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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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
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:3764
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
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:138
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:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
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: 0.268 sec
: Elapsed time for training with 1000 events: 0.272 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.003 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: 0.000901 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00435 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: 0.000251 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000302 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 = 31517.7
: --------------------------------------------------------------
: 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 | 33055.3 31107.5 0.0157871 0.00174641 56977.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32520.4 30507 0.0158792 0.0017219 56508.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31812.6 29858.4 0.0161255 0.00177062 55730.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31091 29255.7 0.0162366 0.00176881 55295.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30389.4 28588.2 0.016233 0.00175409 55252.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29577.3 27723.9 0.0161706 0.00177105 55557.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28833.7 26964.5 0.0162085 0.0017533 55343.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28314.3 26572.4 0.0162645 0.00177488 55212 0
: 9 Minimum Test error found - save the configuration
: 9 | 27949.9 26248.3 0.0163061 0.00175931 54994.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27626.6 25948.1 0.0156385 0.0011055 55047.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27321 25666.8 0.0107737 0.0011461 83094.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27034.4 25393.4 0.0107356 0.00108939 82934 0
: 13 Minimum Test error found - save the configuration
: 13 | 26756.4 25129.1 0.0106071 0.0011097 84233.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26485.8 24874.5 0.0107264 0.00104858 82663.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26222.9 24627.8 0.0109006 0.00104901 81205.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25964.2 24390.3 0.0105237 0.00102774 84246.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25718.7 24150.5 0.010787 0.00107142 82342.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25473.5 23915.4 0.0113086 0.00106594 78104.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25229.4 23689.2 0.0109981 0.00107166 80592.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24990.7 23469.2 0.0108584 0.00112937 82228.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24761.1 23247.1 0.0105863 0.00105095 83898.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24532.3 23027.4 0.0106978 0.00108619 83232.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24305.1 22812.6 0.0111405 0.00107812 79503.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24082 22601.1 0.0107232 0.00107717 82935.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23861.1 22394 0.0104202 0.00101247 85036.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23644.8 22188.5 0.0108553 0.00112705 82234.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23429.1 21987.6 0.0106397 0.00107237 83617.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23220.6 21784.9 0.0115648 0.00122143 77344 0
: 29 Minimum Test error found - save the configuration
: 29 | 23010 21586.9 0.0157094 0.00173457 57245.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22803.1 21392 0.0146961 0.00104813 58616.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22601.6 21195.8 0.0107008 0.00106896 83057.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22395.4 21008.5 0.0107564 0.00104713 82395.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22198.5 20819.6 0.0106585 0.00105438 83298 0
: 34 Minimum Test error found - save the configuration
: 34 | 22001.6 20632.5 0.0108986 0.00106543 81356.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21804.6 20450.3 0.0108916 0.00128308 83259.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21615.1 20265.3 0.0106638 0.00106825 83372.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21420.8 20087.3 0.0114295 0.00112165 77610.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21235.8 19906 0.0107063 0.00109607 83244.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21044.5 19733.3 0.010572 0.00105148 84028.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20863.2 19557.4 0.0105123 0.00104039 84459.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20679.9 19384.1 0.0108896 0.00106075 81393.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20498.5 19213.6 0.0111788 0.00105673 79035 0
: 43 Minimum Test error found - save the configuration
: 43 | 20319.2 19045.4 0.010928 0.00109629 81369.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20140.2 18881.6 0.010841 0.0010708 81881.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19969.3 18713.2 0.0110426 0.00112043 80627.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19791.4 18552.8 0.0105942 0.00104775 83800.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19621.1 18391.9 0.0115363 0.0010862 76554 0
: 48 Minimum Test error found - save the configuration
: 48 | 19452.1 18231 0.0128666 0.00143923 70007.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19283.5 18072.3 0.0122077 0.00108355 71915.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19115 17918.2 0.0115352 0.0010776 76499.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18951.2 17763.9 0.0118467 0.00116552 74898 0
: 52 Minimum Test error found - save the configuration
: 52 | 18789.6 17608.5 0.011032 0.00106766 80286.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18626.1 17457.4 0.0114159 0.00108263 77420 0
: 54 Minimum Test error found - save the configuration
: 54 | 18468.2 17304.5 0.0113263 0.00109975 78227.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18307.5 17155.3 0.0115201 0.00124894 77888 0
: 56 Minimum Test error found - save the configuration
: 56 | 18148.2 17004.6 0.0132276 0.00172874 69572.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17986.8 16848.3 0.0123504 0.00108866 71037.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17831.6 16700.9 0.0116981 0.00117391 76015.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17671.6 16559.4 0.0117498 0.0013119 76644 0
: 60 Minimum Test error found - save the configuration
: 60 | 17519.9 16403.2 0.0118498 0.0011055 74457.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17360.8 16263.9 0.012525 0.0016908 73840.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17207.1 16113.1 0.0151983 0.00124917 57351.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17065 15973.2 0.0123376 0.001182 71713 0
: 64 Minimum Test error found - save the configuration
: 64 | 16905.2 15826.3 0.0115787 0.00109776 76328.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16752.5 15678.3 0.0118775 0.0010948 74193.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16608.3 15534.4 0.0116371 0.00114826 76271.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16456.8 15394.9 0.0113881 0.00113767 78045.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16308.5 15246.6 0.0113112 0.00113698 78630 0
: 69 Minimum Test error found - save the configuration
: 69 | 16163.2 15108.4 0.0118385 0.00111553 74605.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16016.1 14974.2 0.0111678 0.00106703 79202.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15875.6 14839 0.0118282 0.00111178 74651.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15733.2 14699.9 0.0115753 0.00116274 76830.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15590.1 14568.5 0.0118791 0.00135827 76039.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15452.1 14432.8 0.0112102 0.00111948 79280.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15312.3 14302.5 0.011297 0.00111388 78561.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15173 14172.6 0.0118039 0.00112313 74901.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15035.6 14042.7 0.0114254 0.00111196 77568.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14902.2 13911.2 0.0113189 0.0011049 78323.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14763.9 13786.2 0.011309 0.00116609 78873.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14632.4 13658.1 0.012807 0.00126068 69286.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14497.7 13536 0.0119514 0.00127914 74960.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14367.7 13410.6 0.0127486 0.00128326 69775.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14237.4 13287.9 0.0115486 0.00122107 77462.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14109.2 13166 0.0138971 0.00130949 63554.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13979.7 13047.4 0.0138043 0.00116319 63285.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13855.7 12927.1 0.013483 0.00159205 67278 0
: 87 Minimum Test error found - save the configuration
