Exemplo n.º 1
0
        public void AddErrorAndOutLogAndWriteTwoLinesToEach()
        {
            var fileNameErr = MethodInfo.GetCurrentMethod().Name + "_Err.log";
            var fileNameOut = MethodInfo.GetCurrentMethod().Name + "_Out.log";
            var output      = new Output();

            Assert.IsNotNull(output);
            output.AddLog(new Log(fileNameErr, true, false));
            output.AddLog(new Log(fileNameOut, true, false));
            Assert.AreEqual(output.NumLogs, 2);
            Assert.IsTrue(File.Exists(fileNameErr));
            Assert.IsTrue(File.Exists(fileNameOut));
            output.GetLog(0).Writer.WriteLine("Hello Error!");
            output.GetLog(0).Writer.WriteLine("Hello Error again!");
            output.GetLog(1).Writer.WriteLine("Hello Out!");
            output.GetLog(1).Writer.WriteLine("Hello Out again!");
            output.Close();
            using (var reader = new StreamReader(new FileStream(fileNameErr, FileMode.Open, FileAccess.Read, FileShare.Read)))
            {
                var line = reader.ReadLine();
                Assert.AreEqual(line, "Hello Error!");
                line = reader.ReadLine();
                Assert.AreEqual(line, "Hello Error again!");
            }
            using (var reader = new StreamReader(new FileStream(fileNameOut, FileMode.Open, FileAccess.Read, FileShare.Read)))
            {
                var line = reader.ReadLine();
                Assert.AreEqual(line, "Hello Out!");
                line = reader.ReadLine();
                Assert.AreEqual(line, "Hello Out again!");
            }
        }
Exemplo n.º 2
0
        public void WarningToConsoleErrorAndOutputLog()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Warning("Ooops!");
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 3
0
        public void ErrorToConsoleErrorAndOutputLogWithOneParameterToBlame()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Error("Ooops!", new Parameter("BadParameter"));
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 4
0
        public void WarningToConsoleErrorAndOutputLogWithTwoParametersToBlame()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Warning("Ooops!", new Parameter("FirstBadParameter"), new Parameter("SecondBadParameter"));
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 5
0
        public void MessageToStandardErrorAndOutputStreams()
        {
            var output = new Output();

            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Message("Message!");
            Assert.AreEqual(output.NumAnnouncements, 2); // one for each registered log
            context.WriteLine("NumAnnouncements = {0}", output.NumAnnouncements);
            output.Close();
        }
Exemplo n.º 6
0
        public void GetNumLogs()
        {
            var output = new Output();

            Assert.AreEqual(output.NumLogs, 0);
            output.AddLog(0, true);
            Assert.AreEqual(output.NumLogs, 1);
            output.AddLog(1, false);
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 7
0
        public void FatalToConsoleErrorAndOutputLog()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            // Setting ThrowsErrors to true ensures that we don't exit the process!
            output.ThrowsErrors = true;
            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Fatal("Ooops!");
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 8
0
        public void FatalToConsoleErrorAndOutputLogWithTwoParametersToBlame()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            // Setting ThrowsErrors to true ensures that we don't exit the process!
            output.ThrowsErrors = true;
            output.AddLog(Log.D_STDERR, true);
            output.AddLog(Log.D_STDOUT, true);
            output.Fatal("Ooops!", new Parameter("FirstBadParameter"), new Parameter("SecondBadParameter"));
            Assert.AreEqual(output.NumLogs, 2);
            output.Close();
        }
Exemplo n.º 9
0
        public void FilePrefixWithMultipleNumberedLogs()
        {
            var prefix = "Output_";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog("1.log");
            Assert.IsTrue(File.Exists(prefix + "1.log"));
            output.AddLog("2.log");
            Assert.IsTrue(File.Exists(prefix + "2.log"));
            output.Close();
        }
Exemplo n.º 10
0
        public void FilePrefixWithRepeatNameThrows()
        {
            var prefix = "Output_";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog("1.log");
            Assert.IsTrue(File.Exists(prefix + "1.log"));
            output.AddLog("1.log");
            Assert.IsTrue(File.Exists(prefix + "1.log"));
            output.Close();
        }
Exemplo n.º 11
0
        /// <summary>
        /// Initializes an evolutionary run given the parameters and a random seed adjustment (added to each random seed).
        /// The adjustment offers a convenient way to change the seeds of the random number generators each time you
        /// do a new evolutionary run.  You are of course welcome to replace the random number generators after initialize(...)
        /// but before startFresh(...)
        /// </summary>
        public static EvolutionState Initialize(IParameterDatabase parameters, int randomSeedOffset)
        {
            var output = new Output(true);

