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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
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:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
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:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.318 sec
: Elapsed time for training with 1000 events: 0.322 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00424 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: 0.000833 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00408 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: 0.000215 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000437 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 = 31487.1
: --------------------------------------------------------------
: 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 | 33033.9 31111.8 0.0130053 0.00108585 67117.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32529.2 30509.7 0.010433 0.00104633 85227.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31770.2 29793.8 0.0106003 0.00110206 84226.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 30963.7 29097.9 0.0110157 0.00114913 81081.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30167.7 28306.6 0.0108064 0.00109919 82413.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29318.3 27365.2 0.010695 0.00106958 83113.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28625.8 26839.2 0.0106574 0.00112239 83901.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28209.4 26488.3 0.0111227 0.00127825 81264.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27871.1 26173.4 0.0109174 0.0010315 80923.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27554.6 25884.1 0.0103095 0.001032 86230.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27258 25608.9 0.0102962 0.00103108 86345.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 26974.6 25343 0.0106486 0.0010764 83575.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26705.3 25080.2 0.0107422 0.00104914 82533.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26433.4 24833.2 0.0107191 0.00113257 83450.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26175.3 24590.4 0.0109554 0.00104454 80719.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25923.5 24350.6 0.0110588 0.00104895 79921.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25675.8 24115.3 0.0118037 0.00118465 75336.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25434.1 23882.7 0.01094 0.00103419 80760.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25193.6 23656.9 0.0108112 0.00130988 84198.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24959.5 23433.9 0.0108132 0.00105512 81983.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24726.6 23217.2 0.0103862 0.00101921 85406 0
: 22 Minimum Test error found - save the configuration
: 22 | 24500.1 23001.6 0.0160185 0.00178152 56191.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24277.3 22786.9 0.0165513 0.00179572 54216.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24053.6 22578.8 0.0165562 0.00179105 54181.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23837.1 22370.6 0.0113625 0.00103251 77444.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23622.8 22163.9 0.0103277 0.00101699 85922.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23409 21961.4 0.0102701 0.00101067 86398.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23196.1 21765.4 0.0103666 0.00101347 85533 0
: 29 Minimum Test error found - save the configuration
: 29 | 22991.1 21567.9 0.0104526 0.00110541 85587.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22784.9 21374 0.010453 0.00104703 85052.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22582.2 21182.2 0.0104525 0.00105047 85088.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22382.3 20991.6 0.0106112 0.00105864 83746.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22181.9 20806.2 0.0107837 0.00105401 82222.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21985.4 20622.9 0.0104634 0.00103749 84872.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21794.5 20436.8 0.0104267 0.00102318 85075 0
: 36 Minimum Test error found - save the configuration
: 36 | 21600.8 20255.3 0.0104165 0.00102347 85169.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21411.1 20075.4 0.0112146 0.00104202 78642.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21221.3 19900.2 0.0104971 0.00103318 84531.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21038.5 19722 0.0109516 0.00106136 80887.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20850.7 19551.2 0.0104527 0.00102664 84871.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20670.1 19379.7 0.0106997 0.00107039 83079.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20491 19208.2 0.0122394 0.00105487 71527.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20313.1 19037.8 0.0109748 0.0010493 80600.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20134.2 18872.5 0.0109205 0.00110287 81485.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 19959.6 18708.5 0.0104661 0.00104145 84883.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19787.5 18544.7 0.0108127 0.00102057 81698 0
: 47 Minimum Test error found - save the configuration
: 47 | 19615.5 18383.7 0.0105185 0.0010435 84432.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19445.7 18224.7 0.010473 0.00102614 84683.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19277.6 18067.4 0.0104752 0.00102608 84663.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19111.5 17911.6 0.0104711 0.00103215 84755.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18947.6 17756.4 0.0104883 0.00103119 84592.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18782.9 17605.3 0.0105996 0.00104574 83735.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18623.6 17452.7 0.0105458 0.00104882 84237.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18463.2 17302.8 0.0104423 0.00104728 85151.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18304.5 17155.3 0.0104364 0.00105754 85298.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18150.7 17005.3 0.0105681 0.00107865 84303.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17992.4 16861.6 0.0104756 0.00106985 85054.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17839.3 16718.4 0.0105086 0.00104831 84563.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17687.7 16573.8 0.010554 0.00112347 84830.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17532.1 16417.8 0.0109806 0.00108097 80811.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17365.7 16271.8 0.0107925 0.00109236 82472.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17228.7 16117.8 0.0107563 0.00112158 83033.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17065.8 15992.2 0.0104611 0.00103777 84895.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16917.1 15834.1 0.0104678 0.0010487 84934.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16768 15681.2 0.0105716 0.00105775 84088.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16607.2 15548.2 0.0105701 0.00108559 84348.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16458.7 15392 0.0105552 0.00105835 84238.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16310.4 15257.2 0.0105183 0.00104427 84441.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16164.2 15109.2 0.0106394 0.00106032 83515.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16017.1 14968.8 0.0106755 0.0010801 83373.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15871.4 14832.8 0.010882 0.00114477 82159.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15728.7 14694.2 0.0121762 0.0018196 77245.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15585.3 14560.7 0.0147891 0.00130034 59308.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15444.6 14427.2 0.0124335 0.00131373 71943.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15305.3 14294.4 0.0117432 0.00124089 76173.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15165.2 14163.8 0.0147563 0.00160982 60853 0
: 77 Minimum Test error found - save the configuration
: 77 | 15028.6 14033.7 0.0128911 0.00165432 71194.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14891.9 13906.1 0.0165181 0.00178091 54284.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14758 13779.8 0.0146404 0.00113849 59250.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14626.4 13650.8 0.0159924 0.00173676 56118 0
: 81 Minimum Test error found - save the configuration