: 87 | 13729.8 12809.6 0.0121898 0.00114079 72404.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13605.9 12693.7 0.0122562 0.0012785 72875.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13484.8 12575.4 0.0112101 0.00112274 79307.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13361.1 12460.6 0.0110561 0.00109862 80342 0
: 91 Minimum Test error found - save the configuration
: 91 | 13240.3 12348.5 0.0113348 0.00111656 78291.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13120.8 12236.3 0.011564 0.00108229 76323.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13003.1 12124.8 0.0112876 0.00112757 78740.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12886.7 12013.1 0.0113825 0.00120997 78643.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12768.3 11905.3 0.0114086 0.00112149 77767.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12655.5 11794.7 0.0110657 0.00111602 80404.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12537.6 11691.2 0.0111978 0.00110579 79270.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12429 11581.3 0.0110908 0.00112096 80241.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12314.1 11476.1 0.0117975 0.00111064 74858.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12202.8 11372.2 0.0116027 0.00109912 76164.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12094.7 11266.5 0.0118554 0.00141902 76655.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11983 11165 0.0109033 0.00111182 81703.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11874.2 11065 0.0114203 0.00114451 77852.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11767.9 10964.4 0.0121401 0.0014975 75169.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11661.8 10864.2 0.0110707 0.00109724 80213.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11556.8 10764.1 0.0115344 0.00123609 77682.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11450 10668.5 0.0116056 0.00111963 76292.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11349.6 10569.1 0.0112372 0.00110272 78938.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11243.8 10475.3 0.0113589 0.00134903 79920.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11144.1 10378.9 0.011591 0.00117135 76778 0
: 111 Minimum Test error found - save the configuration
: 111 | 11042.2 10285.2 0.0115102 0.00127313 78147.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10943.9 10189.6 0.0112349 0.00111332 79038.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10843.5 10097.1 0.011241 0.00112567 79087.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10745.6 10004.8 0.0119884 0.00118045 74019.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10648.5 9913.2 0.0111865 0.00113717 79607.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10551.4 9823.18 0.0120912 0.00114734 73100.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10455.5 9734.24 0.011638 0.00114446 76237.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10362.1 9644.04 0.012363 0.00115613 71384.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10266.2 9557.76 0.0118838 0.00125733 75283.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10174.2 9470.45 0.0122614 0.00113077 71873.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10081.9 9383.46 0.0119223 0.0014502 76393.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9991.19 9296.72 0.0139985 0.00117726 62396.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9900.1 9211.23 0.0127614 0.00149062 70979.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9808.82 9128.5 0.0120438 0.0011531 73457.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9721 9044.65 0.0117233 0.0011413 75600.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9631.45 8963.54 0.0116856 0.00126554 76775.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9546.59 8878.9 0.0116376 0.00123292 76888.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9456.87 8799.71 0.0129771 0.00145882 69454.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9372.95 8717.79 0.011574 0.00119205 77056.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9286.47 8638.89 0.0123069 0.00183391 76386.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9202.69 8559.3 0.0125515 0.00121721 70582.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9119.53 8479.66 0.0113563 0.00117735 78593.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9036.31 8401.26 0.0115722 0.00120139 77139.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8952.55 8325.67 0.0116699 0.00139074 77827.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8871.55 8250.15 0.0112893 0.00119973 79289.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8791.77 8173.7 0.0117922 0.00111559 74930.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8711.32 8098.19 0.0113975 0.00117987 78296.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8631.94 8023.77 0.0118601 0.00119136 74985.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8553.53 7949.37 0.0120295 0.0011681 73655.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8474.32 7877.44 0.0112453 0.00119794 79622.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8397.33 7805.98 0.0111796 0.00108677 79264.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8322.67 7732.09 0.010898 0.00112906 81891.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8245.71 7660.41 0.0110408 0.00112058 80643.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8168.8 7591.94 0.0116497 0.00138862 77964.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8096.13 7521.05 0.011511 0.00114318 77161.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8021.59 7451.8 0.0114145 0.00114009 77863.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7948.49 7383.08 0.0113949 0.00112378 77888 0
: 148 Minimum Test error found - save the configuration
: 148 | 7874.7 7316.54 0.011382 0.00112823 78020 0
: 149 Minimum Test error found - save the configuration
: 149 | 7804.24 7248.33 0.0110043 0.00111325 80881.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7732.77 7181.15 0.0117291 0.00118938 75903.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7661.71 7114.68 0.0120054 0.00137329 75244 0
: 152 Minimum Test error found - save the configuration
: 152 | 7592.14 7048.52 0.0119042 0.00111159 74124.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7522.08 6983.7 0.0115022 0.0011696 77425.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7453.51 6919.24 0.0119514 0.00112097 73866.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7385.59 6854.45 0.0116221 0.00117224 76556 0
: 156 Minimum Test error found - save the configuration
: 156 | 7316.6 6792.91 0.0113834 0.00112376 77975.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7250.18 6730.62 0.0110736 0.0011374 80513.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7185.56 6666.8 0.0110804 0.0011143 80272.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7117.84 6606.07 0.0111336 0.0011363 80021.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7053.24 6544.79 0.0113698 0.00111915 78044.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6987.99 6485.13 0.0115735 0.0012079 77178.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6925.68 6423.77 0.0117349 0.00122857 76144.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6860.32 6365.57 0.0118852 0.00115846 74580 0
: 164 Minimum Test error found - save the configuration
: 164 | 6799.64 6304.35 0.0117294 0.00146385 77930.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6735.49 6246.13 0.013572 0.00140605 65757.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6673.56 6188.86 0.0135584 0.00140979 65851 0
: 167 Minimum Test error found - save the configuration
: 167 | 6612.53 6131.75 0.0129941 0.00123799 68049.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6553.24 6073.55 0.0125403 0.00121381 70631.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6490.24 6019.15 0.0114996 0.0011355 77189.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6432.38 5963.09 0.0113651 0.00113521 78202 0
: 171 Minimum Test error found - save the configuration
: 171 | 6373.98 5906.62 0.0115248 0.00118533 77373.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6313.76 5852.24 0.0114792 0.00112257 77245 0
: 173 Minimum Test error found - save the configuration
: 173 | 6256.87 5797.08 0.011382 0.00118081 78422.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6198.74 5743.3 0.0113318 0.00112717 78395.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6140.66 5691.5 0.0114529 0.00124315 78356.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6085.6 5638.07 0.0119235 0.00114234 74203.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6030.14 5584.01 0.0119981 0.00144847 75832.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5972.25 5534.15 0.012471 0.00131919 71737.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5919.98 5480.6 0.0133799 0.00119876 65675.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5862.98 5431.66 0.0131488 0.00119368 66917 0
: 181 Minimum Test error found - save the configuration