            // stdout is always log #0.  stderr is always log #1.
            // stderr accepts announcements, and both are fully verbose
            // by default.
            output.AddLog(Log.D_STDOUT, false);
            output.AddLog(Log.D_STDERR, true);

            // now continue intialization
            return(Initialize(parameters, randomSeedOffset, output));
        }
Exemplo n.º 12
0
        /// <summary>
        /// Constructs and sets up an Output object.
        /// </summary>
        public static Output BuildOutput()
        {
            // 1. create the output

            var output = new Output(true);

            // stdout is always log #0.  stderr is always log #1.
            // stderr accepts announcements, and both are fully verbose
            // by default.
            output.AddLog(Log.D_STDOUT, false);
            output.AddLog(Log.D_STDERR, true);

            return(output);
        }
Exemplo n.º 13
0
        public void AddErrorLog()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            output.AddLog(new Log("err.log", true, false));
            Assert.AreEqual(output.NumLogs, 1);
            Assert.IsTrue(File.Exists("err.log"));
        }
Exemplo n.º 14
0
        public void AddConsoleOutLogUsingDescriptor()
        {
            var output = new Output();

            Assert.IsNotNull(output);
            output.AddLog(Log.D_STDOUT, true);
            Assert.AreEqual(output.NumLogs, 1);
            output.Close();
        }
Exemplo n.º 15
0
        public void FilePrefixDotOnlyThrows()
        {
            var prefix = ".";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog("");
            Assert.IsTrue(File.Exists(prefix + ""));
            output.Close();
        }
Exemplo n.º 16
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        public void FilePrefixUnderscoreOnly()
        {
            var prefix = "_";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog("");
            Assert.IsTrue(File.Exists(prefix + ""));
            output.Close();
        }
Exemplo n.º 17
0
        public void FilePrefixDotOnlyExtension()
        {
            var prefix = ".";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog(".log");
            Assert.IsTrue(File.Exists(prefix + ".log"));
            output.Close();
        }
Exemplo n.º 18
0
        public void ErrorsNotedAndCleared()
        {
            var output = new Output();

            output.AddLog(Log.D_STDERR, true);
            output.Error("Oops!");
            Assert.IsTrue(output.HasErrors);
            output.ClearErrors();
            Assert.IsFalse(output.HasErrors);
            output.Close();
        }
Exemplo n.º 19
0
        public void FilePrefixNumericUnderscore()
        {
            var prefix = "1_";
            var output = new Output {
                FilePrefix = prefix
            };

            output.AddLog("test.log");
            Assert.IsTrue(File.Exists(prefix + "test.log"));
            output.Close();
        }
Exemplo n.º 20
0
        public void PrintLnToConsoleOut()
        {
            var output = new Output();
            var logNum = output.AddLog(Log.D_STDOUT, true);

            output.PrintLn("Hello World!", logNum);
            output.PrintLn("Hello Again World!", logNum); // Prints on same line
            output.PrintLn("", logNum);                   // Now we've moved to a new line.
            output.PrintLn("Hello for a third time World!", logNum);
            output.PrintLn("Hello for a fourth time World!", logNum);
            output.Close();
        }
Exemplo n.º 21
0
        public void StoreAnnouncementsDisableAndClear()
        {
            var output = new Output();

            output.AddLog(Log.D_STDERR, true);
            output.Message("Hello World!");
            Assert.AreEqual(output.NumAnnouncements, 1);
            output.StoreAnnouncements = false;
            Assert.AreEqual(output.NumAnnouncements, 1);
            output.ClearAnnouncements();
            Assert.AreEqual(output.NumAnnouncements, 0);
            output.Message("Hi again!");
            Assert.AreEqual(output.NumAnnouncements, 0);
            output.Close();
        }
Exemplo n.º 22
0
        public void AddErrorLogAndWriteThenTryReadWithoutClosingOuputThrows()
        {
            var fileNameErr = MethodInfo.GetCurrentMethod().Name + "_Err.log";
            var output      = new Output();