: 81 | 14490.4 13529.2 0.0143263 0.00110458 60506.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14361.6 13404.9 0.0109438 0.00116537 81812.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14232.6 13282.4 0.0107908 0.0011018 82567.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14103.4 13161.7 0.0115173 0.00122674 77741.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13976.1 13042.1 0.0114807 0.00114007 77364.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13850.2 12922.9 0.0113017 0.0010803 78267.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13725.9 12804.9 0.0106355 0.00107981 83720.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13602.6 12687.4 0.0105593 0.00105036 84131.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13479.6 12571.8 0.0106113 0.00107456 83886.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13356.7 12459.4 0.0106828 0.00107302 83248.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13238.9 12344.1 0.0106886 0.00106417 83122.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13117.6 12232.8 0.0107329 0.00107547 82837.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 13000.2 12121.5 0.0108295 0.00109689 82197.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12882.1 12012.9 0.010643 0.00106986 83567.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12766.6 11903.7 0.0108326 0.0010962 82166.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12653.4 11792.9 0.0109592 0.00114723 81532.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12537 11686.6 0.0108514 0.0011253 82252.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12426.1 11578.2 0.0106965 0.00107414 83139.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12311 11475.3 0.0106788 0.00106972 83254.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12202.1 11369.9 0.0108006 0.00107494 82256.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12091.9 11265.7 0.0107237 0.00108263 82978.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11982.1 11163.6 0.0109875 0.00113161 81169.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11874 11062.4 0.0107513 0.00109122 82815.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11767.1 10961.7 0.0108153 0.00106952 82086.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11660.2 10862.9 0.0106983 0.00106531 83048.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11555.6 10764.1 0.012323 0.00114585 71574.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11452.4 10664.3 0.0108522 0.00114176 82385.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11347 10568.4 0.0108889 0.00110094 81732.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11245.7 10471.6 0.010822 0.00108648 82173.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11143.1 10376.9 0.0107866 0.00107909 82410.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11042.3 10283.1 0.0107722 0.00108161 82554.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10944 10188.1 0.0108455 0.00106965 81834.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10843.1 10096.5 0.0106792 0.00107115 83263.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10745.5 10005.4 0.0106371 0.00107764 83687.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10649.1 9913.14 0.0109324 0.00109693 81338.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10553 9821.48 0.0108794 0.00112034 81974.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10456.3 9732.61 0.0107649 0.00108922 82681.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10360.9 9644.98 0.0107783 0.00108962 82570.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10267.8 9557.49 0.0109006 0.00109178 81559.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10174.8 9470.28 0.0108154 0.00109403 82293.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10082.8 9383.28 0.0108738 0.00113673 82160.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9990.59 9298.46 0.010936 0.0011057 81381.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9901.16 9212.35 0.0110326 0.00109143 80473.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9810.66 9127.9 0.0109774 0.00109683 80966.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9721.67 9044.19 0.011011 0.00111778 80863.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9633.1 8961.6 0.0110323 0.00112114 80717.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9545.63 8879.68 0.0114151 0.00132792 79308.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9458.83 8798.57 0.0111003 0.00113514 80279.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9372.51 8718.82 0.0109933 0.0011967 81661.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9288.52 8637.76 0.0112439 0.00110691 78918.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9203.31 8558.53 0.0109637 0.00109073 81029 0
: 132 Minimum Test error found - save the configuration
: 132 | 9119.74 8479.75 0.0109994 0.00111927 80970.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9034.69 8404.99 0.010975 0.00113666 81314.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8955.44 8326.12 0.0108801 0.0010976 81778.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8872.22 8250.51 0.0109648 0.00112841 81331 0
: 136 Minimum Test error found - save the configuration
: 136 | 8793.08 8173.17 0.0111473 0.0012239 80617.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8711.84 8098.47 0.0113139 0.00110827 78388.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8632.55 8024.09 0.0109893 0.00110148 80907.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8552.68 7952.4 0.0124352 0.00111138 70647.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8477.11 7877.31 0.0110613 0.00112758 80533.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8398.07 7805.68 0.0114045 0.00116218 78107.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8322.33 7733.4 0.0112548 0.00111095 78865.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8245.21 7663.56 0.0108026 0.00108704 82342.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8171.31 7592.31 0.010849 0.00109055 81980.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8096.7 7521.43 0.0112143 0.00142357 81710.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8021.79 7452.7 0.0125768 0.00114532 69982 0
: 147 Minimum Test error found - save the configuration
: 147 | 7948.91 7384.01 0.0107719 0.00108179 82558.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7876 7316.09 0.0111405 0.00112959 79912.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7805.39 7247.02 0.0128045 0.00114169 68594 0
: 150 Minimum Test error found - save the configuration
: 150 | 7733.14 7179.85 0.0154563 0.00167054 58031.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7661.65 7114.65 0.0156327 0.0018238 57933.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7592.13 7048.9 0.0155978 0.00159824 57144.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7521.98 6984.9 0.0138402 0.00168408 65810.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7455.24 6918.22 0.0150354 0.00171615 60063.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7385.64 6854.46 0.0150776 0.00133086 58195.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7317.82 6791.54 0.0114521 0.00114369 77606.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7250.9 6728.93 0.0115393 0.00111981 76778.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7184.19 6667.03 0.0119223 0.00110943 73985.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7119.02 6605.05 0.0114184 0.00110065 77536 0
: 160 Minimum Test error found - save the configuration
: 160 | 7053.67 6543.62 0.0117582 0.00141202 77323.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6989.34 6482.54 0.0111762 0.00108392 79268.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6925.31 6421.86 0.0128243 0.00126568 69212.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6860.02 6364.16 0.0116372 0.00112728 76118.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6798.77 6304.68 0.0107976 0.00108752 82388.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6735.68 6246.75 0.0108091 0.00109899 82388.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6674.35 6188.5 0.0113131 0.00126173 79591.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6612.7 6131.42 0.0110512 0.0010981 80377 0
: 168 Minimum Test error found - save the configuration
: 168 | 6552.52 6074.05 0.0107811 0.00107494 82421.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6491.43 6018.67 0.0108313 0.00107868 82029.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6433.1 5961.51 0.0115994 0.00153235 79467.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6372.95 5906.23 0.0112957 0.00109129 78397.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6313.52 5853.03 0.0106354 0.00106053 83551.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6257.45 5796.9 0.0107556 0.00107389 82630.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6198.35 5743.97 0.0107784 0.00110818 82727.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6142.05 5689.82 0.0116499 0.00143878 78346.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6085.19 5637.11 0.0110937 0.00109671 80024.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6029.35 5584.27 0.0118695 0.00109678 74261.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5973.61 5532.28 0.0107874 0.00107501 82369.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5917.89 5481.73 0.010725 0.00107257 82880.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5864.75 5429.61 0.0126199 0.00125956 70420.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5810.49 5378.2 0.0121234 0.00171186 76838.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5756.28 5328.5 0.0117298 0.00111029 75333.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5702.94 5279.35 0.0111322 0.0010931 79688.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5651.71 5228.72 0.011315 0.00109617 78286.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5597.79 5181.3 0.0134889 0.0015516 67016.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5547.13 5132.68 0.0118302 0.0011054 74593.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5495.76 5084.75 0.0111553 0.00114827 79943.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5445.4 5036.65 0.0107916 0.00107912 82368.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5394.38 4990.81 0.0134912 0.00170196 67858.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5344.25 4945.28 0.01615 0.00167967 55285.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5296.7 4897.65 0.016445 0.00179364 54602.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5246.24 4852.8 0.0165816 0.00175797 53967.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5198.83 4806.59 0.0128897 0.00110064 67859.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5150.91 4761.33 0.0132233 0.00110632 66023.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5102.68 4717.08 0.0107919 0.00106934 82283.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5055.15 4674.62 0.0124562 0.00111414 70534.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5010.03 4629.65 0.010791 0.00107015 82297.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4962.14 4587.71 0.0121151 0.00168998 76737.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4917.79 4544.52 0.0130427 0.00110934 67038.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4871.39 4502.64 0.0110072 0.00109328 80694.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4828.34 4458.55 0.0128993 0.00122312 68515.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4781.73 4418.36 0.0119038 0.00174787 78771.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4738.12 4377.38 0.0113867 0.00116494 78264.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4695.06 4336.55 0.0109681 0.00113559 81362.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4651.49 4295.79 0.0108676 0.00107745 81715 0