: 181 | 5810.69 5379.68 0.0132331 0.00125855 66808.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5757.33 5328.8 0.0113572 0.00113812 78284.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5702.93 5279.69 0.0117405 0.00129621 76596.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5651.03 5230.42 0.0119994 0.00116733 73854.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5598.94 5181.57 0.0125976 0.00130693 70854.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5547.14 5133.28 0.0119582 0.00118386 74250.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5495.63 5086.19 0.0117754 0.00116768 75416.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5445.86 5037.75 0.0114724 0.0011175 77258.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5394.52 4991.72 0.0115667 0.00115746 76854.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5345.35 4945.62 0.0118109 0.00137325 76645.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5296.23 4898.96 0.0114821 0.00119579 77773.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5247.36 4853.12 0.0116829 0.00112894 75801.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5198.51 4808.3 0.0116865 0.00117312 76093.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5151.09 4762.8 0.0117507 0.00123509 76077.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5103.26 4718.47 0.0115297 0.00115394 77102.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5055.63 4675.23 0.0118336 0.00111122 74610.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5009.89 4630.79 0.0115884 0.00113627 76539.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4962.47 4589.05 0.0122934 0.00121726 72227 0
: 199 Minimum Test error found - save the configuration
: 199 | 4917.55 4545.54 0.011793 0.00118528 75416.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4872.82 4502.26 0.0123152 0.00144265 73580 0
: 201 Minimum Test error found - save the configuration
: 201 | 4827.32 4460.3 0.0137537 0.00127431 64105.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4782.98 4418.39 0.0138521 0.00153526 64951.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4738.08 4377.91 0.0124862 0.00126822 71314 0
: 204 Minimum Test error found - save the configuration
: 204 | 4694.73 4336.69 0.0143519 0.00206404 65105.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4651.22 4296.69 0.01409 0.0016114 64109.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4608.48 4256.96 0.0123653 0.00126544 72072.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4566.08 4217.53 0.0118944 0.00120225 74821.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4525.1 4176.58 0.0137834 0.00121849 63669.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4481.52 4139.09 0.0119827 0.0012768 74725.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4441.54 4100.2 0.0116104 0.00115726 76532.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4400.29 4061.94 0.0136529 0.0018454 67753.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4359.83 4024.18 0.0145428 0.00113826 59681.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4319.63 3986.74 0.011282 0.00111906 78717.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4281.18 3948 0.0122139 0.00118485 72535.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4240.74 3911.39 0.0131801 0.00123717 66985.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4200.94 3876.1 0.0139557 0.00146197 64032.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4163.79 3839.44 0.011969 0.00121443 74386.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4124.8 3803.88 0.0117792 0.00112276 75071.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4087.79 3767.92 0.0119989 0.0011918 74025.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4049.4 3733.68 0.0118609 0.00121214 75126 0
: 221 Minimum Test error found - save the configuration
: 221 | 4013.23 3698.66 0.0118896 0.00110869 74205.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3975.67 3664.61 0.0120274 0.00133328 74807.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3940.48 3629.3 0.0131618 0.00115828 66646.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3903.99 3595.04 0.0112426 0.00113607 79156.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3867.81 3562.54 0.0119167 0.00114347 74258.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3832.38 3529.56 0.013139 0.00116947 66836.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3797.77 3496.37 0.012003 0.00115357 73736.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3763.25 3463.81 0.0112353 0.00113596 79213.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3728.41 3431.89 0.011166 0.00116477 79990.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3695.01 3399.63 0.0112959 0.0011104 78543 0
: 231 Minimum Test error found - save the configuration
: 231 | 3661.34 3368.42 0.0123491 0.00122265 71900.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3627.96 3336.71 0.0114687 0.00133826 78970 0
: 233 Minimum Test error found - save the configuration
: 233 | 3594.58 3305.62 0.0124228 0.00131555 72025.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3561.8 3275.5 0.0116643 0.00119857 76440.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3530.46 3243.75 0.0117018 0.00114642 75790.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3497.36 3214.38 0.0122198 0.00136355 73690.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3465.89 3184.12 0.0115671 0.00113745 76704.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3433.96 3154.99 0.0122515 0.00115275 72080.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3403.38 3125.39 0.0125092 0.00116439 70516.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3371.79 3096.79 0.0116702 0.00115197 76058.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3341.81 3067.67 0.0117332 0.00119152 75889.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3311.6 3038.6 0.012562 0.00117543 70258 0
: 243 Minimum Test error found - save the configuration
: 243 | 3281.22 3010.18 0.0117536 0.0012293 76014.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3250.85 2983.02 0.0127914 0.00120832 69066.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3221.59 2955.75 0.0117309 0.00127242 76493.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3193.08 2927.72 0.0115329 0.00130095 78186.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3163.45 2900.53 0.0114314 0.00117906 78031.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3134.46 2874.09 0.0114872 0.00109148 76954.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3106.23 2847.86 0.0113309 0.00125576 79403.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3079.06 2820.82 0.0128134 0.00153817 70951.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3049.38 2796.02 0.0117703 0.00117766 75524 0
: 252 Minimum Test error found - save the configuration
: 252 | 3023.44 2768.34 0.0114094 0.00115882 78044.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 2995.38 2742.41 0.0114281 0.00114183 77773.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2968.1 2717.57 0.0111569 0.0011219 79721.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2940.98 2692.42 0.0114609 0.00124376 78300 0
: 256 Minimum Test error found - save the configuration
: 256 | 2914.8 2667.01 0.0114568 0.00111952 77389.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2888.1 2642.56 0.0115039 0.00115048 77269.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2862.13 2617.7 0.0114494 0.00123206 78298.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2835.56 2594 0.0116029 0.00128761 77554.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2810.76 2569.68 0.0122041 0.00143611 74294.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2784.84 2545.78 0.0119785 0.00118135 74093.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2758.96 2523.69 0.0118762 0.00137169 76158 0
: 263 Minimum Test error found - save the configuration
: 263 | 2734.72 2499.8 0.0116019 0.00120048 76912.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2710.33 2475.99 0.0122582 0.00112883 71882 0
: 265 Minimum Test error found - save the configuration
: 265 | 2685.16 2453.73 0.0118717 0.00120534 75002.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2661.11 2431.98 0.0113421 0.00116315 78593.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2637.36 2408.52 0.0117777 0.00112498 75098.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2613.73 2385.11 0.0116006 0.00116442 76656.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2589.04 2363.78 0.0111794 0.00112022 79529.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2565.75 2342.66 0.0114798 0.00122304 77997.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2543.01 2320.54 0.0121936 0.00114785 72425.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2519.6 2299.18 0.0115864 0.00121123 77107.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2496.45 2278.87 0.0115398 0.00119355 77323 0
: 274 Minimum Test error found - save the configuration
