmark(algorithm, results, _previousTime.Date);
//Sample the portfolio value over time for chart.
results.SampleEquity(_previousTime, Math.Round(algorithm.Portfolio.TotalPortfolioValue, 4));
//Check for divide by zero
if (portfolioValue == 0m)
{
results.SamplePerformance(_previousTime.Date, 0);
}
else
{
results.SamplePerformance(_previousTime.Date, Math.Round((algorithm.Portfolio.TotalPortfolioValue - portfolioValue) * 100 / portfolioValue, 10));
}
portfolioValue = algorithm.Portfolio.TotalPortfolioValue;
}
}
else
{
// live mode continously sample the benchmark
SampleBenchmark(algorithm, results, time);
}
//Update algorithm state after capturing performance from previous day
//Set the algorithm and real time handler's time
algorithm.SetDateTime(time);
if (timeSlice.Slice.SymbolChangedEvents.Count != 0)
{
if (hasOnDataSymbolChangedEvents)
{
methodInvokers[typeof (SymbolChangedEvents)](algorithm, timeSlice.Slice.SymbolChangedEvents);
}
foreach (var symbol in timeSlice.Slice.SymbolChangedEvents.Keys)
{
// cancel all orders for the old symbol
foreach (var ticket in transactions.GetOrderTickets(x => x.Status.IsOpen() && x.Symbol == symbol))
{
ticket.Cancel("Open order cancelled on symbol changed event");
}
}
}
if (timeSlice.SecurityChanges != SecurityChanges.None)
{
foreach (var security in timeSlice.SecurityChanges.AddedSecurities)
{
if (!algorithm.Securities.ContainsKey(security.Symbol))
{
// add the new security
algorithm.Securities.Add(security);
}
}
}
//On each time step push the real time prices to the cashbook so we can have updated conversion rates
foreach (var update in timeSlice.CashBookUpdateData)
{
var cash = update.Target;
foreach (var data in update.Data)
{
cash.Update(data);
}
}
//Update the securities properties: first before calling user code to avoid issues with data
foreach (var update in timeSlice.SecuritiesUpdateData)
{
var security = update.Target;
foreach (var data in update.Data)
{
security.SetMarketPrice(data);
}
// Send market price updates to the TradeBuilder
algorithm.TradeBuilder.SetMarketPrice(security.Symbol, security.Price);
}
// fire real time events after we've updated based on the new data
realtime.SetTime(timeSlice.Time);
// process fill models on the updated data before entering algorithm, applies to all non-market orders
transactions.ProcessSynchronousEvents();
// process end of day delistings
ProcessDelistedSymbols(algorithm, delistings);
//Check if the user's signalled Quit: loop over data until day changes.
if (algorithm.Status == AlgorithmStatus.Stopped)
{
Log.Trace("AlgorithmManager.Run(): Algorithm quit requested.");
break;
}
if (algorithm.RunTimeError != null)
{
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Trace(string.Format("AlgorithmManager.Run(): Algorithm encountered a runtime error at {0}. Error: {1}", timeSlice.Time, algorithm.RunTimeError));
break;
}
// perform margin calls, in live mode we can also use realtime to emit these
if (time >= nextMarginCallTime || (_liveMode && nextMarginCallTime > DateTime.UtcNow))
{
// determine if there are possible margin call orders to be executed
bool issueMarginCallWarning;
var marginCallOrders = algorithm.Portfolio.ScanForMarginCall(out issueMarginCallWarning);
if (marginCallOrders.Count != 0)
{
var executingMarginCall = false;
try
{
// tell the algorithm we're about to issue the margin call
algorithm.OnMarginCall(marginCallOrders);
executingMarginCall = true;
// execute the margin call orders
var executedTickets = algorithm.Portfolio.MarginCallModel.ExecuteMarginCall(marginCallOrders);
foreach (var ticket in executedTickets)
{
algorithm.Error(string.Format("{0} - Executed MarginCallOrder: {1} - Quantity: {2} @ {3}", algorithm.Time, ticket.Symbol, ticket.Quantity, ticket.AverageFillPrice));