: 206 Minimum Test error found - save the configuration
: 206 | 4608.88 4255.69 0.0107778 0.00110849 82735.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4565.99 4216.25 0.0108379 0.0010669 81874.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4524.11 4177.19 0.0113765 0.00108529 77736.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4482.12 4138.76 0.0108058 0.00108154 82268.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4441.4 4100.23 0.0115022 0.00111345 77006.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4400.23 4062.48 0.0116401 0.00114191 76204 0
: 212 Minimum Test error found - save the configuration
: 212 | 4360.71 4023.88 0.0107401 0.00107557 82777.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4320.4 3986.04 0.0113091 0.00108173 78221.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4280.32 3948.62 0.0107962 0.00117442 83144.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4240.99 3911.97 0.0108255 0.00107457 82043.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4201.84 3875.91 0.0107735 0.00107353 82474.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4164.5 3838.69 0.0116579 0.0014142 78097.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4124.72 3804.04 0.0121554 0.00134462 74000.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4088.24 3767.77 0.0108268 0.00109898 82238.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4049.79 3733.5 0.0109844 0.00109641 80906.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4013.95 3697.95 0.0112103 0.00112857 79351.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3976.45 3663.56 0.0161449 0.00181108 55811.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3940.14 3629.74 0.0166922 0.00177386 53625.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3903.59 3596.54 0.0166513 0.00181462 53920.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3868.15 3563.92 0.0132612 0.00107596 65653.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3834.02 3529.85 0.0106457 0.00106366 83489.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3798.4 3496.58 0.0106204 0.00105989 83677.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3763.28 3465.02 0.0106449 0.00106797 83533.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3730.28 3431.97 0.0106747 0.00108216 83397.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3695.18 3401.27 0.010671 0.00106782 83306 0
: 231 Minimum Test error found - save the configuration
: 231 | 3662.15 3368.73 0.0107029 0.00106487 83004.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3628.75 3337.28 0.0107173 0.00107223 82944.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3595.21 3307.03 0.0106718 0.00106302 83257.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3563.07 3276.19 0.0106477 0.00105469 83393.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3530.73 3245.56 0.0106258 0.0010585 83617.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3498.71 3214.91 0.0107502 0.00107704 82703 0
: 237 Minimum Test error found - save the configuration
: 237 | 3466.48 3185.69 0.0108441 0.00109391 82049.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3435.24 3155.94 0.0107411 0.00107349 82750.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3403.85 3126.6 0.0108244 0.00108725 82160 0
: 240 Minimum Test error found - save the configuration
: 240 | 3374.06 3097 0.0107223 0.00106977 82880.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3342.64 3068.04 0.0111824 0.00108618 79237.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3312.03 3040.26 0.0108965 0.00111941 81824 0
: 243 Minimum Test error found - save the configuration
: 243 | 3281.52 3012.14 0.0109691 0.00107625 80866.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3252.65 2983.78 0.0108022 0.00110567 82503.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3223.35 2956.49 0.0106927 0.00107258 83159.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3192.95 2929.52 0.0108412 0.00120328 83005.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3165.09 2901.38 0.0108767 0.00108379 81692 0
: 248 Minimum Test error found - save the configuration
: 248 | 3135.9 2874.77 0.0107187 0.00106877 82902.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3107.91 2847.38 0.0106906 0.00106915 83147.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3078.69 2821.79 0.0112382 0.00109242 78850.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3051.11 2795.91 0.0113619 0.00109769 77940.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3024.05 2769.48 0.0119398 0.00120752 74541.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2995.83 2744.41 0.0111116 0.00136489 82078.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2969.29 2718.48 0.0119835 0.0011234 73664.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2942.24 2693.47 0.0118602 0.00122032 75188.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2915.61 2668.16 0.0110004 0.00108734 80701.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2888.74 2643.84 0.0107561 0.00108293 82702.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2862.95 2619.32 0.0107266 0.0010688 82834.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2837.16 2595.03 0.0107423 0.00108254 82817.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2811.26 2571.43 0.010734 0.00107793 82849.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2786.44 2546.44 0.0109564 0.00108094 81008.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2760.44 2523.4 0.0108555 0.00108339 81865.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2736.05 2499.78 0.0106871 0.00106611 83151.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2710.76 2477.43 0.0106762 0.00106973 83276.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2686.34 2454.74 0.0115153 0.00152965 80115.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2662.15 2432.44 0.011694 0.00108267 75391.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2638.36 2409.57 0.0108685 0.00107767 81708.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2614.61 2386.94 0.0108878 0.00121043 82667.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2590.01 2365.92 0.010844 0.00107346 81879.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2567.2 2344.02 0.0107306 0.00106908 82802.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2544.18 2321.97 0.0109575 0.0010713 80921 0
: 272 Minimum Test error found - save the configuration
: 272 | 2521.02 2300.07 0.0107222 0.0010645 82835.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2497.85 2279.11 0.0106886 0.00105925 83079.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2475.15 2258.49 0.0106828 0.00106716 83197.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2452.59 2238.59 0.0110101 0.00116899 81291.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2430.79 2217.66 0.0110886 0.00111489 80211.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2408.68 2196.82 0.0114001 0.00110584 77713.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2386.63 2176.52 0.0108195 0.00108871 82213.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2364.39 2157.33 0.0108465 0.0010854 81958.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2343.09 2138.02 0.0108181 0.00108824 82220.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2322.05 2118.14 0.0109114 0.00109117 81464.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2301.45 2098.95 0.0109547 0.00110873 81251.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2279.53 2079.17 0.0111268 0.00113501 80066.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2259.06 2059.86 0.011039 0.00113794 80799.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2237.96 2041.18 0.0110318 0.00117184 81136.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2217.97 2021.82 0.0110243 0.00110624 80661.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2197.05 2003.79 0.0109882 0.00114475 81272.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2177.57 1984.73 0.0109137 0.00110695 81576.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2157.15 1966.48 0.0112272 0.00110865 79062.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2136.83 1949.2 0.0110177 0.00118642 81372.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2118.12 1931.01 0.0109397 0.00112404 81502.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2097.85 1913.74 0.0109186 0.00109569 81442 0
: 293 Minimum Test error found - save the configuration
: 293 | 2079.12 1895.71 0.0109916 0.00112896 81114.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2059.11 1878.93 0.0112901 0.00109622 78478.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2040.69 1861.59 0.0108466 0.00109892 82071.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2021.76 1844.23 0.0113036 0.00118816 79087.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2002.79 1827.65 0.0118247 0.00110161 74605.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1984.77 1810.24 0.0108179 0.00111823 82477.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1966.06 1793.52 0.0111945 0.00149535 82481.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1947.3 1777.64 0.0113526 0.00111145 78116.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1929.75 1761.11 0.0114171 0.00116947 78066.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1911.03 1745.62 0.0110952 0.00110438 80073.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.26 1729.07 0.0113472 0.00112261 78243 0