: 274 | 2474.38 2257.36 0.0116363 0.00117141 76445.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2451.63 2236.72 0.0118387 0.00123903 75474.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2429.21 2216.58 0.0112881 0.00116402 79019.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2407.67 2195.63 0.0118255 0.00113801 74853.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2386.07 2174.97 0.0122786 0.00115627 71927.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2363.57 2155.35 0.0117904 0.00153122 77978.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2342.01 2136.12 0.0116526 0.00115903 76237.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2320.69 2116.84 0.0114429 0.00111517 77461.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2300.12 2096.94 0.0113192 0.00112881 78505.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2278.25 2078 0.0117493 0.00115119 75485.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2258.17 2058.36 0.0118458 0.00119974 75144.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2236.99 2039.5 0.0125268 0.00158277 73098.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2216.69 2020.63 0.0115071 0.00115067 77247.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2196.08 2002.17 0.012111 0.00117372 73144.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2175.76 1983.92 0.0132762 0.00181853 69822.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2155.71 1966.19 0.0139867 0.00146416 63884.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2136.16 1947.91 0.0123856 0.00161281 74261.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2116.68 1930.2 0.0117733 0.00116433 75408.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2097.11 1912 0.0123368 0.00127685 72333.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2077.56 1894.5 0.0116035 0.00125947 77339.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2058.74 1877.17 0.0137837 0.00127153 63937.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2039.67 1859.42 0.0113973 0.0011082 77751.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2019.97 1843.1 0.0116283 0.00117099 76501.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2001.94 1825.76 0.0139329 0.00131294 63391.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1982.93 1809.29 0.013171 0.00159871 69130.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.35 1793.36 0.0131297 0.00124622 67320.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1946.42 1776.94 0.012109 0.00128147 73885.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1928.3 1760.77 0.0137603 0.00130197 64214.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1910.36 1744.54 0.0138522 0.00118315 63145.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1892.52 1728.35 0.0118161 0.00129121 76010.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1874.82 1712.52 0.0121 0.0012282 73585.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1857.02 1697.47 0.0123334 0.00129419 72468.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1840.44 1680.99 0.0115862 0.00128195 77637.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1822.78 1665.41 0.011581 0.00120031 77066.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1805.54 1650.71 0.0113821 0.00113434 78065.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1788.71 1635.03 0.0116412 0.00115702 76305.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1771.57 1620.45 0.0114557 0.0012061 78051.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1754.7 1606.06 0.011316 0.00111666 78436.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1738.67 1591.1 0.0111398 0.00110269 79704.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1722.35 1576.3 0.0116132 0.00112602 76283.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1705.64 1561.66 0.0112911 0.00111422 78609.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1689.2 1548.02 0.0114952 0.00111681 77083.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1673.73 1533.64 0.0119614 0.00127999 74896.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1657.61 1519.61 0.0115959 0.00112168 76378.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1642.12 1505.45 0.0117411 0.00116555 75646 0
: 319 Minimum Test error found - save the configuration
: 319 | 1626.62 1491.32 0.0118131 0.00131961 76237.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1611.22 1477.63 0.0116381 0.00118554 76536.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1595.24 1465.74 0.011342 0.00112923 78333.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1580.89 1451.21 0.011998 0.00113329 73632.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1564.83 1438.82 0.0114421 0.00115196 77744.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1550.94 1424.6 0.0114793 0.00124315 78154.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1535.31 1411.8 0.0113424 0.00111134 78193.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1520.72 1398.91 0.0115209 0.00116536 77253.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1506.87 1384.95 0.012042 0.00120087 73792.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1491.33 1372.71 0.0114897 0.00116938 77516.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1477.5 1360.09 0.0116778 0.00117883 76198.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1463.1 1347.91 0.0113367 0.00115363 78561.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1449.21 1335.67 0.0113132 0.00115859 78781.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1435.76 1322.86 0.0114691 0.00123006 78132 0
: 333 Minimum Test error found - save the configuration
: 333 | 1421.2 1310.75 0.011942 0.00115835 74186.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1407.89 1298.43 0.011872 0.00125989 75385.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1394.27 1286.22 0.011682 0.00132617 77251 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.67 1274.44 0.0117878 0.0011695 75341.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.82 1262.12 0.0129135 0.00122667 68453.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1354.28 1250.51 0.0115069 0.00113781 77152.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1340.93 1239.23 0.0115922 0.00114863 76602.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1328.68 1227.69 0.0116469 0.00109668 75827.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1315.4 1216.13 0.0117492 0.0011468 75454.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1302.6 1205.02 0.0116904 0.00120652 76307.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1290.45 1193.56 0.0113738 0.00115467 78284.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.9 1182.2 0.0113529 0.00113287 78277.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1265.48 1171.9 0.0114577 0.00115258 77631.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1253.3 1161.04 0.0116355 0.00115119 76304.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1241.12 1149.77 0.0112658 0.00110255 78715.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1229.35 1138.88 0.011867 0.00132317 75874.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1217.48 1128.57 0.0117593 0.0012329 75999.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1205.35 1117.68 0.0123823 0.00119465 71507.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.86 1107.13 0.0117153 0.00123153 76308.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1182.4 1096.41 0.0118797 0.00118002 74768.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.66 1086.17 0.0130438 0.00121531 67633.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1159.5 1075.76 0.0119279 0.00124307 74872.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1148.09 1065.75 0.011447 0.00117105 77851.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1137.32 1055.07 0.0116207 0.00120159 76782.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.17 1046.15 0.0117748 0.00116207 75381.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1115.35 1035.76 0.0116869 0.00124788 76635.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.69 1026.07 0.013138 0.00145702 68487.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1093.21 1016.52 0.0152638 0.00126087 57130.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.48 1006.73 0.0118337 0.00118578 75132.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1072.27 996.685 0.01222 0.00127071 73064.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.72 987.036 0.011589 0.00115421 76666.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.81 978.259 0.0117543 0.00120603 75842 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.92 968.888 0.0119164 0.00117394 74470.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.92 959.576 0.0120169 0.00114772 73602.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.37 950.611 0.0120683 0.00119783 73593.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.87 941.122 0.0121287 0.00120377 73227.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.54 932.511 0.0123145 0.00131185 72709.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.78 923.643 0.0128001 0.00140379 70198.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.305 914.464 0.0158505 0.00187129 57227.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.704 905.593 0.0129845 0.00131402 68548.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.944 897.105 0.0147889 0.00188511 61997.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.779 888.342 0.0146239 0.00140083 60500.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.147 879.545 0.0152038 0.00152238 58473.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.867 871.14 0.0123737 0.00118685 71512.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.701 862.794 0.0120807 0.00121944 73656.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.751 854.075 0.012136 0.00124476 73453.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.624 845.813 0.0123749 0.00131769 72350.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.445 837.975 0.012529 0.00125122 70935.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.038 829.761 0.0123808 0.00124403 71833.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.992 821.342 0.017032 0.0019128 52912.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.975 813.647 0.0150392 0.00118377 57739.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 862.521 805.933 0.0123089 0.00139145 73277.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 853.873 797.934 0.0132903 0.00117031 66006.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.689 789.975 0.0127744 0.00113357 68723.