Ejemplo n.º 1
0
        public static void RunLocalBacktest(string algorithm, Dictionary <string, string> expectedStatistics, Language language)
        {
            var statistics = new Dictionary <string, string>();

            Composer.Instance.Reset();

            try
            {
                // set the configuration up
                Config.Set("algorithm-type-name", algorithm);
                Config.Set("live-mode", "false");
                Config.Set("environment", "");
                Config.Set("messaging-handler", "QuantConnect.Messaging.Messaging");
                Config.Set("job-queue-handler", "QuantConnect.Queues.JobQueue");
                Config.Set("api-handler", "QuantConnect.Api.Api");
                Config.Set("result-handler", "QuantConnect.Lean.Engine.Results.BacktestingResultHandler");
                Config.Set("algorithm-language", language.ToString());
                Config.Set("algorithm-location", "QuantConnect.Algorithm." + language + ".dll");

                var debugEnabled = Log.DebuggingEnabled;

                var logHandlers = new ILogHandler[] { new ConsoleLogHandler(), new FileLogHandler("regression.log", false) };
                using (Log.LogHandler = new CompositeLogHandler(logHandlers))
                    using (var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance))
                        using (var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance))
                        {
                            Log.DebuggingEnabled = true;

                            Log.LogHandler.Trace("");
                            Log.LogHandler.Trace("{0}: Running " + algorithm + "...", DateTime.UtcNow);
                            Log.LogHandler.Trace("");

                            // run the algorithm in its own thread

                            var engine = new Lean.Engine.Engine(systemHandlers, algorithmHandlers, false);
                            Task.Factory.StartNew(() =>
                            {
                                string algorithmPath;
                                var job = systemHandlers.JobQueue.NextJob(out algorithmPath);
                                var algorithmManager = new AlgorithmManager(false);
                                engine.Run(job, algorithmManager, algorithmPath);
                            }).Wait();

                            var backtestingResultHandler = (BacktestingResultHandler)algorithmHandlers.Results;
                            statistics = backtestingResultHandler.FinalStatistics;

                            Log.DebuggingEnabled = debugEnabled;
                        }
            }
            catch (Exception ex)
            {
                Log.LogHandler.Error("{0} {1}", ex.Message, ex.StackTrace);
            }

            foreach (var stat in expectedStatistics)
            {
                Assert.AreEqual(true, statistics.ContainsKey(stat.Key), "Missing key: " + stat.Key);
                Assert.AreEqual(stat.Value, statistics[stat.Key], "Failed on " + stat.Key);
            }
        }
Ejemplo n.º 2
0
        /// <summary>
        /// <see cref = "QuantBook" /> constructor.
        /// Provides access to data for quantitative analysis
        /// </summary>
        public QuantBook() : base()
        {
            try
            {
                using (Py.GIL())
                {
                    _pandas = Py.Import("pandas");
                }

                // By default, set start date to end data which is yesterday
                SetStartDate(EndDate);

                // Sets PandasConverter
                SetPandasConverter();

                // Initialize History Provider
                var composer          = new Composer();
                var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(composer);
                var systemHandlers    = LeanEngineSystemHandlers.FromConfiguration(composer);
                systemHandlers.LeanManager.Initialize(systemHandlers,
                                                      algorithmHandlers,
                                                      new BacktestNodePacket(),
                                                      new AlgorithmManager(false));
                systemHandlers.LeanManager.SetAlgorithm(this);

                _dataCacheProvider = new ZipDataCacheProvider(algorithmHandlers.DataProvider);

                var symbolPropertiesDataBase = SymbolPropertiesDatabase.FromDataFolder();
                var securityService          = new SecurityService(Portfolio.CashBook, MarketHoursDatabase, symbolPropertiesDataBase, this);
                Securities.SetSecurityService(securityService);
                SubscriptionManager.SetDataManager(
                    new DataManager(new NullDataFeed(),
                                    new UniverseSelection(this, securityService),
                                    this,
                                    TimeKeeper,
                                    MarketHoursDatabase,
                                    false));

                var mapFileProvider = algorithmHandlers.MapFileProvider;
                HistoryProvider = composer.GetExportedValueByTypeName <IHistoryProvider>(Config.Get("history-provider", "SubscriptionDataReaderHistoryProvider"));
                HistoryProvider.Initialize(
                    new HistoryProviderInitializeParameters(
                        null,
                        null,
                        algorithmHandlers.DataProvider,
                        _dataCacheProvider,
                        mapFileProvider,
                        algorithmHandlers.FactorFileProvider,
                        null
                        )
                    );

                SetOptionChainProvider(new CachingOptionChainProvider(new BacktestingOptionChainProvider()));
                SetFutureChainProvider(new CachingFutureChainProvider(new BacktestingFutureChainProvider()));
            }
            catch (Exception exception)
            {
                throw new Exception("QuantBook.Main(): " + exception);
            }
        }
Ejemplo n.º 3
0
        private void LaunchLean()
        {
            Config.Set("environment", "backtesting");

            if (!string.IsNullOrEmpty(_config.AlgorithmTypeName))
            {
                Config.Set("algorithm-type-name", _config.AlgorithmTypeName);
            }

            if (!string.IsNullOrEmpty(_config.AlgorithmLocation))
            {
                Config.Set("algorithm-location", Path.GetFileName(_config.AlgorithmLocation));
            }

            if (!string.IsNullOrEmpty(_config.DataFolder))
            {
                Config.Set("data-folder", _config.DataFolder);
            }

            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandlers.Initialize();

            Log.LogHandler = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));
            //Log.DebuggingEnabled = false;
            //Log.DebuggingLevel = 1;

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                _resultsHandler             = (BacktestingResultHandler)leanEngineAlgorithmHandlers.Results;
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }
            string algorithmPath;
            AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out algorithmPath);

            try
            {
                var _engine = new Engine(systemHandlers, leanEngineAlgorithmHandlers, Config.GetBool("live-mode"));
                _engine.Run(job, algorithmPath);
            }
            finally
            {
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                // clean up resources
                systemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }
        }
Ejemplo n.º 4
0
        private static void LaunchLean()
        {
/*            Config.Set("environment", "backtesting");
 *          string algorithm = (string)AppDomain.CurrentDomain.GetData("AlgorithmTypeName");
 *          string path = (string)AppDomain.CurrentDomain.GetData("AlgorithmLocation");
 *
 *          Config.Set("algorithm-type-name", algorithm);
 *          if (!string.IsNullOrEmpty(path))
 *          {
 *              Config.Set("algorithm-location", path);
 *          }
 */
//	    Config.Set("result-handler", "BacktestingResultHandler");
            Config.Set("messaging-handler", "QuantConnect.Lean.TestProject.Messaging");


            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandlers.Initialize();

            Log.LogHandler = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));
            //Log.DebuggingEnabled = false;
            //Log.DebuggingLevel = 1;

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                _resultsHandler             = (BacktestingResultHandler)leanEngineAlgorithmHandlers.Results;
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }
            string algorithmPath;
            AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out algorithmPath);

            try
            {
                var _engine = new QuantConnect.Lean.Engine.Engine(systemHandlers, leanEngineAlgorithmHandlers, Config.GetBool("live-mode"));
                _engine.Run(job, algorithmPath);
            }
            finally
            {
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                // clean up resources
                systemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }
        }
Ejemplo n.º 5
0
        public void Run(Dictionary <string, string> parameters)
        {
            const string mode = "DEBUG";

            Console.OutputEncoding = System.Text.Encoding.UTF8;

            var liveMode = Config.GetBool("live-mode");

            Log.DebuggingEnabled = Config.GetBool("debug-mode");
            Log.FilePath         = Path.Combine(Config.Get("results-destination-folder"), "log.txt");
            Log.LogHandler       = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            Log.Trace($"Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v{Globals.Version} Mode: {mode} ({(Environment.Is64BitProcess ? "64" : "32")}bit)");
            Log.Trace($"Engine.Main(): Started {DateTime.Now.ToShortTimeString()}");

            var systemHandler = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandler.Initialize();

            var job = systemHandler.JobQueue.NextJob(out var assemblyPath);

            foreach (var kvp in parameters)
            {
                job.Parameters[kvp.Key] = kvp.Value;
            }

            var algorithmHandler = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);

            try
            {
                var algorithmManager = new AlgorithmManager(liveMode, job);

                systemHandler.LeanManager.Initialize(systemHandler, algorithmHandler, job, algorithmManager);

                var engine = new Engine(systemHandler, algorithmHandler, liveMode);
                engine.Run(job, algorithmManager, assemblyPath, WorkerThread.Instance);
            }
            finally
            {
                Console.WriteLine("Engine.Main(): Analysis Complete. Press any key to continue.");
                Console.ReadKey(true);

                systemHandler.Dispose();
                algorithmHandler.Dispose();
                Log.LogHandler.Dispose();