: 304 Minimum Test error found - save the configuration
: 304 | 1876.18 1713.18 0.0119753 0.00157061 76888.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1858.29 1697.83 0.0112906 0.00111434 78614.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1841.41 1682.11 0.0110512 0.00111556 80518.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1823.83 1666.63 0.0109987 0.00111062 80905.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1806.48 1651.98 0.0110853 0.00110719 80175.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1790.14 1636.6 0.010968 0.0011117 81166.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1772.99 1621.49 0.0108828 0.00109131 81703.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1756.35 1606.82 0.0108865 0.00109711 81721.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1739.95 1592.07 0.0115193 0.00111115 76863 0
: 313 Minimum Test error found - save the configuration
: 313 | 1722.87 1577.95 0.0109696 0.00110575 81104.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.75 1562.73 0.0111836 0.00112294 79517.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1690.58 1548.81 0.0111531 0.00113869 79884.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1674.74 1534.83 0.0111773 0.00120005 80182.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.02 1520.68 0.0113726 0.00111598 77998.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1643.13 1506.89 0.0110221 0.00112025 80792.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1627.74 1492.9 0.0110946 0.00117919 80682.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1612.01 1479.29 0.0144381 0.00172258 62915.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1596.83 1465.53 0.0124079 0.00156092 73753.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1581.37 1452.57 0.0146951 0.00140083 60176.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1566.65 1439.49 0.0141462 0.00185012 65061.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.75 1425.7 0.0168587 0.00185776 53329.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1536.48 1412.85 0.0126065 0.00112965 69705.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1522.41 1399.26 0.0107832 0.0010772 82423.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1507.19 1386.48 0.0107413 0.00108024 82806.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1492.78 1374.12 0.0107313 0.00106919 82797.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1478.67 1361.37 0.0107256 0.00107079 82860.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.22 1349.06 0.0107272 0.00106536 82800 0
: 331 Minimum Test error found - save the configuration
: 331 | 1450.93 1335.96 0.0107299 0.00107501 82859.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1436.28 1323.89 0.0115231 0.00121909 77639.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1422.49 1311.61 0.0110723 0.00111215 80320.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1408.8 1299.43 0.0110395 0.00110791 80551.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1395.3 1287.61 0.0108998 0.00109991 81633.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1381.7 1275.84 0.0112603 0.00135541 80767.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1368.85 1263.38 0.0113684 0.00113224 78154.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1355.41 1251.9 0.0111337 0.00114063 80055.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.11 1240.82 0.0110224 0.00110938 80702.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.55 1229.34 0.0110407 0.00108737 80375.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1317.18 1217.16 0.0108028 0.00108881 82355.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1303.9 1206.23 0.0108206 0.00107725 82107.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.27 1195.14 0.0110467 0.00107372 80217.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1279.2 1183.24 0.0110344 0.00107424 80319.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.45 1172.46 0.0107666 0.00108049 82592.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1253.87 1161.76 0.0109823 0.00107944 80784.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242.34 1150.74 0.0107372 0.00107212 82772.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.21 1139.81 0.0107171 0.00106653 82896.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.31 1129.16 0.010702 0.00106626 83023.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.41 1118.44 0.0110268 0.00109866 80578.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.71 1108.4 0.0109583 0.00110829 81218.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.7 1097.27 0.0107326 0.00107763 82858.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1171.53 1087.17 0.0109973 0.00108467 80704.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.47 1077.29 0.010758 0.00107337 82605.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1149.18 1067.15 0.0107399 0.00106881 82720.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.14 1056.99 0.0109893 0.00107748 80711.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1126.74 1046.88 0.010815 0.00107996 82177.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1115.81 1037.22 0.0107769 0.00107645 82470.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.61 1027.89 0.0109339 0.00110399 81384.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1093.9 1018.29 0.0108671 0.00114078 82251.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.83 1008.02 0.0108901 0.0010883 81617.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.35 998.179 0.0107892 0.0011052 82610.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.57 988.66 0.0121943 0.00162638 75700.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1052.22 979.347 0.0114072 0.00108422 77496.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.91 970.035 0.0107732 0.00108421 82568.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.03 960.596 0.0125427 0.00113814 70147.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.96 951.57 0.0110238 0.00109825 80600 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.13 942.168 0.0110421 0.00114605 80840.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.07 933.614 0.0110865 0.00112494 80308.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.267 924.062 0.0121575 0.00153353 75301.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.907 915.576 0.0112569 0.00112498 78958.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.695 907.078 0.011426 0.00108632 77372 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.376 898.101 0.0107684 0.00107544 82534.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.963 889.513 0.0107929 0.00107332 82307.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.641 880.591 0.0108108 0.0010748 82169.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.988 872.234 0.0111387 0.00108193 79548.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.206 863.457 0.0107562 0.00107474 82632.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.605 855.235 0.0107205 0.00106983 82895.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.699 847.403 0.0107802 0.00108201 82489.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.772 838.992 0.0114098 0.00108877 77511.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.768 831.176 0.011308 0.00108526 78257.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 880.846 822.968 0.01117 0.00117221 80017.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.288 814.816 0.0109695 0.00107903 80885.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.964 806.082 0.0113032 0.00136511 80498.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.708 799.064 0.011225 0.00115769 79464.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.66 790.831 0.0114139 0.00116306 78042.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.159 783.228 0.0114921 0.00109502 76944.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.947 775.547 0.011108 0.00109942 79931.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.454 767.829 0.010923 0.00107951 81271.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.154 760.428 0.0107964 0.00108075 82341.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.499 752.521 0.0114005 0.00109031 77593.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.511 744.744 0.0107545 0.00108508 82735 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.026 737.657 0.0107624 0.00107076 82545.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.38 730.471 0.0107176 0.00106727 82898.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.673 723.088 0.0107468 0.00107375 82704 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.654 715.746 0.0107716 0.00107337 82489.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.915 708.927 0.0107685 0.00109103 82665.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.561 701.486 0.0129045 0.00184106 72310.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.981 694.236 0.0147497 0.00181807 61863.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.469 687.26 0.0110301 0.00109589 80529.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.125 680.245 0.0111459 0.00108669 79529.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.365 673.656 0.0110422 0.00108335 80330.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.474 666.537 0.0109541 0.00107454 80975.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.149 659.803 0.010791 0.00107035 82298.