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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A 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:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.295 sec
: Elapsed time for training with 1000 events: 0.299 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0027 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: 0.000793 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00402 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: 0.0003 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00037 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 = 31540.7
: --------------------------------------------------------------
: 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 | 33095.7 31155.9 0.0105348 0.0010855 84662.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32587.6 30631.6 0.0114953 0.00106939 76732 0
: 3 Minimum Test error found - save the configuration
: 3 | 31931 30029 0.0107292 0.00120654 84010.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31265.9 29416.2 0.010874 0.00105038 81436.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30557.7 28721.1 0.0110669 0.00117657 80887.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29729.2 27782.5 0.0112026 0.00109018 79110.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28977.4 27139.3 0.0106209 0.00110359 84057.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28510.3 26764.8 0.0105286 0.00102872 84211.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28148.9 26440.5 0.010815 0.00119723 83179.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27822.9 26140.4 0.0106984 0.00115599 83836.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27520.2 25853.1 0.0109736 0.00119483 81810.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27230.8 25577.2 0.0106614 0.00105154 83247.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26949.6 25312.9 0.0105115 0.00104852 84539.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26676.8 25059.3 0.0103099 0.00103844 86286.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26416.1 24808.4 0.0101976 0.00103606 87322 0
: 16 Minimum Test error found - save the configuration
: 16 | 26155.4 24568.1 0.0101859 0.00100638 87150.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25905 24330.4 0.0101735 0.00100116 87219.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25655.7 24100.5 0.0102511 0.00107195 87153.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25416.6 23869.2 0.0108151 0.00100744 81568.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25181.7 23637.5 0.0100644 0.00101646 88418 0
: 21 Minimum Test error found - save the configuration
: 21 | 24941.4 23418.4 0.0102477 0.00101082 86609.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24712.5 23199.8 0.0101767 0.00101424 87313.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24484.7 22985 0.0102896 0.00104418 86529.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24258.2 22776.3 0.0100894 0.000998713 88001.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24042.4 22562.3 0.0100086 0.00099135 88719.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23821.3 22355.5 0.0101271 0.00100803 87728 0
: 27 Minimum Test error found - save the configuration
: 27 | 23606.6 22150.4 0.0100997 0.00100328 87946.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23392.5 21949.8 0.0101197 0.00102364 87950.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23182.5 21751.3 0.0101979 0.00100668 87039.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22974.8 21555.2 0.0100644 0.0010022 88278.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22769.9 21360.5 0.0101784 0.00102464 87396.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22567.2 21167.6 0.0100566 0.000996602 88300.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22365.4 20978.6 0.0100944 0.00100705 88034 0
: 34 Minimum Test error found - save the configuration
: 34 | 22167.4 20790.9 0.0101617 0.00100247 87343.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21972.3 20603.8 0.0103787 0.00109159 86140.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21776.7 20420.9 0.0102507 0.00101644 86633.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21585 20239.6 0.01043 0.00107475 85513.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21395.6 20059.5 0.0100848 0.000994722 88008.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21208.1 19881 0.0101079 0.00100903 87922.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 21020.9 19706.5 0.0103219 0.00102819 86080.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20836.4 19534.5 0.0101209 0.00100888 87796.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20654.3 19364.4 0.0101915 0.00100755 87108.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20474.1 19196.1 0.0103629 0.00107897 86170 0
: 44 Minimum Test error found - save the configuration
: 44 | 20297.7 19026.7 0.0103043 0.00101715 86140.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20121.5 18858.6 0.010265 0.00101534 86489.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19945.6 18694.2 0.0102927 0.00101758 86252.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19773.4 18530.6 0.0106319 0.00106341 83607.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19601.2 18370.3 0.0102631 0.00102975 86642.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19432.3 18211 0.0116474 0.0010642 75591.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 19264.2 18053.9 0.0113951 0.00139548 80002.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19097.5 17899.5 0.01137 0.00115635 78326.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18934.6 17744.6 0.0107585 0.00102884 82222.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18772.3 17590.7 0.010436 0.00109462 85640.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18609.7 17440.7 0.0110662 0.00118252 80941.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18452.9 17288.7 0.0107222 0.00109153 83068.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18291.5 17143.5 0.0105088 0.00129035 86782.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18138.4 16995.3 0.0106422 0.00106272 83511.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17980.8 16852.8 0.0105616 0.0010899 84462.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17830.4 16707.9 0.0155449 0.00178759 58150.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17678.7 16564.9 0.0163986 0.00177509 54706.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17527.1 16425.4 0.0163705 0.00176335 54767.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17379.1 16286.7 0.0156866 0.00106025 54695.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17230.9 16150.8 0.0115291 0.00120856 77515.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17086.7 16013.8 0.0111647 0.00172277 84728.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16939.5 15881.2 0.0116399 0.00102763 75384.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16796.1 15733 0.011509 0.00175844 82046.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16644.7 15591.3 0.0115977 0.0010628 75937.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16494.7 15442.3 0.0130591 0.00133655 68244.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16343.4 15300.2 0.0120507 0.00109392 73014.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16200 15163.8 0.0123882 0.00168611 74752.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 16049.8 15006.1 0.0109961 0.0011104 80925.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15903.9 14872.5 0.0131796 0.00179247 70255 0
: 73 Minimum Test error found - save the configuration
: 73 | 15754.6 14727 0.0149199 0.00178435 60903.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15610.3 14594.6 0.0141127 0.00178268 64882.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15467.2 14460.4 0.0135509 0.00177017 67907.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15330.5 14328.1 0.0125335 0.00106255 69741.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15191.1 14196 0.0127355 0.00123826 69581.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15054.3 14068.1 0.0155693 0.00177864 58010.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14920.3 13935.8 0.015522 0.00172627 57989 0
: 80 Minimum Test error found - save the configuration
: 80 | 14782.8 13809 0.0120314 0.00104641 72826.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14650.4 13682.3 0.0112637 0.00105856 78391.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14517.6 13553.5 0.0108591 0.00106878 81713.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14385.3 13430 0.0165526 0.00183055 54340.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14254.1 13302.4 0.0167115 0.00182257 53731.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14123.3 13179.5 0.0135795 0.00119325 64587.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13993.1 13059.9 0.011076 0.00109915 80185.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13866.4 12940 0.0114743 0.00117705 77690.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13740.6 12821.6 0.0116708 0.0010917 75620.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13617.2 12702.1 0.0117924 0.00108581 74720.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13491.1 12588 0.0108314 0.00108881 82113.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13370.8 12471.8 0.0109416 0.00109868 81277 0
: 92 Minimum Test error found - save the configuration