                Log.Trace("Program.Main(): Exiting Lean...");

                Thread.Sleep(2000);
                Environment.Exit(0);
            }
        }
Ejemplo n.º 6
0
        public Engine CreateEngine()
        {
            //Launch the Lean Engine in another thread: this will run the algorithm specified above.
            // TODO > This should only be launched when clicking a backtest/trade live button provided in the UX.
            Composer v = Composer.Instance;

            //Log.LogHandler = new CompositeLogHandler(new ILogHandler[]
            //    {
            //        new ConsoleLogHandler(),
            //        new FileLogHandler("regression.log")
            //    });

            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            _algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            var engine = new Engine(systemHandlers, _algorithmHandlers, Config.GetBool("live-mode"));


            Log("Engine.Main(): Memory " + OS.ApplicationMemoryUsed + "Mb-App  " + +OS.TotalPhysicalMemoryUsed + "Mb-Used  " + OS.TotalPhysicalMemory + "Mb-Total");

            // log the job endpoints
            Log("JOB HANDLERS: ");
            Log("         DataFeed:     " + _algorithmHandlers.DataFeed.GetType().FullName);
            Log("         Setup:        " + _algorithmHandlers.Setup.GetType().FullName);
            Log("         RealTime:     " + _algorithmHandlers.RealTime.GetType().FullName);
            Log("         Results:      " + _algorithmHandlers.Results.GetType().FullName);
            Log("         Transactions: " + _algorithmHandlers.Transactions.GetType().FullName);
            Log("         History:      " + _algorithmHandlers.HistoryProvider.GetType().FullName);
            Log("         Commands:     " + _algorithmHandlers.CommandQueue.GetType().FullName);
            Log("         FactorFileProvider:     " + _algorithmHandlers.FactorFileProvider.GetType().FullName);
            Log("         HistoryProvider:     " + _algorithmHandlers.HistoryProvider.GetType().FullName);
            Log("         MapFileProvider:     " + _algorithmHandlers.MapFileProvider.GetType().FullName);
            Log("         Transactions:     " + _algorithmHandlers.Transactions.GetType().FullName);


            _leanEngineThread = new Thread(() =>
            {
                string algorithmPath;
                job = systemHandlers.JobQueue.NextJob(out algorithmPath);

                if (job is LiveNodePacket)
                {
                    Log("         Brokerage:    " + ((LiveNodePacket)job).Brokerage);
                }

                engine.Run(job, algorithmPath);
                systemHandlers.JobQueue.AcknowledgeJob(job);
            });
            _leanEngineThread.Start();

            return(engine);
        }
Ejemplo n.º 7
0
        public static void RunLocalBacktest(string algorithm, Dictionary <string, string> expectedStatistics)
        {
            var statistics = new Dictionary <string, string>();

            Composer.Instance.Reset();

            try
            {
                using (Log.LogHandler = new CompositeLogHandler(new ILogHandler[]
                {
                    new ConsoleLogHandler(),
                    new FileLogHandler("regression.log")
                }))
                    using (var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance))
                        using (var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance))
                        {
                            Console.WriteLine("Running " + algorithm + "...");

                            // set the configuration up
                            Config.Set("algorithm-type-name", algorithm);
                            Config.Set("live-mode", "false");
                            Config.Set("environment", "");
                            Config.Set("messaging-handler", "QuantConnect.Messaging.Messaging");
                            Config.Set("job-queue-handler", "QuantConnect.Queues.JobQueue");
                            Config.Set("api-handler", "QuantConnect.Api.Api");

                            // run the algorithm in its own thread

                            var engine = new Lean.Engine.Engine(systemHandlers, algorithmHandlers, false);
                            Task.Factory.StartNew(() =>
                            {
                                string algorithmPath;
                                var job = systemHandlers.JobQueue.NextJob(out algorithmPath);
                                engine.Run(job, algorithmPath);
                            }).Wait();

                            var consoleResultHandler = (ConsoleResultHandler)algorithmHandlers.Results;
                            statistics = consoleResultHandler.FinalStatistics;
                        }
            }
            catch (Exception ex)
            {
                Log.LogHandler.Error("{0} {1}", ex.Message, ex.StackTrace);
            }

            foreach (var stat in expectedStatistics)
            {
                Assert.AreEqual(true, statistics.ContainsKey(stat.Key), "Missing key: " + stat.Key);
                Assert.AreEqual(stat.Value, statistics[stat.Key], "Failed on " + stat.Key);
            }
        }
Ejemplo n.º 8
0
        public TrackModel Run(TrackModel model, AccountModel account, SettingModel settings, HostDomainLogger logger)
        {
            if (model == null)
            {
                throw new ArgumentNullException(nameof(model));
            }

            Log.LogHandler = logger;
            if (!SetConfig(model, account, settings))
            {
                return(model);
            }

            // Register all data providers
            ProviderFactory.RegisterProviders(settings);

            Log.Trace("LeanLanucher: Memory " + OS.ApplicationMemoryUsed + "Mb-App " + OS.TotalPhysicalMemoryUsed + "Mb-Used");
            try
            {
                var liveMode = Config.GetBool("live-mode");
                using var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                using var systemHandlers    = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
                systemHandlers.Initialize();
                var engine              = new Engine(systemHandlers, algorithmHandlers, liveMode);
                var algorithmManager    = new AlgorithmManager(liveMode);
                AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out string assemblyPath);
                job.UserPlan = UserPlan.Professional;
                job.Language = model.AlgorithmLanguage;
                if (job is BacktestNodePacket backtest)
                {
                    backtest.PeriodStart  = model.StartDate;
                    backtest.PeriodFinish = model.EndDate;
                    backtest.CashAmount   = new CashAmount(model.InitialCapital, Currencies.USD);
                }
                systemHandlers.LeanManager.Initialize(systemHandlers, algorithmHandlers, job, algorithmManager);
                engine.Run(job, algorithmManager, assemblyPath, WorkerThread.Instance);
                BacktestResultHandler resultHandler = algorithmHandlers.Results as BacktestResultHandler;
                model.Result = resultHandler?.JsonResult ?? string.Empty;
                model.Logs   = resultHandler?.Logs ?? string.Empty;
            }
            catch (Exception ex)
            {
                Log.Error("{0}: {1}", ex.GetType(), ex.Message);
            }

            NetMQConfig.Cleanup(false);
            Log.LogHandler.Dispose();
            return(model);
        }
Ejemplo n.º 9
0
        public TrackModel Run(TrackModel model, AccountModel account, SettingService settings, HostDomainLogger logger)
        {
            if (model == null)
            {
                throw new ArgumentNullException(nameof(model));
            }

            Log.LogHandler = logger;
            if (!SetConfig(model, account, settings))
            {
                return(model);
            }

            // Register all data providers
            ProviderFactory.RegisterProviders();

            Log.Trace("LeanLanucher: Memory " + OS.ApplicationMemoryUsed + "Mb-App " + OS.TotalPhysicalMemoryUsed + "Mb-Used");
            try
            {
                var liveMode = Config.GetBool("live-mode");
                using (var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance))
                    using (var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance))
                    {
                        string assemblyPath;
                        systemHandlers.Initialize();
                        var engine              = new Engine(systemHandlers, algorithmHandlers, liveMode);
                        var algorithmManager    = new AlgorithmManager(liveMode);
                        AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out assemblyPath);
                        job.UserPlan = UserPlan.Professional;
                        systemHandlers.LeanManager.Initialize(systemHandlers, algorithmHandlers, job, algorithmManager);
                        engine.Run(job, algorithmManager, assemblyPath);
                        systemHandlers.JobQueue.AcknowledgeJob(job);
                        BacktestResultHandler resultHandler = algorithmHandlers.Results as BacktestResultHandler;
                        model.Result = resultHandler?.JsonResult ?? string.Empty;
                        model.Logs   = resultHandler?.Logs ?? string.Empty;
                    }
            }
            catch (Exception ex)
            {
                Log.Error("{0}: {1}", ex.GetType(), ex.Message);
            }

            NetMQConfig.Cleanup(false);
            Log.LogHandler.Dispose();
            return(model);
        }
Ejemplo n.º 10
0
        /// <summary>
        /// Launch the LEAN Engine in a separate thread.
        /// </summary>
        private static Engine LaunchLean()
        {
            //Launch the Lean Engine in another thread: this will run the algorithm specified above.
            // TODO > This should only be launched when clicking a backtest/trade live button provided in the UX.

            var systemHandlers    = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            var engine            = new Engine(systemHandlers, algorithmHandlers, Config.GetBool("live-mode"));