            Assert.IsNotNull(output);
            output.AddLog(new Log(fileNameErr, true, false));
            Assert.AreEqual(output.NumLogs, 1);
            Assert.IsTrue(File.Exists(fileNameErr));
            output.GetLog(0).Writer.WriteLine("Hello World!");
            var reader = new StreamReader(new FileStream(fileNameErr, FileMode.Open, FileAccess.Read, FileShare.Read));
            var line   = reader.ReadLine();

            Assert.AreEqual(line, "Hello World!");
        }
Exemplo n.º 23
0
        public void Evaluate(IEvolutionState state,
                             Individual ind,
                             int subpopulation,
                             int threadnum)
        {
            if (ind.Evaluated && !ReevaluateIndividuals)
            {
                return;
            }

            var fits = new ArrayList();

            Individual bestOfRuns = null;

            for (int run = 0; run < Runs; run++)
            {
                // too annoying
                //state.Output.message("Thread " + threadnum + " Run " + run);
                try
                {
                    // The following uses BinaryFormatter to create a separate copy of the ParameterDatabase.
                    CurrentDatabase = (ParameterDatabase)p_database.DeepClone();
                }
                catch (Exception e)
                {
                    state.Output.Fatal("Exception copying database.\n" + e);
                }
                ModifyParameters(state, CurrentDatabase, run, ind);

                var output = new Output(false); // do not store messages, just print them
                output.AddLog(Log.D_STDOUT, false);
                output.AddLog(Log.D_STDERR, true);
                output.ThrowsErrors = true; // don't do System.exit(1);

                EvolutionState evaluatedState = null;
                try
                {
                    evaluatedState = Evolve.Initialize(CurrentDatabase, 0, output);

                    // should we override the seeds?
                    if (SetRandom)
                    {
                        // we use the random number generator to seed the generators
                        // of the underlying process.  This isn't optimal but it should
                        // probably do okay.  To be extra careful we prime the generators.

                        for (int i = 0; i < evaluatedState.Random.Length; i++)
                        {
                            int seed = state.Random[threadnum].NextInt();
                            evaluatedState.Random[i] = Evolve.PrimeGenerator(new MersenneTwisterFast(seed));
                        }
                    }

                    evaluatedState.Run(EvolutionState.C_STARTED_FRESH);

                    // Issue a warning if there's more than one subpopulation
                    if (evaluatedState.Population.Subpops.Count > 1)
                    {
                        state.Output.WarnOnce(
                            "MetaProblem used, but underlying evolution state has more than one subpopulation: only the results from subpopulation 0 will be considered.");
                    }


                    // Identify the best fitness of the underlying EvolutionState run,

                    // we can only easily detect if the underlying EvolutionState has a proper Statistics
                    // object we can use AFTER we've run it because the Statistics object is set up during
                    // run().  We could modify this but I'm too lazy to do so, so...

                    Individual[] inds = null; // will get set, don't worry
                    if (evaluatedState.Statistics != null &&
                        (evaluatedState.Statistics is SimpleStatistics ||
                         evaluatedState.Statistics is SimpleShortStatistics))
                    {
                        inds = null;

                        // obviously we need an interface here rather than this nonsense
                        if (evaluatedState.Statistics is SimpleStatistics)
                        {
                            inds = ((SimpleStatistics)evaluatedState.Statistics).GetBestSoFar();
                        }
                        else
                        {
                            inds = ((SimpleShortStatistics)evaluatedState.Statistics).GetBestSoFar();
                        }
                        if (inds == null)
                        {
                            state.Output.Fatal(
                                "Underlying evolution state has a Statistics object which provides a null best-so-far array.  Can't extract fitness.");
                        }
                        fits.Add((Fitness)(inds[0].Fitness));
                        //System.err.println("" + inds[0] + " " + inds[0].fitness);
                    }
                    else if (evaluatedState.Statistics == null)
                    {
                        state.Output.Fatal(
                            "Underlying evolution state has a null Statistics object.  Can't extract fitness.");
                    }
                    else
                    {
                        state.Output.Fatal(
                            "Underlying evolution state has a Statistics object which doesn't implement ProvidesBestSoFar.  Can't extract fitness.");
                    }