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.864 654.038 0.0108715 0.00113389 82155.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.159 646.665 0.0110325 0.00110884 80615.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.002 640.193 0.0117364 0.0011478 75553.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.023 633.619 0.0110377 0.00113487 80785 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.297 627.042 0.0109734 0.00116505 81563.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.391 620.649 0.0108196 0.00108166 82153 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.574 614.16 0.0110576 0.00108269 80201.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.122 608.447 0.0109069 0.00113741 81887.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.344 601.93 0.0107839 0.001103 82636.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.921 595.182 0.0121964 0.00128418 73312.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.162 589.108 0.0145398 0.00178108 62702.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.768 582.891 0.013744 0.00112663 63404.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.564 576.736 0.0121592 0.00120463 73029 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.912 571.04 0.0126332 0.00113141 69554.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.646 565.369 0.0109652 0.00111758 81237.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.637 559.108 0.0109704 0.00115627 81515.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.409 553.673 0.0110964 0.00108869 79938.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.379 547.535 0.0118379 0.00113869 74771.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.212 542.158 0.0114977 0.00149265 79959.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.199 536.284 0.0108473 0.0010822 81924.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.323 530.106 0.0108195 0.00109659 82280 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.232 525.122 0.0109005 0.00107967 81459.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.677 520.164 0.0107569 0.0010777 82651.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 552.268 513.772 0.0109681 0.00108428 80940.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.909 508.579 0.0113409 0.00110014 78119.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.368 503.333 0.0108391 0.00109273 82081.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.955 498.517 0.0107601 0.00108467 82684.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.363 492.985 0.0109572 0.00111804 81307.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.797 487.293 0.0108577 0.00109125 81913.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.641 481.962 0.0112615 0.00111407 78837.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.015 477.736 0.0123531 0.00114505 71377.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.86 471.933 0.0118226 0.00182431 80013.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.139 467.008 0.0122899 0.00133599 73033.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.485 462.008 0.0108506 0.001085 81920.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.105 456.698 0.0109584 0.00111647 81284.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.631 451.959 0.0109481 0.0010951 81193.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.783 446.666 0.0109681 0.00110476 81108.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.511 442.141 0.0108281 0.00108198 82084.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.606 437.588 0.0108747 0.00108712 81736.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.848 432.382 0.0109015 0.00109082 81543.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.719 428.138 0.0109878 0.00113107 81162.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.061 423.46 0.0109746 0.00111604 81147.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.342 418.704 0.0109974 0.00110258 80850.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.712 414.153 0.0109184 0.00109936 81474.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.786 409.474 0.0112929 0.00116438 78984.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.255 405.035 0.0110112 0.00112868 80950.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.397 400.425 0.0112454 0.00112415 79041.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.951 396.395 0.0123504 0.00168079 74979.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.404 391.959 0.0113198 0.0011456 78630.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.333 388.09 0.0116315 0.00112363 76133.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.768 383.882 0.0124171 0.00111382 70776.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.404 379.268 0.0113334 0.00122877 79172 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.844 375.141 0.0127655 0.00114574 68848.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.736 371.059 0.0110833 0.00114575 80502.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.355 366.625 0.0110059 0.00117519 81378 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.032 363.138 0.012392 0.00109849 70837 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.149 358.925 0.0110508 0.001078 80218.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.337 355.329 0.0124548 0.00115716 70811.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.615 350.593 0.0121307 0.00172103 76851.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.862 346.7 0.0153714 0.00128768 56803.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.818 342.797 0.0140431 0.00143822 63467.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.758 339.467 0.0154454 0.00184246 58810.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.954 335.359 0.015724 0.00184286 57632.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.102 331.668 0.016104 0.00146619 54652.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.237 327.61 0.0146562 0.00142004 60440.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.178 324.588 0.011711 0.00114143 75689.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.706 320.651 0.0111777 0.00111006 79462.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.741 317.868 0.0116185 0.00109984 76055.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.085 313.422 0.0108987 0.0011402 81980.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.745 309.864 0.0109305 0.00109381 81328.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.914 306.519 0.0121013 0.00115032 73052.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.179 303.074 0.0119419 0.00113657 74037.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.546 299.349 0.0111812 0.00113677 79646.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.153 296.114 0.0136216 0.00114242 64107 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.599 292.432 0.0114186 0.00136847 79600.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.223 289.12 0.0117763 0.00130125 76371.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.91 287.165 0.0112966 0.00111224 78552 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.926 283.107 0.0116495 0.00127865 77139.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.941 279.159 0.0120343 0.00123806 74100.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.61 276.192 0.0119476 0.00125045 74786 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.184 273.026 0.0114662 0.00117097 77705.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.99 270.467 0.0119123 0.00112694 74174.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.769 267.491 0.0127525 0.00118821 69178.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.607 263.759 0.0114152 0.00120027 78316.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.559 260.725 0.0113183 0.00112846 78509.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.469 258.18 0.0132077 0.00133098 67358.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.635 255.041 0.0118738 0.00126236 75390.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.182 251.781 0.0112519 0.00126574 80110.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.111 249.133 0.011014 0.00113252 80959.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.021 246.006 0.0114697 0.00140045 79450.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.986 243.418 0.0136647 0.00119533 64157.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.105 240.526 0.0119317 0.00114157 74142.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.315 237.597 0.0118541 0.0011193 74524.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.459 234.988 0.0112577 0.001112 78851 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.498 232.525 0.0121386 0.00114862 72793.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.756 230.378 0.0110638 0.00109398 80242.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.823 226.88 0.0110153 0.00108964 80599.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.172 224.257 0.0109664 0.00111183 81180.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.535 221.701 0.0112033 0.00117659 79786.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.739 219.395 0.0110609 0.0011083 80380.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.214 217.134 0.0109661 0.00108383 80953.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.32 214.593 0.0110763 0.0010925 80129.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.991 211.428 0.0110278 0.00114251 80928.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.034 208.826 0.0116474 0.0013274 77519.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.561 206.653 0.012558 0.00176504 74122.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.786 204.728 0.0131984 0.00129124 67186.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.729 201.989 0.0152788 0.00180911 59392.