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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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This macro provides examples for the training and testing of the TMVA classifiers.

As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.

The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example: 

root -l TMVARegression.C\‍(\"LD,MLP\"\‍)

(note that the backslashes are mandatory) If no method given, a default set is used.

The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.254 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0028 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000769 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000297 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31509
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33024 31087.5 0.0101058 0.00100975 87950.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32506.9 30539.9 0.0100264 0.000995377 88583.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31818.5 29935.3 0.0100904 0.00100319 88035.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31150.4 29341.5 0.0102545 0.00103004 86726.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30479.8 28690.3 0.0102082 0.00101017 86975.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29719.2 27869.7 0.0102359 0.0010156 86764.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28982.4 27131.5 0.0101427 0.00101956 87688.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28478.8 26722.6 0.0101246 0.00103916 88053.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28106.9 26401.9 0.0101099 0.000998597 87803 0
: 10 Minimum Test error found - save the configuration
: 10 | 27786.4 26101.2 0.00999004 0.000983538 88824.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27482.8 25816.6 0.0100171 0.00101789 88896.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27191.1 25545.9 0.0101238 0.00103814 88050.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26914.2 25281.9 0.0100682 0.000989707 88120.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26642.5 25027.9 0.0100323 0.000986508 88439.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26378.2 24781.8 0.00997632 0.000988017 89004.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26123.8 24538 0.0101518 0.000995398 87370.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25873.1 24298.4 0.00999628 0.00100323 88957.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25624.3 24067.1 0.00998936 0.000985107 88847 0
: 19 Minimum Test error found - save the configuration
: 19 | 25384.3 23837.2 0.0100006 0.000980357 88689.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25146.9 23611 0.00996153 0.000978307 89054.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24912.4 23389.6 0.00998505 0.000982258 88861.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24682.1 23171.5 0.00997623 0.000983106 88956.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24456.3 22955.2 0.0100345 0.000985268 88404.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24231.6 22743.5 0.0101484 0.000996787 87416.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 24011.2 22534.3 0.010006 0.000993577 88766.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23794 22327.1 0.0100664 0.000994197 88181.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23576 22126.9 0.0100424 0.00101091 88579.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23369.5 21921.4 0.010051 0.00102823 88664.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23154.6 21725.7 0.0101079 0.000995048 87787.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22948.6 21530.2 0.0101004 0.000989938 87811.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22742.7 21338.5 0.010321 0.00102643 86071.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22542.9 21144.8 0.010033 0.000983518 88403.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22341.3 20955.5 0.0100049 0.00100716 88910.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22145.3 20765.6 0.0103914 0.00101135 85287.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21947.8 20580.6 0.0100138 0.000985988 88614.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21753.7 20398.2 0.0100655 0.000988157 88131.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21561.6 20218.6 0.0101437 0.00101753 87659.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21372.3 20040.2 0.0100983 0.00105437 88457.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21184.6 19863.7 0.0100063 0.000984327 88672.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20999.6 19687.6 0.0100109 0.000984717 88630.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20815.7 19511.8 0.0100311 0.000988857 88473.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20632.5 19335.7 0.0100286 0.000989706 88506 0
: 43 Minimum Test error found - save the configuration
: 43 | 20446.7 19164.8 0.0101404 0.00100265 87548.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20269.1 18996.7 0.0101347 0.000996798 87547.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 20089.5 18831.4 0.0101068 0.00101049 87948 0
: 46 Minimum Test error found - save the configuration
: 46 | 19913.5 18666.1 0.0101521 0.00100337 87444 0
: 47 Minimum Test error found - save the configuration
: 47 | 19741 18500 0.0102713 0.00100981 86378.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19566 18338.6 0.0103438 0.00102282 85827.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19398.4 18174.7 0.0101219 0.00100101 87710.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19225.4 18017.4 0.0100973 0.000999538 87933.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19059.8 17856.8 0.0101662 0.00100903 87363.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18891.7 17700.5 0.0101136 0.000999128 87772.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18725.6 17547 0.0101347 0.00100262 87603.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18564.4 17384.5 0.0102035 0.0010056 86976 0
: 55 Minimum Test error found - save the configuration
: 55 | 18399 17233.1 0.0101481 0.00100155 87464.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18240 17079.7 0.0101922 0.00100788 87105.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18077.5 16927.9 0.0102224 0.00109732 87670.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17917.2 16778.3 0.010199 0.00102619 87214.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17759.1 16624.7 0.0102341 0.0010351 86965.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17604.4 16473.5 0.0101952 0.00103239 87309 0
: 61 Minimum Test error found - save the configuration
: 61 | 17445.3 16325.9 0.0102214 0.00103409 87076.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17292.6 16174.2 0.010192 0.0010277 87294.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17138.9 16026.7 0.0103081 0.00106489 86549.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16981.3 15887.4 0.0103066 0.00107443 86653 0
: 65 Minimum Test error found - save the configuration
: 65 | 16834.8 15741.1 0.0103953 0.00111593 86212.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16682 15600.6 0.0102843 0.00103786 86519.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16532.6 15457.8 0.0103154 0.00106213 86455.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16387 15315 0.0104186 0.00105207 85410.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16238.1 15177.5 0.0103197 0.00106943 86484 0
: 70 Minimum Test error found - save the configuration
: 70 | 16091.2 15040.8 0.0103855 0.00104057 85607.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15950 14902.2 0.0102564 0.0010191 86605 0
: 72 Minimum Test error found - save the configuration
: 72 | 15804.8 14766.9 0.0103542 0.0010186 85693 0
: 73 Minimum Test error found - save the configuration
: 73 | 15663.5 14633.6 0.0103159 0.00104026 86247.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15523.5 14501.2 0.0102455 0.00101481 86667.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15384.1 14370 0.0102719 0.0010151 86423.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15246.2 14240.3 0.0102308 0.00101525 86809.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15110.7 14110.4 0.0105422 0.00125158 86108.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14975.4 13982.2 0.0106058 0.00106811 83878.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14839.8 13856.9 0.0102892 0.00101584 86268.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14708.5 13731 0.0104111 0.00107294 85669.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14576.7 13606.3 0.0102667 0.00104302 86733.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14445 13484 0.0102643 0.00101668 86508.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14316.6 13361.7 0.0102872 0.00101734 86301.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14187.3 13242.6 0.010273 0.00101786 86438.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14061.9 13121.8 0.010307 0.00101665 86111 0
: 86 Minimum Test error found - save the configuration
: 86 | 13936.3 13001.5 0.0102563 0.00101918 86606.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13809.8 12885.1 0.01031 0.00101785 86094.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13686.7 12768.7 0.0103346 0.00105149 86177.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13564.9 12652.5 0.0102427 0.00101536 86699.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13441.9 12539.1 0.0102743 0.00101737 86422 0
: 91 Minimum Test error found - save the configuration
: 91 | 13322.1 12426.4 0.0103025 0.00108516 86793.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13204.9 12310.8 0.0105497 0.00105392 84248.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13084 12200.2 0.0103523 0.00105315 86029 0
