a4f66628fd
* initial commit * run parametrized algorithm with command line parameters * skeleton: top level structure * OptimizationNodePacket scheme * pass parameters as HashSet * run Lean and read results * call method on optimization completion * refactor public interfaces - close ParameterSet collection; allow only get operations - explicit method to start LeanOptimizer * synchronize RunLean method; the result could come in before the backtest id is set in the collections * another portion of refactoring and interface changes * comments * comments & tests for Extremum, Minimization and Maximization classes * unify optimization paramater values (min, max, step) & mode GridSearch tests - swap min&max if necessary - iterate left => right (negate step value if necessary) & provide default step value if step == 0 - no StackOverflow Exception - parameterSet Id should be global for current generator and retain between steps - test signle point boundary (min == max) * BruteForceStrategy tests * more comments * Update Optimizer assembly information - Update Optimizer projects assembly information to match behavior of the other projects * Tweaks - Adding comments - Replace OnComplete for Ended event - Replace Abort for Dispose - ConsoleLeanOptimizer will keep track of running processes - Each backtest will store results in a separated directory, so they don't fight for the log.txt file. - Adding cmdline option for lean to close automatically - Adding concurrent execution backtest limit - Console optimizer will start Lean minimized - Escape spaces in Json path * remove parameter set generator abstraction layer we don't need this flexibility now. * refactor public methods; Step shouldn't be public * constraints: wip * define contract * comparison operators and tests * specify JsonProperty values * Move SafeMultiply100 to extensions * Throw exception on failed Optimizer.Start * constraints: wip * change finish & dispose process * minor fixes - handle force lean abort - notify consumer if target has been reached * target & constraints; adapt unit tests * Minor Tweaks and fixes - Some logging improvements - Remove Public since not required * Ignore empty ParameterValue * simplify condition * avoid reinitialization * reduce type; force immutable * unit tests for constraints and target value * parse & normalize percent values, i.e. 20% => 0.2 * fixup * Target & Constraint & OptimizationNodePacket unit tests * Add more json unit tests - Adding more json conversion unit tests. Fix bug for Extremum which wasn't using the converter. * LeanOptimizer tests * Estimation results * User thread safe counters * LeanOptimizer unit tests; push OptimizationResult on Ended event * more unit tests * Minor tweaks -Estimate ToString in a single line. -Typos and missing header file * Add base SendUpdate method - Add base SendUpdate method for LeanOptimizer * fix LeanOptimizer test; rely on internal Update rather than timer * Add OptimizationStatus - Add missing commments and OptimizationStatus * EulerSearch implementation: wip * OptimizationParameter custom converter * change the type * make step optional * change folder structure * enumerate optimization parameter using IEnumerable & IEnumerator * unit tests: parameters & objectives * unit tests: strategies * remove redundant TODO * change Euler search boundaries * more Euler tests * prevent race condition * Add account/read endpoint - Adding account/read endpoint. Adding unit test * Add status check before running lean * Minor self review - Adding missing comments, minor changes * remove array parameters * minor changes - tidy up config file, rename variable - accept min less or equal than max * move OptimizationParameter methods to strategies * Minor improvements for BaseResultHandler derivates * minor changes - strict requirements for Step and MinStep values - strategy specific settigs * Add TotalRuntime to estimate Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
156 lines
6.3 KiB
C#
156 lines
6.3 KiB
C#
/*
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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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using QuantConnect.Util;
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using System;
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using System.Collections.Concurrent;
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using System.Diagnostics;
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using System.IO;
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using QuantConnect.Optimizer.Parameters;
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using Log = QuantConnect.Logging.Log;
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namespace QuantConnect.Optimizer.Launcher
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{
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/// <summary>
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/// Optimizer implementation that launches Lean as a local process
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/// </summary>
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public class ConsoleLeanOptimizer : LeanOptimizer
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{
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private readonly string _leanLocation;
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private readonly string _rootResultDirectory;
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private readonly string _extraLeanArguments;
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private readonly ConcurrentDictionary<string, Process> _processByBacktestId;
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/// <summary>
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/// Creates a new instance
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/// </summary>
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/// <param name="nodePacket">The optimization node packet to handle</param>
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public ConsoleLeanOptimizer(OptimizationNodePacket nodePacket) : base(nodePacket)
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{
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_processByBacktestId = new ConcurrentDictionary<string, Process>();
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_rootResultDirectory = Configuration.Config.Get("results-destination-folder",
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Path.Combine(Directory.GetCurrentDirectory(), $"opt-{nodePacket.OptimizationId}"));
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Directory.CreateDirectory(_rootResultDirectory);
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_leanLocation = Configuration.Config.Get("lean-binaries-location",
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Path.Combine(Directory.GetCurrentDirectory(), "../../../Launcher/bin/Debug/QuantConnect.Lean.Launcher.exe"));
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var closeLeanAutomatically = Configuration.Config.GetBool("optimizer-close-automatically", true);
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_extraLeanArguments = $"--close-automatically {closeLeanAutomatically}";
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var algorithmTypeName = Configuration.Config.Get("algorithm-type-name");
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if (!string.IsNullOrEmpty(algorithmTypeName))
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{