                    // Now we need to suck out the best individual discovered so far.  If the underlying
                    // evoluationary system itself has a MetaProblem, we need to do this recursively.
                    // We presume that the MetaProblem exists in subpopulation 0.

                    if (evaluatedState.Evaluator.p_problem is MetaProblem)
                    {
                        var mp = (MetaProblem)evaluatedState.Evaluator.p_problem;
                        lock (mp.Lock)
                        {
                            Individual bestind = mp.BestUnderlyingIndividual[0];

                            if (bestOfRuns == null || bestind.Fitness.BetterThan(bestOfRuns.Fitness))
                            {
                                bestOfRuns = (Individual)bestind.Clone();
                            }
                        }
                    }
                    // otherwise we grab the best individual found in the underlying evolutionary run,
                    // gathered from the inds array we used earlier.
                    else
                    {
                        // gather the best individual found during the runs
                        if (bestOfRuns == null || inds[0].Fitness.BetterThan(bestOfRuns.Fitness))
                        {
                            bestOfRuns = (Individual)(inds[0].Clone());
                        }
                    }


                    // now clean up
                    Evolve.Cleanup(evaluatedState);
                }
                catch (OutputExitException e)
                {
                    // looks like an error occurred.
                    state.Output.Warning(
                        "Error occurred in underlying evolutionary run.  NOTE: multiple threads may still be running:\n" +
                        e.Message);
                }
                catch (OutOfMemoryException e)
                {
                    // Let's try fixing things
                    evaluatedState = null;
                    //System.gc();
                    GC.Collect();
                    GC.WaitForPendingFinalizers();
                    GC.Collect();
                    GC.WaitForPendingFinalizers();

                    state.Output.Warning(
                        "An Out of Memory error occurred in underlying evolutionary run.  Attempting to recover and reset.  NOTE: multiple threads may still be running:\n" +
                        e.Message);
                }
            }


            // Load the fitness into our individual
            var fits2 = new IFitness[fits.Count];

            for (var i = 0; i < fits2.Length; i++)
            {
                fits2[i] = (IFitness)fits[i];
            }
            Combine(state, fits2, ind.Fitness);
            ind.Evaluated = true;

            // store the best individual found during the runs if it's superior.
            // We need to do a lock here, which is rare in ECJ.  This is because the
            // bestUnderlyingIndividual array is shared among MetaProblem instances
            lock (Lock)
            {
                if (bestOfRuns != null &&
                    (BestUnderlyingIndividual[subpopulation] == null ||
                     bestOfRuns.Fitness.BetterThan(BestUnderlyingIndividual[subpopulation].Fitness)))
                {
                    BestUnderlyingIndividual[subpopulation] = bestOfRuns; // no clone necessary
                }
            }
        }
Exemplo n.º 24
0
        public static void Main(string[] args)
        {
            IEvolutionState    state      = null;
            IParameterDatabase parameters = null;
            Output             output     = null;

            //bool store;
            int x;

            // 0. find the parameter database
            for (x = 0; x < args.Length - 1; x++)
            {
                if (args[x].Equals(A_FILE))
                {
                    try
                    {
                        parameters = new ParameterDatabase(new FileInfo(new FileInfo(args[x + 1]).FullName), args);