: 94 Minimum Test error found - save the configuration
: 94 | 12967.2 12089.6 0.0104224 0.00106988 85538.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12851 11979.8 0.0103997 0.00102453 85331.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12735.6 11871.4 0.0104236 0.00103657 85223.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12620.1 11765.5 0.0104106 0.00102999 85282.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12509.2 11657.2 0.0105452 0.00110342 84730 0
: 99 Minimum Test error found - save the configuration
: 99 | 12396 11551.3 0.010344 0.00104005 85985.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12286.3 11444.3 0.0103915 0.00105565 85690.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12170.9 11345.8 0.0103394 0.00103188 85951.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12066.2 11240.9 0.0104134 0.00104333 85378.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11956.5 11139 0.0103736 0.00103078 85627.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11848.8 11038.2 0.0103706 0.00101951 85551.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11741.3 10939.8 0.0102911 0.00101911 86281.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11636.4 10841.2 0.0103683 0.00101924 85570.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11532.8 10741.7 0.0103034 0.0010213 86186.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11428.1 10644.6 0.0104494 0.00103548 84980.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11326.8 10546.1 0.0104508 0.00103909 85000.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11223.5 10450.1 0.0103415 0.00102607 85878.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11121.7 10356.4 0.0104206 0.00102396 85136.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11021.5 10263.3 0.0103965 0.00102164 85334.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10924.2 10168.3 0.0103313 0.00101966 85913.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10823.7 10077.3 0.0103992 0.00103942 85472 0
: 115 Minimum Test error found - save the configuration
: 115 | 10725.6 9987.35 0.0103731 0.00103474 85667.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10630.7 9895.54 0.010365 0.00105184 85899.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10534.4 9805.12 0.0103405 0.00107004 86295.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10439.6 9715.03 0.0105194 0.00107848 84737.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10343.5 9628.57 0.0104559 0.00107605 85288.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10251.3 9540.99 0.0103983 0.00104247 85507.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10158.7 9453.75 0.0104265 0.00103863 85215.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10066.1 9368.31 0.0106018 0.0010543 83791.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9976.25 9282.07 0.0103705 0.0010243 85596 0
: 124 Minimum Test error found - save the configuration
: 124 | 9885.7 9196.94 0.0102936 0.00102226 86287 0
: 125 Minimum Test error found - save the configuration
: 125 | 9796.7 9111.95 0.0103406 0.00102039 85834.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9706.32 9030.08 0.0103524 0.00105458 86041.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9618.85 8948.53 0.0104271 0.00105316 85342.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9532.54 8866.16 0.010438 0.00105997 85305.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9445.45 8785.53 0.0103472 0.00102357 85803.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9360.49 8704.69 0.0104142 0.00104486 85384.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9275.64 8624.64 0.0103839 0.00104424 85655.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9190.19 8547.14 0.0103354 0.00104825 86140.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9108.22 8468.15 0.0104526 0.00103425 84940.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9025.42 8390.07 0.0104067 0.0010265 85286.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8942.99 8313.52 0.0104305 0.00102784 85082.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8861.03 8238.74 0.0104075 0.00102824 85294.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8781.24 8163.46 0.0103148 0.00102076 86076.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8701.77 8088.13 0.0104856 0.00105838 84860.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8622.92 8013.42 0.010373 0.00105279 85835 0
: 140 Minimum Test error found - save the configuration
: 140 | 8544.51 7939.15 0.0103856 0.00105021 85695.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8466.32 7866.19 0.010339 0.001021 85855.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8389.21 7794.06 0.0103523 0.00105362 86033.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8313.03 7722.27 0.0103629 0.00103538 85767.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8236.69 7652.17 0.0103654 0.00102322 85632.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8161.68 7582.39 0.0103461 0.00103974 85962.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8087.7 7512.76 0.0102937 0.00102386 86301.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8014.19 7443.43 0.0103095 0.00102121 86130 0
: 148 Minimum Test error found - save the configuration
: 148 | 7940.83 7375 0.010384 0.00103625 85581.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7868.91 7306.57 0.0104187 0.00105645 85449.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7796.88 7239.01 0.0103816 0.00104365 85671.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7725.84 7172.02 0.0103647 0.00102786 85682.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7655.38 7105.62 0.0104244 0.00102851 85143.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7584.18 7041.84 0.0103936 0.00106414 85750 0
: 154 Minimum Test error found - save the configuration
: 154 | 7516.55 6975.99 0.0104554 0.00105468 85100.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7447.57 6911.24 0.0103305 0.00102368 85958.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7379.71 6846.99 0.0103883 0.00102451 85435.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7310.93 6785.32 0.0104287 0.00102528 85075.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7244.61 6723.44 0.0104818 0.00102911 84632.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7180.46 6658.96 0.0104596 0.00104664 84989.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7112.04 6599.23 0.0104529 0.00104169 85005 0
: 161 Minimum Test error found - save the configuration
: 161 | 7048.31 6538.08 0.0103763 0.00102519 85551.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6983.72 6477.48 0.0104587 0.00106117 85128.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6920.31 6416.85 0.0104658 0.00109375 85360.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6856.38 6357.51 0.0104792 0.00106813 85006.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6793.56 6299.18 0.0104152 0.00104423 85370 0
: 166 Minimum Test error found - save the configuration
: 166 | 6731.27 6240.81 0.01045 0.00107628 85345.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6670.45 6182.09 0.0104172 0.00107521 85635 0
: 168 Minimum Test error found - save the configuration
: 168 | 6609.09 6124.3 0.0104943 0.00107363 84919.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6547.47 6068.43 0.0104375 0.00103354 85070.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6487.87 6012.1 0.0104541 0.00103177 84904.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6428.34 5956.73 0.0104193 0.00105937 85470.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6369.45 5901.46 0.0104523 0.00102861 84892 0
: 173 Minimum Test error found - save the configuration
: 173 | 6310.78 5847.38 0.0105395 0.00103103 84135.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6253.31 5792.85 0.010736 0.00103496 82465.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6195.56 5739.3 0.0110264 0.0010486 80178.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6139.37 5685.01 0.0105864 0.00105387 83922.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6081.79 5633 0.010505 0.00106023 84702.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6026.27 5581.11 0.0106182 0.00107875 83862.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5971.98 5527.54 0.0108242 0.00105903 81924 0
: 180 Minimum Test error found - save the configuration
: 180 | 5915.62 5476.86 0.0106025 0.00106376 83868.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5862.21 5425.15 0.0106545 0.00107464 83508.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5807.36 5375.46 0.0110777 0.00111089 80266.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5754.01 5326.16 0.0105196 0.00105672 84540.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5702.12 5275.3 0.0107006 0.00125249 84673.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5649.06 5226.06 0.0104759 0.00104714 84846.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5596.38 5178.32 0.0111547 0.00106149 79260.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5545.65 5129.77 0.0105752 0.00103079 83818.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5494.34 5081.71 0.0106623 0.00108981 83573.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5444.13 5034 0.0105657 0.00103022 83897.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5392.99 4988.06 0.0106812 0.00104172 82992.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5344 4941.18 0.0106231 0.00103645 83449.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5294.78 4895 0.0104698 0.0010276 84725.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5246.46 4848.31 0.0104795 0.00102804 84642.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5196.36 4804.96 0.0106685 0.00104147 83099.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5149.09 4760.93 0.0105405 0.0010555 84343.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5102.33 4715.94 0.0105836 0.00105568 83963.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5055.66 4670.98 0.0106832 0.00106316 83160.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5008.25 4627.81 0.0110655 0.00108929 80191.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4962.19 4584.95 0.0105626 0.00108445 84405 0