: 92 | 13250.4 12356 0.011252 0.00108428 78680.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13127.5 12245.8 0.0118426 0.00130556 75922.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 13010.6 12133.6 0.0110186 0.00107782 80476.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12894.6 12020.2 0.0125845 0.00122753 70441.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12775.4 11912.2 0.0126243 0.00169255 73181.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12660.6 11803 0.0118547 0.00138887 76439.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12546.7 11694.8 0.0127477 0.00119246 69232.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12433.1 11588.3 0.012755 0.00132647 70000.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12319.9 11484 0.0116963 0.00120664 76265.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12210.6 11377 0.0119509 0.00133865 75384.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 12097.7 11275 0.0116914 0.00125907 76685 0
: 103 Minimum Test error found - save the configuration
: 103 | 11989.8 11171.5 0.0119474 0.00123051 74648.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11881.1 11069.3 0.0122035 0.00125581 73074.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11773.4 10968.6 0.0115092 0.00115534 77266.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11667.4 10868.4 0.0119091 0.00123593 74954.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11562 10768.9 0.0119666 0.00138757 75621.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11456.7 10671.2 0.011953 0.00129308 75047.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11354.7 10572.1 0.0117774 0.00113496 75170.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11249.4 10477.7 0.0121489 0.00110956 72468.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11149.4 10381.7 0.0117545 0.00121191 75882.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11047.9 10287.1 0.0113121 0.00128887 79814.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10947.7 10193.8 0.0112993 0.00107771 78265.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10849.4 10100.1 0.0107182 0.00106397 82865.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10749.1 10010.3 0.0105833 0.0010493 83910.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10654.4 9917.34 0.0108499 0.00107276 81823.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10557.3 9826.02 0.0109205 0.00105902 81123.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10460.4 9737.05 0.0117398 0.00116773 75671.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10365.7 9648.79 0.0113787 0.0011186 77971.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10272.6 9560.02 0.0110986 0.00115209 80430.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10178.9 9473.03 0.0110011 0.00108964 80714.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10087 9385.72 0.0110238 0.00111496 80735.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9995.55 9299.69 0.0111036 0.00110421 80005 0
: 124 Minimum Test error found - save the configuration
: 124 | 9903.85 9215.36 0.0111584 0.00115824 79998.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9814.89 9130.4 0.0115161 0.00120199 77563.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9725.58 9046.56 0.0115451 0.00135933 78541.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9635.67 8965.89 0.0124037 0.0011597 71148.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9550.36 8882.65 0.0113286 0.00113633 78490.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9462.53 8801.57 0.0129967 0.00129324 68356 0
: 130 Minimum Test error found - save the configuration
: 130 | 9375.43 8722.7 0.0113768 0.00115917 78296 0
: 131 Minimum Test error found - save the configuration
: 131 | 9291.74 8642.21 0.0113147 0.00115169 78716.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9206.78 8562.93 0.0110036 0.00112653 80995.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9122.42 8485.27 0.011107 0.0011627 80447.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9040.37 8406.77 0.0131359 0.00156252 69124.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8957.84 8329.53 0.0129867 0.00134645 68727.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8877.76 8250.64 0.0130775 0.00132981 68098.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8794.71 8175.66 0.0109054 0.00109493 81545.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8714.34 8101.75 0.0111115 0.00122537 80921.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8635.69 8027.56 0.0108941 0.00107161 81445.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8556.79 7954.19 0.0108668 0.00107814 81727.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8480.31 7879.19 0.0111408 0.00122516 80680.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8401.5 7806.96 0.0113606 0.00111254 78063.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8324.27 7736.63 0.0119447 0.00111216 73851.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8250.1 7664.1 0.0107839 0.00111481 82737.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8174.29 7593.55 0.0107322 0.00110014 83055.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8098.01 7525.37 0.0108275 0.00110676 82298.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 8026.09 7455.05 0.0111898 0.00118301 79945.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7952.02 7386.44 0.0112597 0.00112045 78901.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7879.9 7317.82 0.0113922 0.00111392 77833.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7808.09 7249.71 0.0123621 0.00176281 75477.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7735.73 7183.62 0.0155076 0.00110777 55556.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7665.12 7118.24 0.010872 0.00109176 81797.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7596.13 7051.37 0.0109904 0.00107639 80693.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7524.95 6988.22 0.0110211 0.00108633 80525.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7457.65 6922.8 0.0115638 0.00110634 76500.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7389.27 6858.66 0.0116252 0.0014731 78801.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7321.65 6795.5 0.0141011 0.00110229 61544.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7254.57 6732 0.0126031 0.00179134 73993.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7187.86 6669.9 0.0113774 0.0011924 78546.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7122.13 6608.47 0.0116221 0.00119724 76739.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7056.82 6547.6 0.0117236 0.00111133 75384.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6991.24 6488.78 0.0127078 0.00159705 72002.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6927.61 6429.71 0.0117196 0.00108379 75217.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6865.42 6369.04 0.0115633 0.00120258 77214.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6801.77 6309.94 0.0108221 0.00110401 82320.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6739.32 6251.27 0.0117865 0.0013557 76696.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6677.38 6193.42 0.011687 0.00107132 75360.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6616.65 6134.68 0.0106751 0.00106428 83239.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6554.75 6078.95 0.0107453 0.001099 82933.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6495.42 6022.4 0.0108138 0.00105442 81972.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6435.41 5966.81 0.0108124 0.00111282 82477.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6375.95 5912.12 0.0108333 0.00108073 82029.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6318.17 5855.46 0.0107369 0.00107188 82772.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6259.09 5801.6 0.0105171 0.00104233 84434.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6202.36 5747.74 0.0106124 0.00114455 84496.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6144.96 5693.96 0.0112831 0.00106277 78275.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6088.33 5640.75 0.0111546 0.00109649 79538.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 6031.82 5588.74 0.0105959 0.00108545 84118.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5976.35 5536.95 0.0109054 0.00106431 81291.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5921.35 5485.67 0.0109054 0.0010767 81394.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5866.53 5435.35 0.0106766 0.00107765 83342.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5813.08 5384.81 0.0107859 0.00113816 82921.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5760.21 5333.29 0.0126773 0.00122472 69853.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5705.05 5284.86 0.0109962 0.00116584 81380.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5653.88 5235.81 0.0108492 0.00108824 81959.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5602.21 5185.47 0.01095 0.0011141 81335 0
: 187 Minimum Test error found - save the configuration
: 187 | 5549.59 5137.42 0.0109337 0.00121092 82281 0
: 188 Minimum Test error found - save the configuration
: 188 | 5497.81 5089.91 0.0117631 0.00116233 75466.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5447.7 5043.16 0.0108993 0.00107992 81471.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5397.59 4994.84 0.0121382 0.00117989 73004 0
: 191 Minimum Test error found - save the configuration
: 191 | 5347.36 4948.91 0.0112464 0.00111735 78980.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5298.91 4901.78 0.0111119 0.00117102 80475.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5248.36 4857.52 0.0109058 0.00108685 81475.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5201.66 4811.08 0.0108734 0.00109276 81794.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5152.65 4766.1 0.0111522 0.00110838 79651.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5105.1 4721.57 0.010934 0.00107385 81134.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5057.95 4677.83 0.0109258 0.00113934 81745.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5011.48 4633.79 0.0110209 0.00113525 80925.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4964.78 4590.81 0.0111329 0.00111958 79893.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4919.67 4547.63 0.010818 0.00107436 82105 0