                        // add the fact that I am a slave:      eval.i-am-slave = true
                        // this is used only by the Evaluator to determine whether to use the MasterProblem
                        parameters.SetParameter(new Parameter(EvolutionState.P_EVALUATOR).Push(Evaluator.P_IAMSLAVE),
                                                "true");
                        break;
                    }
                    catch (FileNotFoundException e)
                    {
                        Output.InitialError(
                            "A File Not Found Exception was generated upon" + " reading the parameter file \""
                            + args[x + 1] + "\".\nHere it is:\n" + e, false);
                        Environment.Exit(1);
                        // This was originally part of the InitialError call in ECJ. But we make Slave responsible.
                    }
                    catch (IOException e)
                    {
                        Output.InitialError("An IO Exception was generated upon reading the" + " parameter file \""
                                            + args[x + 1] + "\".\nHere it is:\n" + e, false);
                        Environment.Exit(1);
                        // This was originally part of the InitialError call in ECJ. But we make Slave responsible.
                    }
                }
            }
            if (parameters == null)
            {
                Output.InitialError("No parameter file was specified.", false);
                Environment.Exit(1);
                // This was originally part of the InitialError call in ECJ. But we make Slave responsible.
            }

            // 5. Determine whether or not to return entire Individuals or just Fitnesses
            //    (plus whether or not the Individual has been evaluated).

            var returnIndividuals = parameters.GetBoolean(new Parameter(P_RETURNINDIVIDUALS), null, false);

            // 5.5 should we silence the whole thing?

            bool silent = parameters.GetBoolean(new Parameter(P_SILENT), null, false);

            if (parameters.ParameterExists(new Parameter(P_MUZZLE), null))
            {
                Output.InitialWarning("" + new Parameter(P_MUZZLE) + " has been deprecated.  We suggest you use " +
                                      new Parameter(P_SILENT) + " or similar newer options.");
            }
            silent = silent || parameters.GetBoolean(new Parameter(P_MUZZLE), null, false);


            // 6. Open a server socket and listen for requests
            var slaveName = parameters.GetString(new Parameter(P_EVALSLAVENAME), null);

            var masterHost = parameters.GetString(new Parameter(P_EVALMASTERHOST), null);

            if (masterHost == null)
            {
                Output.InitialError("Master Host missing", new Parameter(P_EVALMASTERHOST));
            }

            var masterPort = parameters.GetInt(new Parameter(P_EVALMASTERPORT), null, 0);

            if (masterPort == -1)
            {
                Output.InitialError("Master Port missing", new Parameter(P_EVALMASTERPORT));
            }

            var useCompression = parameters.GetBoolean(new Parameter(P_EVALCOMPRESSION), null, false);

            RunTime = parameters.GetInt(new Parameter(P_RUNTIME), null, 0);

            RunEvolve = parameters.GetBoolean(new Parameter(P_RUNEVOLVE), null, false);

            OneShot = parameters.GetBoolean(new Parameter(P_ONESHOT), null, true);

            if (RunEvolve && !returnIndividuals)
            {
                Output.InitialError(
                    "You have the slave running in 'evolve' mode, but it's only returning fitnesses to the master, not whole individuals.  This is almost certainly wrong.",
                    new Parameter(P_RUNEVOLVE), new Parameter(P_RETURNINDIVIDUALS));
                Environment.Exit(1);
                // This was originally part of the InitialError call in ECJ. But we make Slave responsible.
            }

            if (!silent)
            {
                Output.InitialMessage("ECCS Slave");
                if (RunEvolve)
                {
                    Output.InitialMessage("Running in Evolve mode, evolve time is " + RunTime + " milliseconds");
                }
                if (returnIndividuals)
                {
                    Output.InitialMessage("Whole individuals will be returned");
                }
                else
                {
                    Output.InitialMessage("Only fitnesses will be returned");
                }
            }


            // Continue to serve new masters until killed.
            TcpClient socket = null; // BRS: TcpClient is a wrapper around the Socket class

            while (true)
            {
                try
                {
                    long connectAttemptCount = 0;
                    if (!silent)
                    {
                        Output.InitialMessage("Connecting to master at " + masterHost + ":" + masterPort);
                    }

                    while (true)
                    {
                        try
                        {
                            socket = new TcpClient(masterHost, masterPort);
                            break;
                        }
                        catch (Exception)
                        // it's not up yet...
                        {
                            connectAttemptCount++;
                            try
                            {
                                Thread.Sleep(new TimeSpan((Int64)10000 * SLEEP_TIME));
                            }
                            catch (ThreadInterruptedException)
                            {
                            }
                        }
                    }
                    if (!silent)
                    {
                        Output.InitialMessage("Connected to master after " + (connectAttemptCount * SLEEP_TIME) + " ms");
                    }