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
var locator = executingMarginCall ? "Portfolio.MarginCallModel.ExecuteMarginCall" : "OnMarginCall";
Log.Error(string.Format("AlgorithmManager.Run(): RuntimeError: {0}: ", locator) + err);
return;
}
}
// we didn't perform a margin call, but got the warning flag back, so issue the warning to the algorithm
else if (issueMarginCallWarning)
{
try
{
algorithm.OnMarginCallWarning();
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: OnMarginCallWarning: " + err);
return;
}
}
nextMarginCallTime = time + marginCallFrequency;
}
// perform check for settlement of unsettled funds
if (time >= nextSettlementScanTime || (_liveMode && nextSettlementScanTime > DateTime.UtcNow))
{
algorithm.Portfolio.ScanForCashSettlement(algorithm.UtcTime);
nextSettlementScanTime = time + settlementScanFrequency;
}
// before we call any events, let the algorithm know about universe changes
if (timeSlice.SecurityChanges != SecurityChanges.None)
{
try
{
algorithm.OnSecuritiesChanged(timeSlice.SecurityChanges);
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: OnSecuritiesChanged event: " + err);
return;
}
}
// apply dividends
foreach (var dividend in timeSlice.Slice.Dividends.Values)
{
Log.Trace("AlgorithmManager.Run(): {0}: Applying Dividend for {1}", algorithm.Time, dividend.Symbol.ToString());
algorithm.Portfolio.ApplyDividend(dividend);
}
// apply splits
foreach (var split in timeSlice.Slice.Splits.Values)
{
try
{
Log.Trace("AlgorithmManager.Run(): {0}: Applying Split for {1}", algorithm.Time, split.Symbol.ToString());
algorithm.Portfolio.ApplySplit(split);
// apply the split to open orders as well in raw mode, all other modes are split adjusted
if (_liveMode || algorithm.Securities[split.Symbol].DataNormalizationMode == DataNormalizationMode.Raw)
{
// in live mode we always want to have our order match the order at the brokerage, so apply the split to the orders
var openOrders = transactions.GetOrderTickets(ticket => ticket.Status.IsOpen() && ticket.Symbol == split.Symbol);
algorithm.BrokerageModel.ApplySplit(openOrders.ToList(), split);
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: Split event: " + err);
return;
}
}
//Update registered consolidators for this symbol index
try
{
foreach (var update in timeSlice.ConsolidatorUpdateData)
{
var resolutionTimeSpan = update.Target.Resolution.ToTimeSpan();
var consolidators = update.Target.Consolidators;
foreach (var consolidator in consolidators)
{
foreach (var dataPoint in update.Data)
{
// Filter out data with resolution higher than the data subscription resolution.
// This is needed to avoid feeding in higher resolution data, typically fill-forward bars.
// It also prevents volume-based indicators or consolidators summing up volume to generate
// invalid values.
var algorithmTimeSpan = resolutionTimeSpan == TimeSpan.FromTicks(0)
? TimeSpan.FromTicks(0)
: TimeSpan.FromSeconds(1);
if (algorithm.UtcTime.RoundDown(algorithmTimeSpan) == dataPoint.EndTime.RoundUp(resolutionTimeSpan).ConvertToUtc(update.Target.ExchangeTimeZone))
{
consolidator.Update(dataPoint);
}
}
// scan for time after we've pumped all the data through for this consolidator
var localTime = time.ConvertFromUtc(update.Target.ExchangeTimeZone);
consolidator.Scan(localTime);
}
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: Consolidators update: " + err);
return;
}
// fire custom event handlers
foreach (var update in timeSlice.CustomData)
{
MethodInvoker methodInvoker;
if (!methodInvokers.TryGetValue(update.DataType, out methodInvoker))
{
continue;
}
try
{
foreach (var dataPoint in update.Data)
{
if (update.DataType.IsInstanceOfType(dataPoint))
{
methodInvoker(algorithm, dataPoint);
}