: 201 Minimum Test error found - save the configuration
: 201 | 4873.98 4505.15 0.0107429 0.00108761 82856.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4829.25 4462.15 0.0108513 0.00107156 81801.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4784.23 4422.38 0.0109026 0.00105999 81278.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4740.09 4380.41 0.0109308 0.00112351 81571.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4696.12 4340.32 0.0110608 0.00113368 80587.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4654.35 4299.6 0.0108698 0.00108532 81762 0
: 207 Minimum Test error found - save the configuration
: 207 | 4610.62 4258.54 0.0109414 0.00108675 81180.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4567.8 4219.28 0.0108839 0.00109803 81750.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4525.7 4181.33 0.0108995 0.00108246 81490.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4484.25 4143.01 0.0111605 0.00114686 79890.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4443.02 4104.62 0.010858 0.00109556 81947.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4402.86 4065.49 0.0110774 0.00111696 80317.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4362.16 4026.91 0.0110491 0.00106082 80094 0
: 214 Minimum Test error found - save the configuration
: 214 | 4322.16 3988.49 0.0111448 0.00118383 80313.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4281.49 3952.11 0.0108695 0.00109304 81829.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4242.4 3915.58 0.0122746 0.00113139 71792.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4203.82 3878.69 0.0108677 0.00107293 81676.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4165.34 3842.65 0.0108333 0.00108345 82052.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4126.43 3807.56 0.0108624 0.00109124 81873.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4089.62 3770.9 0.0110126 0.00110903 80779.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4051.44 3736.15 0.0112172 0.00123029 80104.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4014.35 3702.07 0.0109363 0.00110566 81378.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3977.6 3667.82 0.011198 0.00108963 79142.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3941.98 3632.39 0.0108999 0.00111338 81745.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3905.37 3599.46 0.0113217 0.00129581 79793.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3870.04 3565.78 0.011052 0.00110672 80440.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3834.08 3532.86 0.0109227 0.00109412 81395.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3799.96 3498.63 0.0110276 0.00121836 81555.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3764.12 3466.6 0.0112604 0.00115801 79189 0
: 230 Minimum Test error found - save the configuration
: 230 | 3730.68 3435.07 0.0110678 0.00113284 80524.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3696.78 3402.16 0.0120393 0.00133493 74735.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3662.82 3369.92 0.0114064 0.00111227 77714.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3628.85 3339.05 0.0117935 0.001198 75503.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3596.03 3308.92 0.0123343 0.00119654 71827.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3563.66 3277.03 0.0108729 0.00109071 81781.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3530.65 3247.08 0.0116241 0.00138198 78109.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3499.78 3215.63 0.0125732 0.00138873 71527.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3466.79 3186.38 0.0131444 0.00108553 66341.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3435.44 3157.03 0.0123278 0.00133156 72752.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3404.31 3128.12 0.0160028 0.00196238 56978.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3373.8 3099.2 0.0144344 0.00115377 60238.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3343.95 3069.08 0.0131596 0.00134553 67715.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3312.29 3040.25 0.0136043 0.00161444 66723 0
: 244 Minimum Test error found - save the configuration
: 244 | 3281.7 3013.49 0.0153574 0.00156118 57986.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3252.54 2985.11 0.0152498 0.00155552 58418.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3222.64 2957.88 0.0145619 0.00205333 63955.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3194.29 2928.98 0.0146062 0.00172355 62099.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3165.01 2901.75 0.0114088 0.00121079 78446.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3135.1 2875.92 0.0112605 0.00112092 78898.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3106.95 2849.38 0.0111919 0.00112312 79453.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3080.09 2821.84 0.011176 0.00115554 79836.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3050.54 2796.49 0.0114323 0.00113723 77707.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3023.72 2770.11 0.0120387 0.00124923 74146.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2996.04 2744.35 0.0116229 0.00114643 76361.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2968.64 2719.27 0.0110768 0.00110436 80221.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2941.98 2694.2 0.0112459 0.00123906 79945.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2915.61 2668.44 0.0118811 0.00118064 74763.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2888.57 2644.19 0.0112266 0.00109017 78923.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2862.58 2619.28 0.0109252 0.00109992 81422.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2837.04 2594.59 0.0110551 0.00113062 80609.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2810.89 2571.09 0.0110474 0.00107526 80223.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2785.73 2546.84 0.0108213 0.00106286 81980.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2759.95 2523.56 0.010946 0.00110764 81314.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2734.86 2501.08 0.0112597 0.00110593 78788.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2711.03 2477.13 0.0108916 0.00109852 81690.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2685.77 2454.84 0.0110286 0.00112997 80819.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2662.65 2430.79 0.0114415 0.00114157 77670.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2636.86 2409.25 0.0108764 0.00111248 81934.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2613.52 2387.23 0.0109126 0.00108342 81390.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2589.7 2365.66 0.010981 0.00117041 81545 0
: 271 Minimum Test error found - save the configuration
: 271 | 2566.79 2343.37 0.0121604 0.00122134 73132.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2543.64 2321.9 0.0111391 0.00113547 79971.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2520.19 2300.86 0.0114195 0.00109707 77501.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2497.31 2279.4 0.010984 0.00110225 80957.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2474.59 2258.37 0.0107701 0.00110806 82798.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2452.51 2236.77 0.0109698 0.00106397 80760.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2429.2 2217.16 0.0108456 0.00107771 81900.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2407.67 2196.45 0.0111837 0.00110682 79389.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2386 2175.79 0.0106935 0.00105275 82981.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2363.36 2156.64 0.0114818 0.00112929 77276.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2342.58 2136.53 0.0107683 0.0011165 82886.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2321.1 2116.7 0.0108732 0.00109076 81778.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2299.17 2098.19 0.0109512 0.0010951 81167.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2278.59 2078.77 0.0108204 0.00110158 82314.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2258.48 2058.75 0.0112969 0.00120683 79285.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2237.23 2039.85 0.0112662 0.00113497 78963.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2216.06 2022.14 0.0107292 0.00108348 82938.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2196.38 2003.35 0.0116401 0.00118854 76543.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2176.01 1985.24 0.0116854 0.00122745 76497.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2156.19 1966.63 0.0112896 0.00108693 78411.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2136.11 1948.2 0.0111405 0.00112172 79850.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2116.84 1929.91 0.0109088 0.00108864 81465.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2096.63 1912.58 0.0109967 0.00115973 81325.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2077.26 1895.4 0.0121497 0.00115631 72770.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2058.89 1877.53 0.0109664 0.001096 81050.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2039.42 1859.88 0.0108398 0.00107394 81917.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2020.66 1842.7 0.0112287 0.00114751 79355.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2001.11 1826.77 0.0118749 0.00129755 75633.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1982.9 1810.34 0.0113735 0.00132574 79620.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1965.07 1793.29 0.0109651 0.00112124 81268.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1946.17 1777.21 0.0117635 0.00113936 75299.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1928.42 1760.83 0.0110491 0.00112815 80637.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1910.08 1745.08 0.0125534 0.00172585 73885.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1892.73 1728.75 0.010727 0.00107163 82855.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1875.08 1712.83 0.0136912 0.00119182 64003.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1857.6 1696.8 0.0140549 0.00181804 65376.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1839.74 1681.33 0.0116016 0.00122561 77101.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1822.45 1667.25 0.0120856 0.00117858 73347 0