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.919 200.047 0.0166827 0.00184493 53916.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.652 197.978 0.0118825 0.0011251 74367.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.262 195.119 0.0108525 0.0010842 81897.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.74 192.919 0.0110034 0.00107864 80606.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.214 191.287 0.010758 0.00107865 82650.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.86 188.465 0.010702 0.00106211 82988.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.764 186.792 0.0126217 0.00117711 69902.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.374 184.277 0.010834 0.00107568 81981.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.046 182.149 0.0107535 0.00107568 82663.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.561 179.964 0.0116118 0.00111712 76228.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.324 177.834 0.0107457 0.00107193 82698 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.044 176.047 0.0107327 0.00107091 82800.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.823 174.036 0.0108608 0.00118278 82661.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.802 171.877 0.0109358 0.00109917 81328.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.608 170.436 0.0108683 0.00108875 81803.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.661 168.744 0.0108058 0.00110145 82437.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.7 165.693 0.0108644 0.00110694 81988.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.449 164.286 0.0108955 0.00108782 81569 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.2 162.346 0.0112991 0.00110433 78471.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.066 160.263 0.0131581 0.00173747 70048.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.085 157.73 0.0143753 0.00112423 60372.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.114 156.453 0.0110014 0.00110599 80845.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.222 154.128 0.0117783 0.00112785 75114.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.206 153.346 0.0120653 0.00121475 73729 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.023 151.259 0.0122033 0.00110716 72097.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.157 149.855 0.0110302 0.00109631 80532.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.989 147.695 0.0115115 0.00134784 78711.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.098 146.252 0.0114118 0.00109862 77570.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.522 143.666 0.0108334 0.00108232 82042.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.103 142.194 0.0107517 0.00107997 82715.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.532 140.94 0.0109804 0.00112575 81179.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.576 139.273 0.0117678 0.00111809 75119.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.996 137.414 0.0148049 0.00176183 61335.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.234 136.531 0.0158009 0.00169534 56715.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.314 133.72 0.0158493 0.00166665 56407.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.526 132.695 0.0165213 0.00181733 54407.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.916 131.197 0.0169285 0.00185445 53071.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.014 130.233 0.0168527 0.00178668 53099.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.432 129.465 0.0168585 0.00180734 53151.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.602 126.997 0.0121148 0.00114788 72946.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.732 125.632 0.0112711 0.00109391 78606.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.179 125.219 0.0113235 0.00142306 80804.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.651 122.863 0.0115454 0.00109904 76582 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.933 122.623 0.0117505 0.0011077 75168.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.351 121.414 0.0107409 0.00107399 82756.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.827 119.199 0.0109059 0.00108372 81448.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.262 117.701 0.0113708 0.0014797 80881.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.511 116.955 0.0165003 0.00181397 54472.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.874 115.236 0.011095 0.00110552 80084.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.499 114.143 0.0127475 0.00175935 72805.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.088 112.879 0.0120102 0.0012717 74498.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.58 110.993 0.0117838 0.00172776 79554.5 0
: 564 | 123.035 111.402 0.0129456 0.00164119 70768.7 1
: 565 Minimum Test error found - save the configuration
: 565 | 121.763 108.705 0.0163479 0.00176781 54869.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.251 108.085 0.0167501 0.00181448 53563.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.723 106.403 0.0146248 0.00115323 59384.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.158 104.735 0.0121098 0.00113093 72867.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.959 104.728 0.0142278 0.00180313 64388 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.61 103.582 0.0168906 0.00181789 53076.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.175 101.422 0.0133678 0.0011403 65426.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.783 100.339 0.0138792 0.0011633 62913.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.738 99.595 0.0109926 0.00109601 80835.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.326 99.3027 0.0120712 0.00112806 73105.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.789 97.5869 0.0144362 0.00182825 63452.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.574 95.7437 0.0164683 0.00188333 54851.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.459 94.4991 0.0166981 0.00185034 53880.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.105 93.7705 0.0172935 0.0018819 51908.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.895 93.5745 0.0174848 0.00189387 51311.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.547 91.8663 0.0166201 0.00121725 51938.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.333 90.1161 0.0154963 0.00123117 56081 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.4512 87.9985 0.0132464 0.0018281 70063.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.8993 87.2589 0.0153737 0.00181172 58988.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.6554 86.4182 0.0160696 0.00186031 56301.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.457 85.3216 0.0159396 0.00171367 56235.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5149 85.1069 0.017083 0.00189213 52663.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.3976 84.3138 0.0174661 0.00191822 51453.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.1457 82.5287 0.012055 0.00179974 78009.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.1914 80.9914 0.0147192 0.00133191 59758.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1813 80.4083 0.013488 0.00114172 64796.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8036 79.644 0.0110471 0.00110213 80442.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.8176 78.5826 0.0109845 0.00110101 80943 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.9297 77.9925 0.0108809 0.00108762 81688.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.9672 76.2646 0.0143444 0.00118162 60777.7 0
: 595 | 84.6478 76.2694 0.0108973 0.00103483 81115.6 1
: 596 Minimum Test error found - save the configuration
: 596 | 83.9424 75.2901 0.0110214 0.00120326 81481.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.0602 74.0023 0.0108702 0.00108049 81718.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.8025 72.8634 0.0107299 0.0010555 82692.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.6831 71.9487 0.0107025 0.0010689 83042.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7662 70.9327 0.0108457 0.00107301 81861 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.0469 70.4768 0.0110482 0.00107537 80217.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0615 68.9587 0.0110846 0.00107054 79887.4 0
: 603 | 76.8466 69.4658 0.0108126 0.00107332 82141.8 1
: 604 Minimum Test error found - save the configuration
: 604 | 76.1693 67.4995 0.010849 0.00108345 81921 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.2987 66.4505 0.0120852 0.00117472 73323.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.2123 65.692 0.0117052 0.00109216 75379 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.3331 64.5355 0.0110923 0.00115131 80474.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6928 63.7792 0.0116254 0.00109089 75940.6 0
: 609 | 71.7403 65.0233 0.010779 0.00106749 82376.8 1
: 610 Minimum Test error found - save the configuration