                    BinaryReader dataIn  = null;
                    BinaryWriter dataOut = null;

                    try
                    {
                        Stream tmpIn  = socket.GetStream();
                        Stream tmpOut = socket.GetStream();
                        if (useCompression)
                        {
                            //Output.InitialError("JDK 1.5 has broken compression.  For now, you must set eval.compression=false");
                            //Environment.Exit(1); // This was originally part of the InitialError call in ECJ. But we make Slave responsible.

                            /*
                             * tmpIn = new CompressingInputStream(tmpIn);
                             * tmpOut = new CompressingOutputStream(tmpOut);
                             */
                            tmpIn  = Output.MakeCompressingInputStream(tmpIn);
                            tmpOut = Output.MakeCompressingOutputStream(tmpOut);
                            if (tmpIn == null || tmpOut == null)
                            {
                                var err = "You do not appear to have JZLib installed on your system, and so must set eval.compression=false.  "
                                          + "To get JZLib, download from the ECJ website or from http://www.jcraft.com/jzlib/";
                                if (!silent)
                                {
                                    Output.InitialMessage(err);
                                }
                                throw new OutputExitException(err);
                            }
                        }

                        dataIn  = new BinaryReader(tmpIn);
                        dataOut = new BinaryWriter(tmpOut);
                    }
                    catch (IOException e)
                    {
                        var err = "Unable to open input stream from socket:\n" + e;
                        if (!silent)
                        {
                            Output.InitialMessage(err);
                        }
                        throw new OutputExitException(err);
                    }

                    // specify the slaveName
                    if (slaveName == null)
                    {
                        // BRS : TODO : Check equivalence of the address returned from .NET socket.Client.LocalEndPoint
                        slaveName = socket.Client.LocalEndPoint + "/" + (DateTime.Now.Ticks - 621355968000000000) / 10000;
                        if (!silent)
                        {
                            Output.InitialMessage("No slave name specified.  Using: " + slaveName);
                        }
                    }

                    dataOut.Write(slaveName); // Default encoding of BinaryWriter is UTF-8
                    dataOut.Flush();

                    // 1. create the output
                    // store = parameters.GetBoolean(new Parameter(P_STORE), null, false);

                    if (output != null)
                    {
                        output.Close();
                    }
                    output = new Output(storeAnnouncementsInMemory: false) // do not store messages, just print them
                    {
                        ThrowsErrors = true                                // don't do System.exit(1)
                    };


                    // stdout is always log #0. stderr is always log #1.
                    // stderr accepts announcements, and both are fully verbose by default.
                    output.AddLog(Log.D_STDOUT, false);
                    output.AddLog(Log.D_STDERR, true);

                    if (silent)
                    {
                        output.GetLog(0).Silent = true;
                        output.GetLog(1).Silent = true;
                    }

                    if (!silent)
                    {
                        output.SystemMessage(ECVersion.Message());
                    }


                    // 2. set up thread values

                    int breedthreads = Evolve.DetermineThreads(output, parameters, new Parameter(Evolve.P_BREEDTHREADS));
                    int evalthreads  = Evolve.DetermineThreads(output, parameters, new Parameter(Evolve.P_EVALTHREADS));

                    // Note that either breedthreads or evalthreads (or both) may be 'auto'.  We don't warn about this because
                    // the user isn't providing the thread seeds.


                    // 3. create the Mersenne Twister random number generators, one per thread

                    var random = new IMersenneTwister[breedthreads > evalthreads ? breedthreads : evalthreads];

                    var seed = dataIn.ReadInt32();
                    for (var i = 0; i < random.Length; i++)
                    {
                        random[i] = Evolve.PrimeGenerator(new MersenneTwisterFast(seed++));
                    }
                    // we prime the generator to be more sure of randomness.