: 309 Minimum Test error found - save the configuration
: 309 | 1805.58 1651.58 0.0110293 0.00114029 80898.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1788.64 1636.1 0.0112441 0.00132413 80645.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1771.61 1622.02 0.0125727 0.00117959 70217.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1755.24 1606.16 0.0114238 0.00122681 78454.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1738.45 1591.29 0.0117735 0.001138 75219.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1721.8 1576.87 0.0108767 0.00108784 81725.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1705.39 1563.2 0.0110483 0.00115515 80863.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1689.9 1548.36 0.012276 0.00110486 71613.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1673.3 1534.15 0.0108214 0.00108485 82164.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1657.85 1520.04 0.0108261 0.00106782 81981.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1641.72 1506.09 0.0107581 0.00109312 82773.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1626.32 1492.07 0.0111124 0.00113356 80169.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1610.96 1479.02 0.0109161 0.00107207 81267.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1595.53 1465.26 0.0111095 0.00109997 79923.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.25 1451.6 0.0113028 0.00115091 78803.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1565.27 1438.59 0.0112963 0.00114076 78774.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1550.25 1425.01 0.0119328 0.00117237 74346.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1535.51 1411.42 0.0120981 0.00133719 74343.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520.62 1398.26 0.0117387 0.00123565 76168.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1505.82 1386.04 0.0114169 0.00121275 78399.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1491.42 1373.52 0.0118035 0.00118511 75340.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1477.45 1360.83 0.0113111 0.00118299 78987.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.77 1348.46 0.0121332 0.00113043 72709.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1449.09 1336.1 0.0112922 0.001202 79285.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1435.51 1323.19 0.0109838 0.00108676 80832.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1421.2 1311.53 0.0117928 0.00131317 76338.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1407.8 1299.07 0.0119068 0.00121936 74854.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1394.46 1286.76 0.01139 0.00111889 77888.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1381.24 1274.1 0.0110909 0.00111887 80224.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1367.19 1262.46 0.0110483 0.00123297 81504.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1354.25 1250.88 0.0116992 0.00111749 75602.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1340.79 1239.47 0.0112502 0.00110649 78866.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1328.18 1228.04 0.0111737 0.0012524 80634.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1315.61 1216.34 0.0111568 0.00115455 79981.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1302.61 1205.22 0.0148826 0.00180743 61184.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1290.19 1193.82 0.014985 0.00156218 59599.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1277.54 1182.87 0.0133512 0.00124868 66101.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1265.46 1171.78 0.0114467 0.0011931 78021.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1253.35 1160.57 0.0115631 0.00115731 76880.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1240.77 1150.34 0.0121789 0.00137108 74020.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.24 1139.21 0.014089 0.00127941 62453.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1217 1128.55 0.0138836 0.00200868 67368.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.09 1117.07 0.0156097 0.00157466 57000.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.42 1106.85 0.0128608 0.00128055 69082.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1182.12 1096.58 0.0126777 0.00118928 69635.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1170.52 1086.6 0.0131018 0.00140387 68388 0
: 355 Minimum Test error found - save the configuration
: 355 | 1159.43 1076.2 0.0114981 0.00109163 76875.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147.93 1066.47 0.0108598 0.00112247 82158.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1137.16 1056.45 0.0111964 0.00111569 79359.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1126.12 1045.94 0.0119483 0.00109298 73696.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.99 1035.84 0.0111507 0.0011451 79955 0
: 360 Minimum Test error found - save the configuration
: 360 | 1103.9 1026.29 0.0113964 0.00127758 79060.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1093.21 1016.52 0.0113632 0.0012851 79380.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1082.24 1007.47 0.0112855 0.00113051 78779 0
: 363 Minimum Test error found - save the configuration
: 363 | 1072.17 997.51 0.0119691 0.00110676 73649.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1061.69 987.643 0.0115022 0.00111715 77033.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.88 978.831 0.011573 0.00123723 77400.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.2 968.912 0.0109834 0.00113488 81230.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1030.66 959.756 0.0110375 0.00114979 80908.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1020.69 950.869 0.01089 0.00109878 81706 0
: 369 Minimum Test error found - save the configuration
: 369 | 1010.82 941.758 0.0116278 0.0011205 76137.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1000.88 932.611 0.0114697 0.00109583 77116.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.84 923.945 0.0138117 0.00132831 64085.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 981.41 914.742 0.0144089 0.0016984 62940.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 971.994 905.684 0.0140791 0.00110647 61668.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.984 897.603 0.0109399 0.00109407 81252.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 952.795 888.741 0.0132195 0.00127939 67001.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 943.385 879.79 0.0108845 0.00118155 82449.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.182 871.503 0.0109522 0.00109355 81146.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.769 863.028 0.0109185 0.00106846 81218.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 915.6 854.712 0.0112745 0.00111571 78749.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 906.597 846.026 0.0119835 0.00114407 73804.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.389 837.906 0.0112122 0.00109002 79034.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.735 829.575 0.0117526 0.00115497 75488.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 879.854 821.382 0.0116304 0.00120943 76768.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 870.984 813.661 0.0117501 0.0011149 75222.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 862.585 805.625 0.0114403 0.00116431 77851.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 853.876 797.56 0.011639 0.00118363 76515.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 845.481 789.83 0.0113548 0.00110481 78048.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.862 782.431 0.0111419 0.00107887 79498.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.967 774.621 0.0117141 0.00109185 75313.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.408 767.009 0.0112016 0.00113652 79482.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 812.284 759.194 0.0111747 0.00108147 79261.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.049 752.124 0.0114586 0.00107489 77043.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 796.21 744.386 0.0117444 0.00123691 76136.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.467 736.423 0.0129781 0.00166698 70726.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.299 728.987 0.0120679 0.00138306 74872.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 772.003 722.476 0.0116919 0.00117317 76055 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.732 714.808 0.0119262 0.00117726 74425.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 756.937 707.78 0.012144 0.00123332 73322.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 749.375 700.583 0.0120833 0.00110346 72860.