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 836.96 782.456 0.0129921 0.00120051 67845.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.059 774.998 0.012772 0.00122016 69252.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.787 766.894 0.0121607 0.00117838 72844.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.296 758.821 0.013608 0.00123239 64643.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 804.252 751.407 0.0118471 0.00124205 75435.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.158 743.811 0.0115476 0.00114059 76871.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.093 736.59 0.0115796 0.00117262 76871.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.132 729.416 0.0118202 0.00118691 75235.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.634 722.326 0.0118445 0.00112596 74637.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.862 714.653 0.0125502 0.00120458 70511.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.057 707.398 0.013407 0.0017245 68478.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.463 700.168 0.0130634 0.00204688 72617.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.712 693.556 0.0135011 0.00127086 65411.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.532 687.031 0.0139698 0.00261083 70428.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.113 679.696 0.0128188 0.00171205 72028.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.839 672.573 0.0132938 0.00117112 65992 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.128 666.247 0.0115501 0.00116592 77040.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.57 658.965 0.011466 0.00117339 77725.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.126 652.483 0.0115229 0.00114071 77055.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.034 645.573 0.0124095 0.00113801 70975.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.154 638.875 0.0113844 0.00116321 78269 0
: 408 Minimum Test error found - save the configuration
: 408 | 676.993 632.739 0.0114901 0.00113334 77243.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.533 625.459 0.0115737 0.00123193 77356.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.338 619.453 0.0117871 0.00115902 75272.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.582 613.234 0.0126048 0.00122129 70276.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.982 607.064 0.0115657 0.00127381 77731.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.271 601.096 0.0115971 0.0011888 76861.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.817 594.583 0.0117109 0.00120222 76127.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.192 588.665 0.012947 0.00174228 71398.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.974 583.145 0.0173084 0.00187405 51832.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.377 576.779 0.0148402 0.00116602 58504.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.132 570.591 0.0118575 0.0011439 74671.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.067 564.513 0.0116325 0.00137558 77996.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.596 557.91 0.0112072 0.00113959 79462.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.253 552.659 0.0145096 0.0012067 60137.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.435 546.521 0.0139672 0.0018419 65977.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.091 540.827 0.0145113 0.00165052 62204.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.361 535.572 0.0124739 0.00111319 70418.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.187 529.909 0.0142989 0.00176635 63834 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.933 523.633 0.0122631 0.00108079 71541.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.54 518.745 0.0109998 0.00108577 80693.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 550.969 513.218 0.0117824 0.00119848 75586.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.21 508.15 0.0118125 0.00123063 75600.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.628 502.066 0.0118699 0.00113158 74499.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 533.892 496.918 0.0113348 0.00109935 78159.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.186 491.901 0.0114646 0.00114133 77494.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.045 486.587 0.0110138 0.00113456 80978.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.43 481.176 0.010927 0.00108201 81259.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.217 476.102 0.0109263 0.00112504 81622.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.788 470.694 0.0118447 0.00110716 74505.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.37 465.588 0.010942 0.00111098 81374.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.245 461.113 0.0109814 0.00118447 81658.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.176 456.091 0.0110372 0.00114195 80847.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.751 451.383 0.0110101 0.00111735 80867.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.83 446.191 0.0109116 0.00108979 81451.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.03 441.005 0.01093 0.00111478 81506.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.802 436.054 0.0113979 0.00114912 78058.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.822 431.598 0.0111343 0.00119642 80500.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.997 427.014 0.0110025 0.00113636 81085.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.111 422.059 0.0136491 0.00114146 63961.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.325 417.73 0.0115356 0.00121128 77486.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.636 413.451 0.0111028 0.00111274 80079.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.226 409.389 0.0110135 0.00110711 80755.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.413 404.571 0.0109912 0.00114183 81223.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.883 400.05 0.0116687 0.00119915 76412 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.124 395.197 0.0115174 0.00115222 77181.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.927 390.813 0.0115828 0.00122153 77210.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.271 387.508 0.0112869 0.001097 78509 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.897 383.162 0.0111452 0.00111614 79768.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.63 378.275 0.0109136 0.00107905 81346.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.047 374.072 0.0108302 0.00113244 82493 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.979 369.972 0.0110641 0.00111312 80393.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.907 365.546 0.0115493 0.00119865 77289.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.468 361.444 0.0110778 0.00110862 80247 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.206 357.726 0.0110825 0.001094 80092.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.023 353.612 0.0107171 0.0010728 82951 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.844 350.029 0.0117956 0.00122798 75702.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.908 345.94 0.0111768 0.00123431 80462.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.924 341.964 0.0116572 0.00108925 75700.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.827 338.451 0.0107494 0.00112992 83164.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.082 334.271 0.0113851 0.00144998 80522.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.17 330.585 0.010981 0.00111827 81113.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.055 326.779 0.0108203 0.00110743 82365.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.366 323.188 0.0108488 0.00111304 82171.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.573 319.905 0.0110608 0.0011043 80349.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.767 316.035 0.0125253 0.00129529 71237.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.133 312.441 0.0111431 0.00109757 79637.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.659 309.49 0.0106412 0.00106396 83531.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.843 305.848 0.0108083 0.00118383 83121.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.533 302.231 0.0108264 0.0010703 82000.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.725 298.448 0.0107416 0.00110661 83031.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.075 295.159 0.0114467 0.00113863 77609.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.604 291.68 0.0109112 0.00112444 81743.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.156 288.709 0.0107767 0.0010689 82407.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.97 285.25 0.0109936 0.00126235 82209.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.606 282.029 0.0109199 0.00108933 81378.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.081 279.226 0.0109134 0.00107703 81330.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.943 275.697 0.0110604 0.00114474 80680.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.743 272.291 0.010905 0.0011013 81601.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.182 269.864 0.0110678 0.00118684 80963.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.109 266.51 0.0109525 0.00107431 80986.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.993 263.266 0.0110139 0.00114892 81094.