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: Custom Data: " + err);
return;
}
}
try
{
// fire off the dividend and split events before pricing events
if (hasOnDataDividends && timeSlice.Slice.Dividends.Count != 0)
{
methodInvokers[typeof(Dividends)](algorithm, timeSlice.Slice.Dividends);
}
if (hasOnDataSplits && timeSlice.Slice.Splits.Count != 0)
{
methodInvokers[typeof(Splits)](algorithm, timeSlice.Slice.Splits);
}
if (hasOnDataDelistings && timeSlice.Slice.Delistings.Count != 0)
{
methodInvokers[typeof(Delistings)](algorithm, timeSlice.Slice.Delistings);
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: Dividends/Splits/Delistings: " + err);
return;
}
// run the delisting logic after firing delisting events
HandleDelistedSymbols(algorithm, timeSlice.Slice.Delistings, delistings);
//After we've fired all other events in this second, fire the pricing events:
try
{
// TODO: For backwards compatibility only. Remove in 2017
// For compatibility with Forex Trade data, moving
if (timeSlice.Slice.QuoteBars.Count > 0)
{
foreach (var tradeBar in timeSlice.Slice.QuoteBars.Where(x => x.Key.ID.SecurityType == SecurityType.Forex))
{
timeSlice.Slice.Bars.Add(tradeBar.Value.Collapse());
}
}
if (hasOnDataTradeBars && timeSlice.Slice.Bars.Count > 0) methodInvokers[typeof(TradeBars)](algorithm, timeSlice.Slice.Bars);
if (hasOnDataQuoteBars && timeSlice.Slice.QuoteBars.Count > 0) methodInvokers[typeof(QuoteBars)](algorithm, timeSlice.Slice.QuoteBars);
if (hasOnDataOptionChains && timeSlice.Slice.OptionChains.Count > 0) methodInvokers[typeof(OptionChains)](algorithm, timeSlice.Slice.OptionChains);
if (hasOnDataTicks && timeSlice.Slice.Ticks.Count > 0) methodInvokers[typeof(Ticks)](algorithm, timeSlice.Slice.Ticks);
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: New Style Mode: " + err);
return;
}
try
{
if (timeSlice.Slice.HasData)
{
// EVENT HANDLER v3.0 -- all data in a single event
algorithm.OnData(timeSlice.Slice);
}
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error("AlgorithmManager.Run(): RuntimeError: Slice: " + err);
return;
}
//If its the historical/paper trading models, wait until market orders have been "filled"
// Manually trigger the event handler to prevent thread switch.
transactions.ProcessSynchronousEvents();
//Save the previous time for the sample calculations
_previousTime = time;
// Process any required events of the results handler such as sampling assets, equity, or stock prices.
results.ProcessSynchronousEvents();
} // End of ForEach feed.Bridge.GetConsumingEnumerable
// stop timing the loops
_currentTimeStepTime = DateTime.MinValue;
//Stream over:: Send the final packet and fire final events:
Log.Trace("AlgorithmManager.Run(): Firing On End Of Algorithm...");
try
{
algorithm.OnEndOfAlgorithm();
}
catch (Exception err)
{
_algorithm.Status = AlgorithmStatus.RuntimeError;
algorithm.RunTimeError = new Exception("Error running OnEndOfAlgorithm(): " + err.Message, err.InnerException);
Log.Error("AlgorithmManager.OnEndOfAlgorithm(): " + err);
return;
}
// Process any required events of the results handler such as sampling assets, equity, or stock prices.
results.ProcessSynchronousEvents(forceProcess: true);
//Liquidate Holdings for Calculations:
if (_algorithm.Status == AlgorithmStatus.Liquidated && _liveMode)
{
Log.Trace("AlgorithmManager.Run(): Liquidating algorithm holdings...");
algorithm.Liquidate();
results.LogMessage("Algorithm Liquidated");
results.SendStatusUpdate(AlgorithmStatus.Liquidated);
}
//Manually stopped the algorithm
if (_algorithm.Status == AlgorithmStatus.Stopped)
{
Log.Trace("AlgorithmManager.Run(): Stopping algorithm...");
results.LogMessage("Algorithm Stopped");
results.SendStatusUpdate(AlgorithmStatus.Stopped);
}
//Backtest deleted.