: 200 Minimum Test error found - save the configuration
: 200 | 4916.54 4541.92 0.0105151 0.001093 84906.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4871.25 4499.88 0.0105948 0.00109905 84248.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4826.36 4457.99 0.0108784 0.00109575 81777.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4781.77 4417.47 0.0111606 0.00106492 79241.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4738.74 4374.94 0.0109097 0.00106306 81246.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4694.31 4334.25 0.0105677 0.00105247 84075.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4650.45 4295.16 0.0106162 0.00105984 83713.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4609.23 4254.22 0.0106688 0.00110392 83639.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4565.97 4214.29 0.0104963 0.00104259 84622.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4523.26 4176.2 0.010574 0.00106046 84090.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4482.93 4136.38 0.0106062 0.00107948 83974.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4440.98 4098.39 0.0105962 0.00106645 83947.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4401.16 4059.11 0.0105202 0.00103087 84305.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4359.55 4022.12 0.0107833 0.00103793 82090.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4319.64 3985.28 0.0105762 0.00105378 84012.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4281.4 3946.8 0.010583 0.00102811 83726.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4240.29 3911.5 0.0110239 0.00113598 80906.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4202.16 3875.14 0.0107271 0.00108244 82947.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4163.99 3838.68 0.010664 0.00105995 83297.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4125.99 3802.54 0.0106983 0.00123212 84511.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4087.39 3767.81 0.010534 0.00109235 84731.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4051.2 3731.98 0.0104894 0.00109088 85120 0
: 222 Minimum Test error found - save the configuration
: 222 | 4013.38 3697.34 0.0106467 0.00109073 83717.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3977.72 3661.83 0.0105517 0.00105225 84215.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3939.8 3629.37 0.0105642 0.00106303 84200.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3904.83 3594.94 0.0105442 0.00110522 84754.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3869.04 3561.55 0.010665 0.00112217 83832.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3833.34 3528.75 0.0105354 0.00113218 85077 0
: 228 Minimum Test error found - save the configuration
: 228 | 3799.01 3496.14 0.0105325 0.00103309 84215.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3763.98 3463.76 0.0105075 0.00104556 84549 0
: 230 Minimum Test error found - save the configuration
: 230 | 3729.41 3431.94 0.010468 0.00103127 84774.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3696.58 3399.24 0.0104486 0.00102681 84909.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3661.83 3368.46 0.0107762 0.00103432 82119.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3629.14 3336.97 0.0105032 0.00103076 84455.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3596.03 3306.3 0.0104763 0.00106265 84982.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3563.03 3275.63 0.0105979 0.00103407 83648.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3530.95 3244.95 0.0105751 0.00103124 83823.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3499.22 3214.11 0.0106083 0.00105658 83754.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3467.21 3184.3 0.0103213 0.00103363 86136 0
: 239 Minimum Test error found - save the configuration
: 239 | 3435.64 3155.11 0.0103083 0.00102356 86163.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3405.01 3124.8 0.0103354 0.00102655 85939.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3372.76 3096.79 0.0103105 0.00102499 86156 0
: 242 Minimum Test error found - save the configuration
: 242 | 3343.18 3068.42 0.0103038 0.00102208 86190.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3312.53 3039.6 0.0103143 0.00102395 86110.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3282.48 3011.41 0.0104628 0.00107295 85198.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3252.49 2983.58 0.0105368 0.00105848 84403.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3223.4 2955.74 0.010544 0.0010565 84321.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3193.71 2928.93 0.0107019 0.00106702 83031.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3165.14 2901.45 0.0105222 0.00105647 84515.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3136.18 2874.71 0.0106762 0.00108722 83429.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3107.85 2847.92 0.0104927 0.00107216 84921.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3080.01 2821.37 0.0107658 0.00111518 82895.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3051.74 2795.12 0.010672 0.00105849 83216 0
: 253 Minimum Test error found - save the configuration
: 253 | 3023.87 2769.62 0.0105463 0.001065 84376.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2996.35 2744.69 0.0106198 0.0010818 83874.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2969.57 2718.66 0.0105442 0.00108159 84543.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2942.53 2694.18 0.0105744 0.00103068 83824.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2915.99 2668.58 0.0150295 0.00162963 59702 0
: 258 Minimum Test error found - save the configuration
: 258 | 2889.86 2643.6 0.0157631 0.00177586 57194.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2863.07 2618.99 0.0160163 0.00174442 56054.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2837.59 2594.57 0.011583 0.00104884 75943.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2811.35 2570.89 0.0104015 0.00104282 85482.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2786.42 2547.16 0.0103154 0.00102959 86152.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2760.96 2524.02 0.0103104 0.00102684 86173.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2736.35 2500.3 0.0102979 0.00102232 86247.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2711.07 2477.87 0.0103378 0.0010432 86071.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2687.01 2454.28 0.010297 0.0010216 86249.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2662.18 2432.05 0.0103075 0.00102139 86149.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2638.8 2408.9 0.0103057 0.00102511 86201.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2614.29 2386.8 0.0103075 0.00102264 86161.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2590.67 2365.29 0.0103123 0.00102106 86102.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2567.73 2342.93 0.0102779 0.001022 86431.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2543.75 2321.94 0.0102801 0.00102089 86400.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2521.22 2301.13 0.0103122 0.00102174 86109.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2498.35 2279.05 0.0104044 0.00103933 85423.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2475.51 2258 0.010325 0.00103925 86153.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2452.65 2237.82 0.0103272 0.0010231 85983.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2430.7 2217.32 0.010303 0.00102054 86184.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2409.02 2196.36 0.0105285 0.00103557 84273.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2386.32 2176.8 0.010358 0.00102653 85731.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2364.89 2156.63 0.0106377 0.00112964 84139.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2343.68 2136.4 0.010307 0.00102358 86174.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2322.21 2116.87 0.0104665 0.00111192 85519.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2300.57 2097.67 0.0114061 0.00114519 77965.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2280.03 2078.4 0.0107307 0.00105053 82643.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2258.55 2059.8 0.0103945 0.00105563 85663.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2238.38 2040.93 0.0104945 0.00103457 84567.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2217.97 2021.73 0.0103199 0.00102307 86050.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2197.47 2002.96 0.0102822 0.00102263 86397.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2177.18 1984.55 0.0103038 0.00102077 86178.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2157.26 1966.22 0.0102953 0.001032 86362.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2136.87 1949.01 0.0103167 0.00102803 86126.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2117.58 1931.12 0.0103408 0.00102461 85871.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2098.41 1913.08 0.0103286 0.00102722 86009.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2078.87 1895.39 0.0104566 0.001033 84893.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2059.45 1878.44 0.0103598 0.00104774 85910 0