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_extraLeanArguments += $" --algorithm-type-name \"{algorithmTypeName}\"";
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}
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var algorithmLanguage = Configuration.Config.Get("algorithm-language");
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if (!string.IsNullOrEmpty(algorithmLanguage))
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{
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_extraLeanArguments += $" --algorithm-language \"{algorithmLanguage}\"";
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}
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var algorithmLocation = Configuration.Config.Get("algorithm-location");
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if (!string.IsNullOrEmpty(algorithmLocation))
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{
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_extraLeanArguments += $" --algorithm-location \"{algorithmLocation}\"";
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}
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}
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/// <summary>
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/// Handles starting Lean for a given parameter set
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/// </summary>
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/// <param name="parameterSet">The parameter set for the backtest to run</param>
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/// <returns>The new unique backtest id</returns>
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protected override string RunLean(ParameterSet parameterSet)
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{
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var backtestId = Guid.NewGuid().ToString();
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// start each lean instance in its own directory so they store their logs & results, else they fight for the log.txt file
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var resultDirectory = Path.Combine(_rootResultDirectory, backtestId);
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Directory.CreateDirectory(resultDirectory);
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// Use ProcessStartInfo class
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var startInfo = new ProcessStartInfo
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{
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FileName = _leanLocation,
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WorkingDirectory = Directory.GetParent(_leanLocation).FullName,
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Arguments = $"--results-destination-folder \"{resultDirectory}\" --algorithm-id \"{backtestId}\" --parameters {parameterSet} {_extraLeanArguments}",
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WindowStyle = ProcessWindowStyle.Minimized
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};
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var process = new Process
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{
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StartInfo = startInfo,
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EnableRaisingEvents = true
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};
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_processByBacktestId[backtestId] = process;
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process.Exited += (sender, args) =>
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{
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if (Disposed)
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{
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// handle abort
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return;
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}
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_processByBacktestId.TryRemove(backtestId, out process);
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var backtestResult = $"{backtestId}.json";
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var resultJson = Path.Combine(_rootResultDirectory, backtestId, backtestResult);
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NewResult(File.Exists(resultJson) ? File.ReadAllText(resultJson) : null, backtestId);
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process.DisposeSafely();
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};
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process.Start();
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return backtestId;
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}
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/// <summary>
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/// Stops lean process
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/// </summary>
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/// <param name="backtestId">Specified backtest id</param>
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protected override void AbortLean(string backtestId)
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{
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Process process;
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if (_processByBacktestId.TryRemove(backtestId, out process))
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{
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process.Kill();
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process.DisposeSafely();
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}
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}
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/// <summary>
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/// Sends an update of the current optimization status to the user
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/// </summary>
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protected override void SendUpdate()
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{
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// end handler will already log a nice message on end
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if (Status != OptimizationStatus.Ended && Status != OptimizationStatus.Aborted)
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{
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var currentEstimate = GetCurrentEstimate();
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var message = $"ConsoleLeanOptimizer.SendUpdate(): {currentEstimate}";
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var currentBestBacktest = Strategy.Solution;
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if (currentBestBacktest != null)
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{
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message += $". Best id:'{currentBestBacktest.BacktestId}'. {OptimizationTarget}. Parameters ({currentBestBacktest.ParameterSet})";
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}
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Log.Trace(message);
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}
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}
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}
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}
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