            _leanEngineThread = new Thread(() =>
            {
                string algorithmPath;
                var job = systemHandlers.JobQueue.NextJob(out algorithmPath);
                engine.Run(job, algorithmPath);
                systemHandlers.JobQueue.AcknowledgeJob(job);
            });
            _leanEngineThread.Start();

            return(engine);
        }
Ejemplo n.º 11
0
        public void RunJob()
        {
            try
            {
                EngineContext.SystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
                EngineContext.SystemHandlers.Initialize();
                EngineContext.AlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                _resultsHandler      = (OptimizerResultHandler)EngineContext.AlgorithmHandlers.Results;
                EngineContext.Engine = new Engine(EngineContext.SystemHandlers, EngineContext.AlgorithmHandlers, false);
            }
            catch (CompositionException compositionException)
            {
                LogProvider.ErrorLogger.Error("Engine.Main(): Failed to load library", compositionException);
                throw;
            }

            string algorithmPath;
            AlgorithmNodePacket job = EngineContext.SystemHandlers.JobQueue.NextJob(out algorithmPath);

            EngineContext.Engine.Run(job, new AlgorithmManager(false), algorithmPath, WorkerThread.Instance);
        }
Ejemplo n.º 12
0
        private void LaunchLean()
        {
            Config.Set("environment", "backtesting");

            if (!string.IsNullOrEmpty(_config.AlgorithmTypeName))
            {
                Config.Set("algorithm-type-name", _config.AlgorithmTypeName);
            }

            if (!string.IsNullOrEmpty(_config.AlgorithmLocation))
            {
                Config.Set("algorithm-location", Path.GetFileName(_config.AlgorithmLocation));
            }

            if (!string.IsNullOrEmpty(_config.DataFolder))
            {
                Config.Set("data-folder", _config.DataFolder);
            }

            if (!string.IsNullOrEmpty(_config.TransactionLog))
            {
                var filename = _config.TransactionLog;
                filename = Path.Combine(AppDomain.CurrentDomain.BaseDirectory,
                                        Path.GetFileNameWithoutExtension(filename) + _id + Path.GetExtension(filename));

                Config.Set("transaction-log", filename);
            }

            //transaction-log

            Config.Set("api-handler", nameof(EmptyApiHandler));
            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandlers.Initialize();

            //separate log uniquely named
            var logFileName = "log" + DateTime.Now.ToString("yyyyMMddssfffffff") + "_" + _id + ".txt";

            using (Log.LogHandler = new FileLogHandler(logFileName, true))
            {
                LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
                try
                {
                    //override config to use custom result handler
                    Config.Set("backtesting.result-handler", nameof(OptimizerResultHandler));
                    leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                    _resultsHandler             = (OptimizerResultHandler)leanEngineAlgorithmHandlers.Results;
                }
                catch (CompositionException compositionException)
                {
                    Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                    throw;
                }
                string algorithmPath;
                AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out algorithmPath);

                try
                {
                    var algorithmManager = new AlgorithmManager(false);
                    systemHandlers.LeanManager.Initialize(systemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);
                    var engine = new Engine(systemHandlers, leanEngineAlgorithmHandlers, false);
                    engine.Run(job, algorithmManager, algorithmPath);
                }
                finally
                {
                    Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                    // clean up resources
                    systemHandlers.Dispose();
                    leanEngineAlgorithmHandlers.Dispose();
                }
            }
        }
Ejemplo n.º 13
0
        static void Main(string[] args)
        {
            var mode = "RELEASE";

            #if DEBUG
            mode = "DEBUG";
            #endif

            var environment = Config.Get("environment");
            var liveMode    = Config.GetBool("live-mode");
            Log.DebuggingEnabled = Config.GetBool("debug-mode");
            Log.LogHandler       = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            Thread.CurrentThread.Name = "Algorithm Analysis Thread";
            Log.Trace("Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v" + Globals.Version + " Mode: " + mode);
            Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());
            Log.Trace("Engine.Main(): Memory " + OS.ApplicationMemoryUsed + "Mb-App  " + +OS.TotalPhysicalMemoryUsed + "Mb-Used  " + OS.TotalPhysicalMemory + "Mb-Total");

            LeanEngineSystemHandlers leanEngineSystemHandlers;
            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            leanEngineSystemHandlers.Initialize();

            string assemblyPath;
            var    job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            if (environment == "backtesting-desktop")
            {
                Application.EnableVisualStyles();
                var messagingHandler = leanEngineSystemHandlers.Notify;
                var thread           = new Thread(() => LaunchUX(messagingHandler, job));
                thread.SetApartmentState(ApartmentState.STA);
                thread.Start();
            }

            Log.Trace("JOB HANDLERS: ");
            Log.Trace("         DataFeed:     " + leanEngineAlgorithmHandlers.DataFeed.GetType().FullName);
            Log.Trace("         Setup:        " + leanEngineAlgorithmHandlers.Setup.GetType().FullName);
            Log.Trace("         RealTime:     " + leanEngineAlgorithmHandlers.RealTime.GetType().FullName);
            Log.Trace("         Results:      " + leanEngineAlgorithmHandlers.Results.GetType().FullName);
            Log.Trace("         Transactions: " + leanEngineAlgorithmHandlers.Transactions.GetType().FullName);
            Log.Trace("         History:      " + leanEngineAlgorithmHandlers.HistoryProvider.GetType().FullName);
            Log.Trace("         Commands:     " + leanEngineAlgorithmHandlers.CommandQueue.GetType().FullName);
            if (job is LiveNodePacket)
            {
                Log.Trace("         Brokerage:    " + ((LiveNodePacket)job).Brokerage);
            }

            if (VersionHelper.IsNotEqualVersion(job.Version) || job.Redelivered)
            {
                Log.Error("Engine.Run(): Job Version: " + job.Version + "  Deployed Version: " + Globals.Version + " Redelivered: " + job.Redelivered);
                leanEngineSystemHandlers.Api.SetAlgorithmStatus(job.AlgorithmId, AlgorithmStatus.RuntimeError, _collapseMessage);
                leanEngineSystemHandlers.Notify.SetAuthentication(job);
                leanEngineSystemHandlers.Notify.Send(new RuntimeErrorPacket(job.AlgorithmId, _collapseMessage));
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                return;
            }

            try
            {
                var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);
                engine.Run(job, assemblyPath);
            }
            finally
            {
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }
        }
Ejemplo n.º 14
0
        static void Main(string[] args)
        {
            //Initialize:
            var mode = "RELEASE";

            #if DEBUG
            mode = "DEBUG";
            #endif

            if (OS.IsWindows)
            {
                Console.OutputEncoding = System.Text.Encoding.Unicode;
            }

            var environment = Config.Get("environment");
            var liveMode    = Config.GetBool("live-mode");
            Log.DebuggingEnabled = Config.GetBool("debug-mode");
            Log.LogHandler       = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            //Name thread for the profiler:
            Thread.CurrentThread.Name = "Algorithm Analysis Thread";
            Log.Trace("Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v" + Globals.Version + " Mode: " + mode + " (" + (Environment.Is64BitProcess ? "64" : "32") + "bit)");
            Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());
            Log.Trace("Engine.Main(): Memory " + OS.ApplicationMemoryUsed + "Mb-App  " + +OS.TotalPhysicalMemoryUsed + "Mb-Used  " + OS.TotalPhysicalMemory + "Mb-Total");

            //Import external libraries specific to physical server location (cloud/local)
            LeanEngineSystemHandlers leanEngineSystemHandlers;
            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            //Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();

            //-> Pull job from QuantConnect job queue, or, pull local build:
            string assemblyPath;
            var    job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            if (environment.EndsWith("-desktop"))
            {
                var info = new ProcessStartInfo
                {
                    UseShellExecute = false,
                    FileName        = Config.Get("desktop-exe"),
                    Arguments       = Config.Get("desktop-http-port")
                };
                Process.Start(info);
            }

            // if the job version doesn't match this instance version then we can't process it
            // we also don't want to reprocess redelivered jobs
            if (VersionHelper.IsNotEqualVersion(job.Version) || job.Redelivered)
            {
                Log.Error("Engine.Run(): Job Version: " + job.Version + "  Deployed Version: " + Globals.Version + " Redelivered: " + job.Redelivered);
                //Tiny chance there was an uncontrolled collapse of a server, resulting in an old user task circulating.
                //In this event kill the old algorithm and leave a message so the user can later review.
                leanEngineSystemHandlers.Api.SetAlgorithmStatus(job.AlgorithmId, AlgorithmStatus.RuntimeError, _collapseMessage);
                leanEngineSystemHandlers.Notify.SetAuthentication(job);
                leanEngineSystemHandlers.Notify.Send(new RuntimeErrorPacket(job.UserId, job.AlgorithmId, _collapseMessage));
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                return;
            }

            try
            {
                var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);
                engine.Run(job, assemblyPath);
            }
            finally
            {
                //Delete the message from the job queue:
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                // clean up resources
                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }
        }
Ejemplo n.º 15
0
        /// <summary>
        /// Method performs necessary initialization and starts and algorithm inside Lean Engine.
        /// </summary>
        public static Dictionary <string, decimal> Run(Dictionary <string, string> inputs)
        {
            // Set the algorithm input variables
            foreach (var pair in inputs)
            {
                Config.Set(pair.Key, pair.Value);
            }