: 610 | 70.8582 62.6516 0.0130734 0.0011695 67204.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.9294 61.5263 0.0118703 0.00116604 74736.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.3026 60.8627 0.0135174 0.00151092 66630.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.2152 59.7492 0.0108138 0.00107939 82182.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.5069 59.6131 0.0110271 0.00108776 80488.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.7669 59.5215 0.0116507 0.0011316 76051.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.9482 58.2381 0.0113509 0.00109691 78018.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.5818 57.2489 0.0107471 0.00107074 82676.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3439 56.5602 0.0107772 0.00107665 82469.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.7396 55.998 0.0110554 0.00107988 80196.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.7075 54.8033 0.0110348 0.00107243 80302.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.9607 54.3445 0.0109898 0.00107918 80721.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.1043 53.4878 0.0107814 0.00107627 82430.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.5766 53.2063 0.0108772 0.00107437 81609.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.9764 52.1724 0.0108364 0.00107952 81993.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.9987 51.8671 0.0108598 0.00108124 81812.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.3469 51.3209 0.0108312 0.00108322 82068.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.6197 50.6156 0.0131063 0.0014063 68376.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.0167 49.8106 0.0108716 0.00108031 81705.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4568 48.7071 0.0108191 0.00107542 82104.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5569 48.6208 0.0121353 0.00163396 76180.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.9553 47.3045 0.0123419 0.00110913 71220 0
: 632 | 54.2773 47.9187 0.0116566 0.00104246 75371.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.7103 46.2328 0.010835 0.00108362 82040.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.0283 45.3303 0.0109938 0.00125026 82106.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.415 44.6304 0.0121151 0.00125446 73660.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.5901 44.1905 0.013325 0.00148117 67545.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.9734 43.7105 0.0109188 0.00109969 81473.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.3558 43.4186 0.0109412 0.00109613 81258.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.7658 42.2328 0.0108662 0.00107985 81746.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.3192 41.7222 0.0107743 0.00106621 82405.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.4988 41.6073 0.0107736 0.00107267 82466 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.8954 40.5146 0.0107827 0.00107039 82369.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3417 40.2373 0.0112361 0.0010914 78859.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.8658 39.9061 0.0112165 0.00108804 78985.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4972 39.3787 0.0109226 0.00110884 81518.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.7806 38.6868 0.0110977 0.00110762 80079.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.1748 37.6173 0.0118583 0.00111298 74451.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.6139 37.0506 0.0115281 0.00110298 76738 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.0793 36.8394 0.0110227 0.0011264 80838.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.5395 36.1971 0.0112966 0.00111132 78544.6 0
: 651 | 43.2462 36.7136 0.0114013 0.00129102 79127.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.7642 35.8277 0.0108952 0.00107263 81445.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.972 35.1863 0.0113835 0.00109117 77728 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.6766 34.7873 0.0107988 0.00106772 82210.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.229 34.1416 0.0107642 0.00106385 82471.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.545 32.9213 0.0114313 0.00146542 80274 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.0307 32.9169 0.011693 0.00118266 76115.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.6454 32.2964 0.0109501 0.00106498 80929.7 0
: 659 | 39.0166 32.4916 0.0109642 0.0011134 81211.8 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.5318 31.3298 0.0112135 0.00128767 80598.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.2882 31.149 0.0109436 0.00107216 81042.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.7004 30.4046 0.0113262 0.00108608 78123.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.2012 29.5025 0.0107912 0.00106736 82272.2 0
: 664 | 36.7729 29.5494 0.0110583 0.00134731 82381 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.2659 29.3461 0.0116737 0.00117892 76228.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1116 28.6266 0.0109209 0.00108881 81366.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.3534 28.3537 0.0111292 0.00132358 81585.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.8258 28.0269 0.0119688 0.00113535 73845.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.5665 27.1533 0.0130977 0.00115313 66976.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.0824 26.8563 0.011235 0.00111004 79012.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7699 26.7117 0.0125333 0.00175683 74235.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4432 26.2723 0.0111414 0.00110495 79709.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8032 25.6964 0.0109687 0.00114481 81434.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3716 25.0936 0.0111647 0.00110302 79509.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.0962 24.5088 0.0119022 0.00110769 74111.7 0
: 676 | 31.5774 24.684 0.0110495 0.00104253 79944 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.3738 24.1278 0.0115155 0.00142998 79321.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.9908 23.3217 0.0143213 0.00180077 63895.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.4571 23.0611 0.0151561 0.00171022 59497.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2176 22.7571 0.0166228 0.00180894 54003.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.7273 22.4272 0.0167683 0.00177591 53360.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.2049 21.6652 0.0119942 0.00109465 73397.4 0
: 683 | 28.9169 22.1396 0.010763 0.0010412 82288.9 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.6489 21.6351 0.0107412 0.00106818 82704.4 0
: 685 | 28.301 22.1059 0.0107548 0.00103225 82282.9 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.1541 20.9988 0.0107564 0.00106824 82575 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.5699 20.2841 0.0107544 0.00106504 82564.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.2601 19.6926 0.0107587 0.00107131 82581.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.8641 18.9662 0.0107566 0.00107388 82621.1 0
: 690 | 26.5109 19.0531 0.010748 0.00103023 82323.7 1
: 691 | 26.283 19.1652 0.0107561 0.00102997 82252.7 2
: 692 | 25.9979 19.2736 0.010724 0.00103312 82551.5 3
: 693 | 25.5148 19.239 0.0107006 0.00103138 82736.8 4
: 694 Minimum Test error found - save the configuration
: 694 | 25.1923 17.4938 0.0107612 0.00107632 82603 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9387 17.3542 0.0119045 0.00111229 74127.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.4082 16.8544 0.0108179 0.00107322 82096.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1427 16.8367 0.0125358 0.00158564 73058.5 0
: 698 | 23.78 17.0731 0.0141808 0.00111123 61210.8 1
: 699 | 23.4591 17.0411 0.0109819 0.00104669 80521.4 2
: 700 Minimum Test error found - save the configuration
: 700 | 23.2272 16.0429 0.0109696 0.00116412 81586.9 0
: 701 | 23.0879 16.0541 0.011644 0.00165037 80050.7 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.5398 15.9122 0.0111851 0.00110609 79372.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.147 15.3745 0.01089 0.0010859 81598.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.9202 14.9979 0.0150435 0.00171371 60015.8 0
: 705 | 21.825 15.091 0.0161017 0.00164332 55331.2 1
: 706 | 21.4136 15.0836 0.0145175 0.00139309 60955.2 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.2743 14.5785 0.0143128 0.00111668 60623.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.7848 14.0168 0.0108286 0.00108833 82133.5 0
: 709 | 20.6028 14.3569 0.0114812 0.00103977 76617.8 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.27 13.9491 0.0123452 0.00142756 73276.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.9609 13.4827 0.0111652 0.00110508 79522.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.7154 13.186 0.0109331 0.00108547 81238 0
: 713 | 19.4892 13.4128 0.0119895 0.00103854 73053.3 1
: 714 | 19.1513 13.5888 0.0112302 0.00107223 78755.6 2
: 715 Minimum Test error found - save the configuration
: 715 | 18.8901 12.4241 0.0109347 0.00109119 81271.6 0
: 716 | 18.7256 12.4819 0.0115939 0.00110955 76304.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.4318 11.7436 0.0119981 0.00109959 73404.7 0
: 718 | 18.0946 12.5118 0.010803 0.00103968 81939.2 1
: 719 | 17.856 12.0084 0.0107532 0.00103285 82301.4 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.6283 11.4173 0.0111203 0.00140213 82319.7 0
: 721 | 17.4384 11.5056 0.0113691 0.00108233 77769.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2294 11.2786 0.0107044 0.00107448 83074.5 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.0064 11.1545 0.0107618 0.00107005 82544.3 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.785 10.5661 0.0106818 0.00105652 83114.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.454 10.4457 0.0123291 0.00110014 71244.5 0
: 726 | 16.2103 10.5917 0.0107673 0.00103517 82201.9 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.0343 9.98487 0.010723 0.00106929 82870 0
: 728 | 15.9135 10.2345 0.010696 0.00102824 82749.7 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.702 9.63136 0.0114182 0.00114958 77906.9 0
: 730 | 15.5282 10.5405 0.012119 0.00107166 72415.7 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.3706 9.56719 0.0110095 0.00110757 80792.1 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.0297 8.82603 0.011472 0.00155414 80662.7 0
: 733 | 14.8637 8.98353 0.0118784 0.00109956 74219.2 1
: 734 | 14.6948 9.14433 0.011067 0.00106689 79999.3 2
: 735 | 14.4916 9.95459 0.0123008 0.00106686 71212.8 3
