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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.26 sec
: Elapsed time for training with 1000 events: 0.263 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00257 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: 0.000787 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0041 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: 0.000207 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000292 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 = 31480.4
: --------------------------------------------------------------
: 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 | 33047.1 31137 0.0100387 0.00101491 88654.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32560 30589.8 0.00999559 0.000997221 88905 0
: 3 Minimum Test error found - save the configuration
: 3 | 31879.3 29931.4 0.0101563 0.00100582 87427.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31150.6 29330.7 0.0103386 0.00100893 85748 0
: 5 Minimum Test error found - save the configuration
: 5 | 30479.7 28651.7 0.0102406 0.00100675 86638.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29716.2 27850.8 0.0101647 0.00102873 87566.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 29004.7 27151.3 0.0130215 0.00165509 70382.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28508.6 26762.3 0.0159345 0.00175266 56410.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 28153.6 26434.1 0.015921 0.00170954 56292.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27825.5 26138.1 0.011776 0.00100512 74274 0
: 11 Minimum Test error found - save the configuration
: 11 | 27523.1 25856.1 0.0100314 0.000985303 88435.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27232.6 25586.6 0.0100946 0.000993781 87904.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26956.2 25322.3 0.0100268 0.000986653 88494.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26684.2 25068.3 0.00999178 0.000985852 88830.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26423.9 24817.2 0.0100845 0.00100522 88113.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26164.8 24575.2 0.00995762 0.000989052 89200.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25914.1 24337.3 0.0099564 0.000981621 89138.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25666.1 24106 0.0100455 0.000987853 88323.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25428.7 23872.5 0.00997175 0.000986703 89036.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25187.7 23647.6 0.00998393 0.000980402 88854 0
: 21 Minimum Test error found - save the configuration
: 21 | 24953.3 23426.7 0.0106332 0.00125439 85298.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24722.5 23209.4 0.0100716 0.00099197 88108.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24496.1 22994.1 0.010131 0.00099286 87545.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24272.9 22780.6 0.00995991 0.000980572 89093.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24049 22574.2 0.0100137 0.00100024 88756.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23834.6 22365 0.0099437 0.000978271 89231.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23615.6 22163.9 0.00997054 0.000982391 89006.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23404.6 21962.6 0.0105735 0.00105661 84060.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23197.4 21759.4 0.0102207 0.00100674 86824.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22985.2 21565.6 0.0105749 0.00100856 83626.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22783 21369.8 0.0100093 0.000989501 88694 0
: 32 Minimum Test error found - save the configuration
: 32 | 22576.9 21181.3 0.0100262 0.000987021 88503.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22378.8 20990.9 0.0100906 0.00100666 88067.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22181.7 20801 0.00998116 0.000983851 88915.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21982.1 20618.3 0.0100688 0.00101652 88375.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21788.3 20437 0.0107092 0.00100458 82435 0
: 37 Minimum Test error found - save the configuration
: 37 | 21598.1 20255 0.0100637 0.00100893 88351.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21408.6 20074.4 0.00997999 0.000980341 88892.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21220.2 19896.5 0.0099963 0.000987002 88797.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21034.6 19720.1 0.00999078 0.000985022 88832.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20851.9 19544 0.00998473 0.000986891 88910.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20666.2 19375.1 0.0105406 0.00102036 84031.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20489.3 19203.4 0.0101591 0.00103868 87715.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20308.8 19036.7 0.010305 0.00100425 86014.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20133 18871 0.0100376 0.000984462 88367.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19959.2 18705.6 0.0100246 0.00100308 88676.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19784.4 18544.4 0.0100437 0.000990151 88363.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19615.8 18380.7 0.0103197 0.0010337 86151.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19442.3 18222.9 0.0101991 0.000994801 86916 0
: 50 Minimum Test error found - save the configuration