            // Common settings:
            Config.Set("environment", "backtesting");
            Config.Set("algorithm-language", "CSharp");
            Config.Set("result-handler", nameof(OptimizerResultHandler));   //override default result handler

            // Log file location
            var logFileName = Config.Get("log-file");

            Log.LogHandler = new FileLogHandler(logFileName);

            // LeanEngineSystemHandlers
            LeanEngineSystemHandlers leanEngineSystemHandlers;

            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();

            // Pull job from QuantConnect job queue, or, pull local build:
            var job = leanEngineSystemHandlers.JobQueue.NextJob(out var assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            // LeanEngineSystemHandlers
            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // Engine
            try
            {
                var algorithmManager = new AlgorithmManager(false, job);
                leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);
                var engine = new Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, false);

                engine.Run(job, algorithmManager, assemblyPath, WorkerThread.Instance);
            }
            finally
            {
                // do not Acknowledge Job, clean up resources
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);
                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }

            // Results
            ResultHandler = (OptimizerResultHandler)leanEngineAlgorithmHandlers.Results;
            return(ResultHandler.FullResults);
        }
Ejemplo n.º 16
0
        /// <summary>
        /// <see cref = "QuantBook" /> constructor.
        /// Provides access to data for quantitative analysis
        /// </summary>
        public QuantBook() : base()
        {
            try
            {
                using (Py.GIL())
                {
                    _pandas = Py.Import("pandas");
                }

                // By default, set start date to end data which is yesterday
                SetStartDate(EndDate);

                // Sets PandasConverter
                SetPandasConverter();

                // Initialize History Provider
                var composer          = new Composer();
                var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(composer);
                var systemHandlers    = LeanEngineSystemHandlers.FromConfiguration(composer);
                // init the API
                systemHandlers.Initialize();
                systemHandlers.LeanManager.Initialize(systemHandlers,
                                                      algorithmHandlers,
                                                      new BacktestNodePacket(),
                                                      new AlgorithmManager(false));
                systemHandlers.LeanManager.SetAlgorithm(this);

                algorithmHandlers.ObjectStore.Initialize("QuantBook",
                                                         Config.GetInt("job-user-id"),
                                                         Config.GetInt("project-id"),
                                                         Config.Get("api-access-token"),
                                                         new Controls
                {
                    // if <= 0 we disable periodic persistence and make it synchronous
                    PersistenceIntervalSeconds = -1,
                    StorageLimitMB             = Config.GetInt("storage-limit-mb", 5),
                    StorageFileCount           = Config.GetInt("storage-file-count", 100),
                    StoragePermissions         = (FileAccess)Config.GetInt("storage-permissions", (int)FileAccess.ReadWrite)
                });
                SetObjectStore(algorithmHandlers.ObjectStore);

                _dataCacheProvider = new ZipDataCacheProvider(algorithmHandlers.DataProvider);

                var symbolPropertiesDataBase = SymbolPropertiesDatabase.FromDataFolder();
                var registeredTypes          = new RegisteredSecurityDataTypesProvider();
                var securityService          = new SecurityService(Portfolio.CashBook,
                                                                   MarketHoursDatabase,
                                                                   symbolPropertiesDataBase,
                                                                   this,
                                                                   registeredTypes,
                                                                   new SecurityCacheProvider(Portfolio));
                Securities.SetSecurityService(securityService);
                SubscriptionManager.SetDataManager(
                    new DataManager(new NullDataFeed(),
                                    new UniverseSelection(this, securityService),
                                    this,
                                    TimeKeeper,
                                    MarketHoursDatabase,
                                    false,
                                    registeredTypes));

                var mapFileProvider = algorithmHandlers.MapFileProvider;
                HistoryProvider = composer.GetExportedValueByTypeName <IHistoryProvider>(Config.Get("history-provider", "SubscriptionDataReaderHistoryProvider"));
                HistoryProvider.Initialize(
                    new HistoryProviderInitializeParameters(
                        null,
                        null,
                        algorithmHandlers.DataProvider,
                        _dataCacheProvider,
                        mapFileProvider,
                        algorithmHandlers.FactorFileProvider,
                        null,
                        true
                        )
                    );

                SetOptionChainProvider(new CachingOptionChainProvider(new BacktestingOptionChainProvider()));
                SetFutureChainProvider(new CachingFutureChainProvider(new BacktestingFutureChainProvider()));
            }
            catch (Exception exception)
            {
                throw new Exception("QuantBook.Main(): " + exception);
            }
        }
Ejemplo n.º 17
0
        public static AlgorithmRunnerResults RunLocalBacktest(
            string algorithm,
            Dictionary <string, string> expectedStatistics,
            AlphaRuntimeStatistics expectedAlphaStatistics,
            Language language,
            AlgorithmStatus expectedFinalStatus,
            DateTime?startDate  = null,
            DateTime?endDate    = null,
            string setupHandler = "RegressionSetupHandlerWrapper",
            decimal?initialCash = null)
        {
            AlgorithmManager algorithmManager = null;
            var statistics      = new Dictionary <string, string>();
            var alphaStatistics = new AlphaRuntimeStatistics(new TestAccountCurrencyProvider());
            BacktestingResultHandler results = null;

            Composer.Instance.Reset();
            SymbolCache.Clear();

            var ordersLogFile = string.Empty;
            var logFile       = $"./regression/{algorithm}.{language.ToLower()}.log";

            Directory.CreateDirectory(Path.GetDirectoryName(logFile));
            File.Delete(logFile);

            try
            {
                // set the configuration up
                Config.Set("algorithm-type-name", algorithm);
                Config.Set("live-mode", "false");
                Config.Set("environment", "");
                Config.Set("messaging-handler", "QuantConnect.Messaging.Messaging");
                Config.Set("job-queue-handler", "QuantConnect.Queues.JobQueue");
                Config.Set("setup-handler", setupHandler);
                Config.Set("history-provider", "RegressionHistoryProviderWrapper");
                Config.Set("api-handler", "QuantConnect.Api.Api");
                Config.Set("result-handler", "QuantConnect.Lean.Engine.Results.RegressionResultHandler");
                Config.Set("algorithm-language", language.ToString());
                Config.Set("algorithm-location",
                           language == Language.Python
                        ? "../../../Algorithm.Python/" + algorithm + ".py"
                        : "QuantConnect.Algorithm." + language + ".dll");

                // Store initial log variables
                var initialLogHandler   = Log.LogHandler;
                var initialDebugEnabled = Log.DebuggingEnabled;

                // Log handlers specific to this test function
                var newLogHandlers = new ILogHandler[] { new ConsoleErrorLogHandler(), new FileLogHandler(logFile, false) };

                using (Log.LogHandler = new CompositeLogHandler(newLogHandlers))
                    using (var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance))
                        using (var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance))
                            using (var workerThread = new TestWorkerThread())
                            {
                                Log.DebuggingEnabled = true;

                                Log.Trace("");
                                Log.Trace("{0}: Running " + algorithm + "...", DateTime.UtcNow);
                                Log.Trace("");

                                // run the algorithm in its own thread
                                var engine = new Lean.Engine.Engine(systemHandlers, algorithmHandlers, false);
                                Task.Factory.StartNew(() =>
                                {
                                    try
                                    {
                                        string algorithmPath;
                                        var job          = (BacktestNodePacket)systemHandlers.JobQueue.NextJob(out algorithmPath);
                                        job.BacktestId   = algorithm;
                                        job.PeriodStart  = startDate;
                                        job.PeriodFinish = endDate;
                                        if (initialCash.HasValue)
                                        {
                                            job.CashAmount = new CashAmount(initialCash.Value, Currencies.USD);
                                        }
                                        algorithmManager = new AlgorithmManager(false, job);

                                        systemHandlers.LeanManager.Initialize(systemHandlers, algorithmHandlers, job, algorithmManager);

                                        engine.Run(job, algorithmManager, algorithmPath, workerThread);
                                        ordersLogFile = ((RegressionResultHandler)algorithmHandlers.Results).LogFilePath;
                                    }
                                    catch (Exception e)
                                    {
                                        Log.Trace($"Error in AlgorithmRunner task: {e}");
                                    }
                                }).Wait();

                                var backtestingResultHandler = (BacktestingResultHandler)algorithmHandlers.Results;
                                results    = backtestingResultHandler;
                                statistics = backtestingResultHandler.FinalStatistics;