: 296 Minimum Test error found - save the configuration
: 296 | 2040.56 1861.04 0.0103142 0.00102384 86111 0
: 297 Minimum Test error found - save the configuration
: 297 | 2021.74 1843.81 0.0102954 0.00103739 86411.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 2003.1 1827.47 0.0103089 0.00102901 86207.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1984.59 1810 0.0102961 0.0010207 86249.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1965.71 1793.95 0.0103007 0.00102465 86243.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1947.85 1777.34 0.0103168 0.00102812 86126.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1929.85 1760.52 0.0102996 0.00102232 86232.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1911.13 1745.46 0.0103092 0.00102176 86137.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1893.56 1729.26 0.0103196 0.00102469 86068.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1876.17 1713.28 0.0103255 0.00103783 86135.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1858.68 1697.46 0.0103077 0.00102416 86174.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1841.03 1681.82 0.0103122 0.00101929 86087 0
: 308 Minimum Test error found - save the configuration
: 308 | 1823.35 1667.24 0.0103021 0.00102484 86232.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1807.33 1651.53 0.0103277 0.00102362 85983.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1789.24 1636.98 0.0103419 0.0010358 85965 0
: 311 Minimum Test error found - save the configuration
: 311 | 1773.21 1621.67 0.0105864 0.00103572 83763.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1756 1607.11 0.0103296 0.00102626 85990.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1739.7 1592 0.0103375 0.0010495 86133 0
: 314 Minimum Test error found - save the configuration
: 314 | 1722.91 1577.82 0.0104033 0.00103979 85437.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1706.9 1563.28 0.0103569 0.00104032 85867.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1691.07 1548.4 0.0103439 0.00102473 85844.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1674.24 1534.67 0.0103416 0.00102578 85875.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1659.08 1520.36 0.0103273 0.0010235 85986.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1643.11 1506.38 0.0103154 0.00102755 86133.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1627.32 1492.65 0.0103053 0.00102644 86217.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1611.73 1479 0.0103104 0.00102773 86181.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1596.44 1465.55 0.0103088 0.00102704 86190.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.97 1452.45 0.0102941 0.00102118 86273 0
: 324 Minimum Test error found - save the configuration
: 324 | 1566.74 1438.89 0.010313 0.00102079 86094 0
: 325 Minimum Test error found - save the configuration
: 325 | 1551.32 1425.49 0.010346 0.00103676 85935.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1536.28 1412.34 0.0103135 0.00102183 86098.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1521.89 1399.16 0.0102951 0.00102207 86271.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1506.77 1386.7 0.0103216 0.0010242 86045.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1492.8 1373.85 0.0102912 0.00102095 86297.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1478.61 1360.83 0.0103317 0.00102523 85961.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1464.14 1348.23 0.0103715 0.00102549 85597.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1450.22 1335.44 0.010308 0.0010235 86165.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1436.19 1323.33 0.0103095 0.00102358 86151.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1422.35 1311.01 0.010356 0.00102351 85722.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1408.89 1299.09 0.0104504 0.00104771 85082.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.39 1287.25 0.0103148 0.00102255 86093.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1381.57 1275.29 0.0102941 0.00102079 86268.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1368.38 1263.35 0.0103297 0.00102788 86004.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1355.2 1251.8 0.0103481 0.00102409 85799.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1341.93 1240.28 0.0103782 0.00104222 85689.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1329.48 1228.56 0.0104165 0.00102791 85210 0
: 342 Minimum Test error found - save the configuration
: 342 | 1316.21 1217.13 0.0103532 0.00102468 85758.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1304.03 1205.27 0.0103378 0.00102414 85895.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1290.74 1194.83 0.0103427 0.00104364 86030.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1278.77 1183.22 0.0104179 0.00104675 85368.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1266.27 1172.18 0.0103094 0.00102047 86124.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1253.86 1161.35 0.0103261 0.00103159 86072.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.12 1150.25 0.0103642 0.00102595 85669.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.91 1139.62 0.0103389 0.00102672 85908.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1217.89 1128.94 0.0103011 0.00101979 86195.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.13 1118.43 0.0103257 0.00103137 86073.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1194.63 1108.06 0.0103022 0.0010234 86218.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.23 1097.27 0.0103174 0.00102804 86120.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.44 1087 0.0103514 0.00102981 85822.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.28 1076.7 0.0104613 0.00105444 85044.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.72 1066.85 0.0103971 0.00105852 85666 0
: 357 Minimum Test error found - save the configuration
: 357 | 1137.56 1057 0.0103989 0.00105831 85647.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.81 1048.62 0.0105024 0.00103624 84511.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.4 1036.78 0.0104172 0.00102531 85179.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.04 1027.05 0.0103502 0.00102798 85816.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1093.9 1017.38 0.0103814 0.00102695 85520.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.57 1007.31 0.010448 0.00105921 85207.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1072.76 998.058 0.0104273 0.00104233 85242.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.68 988.578 0.0103869 0.00103617 85554.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.2 979.06 0.0104034 0.00105166 85546 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.99 969.371 0.0103389 0.00103138 85951.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.59 960.732 0.0104285 0.00107298 85510.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.34 951.578 0.01054 0.00108029 84569.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.35 942.486 0.0103523 0.00102762 85793.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1001.63 933.804 0.0103515 0.00102475 85774.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 992.061 925.064 0.0103168 0.00103086 86151.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.505 915.403 0.0103515 0.00102451 85772.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.779 906.293 0.0103362 0.00102272 85897.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 962.882 897.602 0.0103206 0.00102327 86046 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.316 889.255 0.0104821 0.00105154 84830.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 943.96 880.565 0.0104542 0.00108899 85422.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.705 871.964 0.0106635 0.00103787 83111.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.657 864.224 0.0103075 0.00102338 86168.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.803 854.806 0.010387 0.001032 85515.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.249 846.861 0.0103818 0.00103552 85595.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.447 838.544 0.0103245 0.00102366 86014 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.601 830.693 0.0103165 0.0010261 86110.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.559 822.731 0.0103261 0.00102314 85994.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.06 814.52 0.0103172 0.00103485 86185.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.179 806.814 0.0103941 0.00104478 85568 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.228 798.218 0.0103371 0.00102661 85924.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.114 790.813 0.0103494 0.00102844 85828.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 837.688 783.19 0.0103837 0.00102968 85524.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.814 774.903 0.0103348 0.00102598 85939.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.159 767.278 0.0103299 0.00102624 85987.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.116 759.907 0.0103369 0.00102476 85909.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.083 752.54 0.01032 0.00102245 86043.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.008 745.048 0.0103169 0.00102527 86098.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.338 737.182 0.0103698 0.00102755 85632.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.202 729.709 0.0105058 0.00107265 84807.