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.829 693.221 0.012305 0.00124151 72310 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.119 686.642 0.0120673 0.00118668 73525.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.155 679.326 0.0114059 0.00113176 77865.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.904 672.05 0.0112653 0.001102 78714.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 712.128 665.519 0.0119936 0.00115064 73780.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 705.05 658.926 0.0123046 0.0012733 72521.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.047 652.787 0.0129036 0.00125326 68667.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 690.852 645.892 0.012869 0.00132687 69311.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.2 638.795 0.0119951 0.0012726 74609.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.068 633.01 0.0124662 0.00122341 71156.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.103 626.06 0.0116737 0.00121708 76506.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 663.586 619.968 0.0118037 0.00124231 75747.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.657 613.343 0.0124219 0.00134052 72193 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.017 606.724 0.0137556 0.00134469 64459.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.355 600.767 0.0125561 0.00151522 72458.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 636.686 594.64 0.0130363 0.00123835 67808.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.882 588.627 0.0130789 0.00145781 68840.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 623.769 582.247 0.0124261 0.00112096 70764.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 617.343 575.883 0.0130845 0.00119075 67262.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.908 569.944 0.0128103 0.00118149 68794.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.585 564.258 0.0174772 0.00230443 52726 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.367 558.326 0.0152769 0.00162145 58584.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.179 553.674 0.0125335 0.00113641 70193.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.423 547.001 0.0155897 0.00195356 58667.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.087 541.172 0.0140909 0.00138553 62965.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.156 535.019 0.0118276 0.00136454 76459.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.93 529.769 0.0114081 0.00106693 77360.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 562.408 523.93 0.0120514 0.00114225 73332.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.462 518.57 0.0119723 0.0012789 74812.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.923 513.095 0.011831 0.00111621 74663.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.885 507.751 0.0159299 0.00196379 57281.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.458 502.423 0.0174701 0.00198862 51674.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.941 496.871 0.0145481 0.00172088 62367.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.309 491.547 0.0152352 0.0015156 58310.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.667 486.518 0.0124273 0.00135105 72226.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.485 481.631 0.0119656 0.00123711 74567.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.961 475.618 0.012375 0.00130888 72293 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.42 471.232 0.0120352 0.00142853 75424 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.212 466.056 0.0117147 0.00109698 75346 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.219 461.014 0.0112704 0.00110997 78736.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.089 455.665 0.0116685 0.00116981 76199.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.765 451.078 0.011546 0.00117048 77104.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.963 447.147 0.0113226 0.00118265 78896.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.98 441.066 0.0117306 0.00118474 75859.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.814 436.89 0.0117375 0.00123224 76152.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.09 431.607 0.0119063 0.00118097 74590.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.971 427.227 0.0116965 0.00126832 76715.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.362 422.241 0.0135638 0.00128536 65155 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.187 418.139 0.0126254 0.00136744 71060.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.987 413.321 0.0119929 0.00120139 74132.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.756 408.96 0.0119141 0.00114027 74254.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.222 404.4 0.0109493 0.00108637 81111.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.702 399.88 0.0120232 0.00129619 74577.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.234 395.134 0.0125967 0.00114166 69838.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.647 390.572 0.0117635 0.00112371 75189.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.929 386.551 0.0126866 0.00122557 69801.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.815 382.42 0.0123957 0.00132152 72240 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.373 378.11 0.0139003 0.00121358 63058.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.865 374.322 0.0120889 0.00119788 73455.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.844 370.346 0.0129346 0.00123047 68352 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.53 366.136 0.0117938 0.00128846 76151.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.535 362.118 0.0127994 0.00123793 69195.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.957 359.136 0.012338 0.00118421 71724.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.28 353.919 0.0122306 0.00126576 72960.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.089 349.71 0.0115291 0.00119217 77392.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.878 346.401 0.0116131 0.00116244 76550 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.86 342.099 0.0120652 0.00130091 74319.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.146 338.247 0.0120215 0.00126708 74387.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.074 334.224 0.0129484 0.00127861 68552.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.873 330.744 0.0117492 0.00117053 75624 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.385 327.479 0.0124632 0.00117359 70861.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.298 323.78 0.0127847 0.00138868 70200 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.939 319.556 0.0115774 0.0011527 76740.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.912 315.964 0.0122588 0.00128458 72898.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.176 313.07 0.0122718 0.001203 72275.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.733 309.077 0.0119591 0.00125345 74726.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.707 306.002 0.0112548 0.00112389 78965.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.529 301.967 0.0110908 0.00116393 80589.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.012 298.304 0.0114375 0.00122577 78341 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.403 295.093 0.0120159 0.00124648 74284.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.67 291.626 0.011822 0.00123215 75543.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.244 288.047 0.0115922 0.00114702 76590.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.721 285.249 0.0119907 0.00114056 73732 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.601 281.701 0.0115586 0.00110399 76521.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.182 278.789 0.0119757 0.00131443 75038.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.745 275.463 0.0125282 0.00167273 73695.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.492 272.556 0.0135873 0.00124287 64806.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.3 268.978 0.0124541 0.00122172 71222.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.13 266.111 0.012585 0.00125661 70619.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.79 262.976 0.0109215 0.00112375 81651.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.858 260.018 0.0107997 0.00107622 82275 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.606 257.015 0.0107613 0.00110485 82846.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.516 254.205 0.0108154 0.00110116 82353.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.511 250.887 0.0109495 0.00110259 81243.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.298 248.112 0.0109278 0.0010992 81394.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.322 245.308 0.0109238 0.00111022 81519.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.584 242.244 0.0110073 0.00109036 80669.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.362 239.723 0.0109921 0.00110758 80934.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.796 237.322 0.0116804 0.00137364 77618.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.388 234.662 0.0118264 0.00130339 76024.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.908 231.368 0.0114056 0.00115387 78035.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.129 228.502 0.0110639 0.00113953 80609.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.375 226.015 0.0111137 0.00111556 80014.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.613 223.111 0.0107119 0.00105639 82854 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.775 220.769 0.0109228 0.00107453 81232.