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.625 259.975 0.0111574 0.00112835 79768.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.61 256.909 0.0107458 0.00107954 82761.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.518 253.806 0.0108168 0.00113129 82597.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.297 251.042 0.0107473 0.00108983 82837.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.401 248.795 0.0110202 0.00114447 81006.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.534 245.224 0.0111404 0.00118568 80363.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.653 242.645 0.0109978 0.00110764 80888.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.49 240.431 0.0109044 0.00108468 81468.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.01 237.983 0.0109421 0.00109045 81204.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.772 234.419 0.0110846 0.00110243 80142.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.907 231.549 0.0107631 0.00109108 82712.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.067 229.05 0.0110598 0.00110054 80327.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.149 226.943 0.0108289 0.00107856 82048.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.666 223.839 0.0108726 0.00121243 82814.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.804 221.716 0.0110944 0.00111035 80127.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.101 218.441 0.0109885 0.00113988 81230 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.389 216.201 0.0109959 0.00116391 81367.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.79 214.719 0.0109304 0.00107913 81207.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.141 211.683 0.0107844 0.001088 82504.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.675 210.092 0.0111382 0.00113759 79995.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.919 207.128 0.0109387 0.00122926 82394.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.38 204.734 0.0108922 0.00108724 81591.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.118 202.189 0.0112342 0.00112376 79126.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.449 200.268 0.0111587 0.00112845 79759.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.885 198.091 0.010997 0.00114255 81182 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.627 196.565 0.0109316 0.00110346 81399 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.083 193.272 0.0112495 0.00122685 79819.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.607 191.186 0.0107563 0.0010991 82839.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.417 189.852 0.0111592 0.00112913 79760.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.18 187.903 0.0108755 0.00108443 81707.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.906 184.733 0.0109011 0.00109096 81548.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.307 182.779 0.0111129 0.00109989 79896.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.251 180.714 0.0111934 0.00109782 79242.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.907 179.299 0.0108374 0.00107829 81974.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.647 176.568 0.0115204 0.00111628 76892.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.406 174.369 0.0121407 0.00112336 72612.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.457 173.663 0.0110615 0.00109819 80295 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.383 170.193 0.010963 0.00111121 81203.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.947 169.096 0.0123903 0.00119907 71484.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.957 166.973 0.0111857 0.00130217 80942.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.013 164.127 0.011282 0.00109707 78547.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.632 162.146 0.0126905 0.00131065 70299.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.533 160.933 0.0116745 0.00114851 76002.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.535 158.574 0.0112381 0.00116928 79453 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.342 157.024 0.0112151 0.00117981 79718.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.37 155.643 0.0114534 0.00115891 77711.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.453 153.123 0.0115943 0.00115814 76656.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.647 151.429 0.0122784 0.00130591 72909.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.674 151.304 0.012724 0.00138103 70528.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.833 148.722 0.0109643 0.0011684 81667.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.608 145.687 0.011105 0.00116173 80456.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.954 144.59 0.0113569 0.00111202 78087.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.163 143.258 0.0111781 0.00108987 79300.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.195 140.604 0.0109423 0.00111662 81419.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.132 139.265 0.0118681 0.00136891 76196.3 0
: 544 | 155.271 139.712 0.0119454 0.0010365 73334.3 1
: 545 Minimum Test error found - save the configuration
: 545 | 153.745 136.46 0.0115369 0.00116861 77158.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.871 135.308 0.0116708 0.00119947 76399.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.993 133.37 0.0116446 0.00117642 76422 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.187 131.149 0.0120407 0.00123825 74057.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.424 130.354 0.0119395 0.00116726 74264.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.8 128.476 0.011226 0.0011299 79238.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.072 127.803 0.0110547 0.0011338 80638.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.532 125.723 0.0116189 0.00111797 76184.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.003 124.032 0.0112529 0.00117328 79368.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.411 123.254 0.0116368 0.00132138 77554.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.61 122.771 0.0114633 0.00112588 77388.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.008 119.326 0.0112942 0.0011197 78627.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.506 118.714 0.0110472 0.0011126 80526.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.787 117.066 0.0110422 0.00113498 80749.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.125 115.557 0.0109041 0.00113794 81915.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.528 115.324 0.0111846 0.00110891 79399.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.124 112.842 0.011403 0.00112295 77820.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.744 111.224 0.0112618 0.00117243 79291.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.097 110.136 0.0110147 0.00116344 81207.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.175 109.826 0.0108168 0.00107867 82151.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.71 107.764 0.0109975 0.00109701 80803.9 0
: 566 | 119.887 107.788 0.0108615 0.00107427 81739.4 1
: 567 Minimum Test error found - save the configuration
: 567 | 118.563 105.294 0.0108679 0.00109846 81888.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.982 103.887 0.0107861 0.00111929 82757.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.504 101.971 0.0119699 0.00113615 73843.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.273 101.418 0.0113205 0.00112666 78478.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.609 99.8184 0.0115375 0.00112052 76797.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.468 98.7732 0.0110224 0.00111693 80763.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.066 97.6615 0.0109146 0.00111115 81603.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.65 96.1138 0.0120226 0.00147856 75872.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.666 95.3031 0.0114298 0.00118291 78072.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.208 94.3799 0.0111613 0.00114872 79899.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.135 92.5319 0.0108685 0.00121338 82857.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.678 91.7877 0.0107535 0.00107143 82627.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.299 90.5734 0.0107837 0.00107396 82391.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.297 88.8598 0.0106559 0.00106524 83414.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.009 87.764 0.0110585 0.00107091 80099.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.928 87.0799 0.0109956 0.00107251 80620.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.8026 86.5434 0.0108304 0.00107466 82003.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.5791 84.3406 0.010722 0.00107013 82885.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.2215 84.0204 0.0108113 0.00107751 82188.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.1793 83.4698 0.010776 0.00107544 82469.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.2714 81.4238 0.0108166 0.00112309 82529.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.0512 80.8126 0.0108381 0.00107943 81978.5 0
: 589 | 90.9183 80.9867 0.0106741 0.00102268 82889 1
: 590 Minimum Test error found - save the configuration