                                var defaultAlphaHandler = (DefaultAlphaHandler)algorithmHandlers.Alphas;
                                alphaStatistics = defaultAlphaHandler.RuntimeStatistics;
                            }

                // Reset settings to initial values
                Log.LogHandler       = initialLogHandler;
                Log.DebuggingEnabled = initialDebugEnabled;
            }
            catch (Exception ex)
            {
                if (expectedFinalStatus != AlgorithmStatus.RuntimeError)
                {
                    Log.Error("{0} {1}", ex.Message, ex.StackTrace);
                }
            }

            if (algorithmManager?.State != expectedFinalStatus)
            {
                Assert.Fail($"Algorithm state should be {expectedFinalStatus} and is: {algorithmManager?.State}");
            }

            foreach (var stat in expectedStatistics)
            {
                Assert.AreEqual(true, statistics.ContainsKey(stat.Key), "Missing key: " + stat.Key);
                Assert.AreEqual(stat.Value, statistics[stat.Key], "Failed on " + stat.Key);
            }

            if (expectedAlphaStatistics != null)
            {
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.MeanPopulationScore.Direction);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.MeanPopulationScore.Magnitude);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.RollingAveragedPopulationScore.Direction);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.RollingAveragedPopulationScore.Magnitude);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.LongShortRatio);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsClosed);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsGenerated);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalAccumulatedEstimatedAlphaValue);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsAnalysisCompleted);
            }

            // we successfully passed the regression test, copy the log file so we don't have to continually
            // re-run master in order to compare against a passing run
            var passedFile = logFile.Replace("./regression/", "./passed/");

            Directory.CreateDirectory(Path.GetDirectoryName(passedFile));
            File.Delete(passedFile);
            File.Copy(logFile, passedFile);

            var passedOrderLogFile = ordersLogFile.Replace("./regression/", "./passed/");

            Directory.CreateDirectory(Path.GetDirectoryName(passedFile));
            File.Delete(passedOrderLogFile);
            if (File.Exists(ordersLogFile))
            {
                File.Copy(ordersLogFile, passedOrderLogFile);
            }

            return(new AlgorithmRunnerResults(algorithm, language, algorithmManager, results));
        }
Ejemplo n.º 18
0
        static void Main(string[] args)
        {
            Log.LogHandler = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            //Initialize:
            string mode     = "RELEASE";
            var    liveMode = Config.GetBool("live-mode");

            Log.DebuggingEnabled = Config.GetBool("debug-mode");

#if DEBUG
            mode = "DEBUG";
#endif

            //Name thread for the profiler:
            Thread.CurrentThread.Name = "Algorithm Analysis Thread";
            Log.Trace("Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v" + Constants.Version + " Mode: " + mode);
            Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());
            Log.Trace("Engine.Main(): Memory " + OS.ApplicationMemoryUsed + "Mb-App  " + +OS.TotalPhysicalMemoryUsed + "Mb-Used  " + OS.TotalPhysicalMemory + "Mb-Total");

            //Import external libraries specific to physical server location (cloud/local)
            LeanEngineSystemHandlers leanEngineSystemHandlers;
            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            //Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();

            //-> Pull job from QuantConnect job queue, or, pull local build:
            string assemblyPath;
            var    job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // log the job endpoints
            Log.Trace("JOB HANDLERS: ");
            Log.Trace("         DataFeed:     " + leanEngineAlgorithmHandlers.DataFeed.GetType().FullName);
            Log.Trace("         Setup:        " + leanEngineAlgorithmHandlers.Setup.GetType().FullName);
            Log.Trace("         RealTime:     " + leanEngineAlgorithmHandlers.RealTime.GetType().FullName);
            Log.Trace("         Results:      " + leanEngineAlgorithmHandlers.Results.GetType().FullName);
            Log.Trace("         Transactions: " + leanEngineAlgorithmHandlers.Transactions.GetType().FullName);
            Log.Trace("         History:      " + leanEngineAlgorithmHandlers.HistoryProvider.GetType().FullName);
            Log.Trace("         Commands:     " + leanEngineAlgorithmHandlers.CommandQueue.GetType().FullName);
            if (job is LiveNodePacket)
            {
                Log.Trace("         Brokerage:    " + ((LiveNodePacket)job).Brokerage);
            }

            // if the job version doesn't match this instance version then we can't process it
            // we also don't want to reprocess redelivered jobs
            if (job.Version != Constants.Version || job.Redelivered)
            {
                Log.Error("Engine.Run(): Job Version: " + job.Version + "  Deployed Version: " + Constants.Version + " Redelivered: " + job.Redelivered);
                //Tiny chance there was an uncontrolled collapse of a server, resulting in an old user task circulating.
                //In this event kill the old algorithm and leave a message so the user can later review.
                leanEngineSystemHandlers.Api.SetAlgorithmStatus(job.AlgorithmId, AlgorithmStatus.RuntimeError, _collapseMessage);
                leanEngineSystemHandlers.Notify.SetChannel(job.Channel);
                leanEngineSystemHandlers.Notify.RuntimeError(job.AlgorithmId, _collapseMessage);
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                return;
            }

            try
            {
                var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);
                engine.Run(job, assemblyPath);
            }
            finally
            {
                //Delete the message from the job queue:
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                // clean up resources
                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }
        }
Ejemplo n.º 19
0
        /// <summary>
        /// Runs an instance of a backtest.
        /// </summary>
        /// <param name="libraryPath"></param>
        /// <param name="apiJobUserId"></param>
        /// <param name="apiAccessToken"></param>
        /// <param name="startDate"></param>
        /// <param name="endDate"></param>
        /// <param name="alphaModelName"></param>
        /// <param name="symbol"></param>
        /// <param name="minuteResolution"></param>
        /// <param name="parametersSerialized"></param>
        public static void Run(string libraryPath, string apiJobUserId, string apiAccessToken, DateTime startDate, DateTime endDate, string alphaModelName, string symbol, int minuteResolution, string parametersSerialized)
        {
            // Initiate a thread safe operation, as it seems we need to do all of the below in a thread safe manner
            ThreadSafe.Execute("config", () =>
            {
                // Copy the config file thread safely
                File.Copy(Path.Combine(libraryPath, "Launcher/config.json"), Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "config.json"), true);

                Config.SetConfigurationFile(Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "config.json"));
                Config.Reset();

                // Configure path to and name of algorithm
                Config.Set("algorithm-type-name", "BasicTemplateFrameworkAlgorithm");
                Config.Set("algorithm-location", "Algorithm.dll");

                // Set some values local to this Launcher
                Config.Set("environment", "backtesting");
                Config.Set("data-folder", Path.Combine(libraryPath, "Data/"));
                Config.Set("job-queue-handler", "LeanBatchLauncher.Launcher.Queue");
                Config.Set("data-provider", "QuantConnect.Lean.Engine.DataFeeds.ApiDataProvider");
                Config.Set("job-user-id", apiJobUserId);
                Config.Set("api-access-token", apiAccessToken);

                // Set start and end dates
                Config.Set("LBL-start-date", startDate.ToString());
                Config.Set("LBL-end-date", endDate.ToString());

                // Parse alpha model and parameters
                Config.Set("LBL-alpha-model-name", alphaModelName);

                // Set symbol
                Config.Set("LBL-symbol", symbol);

                // Set minute resolution
                Config.Set("LBL-minute-resolution", minuteResolution.ToString());

                // Deserialize parameters
                var parameters = JsonConvert.DeserializeObject <Dictionary <string, Parameter> >(parametersSerialized);

                // Save parameters
                foreach (KeyValuePair <string, Parameter> entry in parameters)
                {
                    Config.Set(entry.Key, entry.Value.Current.ToString());
                }
            }
                               );

            Log.DebuggingEnabled = false;

            // We only need console output - no logging
            using (Log.LogHandler = new ConsoleLogHandler()) {
                Log.Trace("Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v" + Globals.Version + " Mode: *CUSTOM BATCH* (" + (Environment.Is64BitProcess ? "64" : "32") + "bit)");
                Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());

                // Import external libraries specific to physical server location (cloud/local)
                LeanEngineSystemHandlers leanEngineSystemHandlers;
                try {
                    leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
                } catch (CompositionException compositionException) {
                    Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                    throw;
                }

                // Setup packeting, queue and controls system: These don't do much locally.
                leanEngineSystemHandlers.Initialize();

                //-> Pull job from QuantConnect job queue, or, pull local build:
                var job = leanEngineSystemHandlers.JobQueue.NextJob(out string assemblyPath);

                if (job == null)
                {
                    throw new Exception("Engine.Main(): Job was null.");
                }

                LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
                try {
                    leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                } catch (CompositionException compositionException) {
                    Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                    throw;
                }

                try {
                    var algorithmManager = new AlgorithmManager(false);

                    leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);

                    var engine = new Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, false);
                    engine.Run(job, algorithmManager, assemblyPath);
                } finally {
                    // Delete the message from the job queue:
                    leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                    Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                    // Clean up resources
                    leanEngineSystemHandlers.Dispose();
                    leanEngineAlgorithmHandlers.Dispose();
                    Log.LogHandler.Dispose();

                    Log.Trace("Program.Main(): Exiting Lean...");
                }
            }
        }
Ejemplo n.º 20
0
        static void Main(string[] args)
        {
            Console.WriteLine("THIS WORKS");

            // Create new connection factory
            var factory = new ConnectionFactory()
            {
                HostName = "localhost"
            };

            var connection = factory.CreateConnection();
            var channel    = connection.CreateModel();

            //Initialize:
            var mode = "RELEASE";

#if DEBUG
            mode = "DEBUG";
#endif

            if (OS.IsWindows)
            {
                Console.OutputEncoding = System.Text.Encoding.UTF8;
            }

            // expect first argument to be config file name
            if (args.Length > 0)
            {
                Config.MergeCommandLineArgumentsWithConfiguration(LeanArgumentParser.ParseArguments(args));
            }

            var environment = Config.Get("environment");
            var liveMode    = Config.GetBool("live-mode");
            Log.DebuggingEnabled = Config.GetBool("debug-mode");
            Log.LogHandler       = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            //Name thread for the profiler:
            Thread.CurrentThread.Name = "Algorithm Analysis Thread";
            Log.Trace("Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v" + Globals.Version + " Mode: " + mode + " (" + (Environment.Is64BitProcess ? "64" : "32") + "bit)");
            Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());

            //Import external libraries specific to physical server location (cloud/local)
            LeanEngineSystemHandlers leanEngineSystemHandlers;
            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            //Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();


            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            //-> Pull job from QuantConnect job queue, or, pull local build:
            string assemblyPath;
            var    job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                const string jobNullMessage = "Engine.Main(): Sorry we could not process this algorithm request.";
                Log.Error(jobNullMessage);
                throw new ArgumentException(jobNullMessage);
            }

            // if the job version doesn't match this instance version then we can't process it
            // we also don't want to reprocess redelivered jobs
            if (VersionHelper.IsNotEqualVersion(job.Version) || job.Redelivered)
            {
                Log.Error("Engine.Run(): Job Version: " + job.Version + "  Deployed Version: " + Globals.Version + " Redelivered: " + job.Redelivered);
                //Tiny chance there was an uncontrolled collapse of a server, resulting in an old user task circulating.
                //In this event kill the old algorithm and leave a message so the user can later review.
                leanEngineSystemHandlers.Api.SetAlgorithmStatus(job.AlgorithmId, AlgorithmStatus.RuntimeError, _collapseMessage);
                leanEngineSystemHandlers.Notify.SetAuthentication(job);
                leanEngineSystemHandlers.Notify.Send(new RuntimeErrorPacket(job.UserId, job.AlgorithmId, _collapseMessage));
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                return;
            }

            if (liveMode)
            {
                try
                {
                    WorkerThread curThread = new WorkerThread();
                    //WorkerThread curThread = WorkerThread.Instance;

                    var algorithmManager = new AlgorithmManager(liveMode, job);

                    leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);

                    var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);

                    engine.Run(job, algorithmManager, assemblyPath, curThread);

                    int threadId = curThread._workerThread.GetHashCode();


                    //Console.WriteLine(curThread._workerThread.);


                    Log.Trace("\n\n\n\n");
                }

                finally
                {
                    //Delete the message from the job queue:
                    leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                    Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                    // clean up resources
                    leanEngineSystemHandlers.Dispose();
                    leanEngineAlgorithmHandlers.Dispose();
                    Log.LogHandler.Dispose();

                    //Log.Trace("Program.Main(): Exiting Lean...");

                    //Environment.Exit(0);
                }
            }
            else
            {
                // Set up queue for RabbitMQ
                channel.QueueDeclare(queue: "backtestTrigger",
                                     durable: false,
                                     exclusive: false,
                                     autoDelete: false,
                                     arguments: null);

                // Create object for rabbitMQ consumer
                var consumer = new EventingBasicConsumer(channel);

                // Set up consumer message handler
                consumer.Received += (model, ea) =>
                {
                    var     body        = ea.Body;
                    var     message     = Encoding.UTF8.GetString(body);
                    JObject jsonmessage = JObject.Parse(message);

                    try
                    {
                        WorkerThread curThread = new WorkerThread();
                        //WorkerThread curThread = WorkerThread.Instance;

                        var algorithmManager = new AlgorithmManager(liveMode, job);

                        leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);

                        var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);

                        engine.Run(job, algorithmManager, assemblyPath, curThread);

                        int threadId = curThread._workerThread.GetHashCode();


                        //Console.WriteLine(curThread._workerThread.);


                        Log.Trace("\n\n\n\n");
                    }

                    finally
                    {
                        //Delete the message from the job queue:
                        leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                        Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                        // clean up resources
                        leanEngineSystemHandlers.Dispose();
                        leanEngineAlgorithmHandlers.Dispose();
                        Log.LogHandler.Dispose();

                        //Log.Trace("Program.Main(): Exiting Lean...");

                        //Environment.Exit(0);
                    }

                    //foreach (string element in jsonmessage["timeFrames"])
                    //{
                    //    Log.Trace(element);
                    //}
                };

                channel.BasicConsume(queue: "backtestTrigger", autoAck: true, consumer: consumer);
            }
        }
Ejemplo n.º 21
0
        public decimal Run(ConfigVars vars)
        {
            foreach (var kvp in vars.Vars)
            {
                Config.Set(kvp.Key, kvp.Value.ToString());
            }

            // settings
            Config.Set("environment", "backtesting");
            Config.Set("algorithm-type-name", "BitfinexSuperTrend");
            Config.Set("algorithm-language", "CSharp");
            Config.Set("algorithm-location", "Optimization.exe");
            Config.Set("data-folder", "C:/Users/stranger/Google Drive/Data/");

            // default value set in QuantConnect.Configuration.Config is invalid. specify explicitely.
            Config.Set("job-queue-handler", "QuantConnect.Queues.JobQueue");

            // log handler
            Log.LogHandler = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            // == LeanEngineSystemHandlers ==

            LeanEngineSystemHandlers leanEngineSystemHandlers;

            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // can this be omitted?
            leanEngineSystemHandlers.Initialize();

            string assemblyPath;
            var    job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            // == LeanEngineAlgorithmHandlers ==

            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // == Engine ==

            try
            {
                var liveMode         = Config.GetBool("live-mode");
                var algorithmManager = new AlgorithmManager(liveMode);
                // can this be omitted?
                leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);
                var engine = new Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);
                engine.Run(job, algorithmManager, assemblyPath);
            }
            finally
            {
                // no Acknowledge Job, clean up resources
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);
                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }

            // obtain results
            var sharpeRatio    = 0.0m;
            var resultshandler = leanEngineAlgorithmHandlers.Results as BacktestingResultHandler;

            if (resultshandler != null)
            {
                var ratio = resultshandler.FinalStatistics["Sharpe Ratio"];
                Decimal.TryParse(ratio, out sharpeRatio);
            }
            else
            {
                Log.Error("Unable to cast: BacktestingResultHandler");
            }

            return(sharpeRatio);
        }
Ejemplo n.º 22
0
        /// <summary>
        /// <see cref = "QuantBook" /> constructor.
        /// Provides access to data for quantitative analysis
        /// </summary>
        public QuantBook() : base()
        {
            try
            {
                using (Py.GIL())
                {
                    _pandas = Py.Import("pandas");
                }

                // Issue #4892 : Set start time relative to NY time
                // when the data is available from the previous day
                var newYorkTime   = DateTime.UtcNow.ConvertFromUtc(TimeZones.NewYork);
                var hourThreshold = Config.GetInt("qb-data-hour", 9);

                // If it is after our hour threshold; then we can use today
                if (newYorkTime.Hour >= hourThreshold)
                {
                    SetStartDate(newYorkTime);
                }
                else
                {
                    SetStartDate(newYorkTime - TimeSpan.FromDays(1));
                }

                // Sets PandasConverter
                SetPandasConverter();

                // Reset our composer; needed for re-creation of QuantBook
                Composer.Instance.Reset();
                var composer = Composer.Instance;

                // Create our handlers with our composer instance
                var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(composer);
                var systemHandlers    = LeanEngineSystemHandlers.FromConfiguration(composer);