: 50 | 19272.3 18063 0.0100177 0.00098722 88589 0
: 51 Minimum Test error found - save the configuration
: 51 | 19106 17898 0.0100504 0.000988911 88285.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18938.2 17746.4 0.010158 0.00101575 87505.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18774.3 17587.9 0.0101438 0.000995101 87444.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18606 17429.8 0.0100972 0.000994533 87886.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18444.1 17281.6 0.0101029 0.000995242 87838.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18282.9 17127.9 0.0113935 0.00103936 77263.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18122.3 16977.2 0.0101524 0.00100287 87436.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17961.1 16824.8 0.0101025 0.000999242 87880.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17811.6 16678.8 0.010074 0.000996151 88126.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17650.2 16530.1 0.0100964 0.000994551 87894.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17495.9 16377.5 0.0100882 0.00100106 88036.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17338.8 16233.2 0.0102318 0.00100825 86734.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17184.7 16080.8 0.0102315 0.00108365 87452.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17032.4 15932.8 0.0103264 0.00101843 85948.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16879.6 15787.6 0.0114383 0.00133463 79179 0
: 66 Minimum Test error found - save the configuration
: 66 | 16729 15644.6 0.0139216 0.00157427 64791.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16578 15501.8 0.0106526 0.00104898 83301.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16430.2 15362.2 0.0102516 0.00101868 86646.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16282.8 15221.3 0.0102391 0.00102262 86801.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16135.2 15082 0.0102302 0.00101275 86792.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15992.1 14945.9 0.0101929 0.00101352 87151.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15850.1 14811.3 0.0102622 0.00105268 86866.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15705.4 14673.2 0.0101982 0.00101707 87135.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15564.3 14538.4 0.0102109 0.00101357 86981.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15422.1 14407.2 0.0101706 0.00100584 87291 0
: 76 Minimum Test error found - save the configuration
: 76 | 15285.3 14275.2 0.0102529 0.00103812 86817.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15146.8 14146.7 0.0102427 0.00101536 86698.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15010.1 14020 0.0102083 0.00100576 86932.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14876.7 13892.6 0.0102078 0.00101339 87009.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14745.1 13764.5 0.0101986 0.00101254 87088.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14609.5 13641.8 0.0101991 0.00101194 87078.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14480.4 13517.7 0.0102262 0.0010168 86868 0
: 83 Minimum Test error found - save the configuration
: 83 | 14350.6 13394.5 0.0110513 0.001079 80222.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14222.3 13272.3 0.010501 0.00103158 84482.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14092.9 13154 0.0102967 0.00102785 86310.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13967.1 13035.5 0.0103732 0.00103713 85689.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13844.7 12914.4 0.0102895 0.00102285 86330.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13717 12799.7 0.0102672 0.00102602 86569.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13595.6 12683.3 0.0102513 0.0010229 86688.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13472.2 12570.5 0.0102586 0.00101864 86580.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13352.8 12456.7 0.0102851 0.00101858 86332 0
: 92 Minimum Test error found - save the configuration
: 92 | 13232.6 12344.3 0.0102757 0.00101417 86378.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13114 12232.3 0.0104755 0.00102505 84651.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12996.1 12121.6 0.0103581 0.00103346 85794.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12879.2 12012.4 0.0102842 0.0010201 86355.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12766.2 11900.3 0.0103292 0.00105119 86225.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12648.3 11794.1 0.0102669 0.00102231 86536.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12534.4 11689.1 0.0109474 0.00140258 83814.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12422.5 11583.8 0.0143183 0.00165794 63189.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12311.2 11478.9 0.0104715 0.00103192 84749.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12200.2 11375 0.0102536 0.00101138 86559.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12090.3 11273.2 0.0102386 0.00101158 86701.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11981.7 11170.9 0.0103199 0.00102261 86046.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11874.4 11069.4 0.0113769 0.00103942 77388.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11768.7 10967.2 0.0103255 0.00104178 86172 0
: 106 Minimum Test error found - save the configuration