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.153 218.103 0.0108242 0.00106528 81976.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.521 215.937 0.011133 0.0011195 79892.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.938 213.217 0.0111762 0.00128936 80916.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.11 210.601 0.0123679 0.00165823 74698.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.951 208.322 0.0156819 0.00165329 57026.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.841 205.751 0.0157867 0.00176659 57060.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.418 203.619 0.0117747 0.00110712 74993.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.086 201.088 0.0111196 0.00114499 80203.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.608 198.776 0.0109252 0.00114623 81807.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.852 196.496 0.0110426 0.00115736 80928.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.334 194.254 0.0107771 0.0011002 82670.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.184 191.842 0.0108877 0.00113035 81989.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.724 189.553 0.0109777 0.00106115 80673.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.593 187.081 0.010641 0.00106498 83542.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.972 185.746 0.0108142 0.00115821 82850.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.882 183.033 0.0110806 0.00116259 80661.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.878 181.23 0.0112166 0.0011011 79086.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.47 179.052 0.0113 0.0013195 80156.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.433 176.528 0.0111919 0.00109455 79229 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.076 175.362 0.0106379 0.00113669 84199.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.748 172.611 0.0109994 0.00115902 81298 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.167 170.208 0.0107194 0.00109188 83095 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.402 169.298 0.0111267 0.00121375 80702.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.084 168.265 0.0107818 0.00107031 82376.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.236 165.494 0.0106397 0.00107571 83647.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.841 163.109 0.0106742 0.00115395 84031.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.57 160.592 0.0108247 0.00106401 81961.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.681 158.945 0.0116619 0.00111082 75822 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.746 157.313 0.0112591 0.00108907 78662.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.707 155.35 0.0147791 0.00124571 59113.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.618 153.443 0.0151617 0.00181897 59957.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.39 151.885 0.0146911 0.0016862 61515.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.49 149.43 0.0129824 0.00146375 69452.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.687 148.036 0.0146408 0.00182913 62443.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.704 146.161 0.0135713 0.0012594 64978 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.839 144.918 0.0128774 0.00110256 67941.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.08 143.075 0.0126396 0.00108896 69260 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.033 141.325 0.0117329 0.00111705 75359.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.201 139.689 0.0115842 0.00111248 76396.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.094 137.702 0.0107159 0.0011133 83311 0
: 545 | 155.775 137.873 0.0111559 0.00123598 80646.1 1
: 546 Minimum Test error found - save the configuration
: 546 | 153.677 134.875 0.0140251 0.00149999 63871.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.111 133.201 0.0149829 0.00161706 59854.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.064 131.524 0.0145887 0.00150449 61142.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.149 129.847 0.0121312 0.00118545 73088 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.839 128.305 0.0112371 0.00108161 78774.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.794 126.768 0.0116121 0.00108655 76005.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.131 125.854 0.0120514 0.00110694 73096.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.894 123.971 0.0130306 0.00122779 67780.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.818 122.716 0.0116187 0.0014203 78443.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.202 122.01 0.0114853 0.00114186 77343.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.735 120.085 0.0109815 0.00114304 81313.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.112 119.236 0.0111504 0.00107681 79415.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.029 117.383 0.0116449 0.00112155 76021.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.767 115.179 0.011467 0.00114233 77484.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.27 114 0.0108345 0.00108373 82044.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.837 112.834 0.0108062 0.00107331 82195.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.504 111.53 0.011106 0.00112866 80181.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.002 109.468 0.0110094 0.00109519 80692.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.473 108.559 0.0106128 0.00105576 83707.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.769 107.061 0.0104884 0.00106423 84888 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.312 106.539 0.0127578 0.00111139 68690.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.886 104.739 0.01219 0.00152512 75012.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.347 103.311 0.0114707 0.00114688 77490.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.183 103.056 0.011086 0.00113935 80429.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.979 101.087 0.0110218 0.00113019 80876.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.257 100.191 0.0109195 0.00107494 81263.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.976 98.4888 0.0127022 0.00175203 73058.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.653 97.3263 0.0132427 0.00132242 67112.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.328 96.7119 0.0110078 0.00109051 80667.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.214 96.0681 0.0122929 0.00110228 71488.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.86 94.0053 0.0109029 0.0011443 81979.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.349 93.256 0.0108369 0.00105939 81820.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.132 91.862 0.0107743 0.00110058 82698.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.002 90.8894 0.010631 0.00105434 83536.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.725 89.327 0.0108511 0.00110449 82079.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.351 88.5168 0.0106534 0.00108082 83572.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.339 87.1762 0.0113526 0.00120185 78812.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.337 86.1532 0.0117564 0.00111232 75159.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.3859 84.5969 0.0135303 0.00114393 64587 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.9438 84.1098 0.0114327 0.00110393 77453.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5874 83.0206 0.010928 0.00110199 81416.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.4944 82.2746 0.010822 0.00110083 82295.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.4835 81.6455 0.0115919 0.00121709 77110.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.3497 79.5134 0.0108821 0.00109425 81734.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.2149 78.6735 0.0105652 0.00108041 84345.8 0
: 591 | 90.1978 78.7981 0.0106791 0.00101033 82740.4 1
: 592 Minimum Test error found - save the configuration
: 592 | 89.1363 76.8561 0.0116816 0.00166688 79882.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.1199 76.3039 0.0129907 0.00107818 67156.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.9733 75.5472 0.0104167 0.00104949 85404.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0643 74.4435 0.0105047 0.00108454 84924.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.345 73.5962 0.0109176 0.00110431 81521.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.1923 72.8115 0.0112853 0.00119487 79283.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.2011 71.6266 0.0111157 0.00110599 79922.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0553 70.3651 0.0128393 0.00114688 68420.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.0947 69.2893 0.0111094 0.00112153 80096.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.1814 68.8602 0.0108081 0.00108024 82238.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1645 67.5592 0.0113325 0.00110306 78205.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.3767 66.837 0.0110118 0.00107375 80498.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.344 65.91 0.0106529 0.00104847 83295.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.5044 65.7813 0.0106182 0.00107111 83795.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.813 64.0246 0.0104414 0.00104274 85118.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.8476 64.0162 0.0106307 0.00112038 84119.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.886 62.5012 0.0108557 0.00121981 83022.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1158 61.9318 0.0113991 0.00106947 77447.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.2262 61.0951 0.0114529 0.00145558 80021.8 0
: 611 | 71.2524 61.487 0.0118796 0.00107373 74034.2 1