: 590 | 90.0306 79.0905 0.0109794 0.00113595 81272.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8881 78.1558 0.0110786 0.00120114 80992.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9268 76.8995 0.0112996 0.00113839 78730.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.9927 75.5776 0.0112284 0.00112832 79207.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.8156 75.0183 0.0111854 0.00122075 80283.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.6627 74.4085 0.0112089 0.00116405 79643.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.6172 73.2535 0.0110683 0.00114483 80616.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6387 72.7892 0.011402 0.00117746 78243.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.9837 72.4667 0.0113075 0.0011584 78824.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.1159 71.1992 0.0115421 0.00113774 76890.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.8945 69.2504 0.0111968 0.00115096 79634.6 0
: 601 | 79.3299 70.2034 0.0114484 0.00145523 80054.3 1
: 602 Minimum Test error found - save the configuration
: 602 | 78.2908 68.9193 0.0119524 0.00112925 73915.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3895 67.9693 0.0110096 0.00113404 81008.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.1404 66.5496 0.011026 0.00115145 81016.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.3334 65.9923 0.0114078 0.00118052 78222.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.3472 64.3785 0.0110466 0.00111983 80590.1 0
: 607 | 73.5282 64.4886 0.0110676 0.00112637 80472.7 1
: 608 Minimum Test error found - save the configuration
: 608 | 72.9001 62.4285 0.0112114 0.00114774 79494.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.8471 61.6363 0.0113828 0.0011404 78106.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.9777 61.4296 0.0117987 0.0012496 75836.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.0256 61.0305 0.0111881 0.00112983 79536.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.3815 59.4828 0.0111282 0.00114099 80102.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.336 59.0611 0.0118284 0.00119046 75202.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.5288 58.6373 0.0112122 0.00120295 79926.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.8513 57.1551 0.0112445 0.00114069 79178.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.0274 56.5241 0.0151595 0.00181397 59945.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.1348 55.4565 0.0164155 0.00157506 53906.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3005 54.9016 0.0161724 0.00176591 55530.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.5435 53.9543 0.0118274 0.00113175 74796.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.7702 53.6805 0.0109981 0.00111439 80941.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.0259 52.762 0.0109172 0.00111916 81648.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.3956 52.1358 0.0111411 0.00115283 80094.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.6805 51.3846 0.0111347 0.00112982 79961.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.874 50.6514 0.0111184 0.00114579 80220 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.0628 50.5025 0.0109401 0.00111108 81391.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.4482 50.3146 0.0111565 0.00111914 79702.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.7309 48.1551 0.0112006 0.00110943 79277.2 0
: 628 | 56.9978 48.8856 0.0109691 0.00106113 80743.1 1
: 629 Minimum Test error found - save the configuration
: 629 | 56.4148 48.0477 0.0117092 0.00115746 75817.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.7611 47.4787 0.0117791 0.00131126 76424.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.1168 47.2703 0.0111564 0.00110854 79618.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.4452 45.6337 0.01567 0.00170015 57266.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.7549 45.1075 0.01398 0.00111416 62180.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.0714 44.525 0.0111615 0.0011473 79886.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.3428 43.6484 0.0116625 0.001294 77157 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.048 43.2734 0.0112575 0.00119214 79480.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3329 42.5026 0.0117486 0.0013318 76799.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.5511 42.3312 0.013892 0.00114368 62753.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.1876 41.8764 0.0117684 0.00115241 75358.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4197 41.4588 0.0114977 0.00112469 77123.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.7048 41.0319 0.0109738 0.00109906 81015 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1661 39.4045 0.0111127 0.00114205 80235.2 0
: 643 | 47.7544 39.4646 0.0110913 0.00104393 79622.5 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.0568 39.2997 0.0111827 0.00116107 79827.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5767 38.6667 0.01125 0.00112845 79039.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.8107 37.461 0.0115719 0.0011651 76872.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4577 37.057 0.0111 0.00113602 80289 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9464 36.4842 0.0112821 0.00115742 79014.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.1365 36.0488 0.0115393 0.0012537 77778.4 0
: 650 | 43.8621 36.6711 0.0112908 0.00111742 78636.7 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.2568 35.4499 0.0110413 0.00110912 80546.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.6074 34.8264 0.0112542 0.0011411 79105.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.0346 34.3101 0.0109425 0.00111434 81399.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.5513 33.423 0.0108811 0.00109635 81760 0
: 655 | 41.0695 33.4751 0.0117978 0.00120996 75558.4 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.4993 32.5505 0.0112121 0.00115041 79509.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.256 32.3629 0.0110218 0.00114465 80995.1 0
: 658 | 39.8302 32.9892 0.0110733 0.00104416 79767.9 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.2905 31.8092 0.0110774 0.00113049 80426.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.8177 31.2707 0.0110282 0.00111488 80699.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.1362 30.9007 0.0111043 0.00113112 80215.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6606 30.1596 0.011673 0.00122605 76577.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.2003 30.1442 0.0114106 0.0011676 78102 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7923 28.7424 0.0115105 0.00123255 77836.5 0
: 665 | 36.2821 28.8002 0.0114317 0.00115125 77817.7 1
: 666 | 36.1113 29.0999 0.0118779 0.00134601 75959.8 2
: 667 Minimum Test error found - save the configuration
: 667 | 35.9057 28.1333 0.0114788 0.00116534 77568.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4937 27.616 0.0116044 0.00114625 76495.2 0
: 669 | 34.9695 27.6673 0.0115626 0.00108999 76389.8 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.5221 26.5403 0.0113338 0.00113386 78431.6 0
: 671 | 33.8559 26.6492 0.0111968 0.00109818 79218.9 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.3832 25.9952 0.0112703 0.0012145 79555.8 0
: 673 | 32.9082 26.4663 0.0121236 0.0010623 72324.3 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.4895 25.6943 0.0150471 0.00182542 60506.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2068 24.9969 0.0168153 0.00182366 53363.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.822 24.6039 0.0168469 0.00181395 53216.4 0
: 677 | 31.3871 24.8844 0.0167251 0.00172376 53328.7 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.9987 23.5889 0.0168652 0.00183815 53237.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.5552 23.4677 0.0168702 0.00183912 53223 0
: 680 | 30.2271 23.8107 0.0168142 0.00175271 53115.7 1
: 681 | 29.8572 23.6379 0.0168111 0.0017303 53047.5 2
: 682 Minimum Test error found - save the configuration
: 682 | 29.3893 22.4729 0.0168394 0.00181508 53246.9 0
: 683 | 28.9488 22.8227 0.0168077 0.00174363 53106.7 1
: 684 | 28.6875 22.8325 0.0167566 0.00172872 53234.5 2
: 685 Minimum Test error found - save the configuration
: 685 | 28.2363 22.1619 0.0168862 0.00184805 53198.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.8792 21.442 0.0170106 0.00185599 52789.3 0
: 687 | 27.7413 21.4878 0.0170733 0.00176348 52254.2 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.5044 20.6519 0.0171159 0.00183979 52369.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.9925 20.3681 0.0175911 0.00194424 51128.6 0
: 690 | 26.4686 20.4102 0.0174742 0.00175351 50888.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.3699 20.162 0.0169184 0.00184036 53057.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8446 20.1324 0.0169039 0.0018544 53157.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.4632 18.8358 0.0171021 0.00186044 52487.6 0
: 694 | 25.3315 19.2321 0.0172125 0.00180849 51934.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.8323 17.9279 0.0174672 0.00190071 51392.4 0
: 696 | 24.4667 18.5418 0.0173829 0.0018152 51388.6 1
: 697 | 24.1429 18.1864 0.0173597 0.00179795 51408.1 2
: 698 | 23.7496 18.2262 0.0174109 0.00179922 51243.7 3
: 699 | 23.5776 17.9391 0.0172357 0.00177804 51754.4 4
: 700 | 23.293 18.5089 0.0169862 0.00176322 52552.1 5
: 701 Minimum Test error found - save the configuration
: 701 | 22.9868 17.4147 0.0170022 0.00185426 52812.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.5091 16.7017 0.0169449 0.00184524 52981.2 0
: 703 | 22.3376 16.8965 0.0168526 0.00175525 52989.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.0997 16.539 0.0169216 0.00182644 52997.3 0