: 106 | 11661.5 10867.7 0.0102806 0.0010238 86423.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11556 10769.5 0.0102716 0.00103185 86582 0
: 108 Minimum Test error found - save the configuration
: 108 | 11450.8 10674.1 0.0102407 0.00101462 86711.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11349.7 10576.1 0.0102601 0.00101493 86531.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11246 10481.6 0.0103923 0.00103154 85463.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11146.5 10385 0.0103629 0.001029 85708.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11044.1 10292.6 0.0108451 0.00104675 81646.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10945.2 10199 0.0104079 0.00102796 85288.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10845.6 10108.7 0.0102651 0.00102056 86537.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10750.4 10014.4 0.0103902 0.00104608 85615.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10650.5 9925.33 0.0103107 0.00101898 86098.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10556 9834.05 0.0103086 0.00102246 86149.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10458.6 9747.63 0.0107428 0.00103686 82424 0
: 119 Minimum Test error found - save the configuration
: 119 | 10365.2 9659.2 0.0102445 0.00101678 86695.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10272.8 9570.09 0.0102388 0.00101465 86728.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10178.3 9484.38 0.0102708 0.00101559 86437.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10086.4 9399.8 0.0102575 0.00101181 86526.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9996.76 9311.65 0.0103523 0.001026 85779 0
: 124 Minimum Test error found - save the configuration
: 124 | 9904.84 9227.96 0.0102386 0.00101 86686.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9815.56 9143.43 0.0102486 0.00105103 86979.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9726.64 9061.7 0.0103468 0.00101792 85755.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9637.26 8980.35 0.0103843 0.00102896 85512.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9551.19 8897.97 0.0102893 0.00102005 86307.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9464.88 8816.74 0.0102228 0.00101709 86902.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9378.23 8737.45 0.0102745 0.00104045 86635.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9293.51 8659.45 0.010255 0.00101517 86581.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9209.81 8578.41 0.0102783 0.00102474 86453.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9125.53 8501.67 0.0102507 0.00102194 86685.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 9043.12 8424.26 0.0104474 0.00107724 85377.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8961.16 8345.68 0.0103446 0.00105173 86087.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8878.33 8272.71 0.0102739 0.00101601 86412.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8798.44 8197.23 0.0102665 0.001019 86509.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8718.84 8122.1 0.0103039 0.00106029 86546.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8638.46 8048.6 0.0103488 0.00102629 85813.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8560.88 7975.39 0.0103209 0.00102134 86025.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8483.08 7901.07 0.0103323 0.0010208 85915.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8405.26 7832.26 0.0102565 0.00101355 86552.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8328.86 7759.26 0.0103691 0.00102858 85648 0
: 144 Minimum Test error found - save the configuration
: 144 | 8253.04 7689.95 0.0103352 0.00101982 85879.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8179.13 7614.75 0.0103416 0.00106634 86251.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8102.86 7548.27 0.0103414 0.00103192 85933.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8029.92 7477.02 0.0104096 0.00107546 85707.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7955.59 7409.98 0.010458 0.0010798 85304.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7885.52 7340.76 0.0102798 0.0010249 86441 0
: 150 Minimum Test error found - save the configuration
: 150 | 7811.38 7274.71 0.0102966 0.00101894 86228.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7740.01 7211.53 0.0103238 0.00101645 85953.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7670.21 7141.84 0.0106016 0.00105109 83765.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7598.98 7078.47 0.0102868 0.00102961 86419.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7531.01 7011.39 0.0104731 0.00108136 85180.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7461.96 6950.04 0.0110705 0.00110422 80270.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7392.78 6885.39 0.0104346 0.00103242 85086.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7326.36 6822.26 0.0104525 0.00102956 84899.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7259.17 6759.41 0.0103071 0.00101879 86129.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7192.09 6698.06 0.0106607 0.00137398 86144.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7127.06 6635.45 0.0138143 0.0015316 65132.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7062.29 6574.34 0.0150028 0.00154187 59431.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6996.88 6514.22 0.0138773 0.00106946 62461.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6932.4 6456.46 0.0103628 0.00103643 85778.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6869.37 6393.43 0.0103707 0.00103965 85735 0