                // init the API
                systemHandlers.Initialize();
                systemHandlers.LeanManager.Initialize(systemHandlers,
                                                      algorithmHandlers,
                                                      new BacktestNodePacket(),
                                                      new AlgorithmManager(false));
                systemHandlers.LeanManager.SetAlgorithm(this);

                algorithmHandlers.ObjectStore.Initialize("QuantBook",
                                                         Config.GetInt("job-user-id"),
                                                         Config.GetInt("project-id"),
                                                         Config.Get("api-access-token"),
                                                         new Controls
                {
                    // if <= 0 we disable periodic persistence and make it synchronous
                    PersistenceIntervalSeconds = -1,
                    StorageLimitMB             = Config.GetInt("storage-limit-mb", 5),
                    StorageFileCount           = Config.GetInt("storage-file-count", 100),
                    StoragePermissions         = (FileAccess)Config.GetInt("storage-permissions", (int)FileAccess.ReadWrite)
                });
                SetObjectStore(algorithmHandlers.ObjectStore);

                _dataCacheProvider = new ZipDataCacheProvider(algorithmHandlers.DataProvider);
                _dataProvider      = algorithmHandlers.DataProvider;

                var symbolPropertiesDataBase = SymbolPropertiesDatabase.FromDataFolder();
                var registeredTypes          = new RegisteredSecurityDataTypesProvider();
                var securityService          = new SecurityService(Portfolio.CashBook,
                                                                   MarketHoursDatabase,
                                                                   symbolPropertiesDataBase,
                                                                   this,
                                                                   registeredTypes,
                                                                   new SecurityCacheProvider(Portfolio));
                Securities.SetSecurityService(securityService);
                SubscriptionManager.SetDataManager(
                    new DataManager(new NullDataFeed(),
                                    new UniverseSelection(this, securityService, algorithmHandlers.DataPermissionsManager, algorithmHandlers.DataProvider),
                                    this,
                                    TimeKeeper,
                                    MarketHoursDatabase,
                                    false,
                                    registeredTypes,
                                    algorithmHandlers.DataPermissionsManager));

                var mapFileProvider = algorithmHandlers.MapFileProvider;
                HistoryProvider = composer.GetExportedValueByTypeName <IHistoryProvider>(Config.Get("history-provider", "SubscriptionDataReaderHistoryProvider"));
                HistoryProvider.Initialize(
                    new HistoryProviderInitializeParameters(
                        null,
                        null,
                        algorithmHandlers.DataProvider,
                        _dataCacheProvider,
                        mapFileProvider,
                        algorithmHandlers.FactorFileProvider,
                        null,
                        true,
                        algorithmHandlers.DataPermissionsManager
                        )
                    );

                SetOptionChainProvider(new CachingOptionChainProvider(new BacktestingOptionChainProvider(_dataProvider)));
                SetFutureChainProvider(new CachingFutureChainProvider(new BacktestingFutureChainProvider(_dataProvider)));
            }
            catch (Exception exception)
            {
                throw new Exception("QuantBook.Main(): " + exception);
            }
        }
Ejemplo n.º 23
0
        /// <summary>
        /// Method performs necessary initialization and starts and algorithm inside Lean Engine.
        /// </summary>
        public Dictionary <string, decimal> Run(Dictionary <string, string> alorithmInputs)
        {
            // Chromosome id must be there
            var id = alorithmInputs["chromosome-id"];

            // Set algorithm input variables
            foreach (var pair in alorithmInputs.Where(i => i.Key != "chromosome-id"))
            {
                Config.Set(pair.Key, pair.Value);
            }

            // Lean general settings
            Config.Set("environment", "backtesting");
            Config.Set("algorithm-language", "CSharp");
            Config.Set("result-handler", nameof(OptimizerResultHandler));   //override default result handler

            // Create uniquely named log file for the backtest
            var dirPath     = Path.Combine(Directory.GetCurrentDirectory(), "OptimizationLogs");
            var logFileName = "log" + "_" + id + ".txt";
            var filePath    = Path.Combine(dirPath, logFileName);

            // Create directory if not exist
            System.IO.Directory.CreateDirectory(dirPath);

            Log.LogHandler = new FileLogHandler(filePath);

            // LeanEngineSystemHandlers
            LeanEngineSystemHandlers leanEngineSystemHandlers;

            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();

            // Pull job from QuantConnect job queue, or, pull local build:
            var job = leanEngineSystemHandlers.JobQueue.NextJob(out var assemblyPath);

            if (job == null)
            {
                throw new Exception("Engine.Main(): Job was null.");
            }

            // LeanEngineSystemHandlers
            LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // Engine
            try
            {
                var algorithmManager = new AlgorithmManager(false, job);
                leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);
                var engine = new Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, false);

                // Run -->
                engine.Run(job, algorithmManager, assemblyPath, WorkerThread.Instance);
            }
            finally
            {
                // do not Acknowledge Job, clean up resources
                Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);
                leanEngineSystemHandlers.Dispose();
                leanEngineAlgorithmHandlers.Dispose();
                Log.LogHandler.Dispose();
            }

            //  Results
            _resultsHandler = (OptimizerResultHandler)leanEngineAlgorithmHandlers.Results;
            return(_resultsHandler.FullResults);
        }
Ejemplo n.º 24
0
        public static void RunLocalBacktest(string algorithm, Dictionary <string, string> expectedStatistics, AlphaRuntimeStatistics expectedAlphaStatistics, Language language)
        {
            var statistics      = new Dictionary <string, string>();
            var alphaStatistics = new AlphaRuntimeStatistics();

            Composer.Instance.Reset();
            var ordersLogFile = string.Empty;
            var logFile       = $"./regression/{algorithm}.{language.ToLower()}.log";

            Directory.CreateDirectory(Path.GetDirectoryName(logFile));
            File.Delete(logFile);

            try
            {
                // set the configuration up
                Config.Set("algorithm-type-name", algorithm);
                Config.Set("live-mode", "false");
                Config.Set("environment", "");
                Config.Set("messaging-handler", "QuantConnect.Messaging.Messaging");
                Config.Set("job-queue-handler", "QuantConnect.Queues.JobQueue");
                Config.Set("setup-handler", "RegressionSetupHandlerWrapper");
                Config.Set("history-provider", "RegressionHistoryProviderWrapper");
                Config.Set("api-handler", "QuantConnect.Api.Api");
                Config.Set("result-handler", "QuantConnect.Lean.Engine.Results.RegressionResultHandler");
                Config.Set("algorithm-language", language.ToString());
                Config.Set("algorithm-location",
                           language == Language.Python
                        ? "../../../Algorithm.Python/" + algorithm + ".py"
                        : "QuantConnect.Algorithm." + language + ".dll");


                var debugEnabled = Log.DebuggingEnabled;


                var logHandlers = new ILogHandler[] { new ConsoleLogHandler(), new FileLogHandler(logFile, false) };
                using (Log.LogHandler = new CompositeLogHandler(logHandlers))
                    using (var algorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance))
                        using (var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance))
                        {
                            Log.DebuggingEnabled = true;

                            Log.LogHandler.Trace("");
                            Log.LogHandler.Trace("{0}: Running " + algorithm + "...", DateTime.UtcNow);
                            Log.LogHandler.Trace("");

                            // run the algorithm in its own thread

                            var engine = new Lean.Engine.Engine(systemHandlers, algorithmHandlers, false);
                            Task.Factory.StartNew(() =>
                            {
                                string algorithmPath;
                                var job = systemHandlers.JobQueue.NextJob(out algorithmPath);
                                var algorithmManager = new AlgorithmManager(false);
                                engine.Run(job, algorithmManager, algorithmPath);
                                ordersLogFile = ((RegressionResultHandler)algorithmHandlers.Results).OrdersLogFilePath;
                            }).Wait();

                            var backtestingResultHandler = (BacktestingResultHandler)algorithmHandlers.Results;
                            statistics = backtestingResultHandler.FinalStatistics;

                            var defaultAlphaHandler = (DefaultAlphaHandler)algorithmHandlers.Alphas;
                            alphaStatistics = defaultAlphaHandler.RuntimeStatistics;

                            Log.DebuggingEnabled = debugEnabled;
                        }
            }
            catch (Exception ex)
            {
                Log.LogHandler.Error("{0} {1}", ex.Message, ex.StackTrace);
            }

            foreach (var stat in expectedStatistics)
            {
                Assert.AreEqual(true, statistics.ContainsKey(stat.Key), "Missing key: " + stat.Key);
                Assert.AreEqual(stat.Value, statistics[stat.Key], "Failed on " + stat.Key);
            }

            if (expectedAlphaStatistics != null)
            {
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.MeanPopulationScore.Direction);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.MeanPopulationScore.Magnitude);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.RollingAveragedPopulationScore.Direction);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.RollingAveragedPopulationScore.Magnitude);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.LongShortRatio);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsClosed);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsGenerated);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalAccumulatedEstimatedAlphaValue);
                AssertAlphaStatistics(expectedAlphaStatistics, alphaStatistics, s => s.TotalInsightsAnalysisCompleted);
            }