: 736 Minimum Test error found - save the configuration
: 736 | 14.4386 8.6755 0.0112645 0.00112038 78863.3 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.0859 8.37291 0.0111841 0.00110919 79405 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.7017 8.04736 0.0114432 0.00111973 77493.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.491 7.91787 0.0111702 0.00112299 79624.2 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.4012 7.74607 0.0113393 0.00111082 78212.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.3173 7.6495 0.0115865 0.00112609 76478.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.059 7.53565 0.0114999 0.00113578 77189.4 0
: 743 | 13.0479 8.49713 0.0129778 0.0016886 70864.2 1
: 744 | 12.8544 7.74896 0.0142678 0.00108613 60690.3 2
: 745 | 12.5515 7.59668 0.0111891 0.00107728 79115.6 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.4657 7.24202 0.0111304 0.0011183 79903.5 0
: 747 | 12.2227 7.25768 0.0110394 0.00105944 80160.4 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.1937 7.0214 0.0112359 0.00113651 79212.5 0
: 749 | 12.2324 7.09267 0.0131977 0.00153732 68608.4 1
: 750 | 11.8086 7.16831 0.0162887 0.00174876 55020.8 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.6477 6.86381 0.0134887 0.00115285 64851.8 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.6043 6.74578 0.011987 0.00111361 73573.8 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.3057 6.5951 0.0109773 0.00119432 81774.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.1742 6.14563 0.0134826 0.0018706 68894 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.9906 6.0361 0.0122861 0.00130609 72859.5 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.7535 5.85896 0.012396 0.00112804 70997.7 0
: 757 | 10.7276 5.87651 0.0112834 0.00107641 78377.5 1
: 758 | 10.6544 6.11091 0.0114903 0.00108898 76913.4 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.5582 5.81708 0.01123 0.00111598 79098.3 0
: 760 | 10.2223 6.12373 0.0161088 0.00180517 55929.7 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.0685 5.63069 0.0175459 0.00191298 51174.1 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.0777 5.57454 0.0159236 0.00114403 54128.7 0
: 763 | 10.0248 5.69079 0.0115142 0.00116724 77317.7 1
: 764 Minimum Test error found - save the configuration
: 764 | 9.94834 5.18576 0.0116046 0.00112957 76372.4 0
: 765 | 9.66115 5.50034 0.0111297 0.00106199 79461.9 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.55626 5.18107 0.0121707 0.00116476 72687.7 0
: 767 | 9.49272 5.67176 0.0111059 0.00106106 79643.2 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.40328 4.94315 0.016825 0.00176586 53124 0
: 769 | 9.14966 5.00162 0.0125247 0.00107453 69868.2 1
: 770 | 9.08518 4.94696 0.0111732 0.00106695 79159 2
: 771 | 8.95433 5.39249 0.0122157 0.0010933 71927 3
: 772 Minimum Test error found - save the configuration
: 772 | 8.80316 4.85141 0.0125294 0.00158123 73071.6 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.73598 4.58742 0.0113991 0.00112838 77891.7 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.60527 4.48162 0.0120292 0.00113796 73453.2 0
: 775 | 8.50339 4.59269 0.0118701 0.00105081 73941.8 1
: 776 | 8.40586 5.07577 0.0113233 0.00105974 77946 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.36228 4.22061 0.0119186 0.00149848 76774.8 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.11894 3.98539 0.011166 0.00110089 79482.2 0
: 779 | 8.24949 4.69052 0.0138931 0.00158656 65006.2 1
: 780 | 8.17592 4.3004 0.0155521 0.00125631 55960.5 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.85226 3.83656 0.011301 0.00110439 78457.4 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.62645 3.79818 0.0113407 0.00109907 78112.4 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.53065 3.69267 0.0132762 0.00183356 69914.2 0
: 784 | 7.66824 3.71208 0.0113908 0.0010492 77357.8 1
: 785 | 7.54873 3.79693 0.0107895 0.00103208 81989.3 2
: 786 | 7.31689 3.76594 0.0108258 0.0010253 81628.6 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.27434 3.38506 0.0120384 0.00153597 76173 0
: 788 | 7.13309 3.76412 0.0107748 0.00103001 82095.4 1
: 789 | 7.22112 3.83469 0.0108148 0.00104915 81920 2
: 790 Minimum Test error found - save the configuration
: 790 | 6.98154 3.10995 0.0128185 0.00171915 72076.5 0
: 791 | 6.98476 3.2687 0.0142683 0.00106622 60596.4 1
: 792 | 6.96959 3.56402 0.0112756 0.00119987 79398.7 2
: 793 | 6.85841 3.24748 0.0147272 0.00108462 58640.2 3
: 794 | 6.75667 4.90518 0.011609 0.00106346 75861.2 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.91655 2.985 0.0113884 0.00115215 78153.8 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.62313 2.59927 0.0128614 0.0012404 68840.6 0
: 797 | 6.28229 3.06301 0.012408 0.00111192 70821.3 1
: 798 | 6.50034 3.35575 0.0121411 0.00106988 72259.7 2
: 799 | 6.56732 3.36726 0.0114981 0.00106274 76662.2 3
: 800 | 6.49229 3.96199 0.011252 0.001061 78500.3 4
: 801 | 6.07173 3.55177 0.010986 0.00105183 80529.8 5
: 802 | 5.97244 2.84017 0.0115915 0.00154239 79608.8 6
: 803 | 5.80555 2.68658 0.0113732 0.0010561 77541.1 7
: 804 Minimum Test error found - save the configuration
: 804 | 5.82784 2.5544 0.0109535 0.00109201 81123.8 0
: 805 Minimum Test error found - save the configuration
: 805 | 5.76162 2.43448 0.0116837 0.00109911 75581.7 0
: 806 | 5.67459 2.85683 0.0107865 0.00102538 81957.6 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.62001 2.39043 0.0106837 0.00106824 83199.3 0
: 808 | 5.6091 2.62623 0.0108573 0.00121433 82961.7 1
: 809 | 5.48928 2.43861 0.0116379 0.00102579 75385.5 2
: 810 | 5.37148 2.63409 0.0160088 0.00168589 55854.5 3
: 811 Minimum Test error found - save the configuration
: 811 | 5.36293 2.30589 0.0154235 0.00165221 58091.8 0
: 812 | 5.39491 2.50178 0.0126428 0.00104531 68980.4 1
: 813 | 5.24153 2.4356 0.0116209 0.00103753 75590 2
: 814 Minimum Test error found - save the configuration
: 814 | 5.19614 2.28425 0.0127706 0.00179852 72912.5 0
: 815 | 5.02876 2.83385 0.013166 0.0010588 66076.2 1
: 816 | 5.28718 2.6835 0.0121122 0.00104927 72313.8 2
: 817 | 4.93195 2.91576 0.0108031 0.00102895 81848.9 3
: 818 | 4.95353 2.51776 0.0115356 0.00103087 76155.9 4
: 819 Minimum Test error found - save the configuration
: 819 | 4.82596 2.13875 0.0108133 0.00108959 82273.3 0
: 820 | 4.7535 2.6385 0.0107569 0.00103102 82254.4 1
: 821 | 4.704 2.49493 0.0121982 0.00112617 72254 2
: 822 | 4.70184 2.59235 0.0112754 0.00104875 78226.8 3
: 823 | 4.6213 2.53195 0.0128584 0.00147818 70297.5 4
: 824 | 4.50563 2.66521 0.0151649 0.00157818 58880.9 5
: 825 Minimum Test error found - save the configuration
: 825 | 4.55709 1.91315 0.0167669 0.00183035 53559.8 0
: 826 | 4.51746 2.10198 0.016812 0.00173717 53068.5 1
: 827 | 4.36965 2.2223 0.0165084 0.00172509 54115 2
: 828 | 4.28422 2.49296 0.0147357 0.00167124 61234.7 3
: 829 | 4.33868 2.83006 0.0133977 0.0016408 68045.2 4
: 830 | 4.41928 1.92525 0.0126409 0.00107312 69157.4 5
: 831 | 4.19512 2.40275 0.0115697 0.00104758 76030.4 6
: 832 | 4.25904 2.10313 0.0109625 0.00104658 80678.7 7
: 833 | 4.24479 2.3955 0.0117457 0.00177587 80241.8 8
: 834 Minimum Test error found - save the configuration
: 834 | 4.08305 1.84327 0.0170699 0.00184284 52538 0
: 835 | 4.11576 3.09094 0.0169176 0.00173781 52701.5 1
: 836 | 4.13524 2.35214 0.0168975 0.00173067 52746.6 2
: 837 | 3.98589 2.15184 0.0169821 0.0017557 52540.5 3
: 838 | 3.82699 2.20572 0.0165451 0.00174116 54039.6 4
: 839 | 3.75496 2.62411 0.0163298 0.00166141 54538.9 5
: 840 | 3.79178 2.66513 0.0107287 0.00102019 82401.8 6
: 841 | 3.92352 2.36342 0.0109911 0.00102808 80296.9 7
: 842 | 4.03773 2.66552 0.011734 0.00104001 74808.3 8
: 843 | 3.67463 2.29577 0.0149039 0.00159773 60122.4 9
: 844 | 3.77482 2.49229 0.0141784 0.00104512 60913.8 10
: 845 | 3.74521 2.21862 0.0108042 0.0010328 81871.6 11
: 846 | 3.54144 2.04492 0.010693 0.00102574 82753.7 12
: 847 | 3.39453 2.36722 0.0106676 0.00102745 82986.7 13
: 848 | 3.52917 2.15527 0.0106538 0.00101974 83038.8 14
: 849 | 3.41574 2.33841 0.0105889 0.00102744 83669.5 15
: 850 | 3.38933 2.09199 0.0106763 0.00103387 82966.3 16
: 851 | 3.41772 2.20154 0.0106884 0.00103393 82863.5 17
: 852 | 3.43476 2.14745 0.0107321 0.00103659 82512.2 18
: 853 | 3.40784 2.17781 0.0109687 0.00106316 80762.9 19
: 854 | 3.36831 2.07783 0.0112192 0.00105601 78715.2 20
: 855 | 3.18054 2.01018 0.0111534 0.00109879 79565.5 21
:
: Elapsed time for training with 1000 events: 10.1 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: 0.0122 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: 0.924 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.201 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= 3.287e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06335e+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: 0.0404 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: 0.0414 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: 0.00231 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: 0.101 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.919 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: 0.0212 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00285 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: 0.0372 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00452 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: 0.0024 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00067 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: 0.102 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0126 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.963 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.106 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 : -0.654 0.0719 5.35 1.54 | 3.251 3.242
: 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 : -0.0249 0.141 1.89 1.11 | 3.373 3.365
: 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.