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.006 722.551 0.0103124 0.00103577 86238.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.342 715.598 0.0104179 0.00103221 85236.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.641 708.887 0.0103176 0.00102342 86075.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.283 701.64 0.0103461 0.00103281 85898.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.622 694.346 0.010325 0.00102267 86000.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.276 687.315 0.0103127 0.00102241 86111.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.705 680.311 0.0105522 0.00112703 84879.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.478 673.549 0.0108136 0.0010313 81780.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.02 666.598 0.0103375 0.00102173 85875.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.022 659.865 0.0103477 0.00102413 85804.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.332 652.975 0.0104185 0.0010303 85213.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.606 646.546 0.0103529 0.00103042 85813.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.722 640.153 0.0103426 0.0010297 85902 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.97 633.213 0.010394 0.00105081 85623.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.977 626.662 0.010333 0.00102225 85922.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.228 619.851 0.0103076 0.00102317 86165.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.056 613.789 0.0103101 0.00102242 86135.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.734 607.707 0.0103514 0.00105526 86056.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.988 601.557 0.0103316 0.00103357 86039.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.302 595.49 0.0104622 0.00106479 85130 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.003 589.205 0.0103704 0.00102671 85619.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.816 583.274 0.0103344 0.00103223 86001.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.316 576.874 0.0102974 0.00102349 86263 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.773 571.61 0.0103523 0.00102692 85787.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.61 564.825 0.0103708 0.00102417 85591.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.255 558.978 0.0105381 0.00107376 84528 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.235 554.28 0.0105142 0.00103473 84393.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.176 547.44 0.0103636 0.00102117 85630.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.172 541.225 0.010332 0.00102784 85983.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.638 536.213 0.0104169 0.00108039 85685.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.455 530.217 0.0103159 0.00102258 86083.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.204 525.254 0.0103077 0.00102466 86179 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.699 519.07 0.0103396 0.00102865 85920.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.653 513.77 0.0103317 0.001023 85940.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.722 508.223 0.0104568 0.00102681 84835.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.311 503.09 0.0103511 0.00105347 86043.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.81 497.62 0.0104147 0.00103522 85292.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.936 492.654 0.0103315 0.00102677 85977.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.819 486.778 0.0104115 0.00103133 85286.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.26 481.716 0.010478 0.00106879 85023.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.654 476.863 0.0103186 0.00102687 86098 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.542 471.698 0.0103141 0.00102204 86094.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.297 466.58 0.0103983 0.00103202 85413 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.135 461.358 0.0103994 0.0010254 85342 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.932 457.064 0.0103324 0.00102622 85964.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.751 452.255 0.0103393 0.00102378 85878.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.948 446.68 0.0105276 0.00103221 84251.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.421 441.887 0.0103118 0.00102423 86137 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.502 437.199 0.0103128 0.00102696 86152.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.542 432.11 0.010363 0.00105863 85981.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.612 427.654 0.0103824 0.00104064 85637.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.849 423.035 0.0103598 0.00102489 85700.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.249 418.344 0.0103794 0.00103763 85637.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.077 413.641 0.0103301 0.00102388 85964.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.442 409.327 0.0103485 0.00102619 85815.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.004 404.839 0.0103315 0.00104294 86127.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.299 400.392 0.0103681 0.00105242 85876.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.854 395.904 0.0103683 0.00102553 85627.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.258 391.867 0.0104008 0.00102821 85355.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.933 387.755 0.0104816 0.00106397 84946.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.559 383.065 0.010341 0.00102734 85895.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.917 379.086 0.0103451 0.00102207 85808.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.661 374.865 0.0103117 0.00102197 86116.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.302 370.655 0.0103778 0.00102465 85532.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.236 366.113 0.0103855 0.00102627 85477.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.023 362.4 0.0103273 0.0010227 85979.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.622 358.299 0.0103258 0.00103252 86083.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.676 354.446 0.0103191 0.0010248 86074.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.533 350.8 0.0103647 0.00103208 85720.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.337 346.442 0.0103108 0.00102956 86195.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.375 342.362 0.0104797 0.00104537 84796.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.368 338.677 0.0103311 0.0010297 86008.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.652 335.342 0.0103587 0.00102733 85732.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.717 331.587 0.0103344 0.00102429 85927.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.658 328.052 0.0103508 0.00102913 85821.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.311 323.754 0.0103515 0.00102602 85786.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.217 320.357 0.0103664 0.00102735 85662.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.17 317.048 0.0103352 0.00102966 85970 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.741 313.351 0.010326 0.00102478 86010 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.06 309.387 0.0104391 0.00103671 85085.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.824 306.059 0.010353 0.00102703 85782 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.625 302.611 0.0103066 0.00102118 86156.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.486 299.696 0.0103993 0.00102781 85364.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.623 295.878 0.010344 0.00104282 86010.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.183 292.25 0.010334 0.00102485 85936.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.596 289.369 0.0103066 0.00102103 86155.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.435 285.8 0.0103668 0.00102665 85651.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.981 283.366 0.0103892 0.00102522 85433.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.739 279.521 0.010372 0.00102708 85608.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.374 276.073 0.0103801 0.0010258 85521.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.128 272.796 0.0104138 0.00104513 85391.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.757 269.53 0.0103604 0.00102975 85738.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.261 266.395 0.010384 0.00102547 85483.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.401 263.846 0.0103282 0.00102411 85983.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.292 261.025 0.0114527 0.00104156 76840.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.117 257.575 0.0103277 0.0010271 86016 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.796 254.507 0.0103273 0.00103348 86078.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.623 252.681 0.010302 0.00102148 86202 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.779 249.1 0.0103751 0.0010266 85575 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.783 245.998 0.0104299 0.00103836 85183.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.796 243.157 0.0103867 0.00107983 85958.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.584 240.814 0.0103208 0.00102262 86038.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.743 238.619 0.0103536 0.00102907 85794.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.948 235.675 0.0103771 0.00102657 85556.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.271 232.672 0.0104007 0.0010361 85428 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.019 230.419 0.0103099 0.00102251 86138.