: 612 Minimum Test error found - save the configuration
: 612 | 70.3708 59.7556 0.0116507 0.00109932 75819.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.666 58.3332 0.0121371 0.00164265 76231.1 0
: 614 | 68.7986 58.7459 0.0122912 0.00100688 70894.9 1
: 615 Minimum Test error found - save the configuration
: 615 | 68.2494 57.1412 0.0105083 0.00107773 84830.2 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.2192 56.022 0.0106883 0.0012578 84830.8 0
: 617 | 66.3071 56.2317 0.0108886 0.00107758 81540.6 1
: 618 Minimum Test error found - save the configuration
: 618 | 65.4828 54.842 0.0114632 0.00134176 79040.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8575 53.7812 0.0119944 0.0011427 73721.1 0
: 620 | 64.0196 53.786 0.0112423 0.0010029 78129.6 1
: 621 Minimum Test error found - save the configuration
: 621 | 63.1932 53.6782 0.0108568 0.0011097 82076.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.6894 52.328 0.0145264 0.00176536 62690.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.7518 51.0338 0.0131911 0.00114919 66434.6 0
: 624 | 60.8827 51.4305 0.0117039 0.00127389 76701.6 1
: 625 Minimum Test error found - save the configuration
: 625 | 60.3776 50.4452 0.0112748 0.0010969 78601.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7481 49.1949 0.0107827 0.0011348 82919.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.7391 48.6714 0.0124465 0.00171466 74544.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4303 48.3944 0.0135287 0.00113181 64532.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.5434 47.7387 0.0112103 0.00116757 79660 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.8037 46.5051 0.0111143 0.0012177 80836 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.2237 46.0187 0.0112629 0.00109247 78659.4 0
: 632 | 55.4224 46.1668 0.0117965 0.00111732 74912.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.7606 44.6775 0.0113292 0.00140957 80647.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1726 44.3811 0.0111929 0.00111491 79380.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.6648 43.3607 0.0136844 0.00174419 67000.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1008 43.0896 0.0160377 0.00165962 55640.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.3569 43.0082 0.0158805 0.00165833 56250.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.2594 42.4759 0.0159588 0.0016906 56068.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.3593 41.9567 0.0158708 0.00164969 56254.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3852 40.6631 0.0160153 0.00167989 55806 0
: 641 | 49.7355 40.7329 0.0158413 0.00158686 56122.7 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.2091 40.5037 0.0159641 0.00166268 55938.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.8794 38.7876 0.0159181 0.00162939 55988.4 0
: 644 | 48.1588 38.7916 0.0158673 0.00157953 55991.9 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.4571 38.5637 0.0159322 0.0016381 55967.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.1486 37.7411 0.0159921 0.00164224 55749.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.4522 37.0104 0.0158754 0.00162155 56125.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.8822 36.9239 0.0142297 0.00125283 61648.1 0
: 649 | 45.4298 37.3697 0.0117898 0.0011885 75462.4 1
: 650 Minimum Test error found - save the configuration
: 650 | 45.0131 35.6968 0.0108148 0.00109079 82270.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.2964 35.4092 0.0115995 0.00107477 76011.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8075 34.5965 0.0115983 0.0011745 76747.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2842 33.6676 0.011008 0.00108309 80605.3 0
: 654 | 42.787 34.1256 0.0113392 0.00108233 77996.4 1
: 655 | 42.2589 33.7981 0.0117505 0.00101043 74487.3 2
: 656 Minimum Test error found - save the configuration
: 656 | 42.124 33.2398 0.0112182 0.00127736 80476.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.3918 31.9153 0.010804 0.00106605 82153.1 0
: 658 | 40.6827 32.2414 0.0121313 0.00106257 72276 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.0774 31.1672 0.0116757 0.00130449 77137 0
: 660 | 39.5852 31.2835 0.0116587 0.00109248 75712.7 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.2013 30.5554 0.0126461 0.00118376 69794 0
: 662 | 38.8109 31.0826 0.0106138 0.00102963 83471.1 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.5361 29.6651 0.0119616 0.00178087 78579.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.9687 29.1032 0.0112875 0.00116219 79009.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3686 28.6897 0.0122512 0.00106979 71547.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.0978 28.6136 0.0123512 0.00108632 71017.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5919 27.7544 0.0110638 0.00115301 80720 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.962 27.4835 0.0107171 0.00106957 82922.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.6586 26.8646 0.0106924 0.00106288 83078.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.2286 26.4817 0.0111366 0.00109809 79693 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.7753 26.332 0.0109115 0.00109612 81505.1 0
: 672 | 34.4309 26.4244 0.0111636 0.0011105 79577.6 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.9942 25.6416 0.0109531 0.00111106 81283.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.5258 25.1627 0.0107627 0.00121606 83799.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.2552 24.903 0.0132898 0.00108946 65572.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.6217 24.4817 0.0104758 0.00104731 84849.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.1042 23.754 0.012616 0.00107037 69290.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.9191 23.4986 0.0108651 0.00120415 82807.6 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.4883 23.0151 0.0126783 0.00160967 72276.3 0
: 680 | 31.2893 23.1723 0.0125997 0.00111204 69639.9 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.9569 22.2522 0.0105434 0.00108579 84588.1 0
: 682 | 30.6417 22.5694 0.0125899 0.00101888 69138.2 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.9779 21.4591 0.0108278 0.00107832 82056.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.6151 21.2701 0.0122434 0.00107158 71608.9 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.3849 20.8638 0.0105731 0.00108029 84274.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.9672 20.6992 0.0105902 0.00107781 84101 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.5559 20.2511 0.0104694 0.00104385 84875.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.1843 20.0221 0.0105083 0.0010636 84703.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.7312 19.457 0.010638 0.00113713 84202.5 0
: 690 | 27.884 19.9321 0.0106853 0.00103579 82905.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.6304 19.0951 0.0111508 0.0011156 79719.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.6359 18.5619 0.0111758 0.00115811 79859.1 0
: 693 | 26.2945 18.7758 0.0113836 0.0012106 78639.8 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.0661 18.208 0.0119944 0.00113094 73641.3 0
: 695 | 25.6284 18.697 0.0114125 0.00106314 77299.5 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.5011 17.8085 0.0113635 0.00115392 78358 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.131 17.7476 0.0126412 0.00129127 70484.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.8553 17.4753 0.0107681 0.00108118 82585.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.1511 16.8801 0.0107877 0.00105859 82227.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.981 16.3713 0.0106237 0.00104834 83547.4 0
: 701 | 23.7812 16.6356 0.0116767 0.00172474 80386.3 1
: 702 | 23.4162 16.5442 0.0119397 0.0010165 73238.5 2
: 703 Minimum Test error found - save the configuration
: 703 | 23.0673 16.0339 0.0108249 0.001083 82119.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.695 15.5851 0.0110561 0.00117266 80943.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.391 15.3993 0.0110636 0.00135566 82406.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.0781 15.3889 0.0108865 0.00113945 82075.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7682 14.6588 0.0105576 0.00109925 84581.5 0
: 708 | 21.6191 14.864 0.0105094 0.00104255 84505.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.6719 14.5585 0.0108508 0.00110679 82101.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.025 14.4171 0.010944 0.00112289 81457 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.7699 13.6763 0.0110467 0.00126517 81786.9 0
: 712 | 20.5198 14.2917 0.0110666 0.00103054 79712.7 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.1476 13.5204 0.0110526 0.00112846 80611.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7733 13.084 0.0106966 0.00110096 83371.2 0
: 715 | 19.5672 13.3736 0.0109392 0.00101924 80645.7 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.3732 12.7821 0.0113602 0.0011434 78302.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.0117 12.6531 0.0118773 0.00117446 74746.5 0
: 718 | 18.8937 13.2257 0.0115642 0.00125341 77588.9 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.8974 12.5235 0.0116287 0.0012899 77378.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.5788 12.2166 0.0109724 0.00108487 80910.4 0
: 721 | 18.142 12.2361 0.0143631 0.0016772 63062.2 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.9508 11.7928 0.0162196 0.00169043 55061.6 0
: 723 | 17.9826 11.98 0.0122406 0.00165505 75574.9 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.4131 11.4752 0.0138972 0.00171379 65662.9 0