                    // 4. Set up the evolution state

                    // what evolution state to use?
                    state =
                        (IEvolutionState)
                        parameters.GetInstanceForParameter(new Parameter(Evolve.P_STATE), null, typeof(IEvolutionState));
                    state.Parameters = new ParameterDatabase();
                    state.Parameters.AddParent(parameters);
                    state.Random       = random;
                    state.Output       = output;
                    state.EvalThreads  = evalthreads;
                    state.BreedThreads = breedthreads;

                    state.Setup(state, null);
                    state.Population = state.Initializer.SetupPopulation(state, 0);


                    // 5. Optionally do further loading
                    var storage = state.Evaluator.MasterProblem;
                    storage.ReceiveAdditionalData(state, dataIn);
                    storage.TransferAdditionalData(state);

                    try
                    {
                        while (true)
                        {
                            var newState = state;

                            if (RunEvolve)
                            {
                                // Construct and use a new EvolutionState.  This will be inefficient the first time around
                                // as we've set up TWO EvolutionStates in a row with no good reason.
                                IParameterDatabase coverDatabase = new ParameterDatabase();
                                // protect the underlying one
                                coverDatabase.AddParent(state.Parameters);
                                newState = Evolve.Initialize(coverDatabase, 0);
                                newState.StartFresh();
                                newState.Output.Message("Replacing random number generators, ignore above seed message");
                                newState.Random = state.Random;           // continue with RNG
                                storage.TransferAdditionalData(newState); // load the arbitrary data again
                            }

                            // 0 means to shut down
                            //Console.Error.WriteLine("reading next problem");
                            int problemType = dataIn.ReadByte();
                            //Console.Error.WriteLine("Read problem: " + problemType);
                            switch (problemType)
                            {
                            case (int)SlaveEvaluationType.Shutdown:
                                socket.Close();
                                if (OneShot)
                                {
                                    return; // we're outa here
                                }
                                else
                                {
                                    throw new OutputExitException("SHUTDOWN");
                                }

                            case (int)SlaveEvaluationType.Simple:
                                EvaluateSimpleProblem(newState, returnIndividuals, dataIn, dataOut, args);
                                break;

                            case (int)SlaveEvaluationType.Grouped:
                                EvaluateGroupedProblem(newState, returnIndividuals, dataIn, dataOut);
                                break;

                            default:
                                state.Output.Fatal("Unknown problem form specified: " + problemType);
                                break;
                            }
                            //System.err.PrintLn("Done Evaluating Individual");
                        }
                    }
                    catch (IOException e)
                    {
                        // Since an IOException can happen here if the peer closes the socket
                        // on it's end, we don't necessarily have to exit.  Maybe we don't
                        // even need to print a warning, but we'll do so just to indicate
                        // something happened.
                        state.Output.Fatal(
                            "Unable to read type of evaluation from master.  Maybe the master closed its socket and exited?:\n" +
                            e);
                    }
                    catch (Exception e)
                    {
                        if (state != null)
                        {
                            state.Output.Fatal(e.Message);
                        }
                        else if (!silent)
                        {
                            Console.Error.WriteLine("FATAL ERROR (EvolutionState not created yet): " + e.Message);
                        }
                    }
                }
                catch (OutputExitException e)
                {
                    // here we restart if necessary
                    try { socket.Close(); } catch (Exception e2) { }
                    if (OneShot)
                    {
                        Environment.Exit(0);
                    }
                }
                catch (OutOfMemoryException e)
                {
                    // Let's try fixing things
                    state = null;

                    GC.Collect();
                    GC.WaitForPendingFinalizers();
                    GC.Collect();
                    GC.WaitForPendingFinalizers();

                    try { socket.Close(); } catch (Exception e2) { }
                    socket = null;

                    // TODO: Overkill? Track memory before and after.
                    GC.Collect();
                    GC.WaitForPendingFinalizers();
                    GC.Collect();
                    GC.WaitForPendingFinalizers();

                    Console.Error.WriteLine(e);
                    if (OneShot)
                    {
                        Environment.Exit(0);
                    }
                }
                if (!silent)
                {
                    Output.InitialMessage("\n\nResetting Slave");
                }
            }
        }