if (_algorithm.Status == AlgorithmStatus.Deleted)
{
Log.Trace("AlgorithmManager.Run(): Deleting algorithm...");
results.DebugMessage("Algorithm Id:(" + job.AlgorithmId + ") Deleted by request.");
results.SendStatusUpdate(AlgorithmStatus.Deleted);
}
//Algorithm finished, send regardless of commands:
results.SendStatusUpdate(AlgorithmStatus.Completed);
//Take final samples:
results.SampleRange(algorithm.GetChartUpdates());
results.SampleEquity(_previousTime, Math.Round(algorithm.Portfolio.TotalPortfolioValue, 4));
SampleBenchmark(algorithm, results, _previousTime);
//Check for divide by zero
if (portfolioValue == 0m)
{
results.SamplePerformance(_previousTime, 0m);
}
else
{
results.SamplePerformance(_previousTime, Math.Round((algorithm.Portfolio.TotalPortfolioValue - portfolioValue) * 100 / portfolioValue, 10));
}
} // End of Run();
/// <summary>
/// Set the quit state.
/// </summary>
public void SetStatus(AlgorithmStatus state)
{
lock (_lock)
{
//We don't want anyone elseto set our internal state to "Running".
//This is controlled by the algorithm private variable only.
if (state != AlgorithmStatus.Running)
{
_algorithm.Status = state;
}
}
}
private IEnumerable<TimeSlice> Stream(AlgorithmNodePacket job, IAlgorithm algorithm, IDataFeed feed, IResultHandler results, CancellationToken cancellationToken)
{
bool setStartTime = false;
var timeZone = algorithm.TimeZone;
var history = algorithm.HistoryProvider;
// fulfilling history requirements of volatility models in live mode
if (algorithm.LiveMode)
{
ProcessVolatilityHistoryRequirements(algorithm);
}
// get the required history job from the algorithm
DateTime? lastHistoryTimeUtc = null;
var historyRequests = algorithm.GetWarmupHistoryRequests().ToList();
// initialize variables for progress computation
var start = DateTime.UtcNow.Ticks;
var nextStatusTime = DateTime.UtcNow.AddSeconds(1);
var minimumIncrement = algorithm.UniverseManager
.Select(x => x.Value.Configuration.Resolution.ToTimeSpan())
.DefaultIfEmpty(Time.OneSecond)
.Min();
minimumIncrement = minimumIncrement == TimeSpan.Zero ? Time.OneSecond : minimumIncrement;
if (historyRequests.Count != 0)
{
// rewrite internal feed requests
var subscriptions = algorithm.SubscriptionManager.Subscriptions.Where(x => !x.IsInternalFeed).ToList();
var minResolution = subscriptions.Count > 0 ? subscriptions.Min(x => x.Resolution) : Resolution.Second;
foreach (var request in historyRequests)
{
Security security;
if (algorithm.Securities.TryGetValue(request.Symbol, out security) && security.IsInternalFeed())
{
if (request.Resolution < minResolution)
{
request.Resolution = minResolution;
request.FillForwardResolution = request.FillForwardResolution.HasValue ? minResolution : (Resolution?) null;
}
}
}
// rewrite all to share the same fill forward resolution
if (historyRequests.Any(x => x.FillForwardResolution.HasValue))
{
minResolution = historyRequests.Where(x => x.FillForwardResolution.HasValue).Min(x => x.FillForwardResolution.Value);
foreach (var request in historyRequests.Where(x => x.FillForwardResolution.HasValue))
{
request.FillForwardResolution = minResolution;
}
}
foreach (var request in historyRequests)
{
start = Math.Min(request.StartTimeUtc.Ticks, start);
Log.Trace(string.Format("AlgorithmManager.Stream(): WarmupHistoryRequest: {0}: Start: {1} End: {2} Resolution: {3}", request.Symbol, request.StartTimeUtc, request.EndTimeUtc, request.Resolution));
}
// make the history request and build time slices
foreach (var slice in history.GetHistory(historyRequests, timeZone))
{
TimeSlice timeSlice;
try
{
// we need to recombine this slice into a time slice
var paired = new List<DataFeedPacket>();
foreach (var symbol in slice.Keys)
{
var security = algorithm.Securities[symbol];
var data = slice[symbol];
var list = new List<BaseData>();
var ticks = data as List<Tick>;
if (ticks != null) list.AddRange(ticks);
else list.Add(data);
paired.Add(new DataFeedPacket(security, security.Subscriptions.First(), list));
}
timeSlice = TimeSlice.Create(slice.Time.ConvertToUtc(timeZone), timeZone, algorithm.Portfolio.CashBook, paired, SecurityChanges.None);
}
catch (Exception err)
{
Log.Error(err);
algorithm.RunTimeError = err;
yield break;
}
if (timeSlice != null)
{
if (!setStartTime)
{
setStartTime = true;
_previousTime = timeSlice.Time;
algorithm.Debug("Algorithm warming up...");
}
if (DateTime.UtcNow > nextStatusTime)