: 165 Minimum Test error found - save the configuration
: 165 | 6806.72 6336.57 0.0104914 0.00107181 84929.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6743.97 6278.84 0.0106557 0.00104536 83243.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6681.46 6218.93 0.0103746 0.00103238 85632.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6621.45 6163.79 0.010323 0.0010267 86055.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6560.06 6106.6 0.0103374 0.00104896 86128.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6500.82 6046.73 0.0103272 0.00102607 86011.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6440.59 5994.35 0.0103179 0.00103637 86192.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6380.44 5935.71 0.0106026 0.00103789 83640.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6322.29 5880.86 0.0103217 0.00101794 85987.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6264.08 5829.44 0.010388 0.00104883 85661 0
: 175 Minimum Test error found - save the configuration
: 175 | 6208.6 5772.55 0.0104327 0.00107558 85496.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6148.65 5720.05 0.0106568 0.00105859 83348.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6094.22 5664.15 0.0103306 0.00102742 85991.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6037.02 5612.98 0.0103506 0.00102876 85820.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5981.53 5560.66 0.010373 0.0010269 85597.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5926.28 5509.34 0.010337 0.00102448 85906.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5872.44 5458.44 0.010402 0.00102861 85348.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5818.62 5403.68 0.010498 0.00104569 84635.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5764.37 5354.99 0.0106547 0.00107962 83550 0
: 184 Minimum Test error found - save the configuration
: 184 | 5711.53 5306.26 0.0105484 0.00105529 84272.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5657.83 5256.81 0.0103389 0.00102683 85910.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5607.01 5205.38 0.0105396 0.0010462 84269.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5555.2 5160.65 0.0104447 0.00103734 85039.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5503.05 5111.34 0.0104549 0.0010505 85066.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5454.28 5063.55 0.010551 0.00102726 84000.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5401.71 5016.49 0.0105506 0.00103248 84049.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5352.95 4972.02 0.0105906 0.00106495 83983.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5303.73 4923.03 0.0105306 0.00107249 84583.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5255.4 4875.49 0.01057 0.00104419 83982.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5205.6 4833.1 0.0104941 0.00103875 84608.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5158.03 4786.18 0.0105235 0.00102465 84221.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5111.02 4746.29 0.0105085 0.0010824 84870.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5063.92 4697.66 0.0104532 0.00102447 84847.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 5017.03 4655.55 0.010595 0.00103981 83724.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4970.35 4610.71 0.0106646 0.00104087 83127.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4924.47 4569.98 0.0104178 0.00104899 85389.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4880.24 4524.59 0.0103866 0.00103845 85578 0
: 202 Minimum Test error found - save the configuration
: 202 | 4834.22 4481.26 0.0105791 0.00103936 83859.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4790.04 4438.01 0.0103644 0.00105093 85896.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4745.92 4401.15 0.0104976 0.00109769 85107.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4701.72 4357.95 0.0106369 0.00105968 83531.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4658.93 4317.56 0.0103375 0.00103587 86006.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4616.37 4276.69 0.0103484 0.00102953 85847.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4572.8 4239.5 0.0105768 0.00108332 84268.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4531.13 4201.59 0.0104245 0.00104467 85289.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4490.28 4160.82 0.0103836 0.00102538 85486.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4448.59 4121.65 0.0104146 0.0010463 85394 0
: 212 Minimum Test error found - save the configuration
: 212 | 4407.85 4082.97 0.0104139 0.00103638 85310.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4367.17 4044.04 0.0103357 0.0010236 85909.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4326.73 4005 0.0103927 0.00104719 85602.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4287.86 3965.62 0.0104529 0.00103632 84956.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4247.47 3930.06 0.0103946 0.00103328 85457.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4208.68 3895.78 0.0105331 0.00103855 84258.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4171.15 3855.72 0.0108249 0.00105554 81889.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4132.22 3822.18 0.0104266 0.00103586 85190 0