            // we successfully passed the regression test, copy the log file so we don't have to continually
            // re-run master in order to compare against a passing run
            var passedFile = logFile.Replace("./regression/", "./passed/");

            Directory.CreateDirectory(Path.GetDirectoryName(passedFile));
            File.Delete(passedFile);
            File.Copy(logFile, passedFile);

            var passedOrderLogFile = ordersLogFile.Replace("./regression/", "./passed/");

            Directory.CreateDirectory(Path.GetDirectoryName(passedFile));
            File.Delete(passedOrderLogFile);
            if (File.Exists(ordersLogFile))
            {
                File.Copy(ordersLogFile, passedOrderLogFile);
            }
        }
Ejemplo n.º 25
0
        private void LaunchLean()
        {
            Config.Set("environment", "backtesting");

            if (!string.IsNullOrEmpty(_config.AlgorithmTypeName))
            {
                Config.Set("algorithm-type-name", _config.AlgorithmTypeName);
            }

            if (!string.IsNullOrEmpty(_config.AlgorithmLocation))
            {
                Config.Set("algorithm-location", Path.GetFileName(_config.AlgorithmLocation));
            }

            if (!string.IsNullOrEmpty(_config.DataFolder))
            {
                Config.Set("data-folder", _config.DataFolder);
            }

            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandlers.Initialize();

            //separate log now uniquely named
            var logFileName = "log" + DateTime.Now.ToString("yyyyMMddssfffffff");

            if (File.Exists(logFileName + ".txt"))
            {
                logFileName += "_" + Guid.NewGuid().ToString();
            }
            logFileName += ".txt";

            var logHandlers = new ILogHandler[] { new FileLogHandler(logFileName, true) };

            using (Log.LogHandler = new CompositeLogHandler(logHandlers))
            {
                LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
                try
                {
                    //override config to use custom result handler
                    Config.Set("backtesting.result-handler", nameof(OptimizerResultHandler));
                    leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                    _resultsHandler             = (OptimizerResultHandler)leanEngineAlgorithmHandlers.Results;
                }
                catch (CompositionException compositionException)
                {
                    Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                    throw;
                }
                string algorithmPath;
                AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out algorithmPath);

                try
                {
                    var _engine = new Engine(systemHandlers, leanEngineAlgorithmHandlers, Config.GetBool("live-mode"));
                    _engine.Run(job, algorithmPath);
                }
                finally
                {
                    Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                    // clean up resources
                    systemHandlers.Dispose();
                    leanEngineAlgorithmHandlers.Dispose();
                }
            }
        }
Ejemplo n.º 26
0
        static void Main(string[] args)
        {
            //Initialize:
            var mode = "RELEASE";

            #if DEBUG
            mode = "DEBUG";
            #endif

            if (OS.IsWindows)
            {
                Console.OutputEncoding = System.Text.Encoding.UTF8;
            }

            // expect first argument to be config file name
            if (args.Length > 0)
            {
                Config.MergeCommandLineArgumentsWithConfiguration(LeanArgumentParser.ParseArguments(args));
            }

            var liveMode = Config.GetBool("live-mode");
            Log.DebuggingEnabled = Config.GetBool("debug-mode");
            Log.FilePath         = Path.Combine(Config.Get("results-destination-folder"), "log.txt");
            Log.LogHandler       = Composer.Instance.GetExportedValueByTypeName <ILogHandler>(Config.Get("log-handler", "CompositeLogHandler"));

            //Name thread for the profiler:
            Thread.CurrentThread.Name = "Algorithm Analysis Thread";
            Log.Trace($"Engine.Main(): LEAN ALGORITHMIC TRADING ENGINE v{Globals.Version} Mode: {mode} ({(Environment.Is64BitProcess ? "64" : "32")}bit) Host: {Environment.MachineName}");
            Log.Trace("Engine.Main(): Started " + DateTime.Now.ToShortTimeString());

            //Import external libraries specific to physical server location (cloud/local)

            try
            {
                leanEngineSystemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            //Setup packeting, queue and controls system: These don't do much locally.
            leanEngineSystemHandlers.Initialize();

            //-> Pull job from QuantConnect job queue, or, pull local build:
            string assemblyPath;
            job = leanEngineSystemHandlers.JobQueue.NextJob(out assemblyPath);

            if (job == null)
            {
                const string jobNullMessage = "Engine.Main(): Sorry we could not process this algorithm request.";
                Log.Error(jobNullMessage);
                throw new ArgumentException(jobNullMessage);
            }

            try
            {
                leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
            }
            catch (CompositionException compositionException)
            {
                Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                throw;
            }

            // if the job version doesn't match this instance version then we can't process it
            // we also don't want to reprocess redelivered jobs
            if (job.Redelivered)
            {
                Log.Error("Engine.Run(): Job Version: " + job.Version + "  Deployed Version: " + Globals.Version + " Redelivered: " + job.Redelivered);
                //Tiny chance there was an uncontrolled collapse of a server, resulting in an old user task circulating.
                //In this event kill the old algorithm and leave a message so the user can later review.
                leanEngineSystemHandlers.Api.SetAlgorithmStatus(job.AlgorithmId, AlgorithmStatus.RuntimeError, _collapseMessage);
                leanEngineSystemHandlers.Notify.SetAuthentication(job);
                leanEngineSystemHandlers.Notify.Send(new RuntimeErrorPacket(job.UserId, job.AlgorithmId, _collapseMessage));
                leanEngineSystemHandlers.JobQueue.AcknowledgeJob(job);
                Exit(1);
            }

            try
            {
                // Set our exit handler for the algorithm
                Console.CancelKeyPress += new ConsoleCancelEventHandler(ExitKeyPress);

                // Create the algorithm manager and start our engine
                algorithmManager = new AlgorithmManager(liveMode, job);

                leanEngineSystemHandlers.LeanManager.Initialize(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, job, algorithmManager);

                var engine = new Engine.Engine(leanEngineSystemHandlers, leanEngineAlgorithmHandlers, liveMode);
                engine.Run(job, algorithmManager, assemblyPath, WorkerThread.Instance);
            }
            finally
            {
                var algorithmStatus = algorithmManager?.State ?? AlgorithmStatus.DeployError;

                Exit(algorithmStatus != AlgorithmStatus.Completed ? 1 : 0);
            }
        }
Ejemplo n.º 27
0
        private void LaunchLean()
        {
            Config.Set("environment", "backtesting");

            if (!string.IsNullOrEmpty(_config.AlgorithmTypeName))
            {
                Config.Set("algorithm-type-name", _config.AlgorithmTypeName);
            }

            if (!string.IsNullOrEmpty(_config.AlgorithmLocation))
            {
                Config.Set("algorithm-location", Path.GetFileName(_config.AlgorithmLocation));
            }

            if (!string.IsNullOrEmpty(_config.DataFolder))
            {
                Config.Set("data-folder", _config.DataFolder);
            }

            if (_config.StartDate.HasValue)
            {
                Config.Set("startDate", _config.StartDate.Value.ToString("O"));
            }

            if (_config.EndDate.HasValue)
            {
                Config.Set("endDate", _config.EndDate.Value.ToString("O"));
            }

            var systemHandlers = LeanEngineSystemHandlers.FromConfiguration(Composer.Instance);

            systemHandlers.Initialize();

            var logFileName = "log_" + Guid.NewGuid().ToString() + ".txt";
            var logHandlers = new ILogHandler[] { new FileLogHandler(logFileName, true) };

            using (Log.LogHandler = new CompositeLogHandler(logHandlers))
            {
                LeanEngineAlgorithmHandlers leanEngineAlgorithmHandlers;
                try
                {
                    leanEngineAlgorithmHandlers = LeanEngineAlgorithmHandlers.FromConfiguration(Composer.Instance);
                    _resultsHandler             = (BacktestingResultHandler)leanEngineAlgorithmHandlers.Results;
                }
                catch (CompositionException compositionException)
                {
                    Log.Error("Engine.Main(): Failed to load library: " + compositionException);
                    throw;
                }
                string algorithmPath;
                AlgorithmNodePacket job = systemHandlers.JobQueue.NextJob(out algorithmPath);
                try
                {
                    var _engine = new Engine(systemHandlers, leanEngineAlgorithmHandlers, Config.GetBool("live-mode"));
                    _engine.Run(job, algorithmPath);
                }
                finally
                {
                    Log.Trace("Engine.Main(): Packet removed from queue: " + job.AlgorithmId);

                    // clean up resources
                    systemHandlers.Dispose();
                    leanEngineAlgorithmHandlers.Dispose();
                }
            }
        }