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.33 227.697 0.0103195 0.001024 86063.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.697 225.689 0.0103298 0.00102575 85984.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.827 223.017 0.0103739 0.00102588 85579.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.188 220.246 0.0103556 0.00102514 85740.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.387 218.08 0.0103428 0.00103855 85982.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.866 214.841 0.0103134 0.001026 86137.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.129 213.025 0.0103176 0.00102231 86065 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.686 210.03 0.0103128 0.0010204 86091.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.996 208.237 0.0103125 0.00102339 86122.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.811 205.251 0.0104019 0.00104657 85513.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.124 203.08 0.0103662 0.00103189 85705.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.887 200.989 0.0103543 0.0010493 85975.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.155 198.542 0.0103883 0.00103643 85543.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.564 196.636 0.010443 0.00103264 85012.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.43 194.591 0.0103567 0.00104361 85900.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.922 192.303 0.0103513 0.00102544 85783 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.483 189.883 0.0103312 0.00102398 85954.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.411 187.596 0.0103393 0.00102574 85895.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.99 185.588 0.0103396 0.00103035 85936.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.574 184.247 0.0103341 0.00102382 85926.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.339 181.351 0.0103848 0.00103124 85528.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.897 178.802 0.0103161 0.00102456 86100.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.657 176.856 0.0104023 0.0010289 85347.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.602 174.753 0.0103025 0.00102454 86226.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.531 172.981 0.0103939 0.00104837 85602.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.357 170.617 0.0103675 0.00103835 85752.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.052 168.957 0.0103191 0.00102848 86108.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.86 166.657 0.0103226 0.00102176 86014 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.033 164.062 0.0103163 0.00102327 86085.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.673 163.171 0.0103512 0.00102807 85807.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.752 160.786 0.01039 0.00103874 85550 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.868 159.648 0.0103224 0.0010212 86010.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.819 157.435 0.010309 0.00102186 86140.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.82 155.226 0.010477 0.00103572 84734.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.677 153.253 0.010369 0.00104545 85804.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.649 151.563 0.0103208 0.0010225 86037.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.663 149.46 0.0103885 0.00105704 85731.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.651 147.531 0.0103387 0.0010251 85895.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.961 146.039 0.0103077 0.00102341 86166.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.037 144.232 0.0103491 0.00102339 85784.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.253 142.617 0.0103187 0.00102486 86078.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.376 141.975 0.0103209 0.00102362 86046.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.515 140.349 0.0103129 0.00102304 86115.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.54 137.999 0.0103238 0.00103011 86080.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.723 136.18 0.0104067 0.00104755 85477.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.924 135.03 0.0103625 0.00103129 85733.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.372 133.06 0.0103276 0.00102633 86009.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.635 131.463 0.0103256 0.00102609 86026 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.694 129.42 0.0103179 0.00102371 86075.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.897 127.955 0.0103758 0.00102755 85577.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.506 127.156 0.0103599 0.00102691 85717.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.978 125.184 0.0103175 0.00102129 86056.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.884 123.923 0.0103845 0.00102549 85478.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.283 122.833 0.0104123 0.00103268 85291.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.642 120.501 0.0103575 0.00104552 85910.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.941 119.423 0.0103985 0.00102852 85379 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.457 118.061 0.0103838 0.00104565 85669.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.35 116.702 0.010406 0.00103065 85329.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.853 115.174 0.0103352 0.00102555 85932.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.112 114.872 0.0103169 0.00102181 86067 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.691 113.72 0.0103603 0.00103409 85779.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.383 110.919 0.0104362 0.00103067 85056.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.339 109.139 0.0102888 0.00102274 86336.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.706 108.547 0.0103101 0.0010215 86126.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.39 107.101 0.0103891 0.0010407 85576 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.83 106.527 0.010346 0.00104345 85998 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.876 104.688 0.0103181 0.00102288 86065.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.244 103.197 0.0103266 0.00102364 85994.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.035 102.14 0.0103442 0.00102297 85825.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.508 100.701 0.0103198 0.00102954 86111.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.926 100.335 0.010314 0.00102192 86094.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.668 98.5353 0.0103091 0.00102484 86167.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.272 97.1183 0.0104369 0.00114704 86115.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.898 96.0899 0.0106105 0.0010391 83582.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.809 95.3552 0.0103976 0.00104731 85559.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.411 93.512 0.0103343 0.00102414 85927.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.04 92.4802 0.0103427 0.00102149 85825.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.765 91.4045 0.0103239 0.00102361 86018.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.857 90.8988 0.0103297 0.00102579 85985.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.491 89.8176 0.0104841 0.00110912 85333.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.418 88.7834 0.0107296 0.00104658 82618.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.2074 87.6127 0.0104301 0.00103001 85105.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.9513 86.0808 0.0104224 0.00102909 85167.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.5951 84.5937 0.0103649 0.00102542 85657.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.7578 84.2525 0.0104358 0.00105012 85236 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.4927 83.2476 0.0105411 0.00104074 84207 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.2954 83.1766 0.0103292 0.00102635 85995 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.1767 81.2605 0.0103239 0.00102637 86044 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1974 80.6094 0.0103675 0.00102545 85634.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.045 80.0452 0.0103511 0.00102573 85787.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.0028 78.6893 0.0103235 0.00102444 86029.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.2246 77.7705 0.0103237 0.00102292 86014.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.8257 76.0329 0.0103229 0.00103168 86103.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.8587 74.7204 0.0104637 0.00103358 84834.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.8262 73.8943 0.0103942 0.00105493 85660.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.9089 73.5247 0.010324 0.00102543 86034.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1507 72.5015 0.0103146 0.00102154 86085.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.8053 71.2379 0.0104121 0.00103196 85286.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.8738 71.0638 0.0103633 0.00102556 85673.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.9894 70.1821 0.0103264 0.00102219 85982.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.0395 69.4487 0.0103227 0.00101998 85996.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.1489 68.6907 0.0103724 0.00107496 86045.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.3101 67.5494 0.0103155 0.00102517 86110.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4152 66.7323 0.0103051 0.00102183 86176.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.5177 66.0839 0.0103379 0.0010407 86046.9 0