: 220 Minimum Test error found - save the configuration
: 220 | 4093.33 3788.1 0.0103362 0.00101897 85862.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4057.48 3749.46 0.0103666 0.00105011 85869.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 4019.47 3715.68 0.0104528 0.00104465 85032.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3983.23 3681.66 0.0103546 0.00104151 85900.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3946.54 3646.1 0.0104275 0.00106799 85474.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3910.14 3613.32 0.0105072 0.00103928 84495.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3875.63 3577.02 0.0103939 0.00103387 85469.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3839.61 3544.95 0.010348 0.00102551 85814.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3804.03 3512.91 0.0103703 0.00103167 85665.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3769.37 3479.43 0.0103628 0.00106386 86031.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3735.91 3447.38 0.0103261 0.0010239 86001.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3701.94 3412.4 0.01031 0.00102975 86204.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3667.31 3380.79 0.0103401 0.00102501 85882.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3634.72 3348.73 0.0103866 0.00103208 85520.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3601.32 3318.79 0.0134093 0.00179574 68885.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3568.95 3287.83 0.0165233 0.00182435 54425.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3535.79 3257.01 0.0165428 0.00182431 54353.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3503.94 3227.39 0.0114044 0.0010956 77603.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3473.35 3194.71 0.0105499 0.0010986 84644.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3440.18 3166.19 0.0107401 0.00104913 82550.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3409.27 3137.35 0.010706 0.00110806 83351.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3378.56 3108.37 0.0105332 0.00104092 84278.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3347.55 3079.49 0.0103727 0.00105085 85820.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3317.77 3049.79 0.0103192 0.00102453 86070.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3287.38 3021.51 0.0103566 0.00103366 85809.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3257.21 2992.78 0.0109832 0.00104688 80513.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3228.23 2965.02 0.0103385 0.00103064 85949.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3198.39 2937.31 0.0103399 0.00102675 85900 0
: 248 Minimum Test error found - save the configuration
: 248 | 3169.14 2910.23 0.0103318 0.00102379 85947.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3140.28 2883.47 0.010298 0.00102355 86258.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3112.92 2855.48 0.0103464 0.00102466 85821.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3083.49 2829.41 0.0103217 0.00102271 86031.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3056 2803.57 0.0103344 0.00103983 86072 0
: 253 Minimum Test error found - save the configuration
: 253 | 3028.67 2777.02 0.0103466 0.00102816 85851.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3000.23 2751.83 0.0103483 0.00103653 85912.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2973.8 2725.59 0.0104457 0.00102437 84913.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2946.47 2700.9 0.0103684 0.00102446 85616.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2920.1 2676.61 0.0103581 0.00102965 85759 0
: 258 Minimum Test error found - save the configuration
: 258 | 2893.77 2651.02 0.0104112 0.00103131 85289.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2867.65 2626.01 0.0102955 0.00102302 86276.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2841.71 2601.04 0.010501 0.00105498 84691.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2814.81 2577.7 0.0104007 0.00104763 85533 0
: 262 Minimum Test error found - save the configuration
: 262 | 2790.67 2552.93 0.0104206 0.00104849 85359.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2764.39 2530.26 0.0103658 0.00104637 85842.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2739.83 2506.81 0.0103616 0.00103137 85742.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2715.16 2483.39 0.0104878 0.00103215 84605.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2690.87 2460.88 0.0104203 0.00102996 85194.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2666.14 2437.57 0.0103282 0.00101951 85941.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2641.78 2415.34 0.0103395 0.00102618 85898.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2618.22 2392.62 0.0104007 0.00106545 85697.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2594.5 2370.18 0.0104031 0.00102967 85347.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2570.6 2348.96 0.0103505 0.00103066 85838.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2547.77 2327.34 0.0103497 0.00104147 85945.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2524.48 2305.8 0.0104016 0.00104907 85538.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2502.13 2284.2 0.0103612 0.00104125 85837.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2478.54 2263.79 0.0104936 0.00102846 84520.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2456.53 2242.38 0.0103661 0.00102647 85656.