: 705 | 21.6318 16.5458 0.0167182 0.00173574 53395.6 1
: 706 | 21.3796 17.1316 0.0166764 0.00172948 53522.9 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.3252 16.1319 0.0166952 0.00181742 53771.6 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9106 15.7152 0.0167267 0.00182104 53671 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5187 15.6693 0.0166606 0.00182155 53911.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.3219 14.9411 0.0165764 0.00179976 54139.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0708 14.5606 0.0165836 0.00182242 54196.1 0
: 712 | 19.9548 15.5366 0.0164982 0.0017044 54076.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.8858 14.0066 0.0166248 0.00181165 54006.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.2371 13.8437 0.0166042 0.00180075 54041.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.8815 13.738 0.0165919 0.00180403 54098.3 0
: 716 | 18.7399 14.3964 0.0165114 0.00171673 54073.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.8285 13.4091 0.0165866 0.0018083 54133.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.1599 13.1528 0.0166973 0.00183126 53814 0
: 719 | 18.0359 13.8373 0.0166152 0.00171621 53695.1 1
: 720 | 17.8694 14.4379 0.0132295 0.00104847 65676 2
: 721 Minimum Test error found - save the configuration
: 721 | 17.4849 12.7908 0.0109043 0.00111545 81726.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.219 11.9903 0.0115061 0.00166244 81270.6 0
: 723 | 17.0171 12.4288 0.0116157 0.00105965 75786 1
: 724 | 16.6894 12.0495 0.0113441 0.00142952 80689.2 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.4884 11.8375 0.0144829 0.00113693 59943.1 0
: 726 | 16.2682 12.2007 0.0114961 0.00107158 76742.3 1
: 727 | 16.1644 12.0492 0.0109837 0.00104826 80519.8 2
: 728 | 15.8582 11.9342 0.0113035 0.00105467 78057.7 3
: 729 Minimum Test error found - save the configuration
: 729 | 15.8111 11.7621 0.0113511 0.00111649 78166 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.5325 11.6309 0.0113233 0.00116397 78745.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.2545 11.0067 0.0114465 0.0010993 77315.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.9851 10.8405 0.0111091 0.00129974 81555.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8342 10.6216 0.011181 0.00112328 79541.1 0
: 734 | 14.6098 10.8103 0.0113732 0.00113385 78130.1 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.5214 10.0995 0.011461 0.00123542 78235.1 0
: 736 | 14.1474 10.298 0.0111633 0.00105638 79154 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.0923 9.86177 0.011203 0.00110582 79229.9 0
: 738 | 13.8672 9.96041 0.0112145 0.00106538 78824.9 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.6794 9.64891 0.0121173 0.00112304 72765 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.5566 9.11372 0.0110999 0.00116123 80494 0
: 741 | 13.3001 9.46145 0.0115477 0.00114909 76933.4 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.2208 8.60477 0.0112717 0.00113072 78887.9 0
: 743 | 13.3127 9.40541 0.0117559 0.00111607 75189 1
: 744 | 12.8703 8.82231 0.0115058 0.00115027 77253.3 2
: 745 | 12.5235 9.37161 0.0114401 0.00115666 77795 3
: 746 | 12.4272 8.85118 0.0114185 0.00109757 77512.5 4
: 747 | 12.3736 8.67766 0.0118565 0.00116196 74804.2 5
: 748 Minimum Test error found - save the configuration
: 748 | 12.125 8.30115 0.0125374 0.00117949 70435.5 0
: 749 | 11.9892 8.4937 0.0112356 0.00108264 78794.4 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.884 7.5815 0.011129 0.0011402 80089.4 0
: 751 | 11.7443 8.77399 0.0111239 0.00106391 79523.2 1
: 752 | 11.5631 8.03115 0.0113374 0.00113719 78429.6 2
: 753 | 11.3202 7.73749 0.0120068 0.00107932 73209.6 3
: 754 | 11.082 8.17187 0.0120631 0.00122937 73843.8 4
: 755 | 10.9516 8.26862 0.0115551 0.0010697 76296.5 5
: 756 Minimum Test error found - save the configuration
: 756 | 11.0176 7.40457 0.0112469 0.00121276 79728 0
: 757 | 10.9271 7.55369 0.0117442 0.0010531 74828.7 1
: 758 | 10.6461 8.27027 0.0119105 0.00151108 76927.6 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.4524 7.18827 0.0112113 0.00113111 79363.5 0
: 760 | 10.2438 7.4579 0.0110325 0.00105691 80196.1 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.0887 6.76081 0.0131821 0.00118081 66659.3 0
: 762 | 10.1143 7.40016 0.011338 0.00105617 77807.5 1
: 763 | 9.9675 6.87549 0.0112465 0.00108428 78723 2
: 764 | 9.91389 6.84837 0.0111597 0.00106409 79242.2 3
: 765 | 9.73601 7.66075 0.0122872 0.0016274 75048.4 4
: 766 | 9.6138 7.12601 0.0153914 0.00150867 57625.5 5
: 767 Minimum Test error found - save the configuration
: 767 | 9.40156 6.60335 0.0138057 0.0011806 63365.6 0
: 768 | 9.25842 6.92264 0.010934 0.0010571 80997.5 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.09347 6.17141 0.0120747 0.00115768 73280 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.86852 5.97545 0.0123009 0.00128506 72623 0
: 771 | 9.03361 6.41683 0.0118976 0.00108129 73962.7 1
: 772 | 8.97203 6.63792 0.0122299 0.00108 71749.7 2
: 773 | 8.76969 7.05728 0.0110821 0.00107059 79908.3 3
: 774 Minimum Test error found - save the configuration
: 774 | 8.89338 5.9317 0.01101 0.00112125 80899.8 0
: 775 | 8.43532 6.4625 0.0110863 0.00106484 79828.7 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.29771 5.87976 0.0113921 0.00112042 77884.1 0
: 777 | 8.37096 6.82436 0.0118453 0.00130734 75916.4 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.49754 5.79112 0.0120107 0.00119743 73983.5 0
: 779 | 8.0784 6.3573 0.0112093 0.00120445 79961.3 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.1917 5.53446 0.0110414 0.0012209 81462.6 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.80637 5.40119 0.0116956 0.00112993 75716.8 0
: 782 | 7.75152 5.46231 0.0113251 0.00106085 77940.2 1
: 783 | 7.71285 5.6097 0.0112281 0.00108192 78847.3 2
: 784 | 7.92798 5.97653 0.0122214 0.00104198 71559.9 3
: 785 | 7.70846 6.41498 0.0112763 0.00108307 78483.3 4
: 786 | 7.56705 6.21827 0.0113261 0.00105611 77896.9 5
: 787 | 7.8053 7.2217 0.011233 0.00108701 78849.1 6
: 788 | 7.8653 6.76654 0.0112552 0.00109835 78764.6 7
: 789 Minimum Test error found - save the configuration
: 789 | 7.40038 5.13919 0.0112096 0.00111937 79284.9 0
: 790 | 7.02836 6.19885 0.0121536 0.00106046 72116.9 1
: 791 | 7.11834 7.14588 0.011164 0.00104521 79060.8 2
: 792 | 6.84035 5.83777 0.0110153 0.00106532 80402.6 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.69851 4.93984 0.0110899 0.00111093 80168.7 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.65977 4.9264 0.0109841 0.00110577 80985.5 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.90266 4.88641 0.0115069 0.00112506 77057.7 0
: 796 | 6.58494 6.01857 0.0115689 0.00105357 76079.7 1
: 797 | 6.56235 4.94054 0.0109254 0.00104813 80994.2 2
: 798 Minimum Test error found - save the configuration
: 798 | 6.28007 4.84807 0.0114693 0.0011994 77897.4 0
: 799 | 6.259 5.68169 0.0114614 0.00108938 77130.7 1
: 800 | 6.15752 5.65122 0.0114372 0.00113655 77665.1 2
: 801 | 6.22865 5.3389 0.0115942 0.00109529 76198.2 3
: 802 | 6.22852 5.37708 0.0123973 0.0011263 70978.3 4
: 803 | 5.9081 5.51197 0.0129901 0.00163881 70476.4 5
: 804 | 5.87366 5.6023 0.0157642 0.00163848 56634.4 6
: 805 | 5.91298 5.97592 0.0113777 0.00107589 77656.3 7
: 806 | 5.70209 5.53781 0.0112795 0.00104651 78178.6 8
: 807 | 5.61086 5.19776 0.0122657 0.00127579 72794.3 9
: 808 | 5.82218 6.2556 0.0112441 0.00117915 79483.6 10
: 809 | 5.95618 6.70897 0.0112901 0.00105261 78143.9 11
: 810 | 5.82999 6.03268 0.0119264 0.00173137 78469.4 12
: 811 | 5.72474 5.8616 0.0167817 0.00174243 53194 13
: 812 | 5.50678 5.28201 0.0125391 0.0017353 74047.9 14
: 813 | 5.38759 5.57077 0.0165725 0.00172768 53891 15
: 814 | 5.43069 5.69926 0.0165027 0.00172138 54122.4 16
: 815 | 5.38546 7.73115 0.016634 0.00173748 53703.9 17
: 816 | 5.40691 6.93913 0.0113961 0.00105772 77381.6 18
: 817 | 5.32334 5.72821 0.0115454 0.00127321 77880.4 19
: 818 | 5.07616 6.09448 0.0110388 0.00106454 80206.2 20
: 819 | 5.08363 6.02667 0.0108622 0.00105153 81543.5 21
:
: Elapsed time for training with 1000 events: 9.93 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: 0.0116 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: 0.869 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.169 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= 3.28862e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06525e+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: 0.0422 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: 0.0403 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: 0.00133 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: 0.108 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: 0.965 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: 0.0207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00271 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: 0.0379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00446 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: 0.00225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00042 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: 0.104 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.939 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 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 : -1.11 -0.139 6.13 1.68 | 3.197 3.215
: 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 : -0.320 -0.0457 2.40 1.14 | 3.334 3.330
: 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.