: 607 | 74.4431 66.167 0.0102901 0.000989528 86016.2 1
: 608 Minimum Test error found - save the configuration
: 608 | 73.6911 64.3159 0.0103248 0.00102337 86007.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.7338 63.2752 0.0103243 0.00102356 86014.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.0424 62.9998 0.0103032 0.0010204 86180.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.061 62.1477 0.0103507 0.00102645 85797.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.112 60.6565 0.0103002 0.00102055 86209.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.364 60.4296 0.0103464 0.00102622 85835.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.5423 59.8343 0.0103099 0.00102075 86122.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.6361 58.7272 0.0104554 0.00104407 85004.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0114 57.4766 0.0103619 0.00104351 85851.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.1472 56.8333 0.0103217 0.00102089 86013.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.3581 56.6235 0.010326 0.00102941 86053.2 0
: 619 | 64.6237 56.9714 0.0102923 0.000994368 86040.3 1
: 620 Minimum Test error found - save the configuration
: 620 | 63.9451 56.5907 0.0103233 0.00102532 86040.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1384 54.7172 0.0103501 0.00103177 85851.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.6147 54.1394 0.0103053 0.00102071 86164.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.5848 54.0556 0.0103645 0.00102365 85645.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.8207 52.6819 0.0103759 0.00104139 85703.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.9584 51.4386 0.0103233 0.00102133 86003.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.2448 50.7768 0.010382 0.00102414 85489.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5908 49.624 0.0103647 0.00102457 85651.9 0
: 628 | 58.0189 49.6273 0.0103186 0.000992866 85784.1 1
: 629 | 57.3041 50.174 0.0102798 0.000989128 86108.1 2
: 630 Minimum Test error found - save the configuration
: 630 | 56.6033 48.5859 0.010323 0.00102634 86052.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.8713 47.1498 0.0103213 0.00102005 86010.1 0
: 632 | 55.1182 47.9246 0.0103454 0.000990077 85512.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.4498 46.4285 0.0103299 0.00102534 85979 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7169 46.2256 0.0103307 0.00102177 85938.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1719 45.6701 0.010411 0.00104665 85430.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.4981 44.9783 0.0103716 0.00104763 85800.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.8496 43.9568 0.0103382 0.00103655 86006 0
: 638 | 51.2589 44.5059 0.0102993 0.000989088 85927.1 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.6669 42.6242 0.010331 0.00102522 85968.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0285 42.5376 0.0103319 0.00102555 85962.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.4583 42.5034 0.0103699 0.00103992 85744.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.96 40.9637 0.0103478 0.0010257 85817.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.1242 40.7687 0.0103627 0.001052 85922.5 0
: 644 | 47.9152 41.5234 0.0103222 0.000991938 85742.1 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.1902 39.4361 0.0103884 0.00103975 85573.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.6575 38.805 0.0103627 0.00104516 85859.7 0
: 647 | 45.9552 39.2529 0.0102793 0.000990448 86125 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.4823 38.0117 0.0103443 0.00103754 85958.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.966 37.3002 0.0103549 0.00102588 85754.2 0
: 650 | 44.4161 38.6518 0.0103435 0.000992537 85552.6 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.8805 36.9199 0.0103915 0.00103823 85531.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.2907 36.1351 0.0103076 0.00102214 86156.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.644 35.8931 0.0103319 0.00102514 85959.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.1115 35.1646 0.0103788 0.00102714 85545.9 0
: 655 | 41.6492 35.533 0.010423 0.00100416 84936.2 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.2746 33.7144 0.0103628 0.0010461 85867.3 0
: 657 | 40.5866 34.0394 0.0103455 0.000991537 85525.4 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.2142 33.1065 0.0103297 0.00102385 85967.1 0
: 659 | 39.8019 33.1093 0.0102839 0.0010039 86206.4 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.3843 32.7857 0.0103279 0.00102431 85987.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6576 32.1523 0.0103427 0.00102541 85862.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3268 31.5522 0.0103403 0.00103555 85977.2 0
: 663 | 37.8464 31.9528 0.0103375 0.000989388 85579.1 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.4074 30.9449 0.0103401 0.00102555 85887.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.067 30.4594 0.0103483 0.00102361 85794.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.5331 29.7303 0.0103593 0.00104084 85850.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.0877 29.2443 0.0103408 0.00102914 85913.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.5469 28.8293 0.0103385 0.00102731 85918.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.2346 28.5141 0.0104235 0.00103288 85191.6 0
: 670 | 34.8049 28.66 0.0102832 0.000989277 86077.4 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.174 27.3706 0.0103632 0.00105564 85951.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8295 27.277 0.0103553 0.00102591 85750.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5218 27.0209 0.010374 0.00102888 85606.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.0274 26.4253 0.0103664 0.00102587 85648 0
: 675 | 32.557 26.6093 0.0104179 0.00107467 85623.5 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.3616 26.1221 0.0104223 0.0010459 85320.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.972 25.6927 0.0103042 0.00102319 86197.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.3656 25.3317 0.0103101 0.0010197 86110.3 0
: 679 | 31.0004 25.4634 0.0103104 0.000987367 85808.7 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.7218 24.5489 0.0103419 0.00102495 85865.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.2516 23.7969 0.0103659 0.00104658 85843.3 0
: 682 | 29.9333 24.3439 0.0102992 0.000988638 85924.1 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.8045 23.3271 0.0103693 0.00103308 85688 0
: 684 | 29.2447 24.1125 0.0102669 0.000990047 86236.5 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.7248 22.7091 0.0103483 0.00102748 85828.9 0
: 686 | 28.2521 23.7851 0.0102979 0.000988047 85930.7 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.1008 21.675 0.0103219 0.00102284 86030.3 0
: 688 | 27.6644 21.7751 0.0103126 0.000991058 85822.9 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.2496 20.8154 0.0103483 0.00104596 86000.1 0
: 690 | 26.8404 22.0234 0.0103239 0.000988648 85696.7 1
: 691 | 26.6258 21.5402 0.0102916 0.000989697 86003.6 2
: 692 | 26.199 21.3346 0.0103065 0.000990439 85873 3
: 693 Minimum Test error found - save the configuration
: 693 | 25.8263 20.0521 0.0103675 0.00102881 85664.7 0
: 694 | 25.5933 20.6786 0.0103129 0.000989888 85808.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.3377 19.9274 0.0103057 0.0010219 86171.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9927 19.5368 0.0105304 0.00105667 84443.7 0
: 697 | 24.7469 19.5934 0.0103816 0.00100292 85299.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.5953 18.9206 0.0103401 0.00104473 86064 0
: 699 | 24.0785 19.6024 0.0102909 0.000988337 85998 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.7615 18.5642 0.0103089 0.00102324 86154.3 0
: 701 | 23.3905 18.8146 0.0102651 0.000990847 86260.7 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.9686 18.3654 0.0103344 0.00103611 86037.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.6733 17.425 0.0103271 0.00102419 85994.9 0
: 704 | 22.4323 18.0017 0.0102805 0.000988467 86095.2 1
: 705 | 22.1549 17.6508 0.0102887 0.000990768 86040.7 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.8172 17.3173 0.0104176 0.00104643 85368.6 0
: 707 | 21.4836 17.3591 0.0102994 0.000989988 85934.7 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.3303 16.5362 0.0103336 0.00102512 85942.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.009 15.756 0.0103033 0.00102581 86230.4 0
: 710 | 20.6728 16.8804 0.0103034 0.000991698 85913.1 1
: 711 | 20.4553 15.9731 0.0103041 0.000987647 85870 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.1287 15.7161 0.0103926 0.00102973 85443.8 0
: 713 | 20.0082 16.6107 0.0103203 0.000991327 85754.5 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.4253 15.4197 0.0104397 0.00103037 85021.5 0
: 715 | 19.1751 15.6703 0.01028 0.000992368 86136 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.0926 15.3311 0.0105132 0.00107069 84723.5 0
: 717 | 18.858 16.037 0.0102987 0.00100137 86045.7 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.696 14.6428 0.0103164 0.00102385 86090.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2168 13.8416 0.0103123 0.00102242 86115.2 0
: 720 | 17.9777 14.0726 0.0103715 0.00103483 85683.3 1
: 721 | 17.8095 14.5733 0.0103262 0.000989998 85687.9 2
: 722 | 17.5346 13.8757 0.0102874 0.000990787 86052.4 3
: 723 | 17.3339 14.1077 0.0102944 0.000989348 85975 4
: 724 Minimum Test error found - save the configuration
: 724 | 17.1839 13.1699 0.0103671 0.0010324 85701.4 0