: 725 | 17.2091 11.481 0.0118947 0.00114292 74406.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.9708 11.0045 0.0123566 0.00111589 71169.9 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6578 10.6183 0.0114108 0.00118813 78257.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.4344 10.6076 0.011292 0.00112977 78722.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.2779 10.0306 0.0114785 0.00116762 77587.7 0
: 730 | 16.0077 10.1665 0.0110915 0.00101403 79384.9 1
: 731 | 15.9569 10.1627 0.0123211 0.00121537 72035.2 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.6867 9.93648 0.0125615 0.00140479 71706 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.5074 9.53865 0.0111462 0.00109731 79610.5 0
: 734 | 15.153 9.58667 0.0108385 0.0010904 82067.6 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.0987 8.89201 0.0126034 0.0013716 71226.4 0
: 736 | 14.7776 9.31782 0.0108014 0.00104185 81970.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.6343 8.84771 0.0136908 0.00130406 64585 0
: 738 | 14.3059 9.02702 0.0127773 0.00164616 71870.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.229 8.49893 0.0166901 0.00178356 53667.7 0
: 740 | 13.9114 8.54604 0.0145088 0.00134212 60759.3 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.7508 7.84276 0.0136485 0.00125036 64525.7 0
: 742 | 13.5465 8.18783 0.0118028 0.00100531 74091.3 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.3544 7.76487 0.0109543 0.00110457 81220.3 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.1131 7.26857 0.0112291 0.00109365 78930.9 0
: 745 | 13.0682 7.53166 0.0110661 0.00106088 79958.3 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.9558 6.96492 0.0110125 0.00112634 80921.2 0
: 747 | 12.6601 7.20424 0.0116876 0.00111543 75670.2 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.5658 6.48676 0.0126663 0.00171855 73074.6 0
: 749 | 12.3434 7.11489 0.0163567 0.00168339 54520.7 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.1852 6.45272 0.0163065 0.00170695 54796.1 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.9004 6.45226 0.0161014 0.00176368 55796.8 0
: 752 | 11.992 7.00912 0.0164292 0.00167493 54221.8 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.6636 6.12801 0.0164302 0.00176402 54547.3 0
: 754 | 11.5426 6.13779 0.0166445 0.00170616 53553.4 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.423 5.77252 0.0167806 0.00179268 53376.4 0
: 756 | 11.3294 6.133 0.016785 0.00162875 52783.4 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.0751 5.62016 0.0164591 0.00166932 54091.3 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.0523 5.34618 0.0165485 0.0017391 54019.9 0
: 759 | 10.7112 5.35582 0.0164088 0.00167946 54313.3 1
: 760 | 10.8754 5.40788 0.0162219 0.00167467 54993.4 2
: 761 | 10.4362 5.3547 0.0112613 0.00106638 78470.6 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.5295 5.075 0.0109786 0.00112743 81208.3 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.4273 4.71915 0.0113316 0.00108962 78109.8 0
: 764 | 10.343 4.99209 0.011318 0.00106807 78049.6 1
: 765 | 10.0537 4.97004 0.0113075 0.00116083 78843.4 2
: 766 | 10.0047 5.11868 0.0114182 0.00122158 78457.5 3
: 767 | 10.0816 5.02467 0.0110144 0.00101029 79967 4
: 768 | 9.77337 4.80169 0.0110425 0.00108542 80344.8 5
: 769 Minimum Test error found - save the configuration
: 769 | 9.55445 4.18664 0.0111685 0.00111366 79563.8 0
: 770 | 9.39032 4.403 0.0111846 0.00128482 80810.1 1
: 771 | 9.52126 4.99259 0.0112456 0.00114238 79182.5 2
: 772 | 9.51953 4.70052 0.0110874 0.00106837 79848.2 3
: 773 Minimum Test error found - save the configuration
: 773 | 9.51802 4.04494 0.0109987 0.00106613 80542.9 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.9297 3.81843 0.0117017 0.00111632 75576.1 0
: 775 | 8.66441 3.92675 0.0113075 0.00143801 81057.8 1
: 776 | 8.68522 4.11735 0.0112969 0.00117068 79003.1 2
: 777 | 8.81636 4.23707 0.011702 0.00112756 75653.9 3
: 778 | 8.57512 3.89542 0.0109287 0.00100796 80639.3 4
: 779 Minimum Test error found - save the configuration
: 779 | 8.45405 3.56135 0.0109733 0.0010873 80922.2 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.22636 3.17393 0.0112458 0.00137733 81066.3 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.10343 3.10123 0.0111939 0.00106472 78979.5 0
: 782 | 8.13537 3.43917 0.0104268 0.00100566 84915.9 1
: 783 Minimum Test error found - save the configuration
: 783 | 8.04943 3.01949 0.0111931 0.00122863 80285.4 0
: 784 | 7.92347 3.15075 0.0111426 0.00100852 78941.2 1
: 785 | 7.68512 3.15993 0.0113535 0.00112113 78183 2
: 786 | 7.67726 3.03506 0.0106664 0.00107111 83374.5 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.54712 2.92314 0.01173 0.00109295 75208.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.35227 2.68304 0.010844 0.00105671 81738.7 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.25702 2.6581 0.0110802 0.00112758 80380.7 0
: 790 | 7.26287 2.79873 0.0109855 0.00101368 80226.5 1
: 791 | 7.08892 2.87267 0.0111702 0.00106652 79179.1 2
: 792 Minimum Test error found - save the configuration
: 792 | 7.06855 2.64816 0.0114455 0.00136303 79345.4 0
: 793 | 7.02226 2.70375 0.0110789 0.00117126 80745.8 1
: 794 | 6.90601 3.29276 0.0112426 0.00130151 80473.8 2
: 795 Minimum Test error found - save the configuration
: 795 | 6.89271 2.29357 0.0124881 0.00108832 70176.6 0
: 796 | 6.70423 2.44138 0.0120273 0.0010938 73169.9 1
: 797 Minimum Test error found - save the configuration
: 797 | 6.64012 2.06575 0.0125211 0.00113593 70266.6 0
: 798 | 6.50543 2.09191 0.0106497 0.00101346 83020.2 1
: 799 | 6.34293 2.41384 0.0107226 0.00103124 82547.8 2
: 800 | 6.34932 2.15726 0.0105046 0.0010084 84244.2 3
: 801 Minimum Test error found - save the configuration
: 801 | 6.20202 2.03078 0.0104788 0.00105893 84926.8 0
: 802 | 6.08937 2.3583 0.0103913 0.00101792 85348 1
: 803 | 6.09999 2.17295 0.0106483 0.00101502 83045.6 2
: 804 | 5.98477 2.30011 0.0104764 0.00100818 84493.6 3
: 805 | 6.02334 2.06841 0.0107588 0.00104278 82337.9 4
: 806 | 5.90424 2.07928 0.0107186 0.00104094 82664.8 5
: 807 | 6.17062 2.3804 0.0111185 0.0011408 80179.1 6
: 808 | 5.85125 2.10043 0.0117713 0.00112404 75137.1 7
: 809 Minimum Test error found - save the configuration
: 809 | 5.68032 1.91382 0.0119018 0.00121538 74861.2 0
: 810 | 5.70062 2.17938 0.0111941 0.00104262 78805.9 1
: 811 Minimum Test error found - save the configuration
: 811 | 5.56417 1.87598 0.0108744 0.00109031 81765.7 0
: 812 | 5.55396 2.12599 0.0108102 0.00101416 81665.7 1
: 813 | 5.56335 2.31764 0.011103 0.00116158 80471.1 2
: 814 | 5.37783 2.18668 0.0112299 0.00105673 78638.1 3
: 815 | 5.29188 2.02499 0.011319 0.00130108 79857.1 4
: 816 Minimum Test error found - save the configuration
: 816 | 5.2951 1.87164 0.011619 0.00114192 76357.1 0
: 817 Minimum Test error found - save the configuration
: 817 | 5.3084 1.84723 0.011397 0.00110733 77748.3 0
: 818 | 5.18511 2.36969 0.0108208 0.00111674 82439.5 1
: 819 | 5.25681 2.2442 0.0111311 0.00102084 79127.3 2
: 820 | 4.97016 2.35432 0.0112521 0.0011164 78928.6 3
: 821 | 5.09165 2.22104 0.0106605 0.00100491 82853.8 4
: 822 Minimum Test error found - save the configuration
: 822 | 5.01504 1.83202 0.0107726 0.00116189 83240.4 0
: 823 | 4.84695 1.88477 0.0106338 0.00100783 83108.2 1
: 824 | 4.77677 1.89256 0.0126616 0.00102425 68744.2 2
: 825 | 4.70274 2.07125 0.0108137 0.00122246 83409.3 3
: 826 | 4.65906 2.2325 0.0110143 0.00102426 80079.5 4
: 827 | 4.61653 1.84392 0.0107014 0.00104108 82813.2 5
: 828 | 4.55371 2.09247 0.0110062 0.00102109 80119 6
: 829 | 4.4021 2.06863 0.010936 0.0010103 80598.5 7
: 830 | 4.48041 2.24744 0.0106468 0.00102623 83155.4 8
: 831 | 4.5986 2.11437 0.0121853 0.00145706 74569.6 9
: 832 | 4.47448 2.61745 0.0117776 0.0010384 74493.2 10
: 833 | 4.35557 2.36983 0.0107608 0.0010618 82482.4 11
: 834 | 4.25402 1.92418 0.0110329 0.00111049 80625.6 12
: 835 | 4.16398 2.25768 0.0117373 0.00110442 75238.5 13
: 836 | 4.30026 2.40185 0.0114233 0.00117258 78043.4 14
: 837 | 4.11187 2.0791 0.0110254 0.00112473 80802.3 15
: 838 | 4.17514 2.58947 0.0121006 0.00173434 77173.4 16
: 839 | 4.27406 2.30387 0.0164863 0.00174662 54275.2 17
: 840 | 3.96948 2.46727 0.0165372 0.00177245 54183.1 18
: 841 | 3.93653 2.25353 0.0150019 0.00109306 57517.2 19
: 842 | 3.88657 2.50984 0.0116637 0.00107661 75563.8 20
: 843 | 3.94508 2.33732 0.0109754 0.00101036 80280.8 21
:
: Elapsed time for training with 1000 events: 9.95 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: 0.0118 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: 0.929 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.173 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= 3.31732e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09207e+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: 0.0495 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: 0.0423 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: 0.00162 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: 0.106 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: 1.01 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: 0.0226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00387 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: 0.0399 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00464 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: 0.00256 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000392 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: 0.148 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0177 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: 1.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.115 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.367 0.432 5.67 1.59 | 3.225 3.221
: 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 : 0.253 0.446 2.08 1.16 | 3.348 3.333
: 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.