{
// send some status to the user letting them know we're done history, but still warming up,
// catching up to real time data
nextStatusTime = DateTime.UtcNow.AddSeconds(1);
var percent = (int)(100 * (timeSlice.Time.Ticks - start) / (double)(DateTime.UtcNow.Ticks - start));
results.SendStatusUpdate(AlgorithmStatus.History, string.Format("Catching up to realtime {0}%...", percent));
}
yield return timeSlice;
lastHistoryTimeUtc = timeSlice.Time;
}
}
}
// if we're not live or didn't event request warmup, then set us as not warming up
if (!algorithm.LiveMode || historyRequests.Count == 0)
{
algorithm.SetFinishedWarmingUp();
results.SendStatusUpdate(AlgorithmStatus.Running);
if (historyRequests.Count != 0)
{
algorithm.Debug("Algorithm finished warming up.");
Log.Trace("AlgorithmManager.Stream(): Finished warmup");
}
}
foreach (var timeSlice in feed)
{
if (!setStartTime)
{
setStartTime = true;
_previousTime = timeSlice.Time;
}
if (algorithm.LiveMode && algorithm.IsWarmingUp)
{
// this is hand-over logic, we spin up the data feed first and then request
// the history for warmup, so there will be some overlap between the data
if (lastHistoryTimeUtc.HasValue)
{
// make sure there's no historical data, this only matters for the handover
var hasHistoricalData = false;
foreach (var data in timeSlice.Slice.Ticks.Values.SelectMany(x => x).Concat<BaseData>(timeSlice.Slice.Bars.Values))
{
// check if any ticks in the list are on or after our last warmup point, if so, skip this data
if (data.EndTime.ConvertToUtc(algorithm.Securities[data.Symbol].Exchange.TimeZone) >= lastHistoryTimeUtc)
{
hasHistoricalData = true;
break;
}
}
if (hasHistoricalData)
{
continue;
}
// prevent us from doing these checks every loop
lastHistoryTimeUtc = null;
}
// in live mode wait to mark us as finished warming up when
// the data feed has caught up to now within the min increment
if (timeSlice.Time > DateTime.UtcNow.Subtract(minimumIncrement))
{
algorithm.SetFinishedWarmingUp();
results.SendStatusUpdate(AlgorithmStatus.Running);
algorithm.Debug("Algorithm finished warming up.");
Log.Trace("AlgorithmManager.Stream(): Finished warmup");
}
else if (DateTime.UtcNow > nextStatusTime)
{
// send some status to the user letting them know we're done history, but still warming up,
// catching up to real time data
nextStatusTime = DateTime.UtcNow.AddSeconds(1);
var percent = (int) (100*(timeSlice.Time.Ticks - start)/(double) (DateTime.UtcNow.Ticks - start));
results.SendStatusUpdate(AlgorithmStatus.History, string.Format("Catching up to realtime {0}%...", percent));
}
}
yield return timeSlice;
}
}
private void ProcessVolatilityHistoryRequirements(IAlgorithm algorithm)
{
Log.Trace("AlgorithmManager.ProcessVolatilityHistoryRequirements(): Updating volatility models with historical data...");
foreach (var security in algorithm.Securities.Values)
{
if (security.VolatilityModel != VolatilityModel.Null)
{
var historyReq = security.VolatilityModel.GetHistoryRequirements(security, algorithm.UtcTime);
if (historyReq != null && algorithm.HistoryProvider != null)
{
var history = algorithm.HistoryProvider.GetHistory(historyReq, algorithm.TimeZone);
if (history != null)
{
foreach (var slice in history)
{
if (slice.Bars.ContainsKey(security.Symbol))
security.VolatilityModel.Update(security, slice.Bars[security.Symbol]);
}
}
}
}
}
}
/// <summary>
/// Adds a method invoker if the method exists to the method invokers dictionary
/// </summary>
/// <typeparam name="T">The data type to check for 'OnData(T data)</typeparam>
/// <param name="algorithm">The algorithm instance</param>
/// <param name="methodInvokers">The dictionary of method invokers</param>
/// <param name="methodName">The name of the method to search for</param>
/// <returns>True if the method existed and was added to the collection</returns>
private bool AddMethodInvoker<T>(IAlgorithm algorithm, Dictionary<Type, MethodInvoker> methodInvokers, string methodName = "OnData")
{
var newSplitMethodInfo = algorithm.GetType().GetMethod(methodName, new[] {typeof (T)});
if (newSplitMethodInfo != null)
{
methodInvokers.Add(typeof(T), newSplitMethodInfo.DelegateForCallMethod());
return true;
}
return false;
}
/// <summary>
/// Performs delisting logic for the securities specified in <paramref name="newDelistings"/> that are marked as <see cref="DelistingType.Delisted"/>.