: 725 | 17.0264 13.2311 0.0102844 0.000989227 86066 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.6356 12.6258 0.0104193 0.00106496 85522 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4086 12.1471 0.0103152 0.00102279 86092 0
: 728 | 16.2583 12.7956 0.0102711 0.000987698 86174.9 1
: 729 | 16.0627 12.3638 0.0102933 0.000990037 85991.5 2
: 730 | 15.7475 12.3271 0.0103058 0.000993368 85906.7 3
: 731 | 15.5196 12.689 0.0102941 0.000991047 85992.9 4
: 732 Minimum Test error found - save the configuration
: 732 | 15.3537 11.6116 0.0103256 0.00102364 86003.3 0
: 733 | 15.1927 11.7726 0.0102805 0.000988577 86096.1 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.8897 11.6071 0.0103319 0.00102652 85971.3 0
: 735 | 14.849 11.6347 0.0102775 0.000989317 86130.8 1
: 736 | 14.4746 11.6475 0.0103954 0.000989138 85050.1 2
: 737 | 14.3092 11.7143 0.0103062 0.000988628 85858.8 3
: 738 Minimum Test error found - save the configuration
: 738 | 14.4133 11.01 0.0103397 0.00102907 85922.8 0
: 739 | 14.0943 11.3926 0.0102851 0.000990318 86070 1
: 740 | 13.8436 12.4302 0.0102928 0.000992128 86015.5 2
: 741 | 13.6508 11.6837 0.0102864 0.000993238 86085 3
: 742 | 13.5468 11.5592 0.0102885 0.000988836 86024.8 4
: 743 Minimum Test error found - save the configuration
: 743 | 13.38 10.4182 0.0103825 0.00103466 85581.1 0
: 744 | 13.1035 11.0474 0.0102994 0.000987617 85912.6 1
: 745 | 12.935 10.9896 0.0102762 0.000987018 86121.7 2
: 746 | 12.7447 11.6565 0.0102846 0.000991067 86081.6 3
: 747 | 12.6771 10.9888 0.0103155 0.000988399 85771.2 4
: 748 | 12.5364 10.4957 0.0102734 0.000989637 86172.3 5
: 749 | 12.5481 11.1296 0.0102776 0.000989328 86129.8 6
: 750 | 12.2081 11.0748 0.0103096 0.000981188 85759.9 7
: 751 Minimum Test error found - save the configuration
: 751 | 11.9772 9.99894 0.0103067 0.00102847 86223.1 0
: 752 | 11.6654 10.1625 0.0102862 0.000987567 86034.4 1
: 753 | 11.5048 10.0381 0.0102779 0.000989128 86125.8 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.5334 9.62291 0.0103287 0.00102352 85973.4 0
: 755 | 11.3191 9.75665 0.0104656 0.000990747 84434.1 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.1511 9.21943 0.010403 0.00103158 85366.3 0
: 757 | 11.0524 10.4122 0.0102981 0.000990717 85952.9 1
: 758 | 10.9046 9.54626 0.0103303 0.000988287 85634.7 2
: 759 | 10.731 9.64817 0.0103104 0.000992208 85853.1 3
: 760 Minimum Test error found - save the configuration
: 760 | 10.6285 8.81788 0.0103326 0.00102925 85990.2 0
: 761 | 10.3797 9.15478 0.0103031 0.000987216 85875 1
: 762 | 10.1259 10.0973 0.0102951 0.000989328 85968.5 2
: 763 | 9.98527 9.3226 0.0102705 0.000988577 86189.2 3
: 764 Minimum Test error found - save the configuration
: 764 | 9.95661 8.76517 0.0103521 0.00104505 85956.7 0
: 765 | 9.86077 8.77716 0.0103016 0.000991338 85927 1
: 766 | 9.70909 9.21832 0.0102542 0.000985958 86315.8 2
: 767 | 9.6961 10.0426 0.0103611 0.000988428 85354.5 3
: 768 | 9.47556 9.15081 0.0102665 0.000979047 86137.3 4
: 769 | 9.26519 9.50378 0.0103272 0.00101042 85866.5 5
: 770 | 9.38781 10.0137 0.0103054 0.000987158 85852.9 6
: 771 Minimum Test error found - save the configuration
: 771 | 9.32494 8.45515 0.0103205 0.0010267 86078.8 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.36686 8.19782 0.0103179 0.00102103 86050.8 0
: 773 | 8.78746 8.4084 0.0103343 0.0010059 85759.8 1
: 774 | 8.75605 9.09207 0.0102969 0.000989248 85951.2 2
: 775 | 8.56767 8.41883 0.0102707 0.000986566 86168.2 3
: 776 | 8.47744 8.62361 0.0103735 0.000990998 85264.8 4
: 777 | 8.43485 9.18348 0.0103109 0.000987678 85807.6 5
: 778 | 8.25634 8.33981 0.0102838 0.000988508 86065.5 6
: 779 | 8.24128 8.65127 0.0102823 0.000988468 86078.9 7
: 780 Minimum Test error found - save the configuration
: 780 | 8.21263 7.97683 0.0103453 0.00103163 85894.8 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.94713 7.746 0.0103371 0.00102349 85895.5 0
: 782 | 7.83617 8.7154 0.0103038 0.000989658 85890.6 1
: 783 | 8.0119 8.2559 0.0102655 0.000995187 86297.4 2
: 784 | 7.64804 8.13239 0.0103018 0.000993246 85942.9 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.61349 7.59154 0.0103584 0.00102393 85704.1 0
: 786 | 7.5896 7.63548 0.0102873 0.000988797 86035.7 1
: 787 | 7.56816 7.70095 0.0102993 0.000988457 85921.3 2
: 788 | 7.35144 8.26062 0.010303 0.000996747 85964.1 3
: 789 Minimum Test error found - save the configuration
: 789 | 7.45497 7.28057 0.0105175 0.00102741 84298.3 0
: 790 | 7.25873 8.00976 0.0102832 0.000989317 86077.7 1
: 791 | 7.11068 8.97765 0.0102721 0.000985607 86146.9 2
: 792 | 6.98515 7.8602 0.0102776 0.000987197 86109.9 3
: 793 | 6.98813 7.9567 0.0102795 0.000988057 86100.5 4
: 794 Minimum Test error found - save the configuration
: 794 | 6.90159 7.07661 0.0103216 0.00102649 86066.4 0
: 795 | 6.90966 8.36216 0.0103127 0.000989839 85810.8 1
: 796 | 6.69628 7.19505 0.0103983 0.000990408 85034.7 2
: 797 | 6.56062 8.13642 0.0103003 0.000988987 85917.4 3
: 798 | 6.6178 8.41771 0.0102816 0.000993047 86127.4 4
: 799 | 6.45422 8.51707 0.0102698 0.000988238 86192.8 5
: 800 Minimum Test error found - save the configuration
: 800 | 6.35178 6.89377 0.0103116 0.00103037 86195.7 0
: 801 | 6.07938 8.18763 0.0102859 0.000990537 86064.8 1
: 802 | 6.01924 7.24843 0.0103033 0.000989767 85896.6 2
: 803 | 6.04378 7.52545 0.0102865 0.000990238 86056 3
: 804 Minimum Test error found - save the configuration
: 804 | 5.86852 6.86792 0.0103136 0.00102287 86107.6 0
: 805 | 5.85901 7.44443 0.0103958 0.00100142 85157.2 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.83759 6.60681 0.0103177 0.00102615 86099.8 0
: 807 | 5.76232 7.7298 0.0102984 0.000988587 85931.1 1
: 808 Minimum Test error found - save the configuration
: 808 | 6.15085 6.57576 0.0103363 0.00102709 85936.5 0
: 809 | 6.03962 7.3936 0.0102882 0.000992627 86062.3 1
: 810 | 5.58892 7.38473 0.0103077 0.000984858 85810.3 2
: 811 | 5.42616 7.77952 0.0103046 0.000987318 85861.7 3
: 812 | 5.49298 7.47941 0.0102877 0.000989277 86035.7 4
: 813 | 5.41386 6.67085 0.0102821 0.000990088 86095.1 5
: 814 Minimum Test error found - save the configuration
: 814 | 5.28657 6.43745 0.01044 0.00104996 85196.8 0
: 815 | 5.24968 7.10446 0.0102838 0.000993228 86108.7 1
: 816 | 5.2259 6.71887 0.0103783 0.000996507 85271.2 2
: 817 | 5.18581 8.06228 0.010326 0.000988167 85673.3 3
: 818 | 5.10755 8.30999 0.0103024 0.000988977 85897.1 4
: 819 | 5.21663 6.91652 0.0103033 0.000989028 85890 5
: 820 | 5.01087 7.36438 0.0102973 0.000990888 85962.2 6
: 821 | 4.87504 6.99559 0.0102729 0.000988407 86165.4 7
: 822 | 4.8215 7.34671 0.0102709 0.000988908 86188.2 8
: 823 Minimum Test error found - save the configuration
: 823 | 4.77869 6.26602 0.0103796 0.00104729 85723.7 0
: 824 | 4.79827 8.09769 0.0102941 0.000989367 85978.1 1
: 825 | 4.70889 7.47047 0.0103153 0.000987808 85767.6 2
: 826 | 4.63179 8.27473 0.0103235 0.000987057 85685.3 3
: 827 | 4.54622 7.58507 0.0103119 0.000999898 85910.4 4
: 828 | 4.62588 6.41581 0.0103009 0.000990219 85923 5
: 829 | 4.46151 8.02863 0.0103263 0.000986748 85657 6
: 830 | 4.56546 6.33375 0.0102808 0.000990508 86111.1 7
: 831 | 4.39722 7.18323 0.0102957 0.00100085 86069.2 8
: 832 | 4.369 8.98589 0.0102636 0.000987699 86244.9 9
: 833 | 4.53407 7.192 0.010303 0.000988058 85883.7 10
: 834 | 4.40075 7.7199 0.0103059 0.000988338 85859.5 11
: 835 | 4.39622 7.14127 0.0103116 0.000988997 85812.8 12
: 836 | 4.314 7.36564 0.010393 0.00106594 85772.3 13
: 837 Minimum Test error found - save the configuration
: 837 | 4.0386 5.78495 0.0104806 0.00106712 84984.9 0
: 838 | 4.01089 6.71897 0.0103306 0.000992868 85673.7 1
: 839 | 3.93432 7.45895 0.0103048 0.000989617 85881 2
: 840 | 3.94752 6.57945 0.0103386 0.000990888 85582.6 3
: 841 | 4.15745 6.80715 0.0102869 0.000990807 86057.2 4
: 842 | 3.98378 7.54869 0.0103249 0.000991386 85712.7 5
: 843 | 3.97343 7.75132 0.0103265 0.000991088 85694.9 6
: 844 | 3.75812 6.86673 0.0103658 0.000992028 85344.7 7
: 845 | 3.6511 7.38608 0.0103027 0.000990628 85909.6 8
: 846 | 3.67153 7.1488 0.0103009 0.000989978 85920.2 9
: 847 | 3.75243 7.22907 0.0103228 0.000998268 85795.4 10
: 848 | 3.63017 7.56854 0.0103181 0.000984928 85716.1 11
: 849 | 3.53443 7.85006 0.0103241 0.000988669 85695.1 12
: 850 | 3.47745 7.82733 0.0102744 0.000988237 86149.8 13
: 851 | 3.43045 7.07386 0.010276 0.000989068 86142.8 14
: 852 | 3.5191 8.93018 0.0102883 0.000987768 86016.8 15
: 853 | 3.51905 7.76884 0.0103621 0.000989227 85352.4 16
: 854 | 3.34727 7.35406 0.0103378 0.000989938 85580.9 17
: 855 | 3.47714 8.13795 0.0102913 0.000988288 85993.2 18
: 856 | 3.36667 7.19513 0.010268 0.000986487 86193.2 19
: 857 | 3.28854 7.06516 0.0104022 0.000996347 85053.6 20
: 858 | 3.27414 7.46114 0.0103412 0.000989277 85543.5 21
:
: Elapsed time for training with 1000 events: 8.92 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.011 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.31098e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08633e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0399 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0366 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00211 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0958 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.887 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00327 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00515 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00242 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00117 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.898 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0996 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.717 0.162 5.58 1.58 | 3.208 3.233
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.0190 0.220 2.10 1.16 | 3.360 3.355
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.