/// </summary>
private static void HandleDelistedSymbols(IAlgorithm algorithm, Delistings newDelistings, List<Delisting> delistings)
{
foreach (var delisting in newDelistings.Values)
{
// submit an order to liquidate on market close
if (delisting.Type == DelistingType.Warning)
{
if (!delistings.Any(x => x.Symbol == delisting.Symbol && x.Type == delisting.Type))
{
delistings.Add(delisting);
Log.Trace("AlgorithmManager.Run(): Security delisting warning: " + delisting.Symbol.Value);
}
}
else
{
Log.Trace("AlgorithmManager.Run(): Security delisted: " + delisting.Symbol.Value);
var cancelledOrders = algorithm.Transactions.CancelOpenOrders(delisting.Symbol);
foreach (var cancelledOrder in cancelledOrders)
{
Log.Trace("AlgorithmManager.Run(): " + cancelledOrder);
}
}
}
}
/// <summary>
/// Performs actual delisting of the contracts in delistings collection
/// </summary>
private static void ProcessDelistedSymbols(IAlgorithm algorithm, List<Delisting> delistings)
{
for (var i = delistings.Count - 1; i >= 0; i--)
{
// check if we are holding position
var security = algorithm.Securities[delistings[i].Symbol];
if (security.Holdings.Quantity == 0) continue;
// check if the time has come for delisting
var delistingTime = delistings[i].Time;
var nextMarketOpen = security.Exchange.Hours.GetNextMarketOpen(delistingTime, false);
var nextMarketClose = security.Exchange.Hours.GetNextMarketClose(nextMarketOpen, false);
if (security.LocalTime < nextMarketClose) continue;
// submit an order to liquidate on market close or exercise (for options)
SubmitOrderRequest request;
if (security.Type == SecurityType.Option)
{
var underlying = algorithm.Securities[security.Symbol.Underlying];
var option = (Option)security;
if (security.Holdings.Quantity > 0)
{
request = new SubmitOrderRequest(OrderType.OptionExercise, security.Type, security.Symbol,
security.Holdings.Quantity, 0, 0, algorithm.UtcTime, "Automatic option exercise on expiration");
}
else
{
request = new SubmitOrderRequest(OrderType.OptionExercise, security.Type, security.Symbol,
security.Holdings.Quantity, 0, 0, algorithm.UtcTime, "Automatic option assignment on expiration");
}
}
else
{
request = new SubmitOrderRequest(OrderType.Market, security.Type, security.Symbol,
-security.Holdings.Quantity, 0, 0, algorithm.UtcTime, "Liquidate from delisting");
}
algorithm.Transactions.ProcessRequest(request);
delistings.RemoveAt(i);
}
}
/// <summary>
/// Samples the benchmark in a try/catch block
/// </summary>
private void SampleBenchmark(IAlgorithm algorithm, IResultHandler results, DateTime time)
{
try
{
// backtest mode, sample benchmark on day changes
results.SampleBenchmark(time, algorithm.Benchmark.Evaluate(time).SmartRounding());
}
catch (Exception err)
{
algorithm.RunTimeError = err;
_algorithm.Status = AlgorithmStatus.RuntimeError;
Log.Error(err);
}
}
}
}