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2434.19 2221.56 0.0103543 0.00102764 85775.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2411.75 2201.44 0.0114142 0.00107127 77347.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2389.97 2181.35 0.0103969 0.00103582 85460.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2368.36 2161.41 0.0105506 0.0010769 84444.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2346.92 2141.09 0.0103355 0.00102979 85968.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2324.95 2122.07 0.0104064 0.00104949 85498.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2303.95 2102.81 0.0103773 0.00103314 85615.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2283.48 2082.87 0.0104641 0.00104504 84934.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2261.98 2063.86 0.0107239 0.00105446 82735 0
: 286 Minimum Test error found - save the configuration
: 286 | 2241.86 2044.14 0.0106146 0.00104024 83556.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2220.58 2025.99 0.0103949 0.00103351 85457.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2200.42 2007.21 0.0103985 0.00103064 85398.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2180.01 1989.2 0.0103735 0.0010304 85624.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2160.17 1971.03 0.0103625 0.00103881 85802.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2140.77 1952.34 0.0103518 0.00102968 85817.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2120.39 1935.31 0.0104241 0.00105021 85343.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2101.02 1917.45 0.0105446 0.00104178 84185.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2082 1899.76 0.0105779 0.00104129 83887 0
: 295 Minimum Test error found - save the configuration
: 295 | 2062.45 1882.88 0.0107269 0.0010467 82643.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2043.93 1864.66 0.0105374 0.00103786 84214.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2024.63 1847.39 0.0105209 0.00103266 84315.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2005.89 1830.09 0.0104974 0.00106777 84839.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1987.4 1813.22 0.0105681 0.00105228 84070.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1968.44 1797.1 0.0105291 0.00105129 84407.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1950.41 1780.86 0.0104217 0.00104581 85324.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1932.56 1764.68 0.0104972 0.0010988 85120.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1914.56 1747.88 0.0104027 0.00104929 85530.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1896.68 1731.9 0.0107718 0.00107739 82521.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1878.54 1716.22 0.0115006 0.00130228 78444.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1861.38 1700.53 0.0108015 0.0010338 81902.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1843.7 1685.4 0.0108147 0.00123143 83479 0
: 308 Minimum Test error found - save the configuration
: 308 | 1826.41 1670.38 0.0107852 0.00103427 82043.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1809.66 1654.75 0.0105469 0.0010389 84139.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1792.66 1639.75 0.0104126 0.00103746 85332.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1775.95 1624.21 0.0104283 0.00104142 85225.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1759.2 1609.03 0.0104605 0.00105195 85029 0
: 313 Minimum Test error found - save the configuration
: 313 | 1742.09 1594.58 0.0104127 0.00103503 85309.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1725.8 1580.54 0.010403 0.00103175 85367.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1709.58 1566.24 0.0105991 0.00103465 83642.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1693.4 1552.2 0.0104265 0.0010493 85313.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1677.66 1537.51 0.0104893 0.00106245 84863.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1661.34 1523.69 0.0104121 0.00104923 85444.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1645.66 1510.16 0.0108245 0.00105511 81888.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1630.31 1496.09 0.0104446 0.0010572 85220.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1614.86 1482.14 0.0103642 0.00102635 85673.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1599.13 1468.75 0.0103612 0.00104315 85854.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1584.04 1455.42 0.0103666 0.00103321 85713.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1569.24 1441.77 0.0104933 0.00105697 84778.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1554.28 1428.32 0.0106036 0.00103221 83582.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1539.29 1415.39 0.0104546 0.00103542 84933.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1524.77 1402.44 0.0104262 0.00104485 85275.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1509.92 1389.26 0.0104713 0.00104164 84839 0
: 329 Minimum Test error found - save the configuration
: 329 | 1495.52 1376.36 0.0103809 0.00102793 85534 0
: 330 Minimum Test error found - save the configuration
: 330 | 1480.94 1363.89 0.0104037 0.00103055 85350.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1467.4 1351.45 0.0104359 0.00102762 85031.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1452.96 1339.23 0.0104547 0.00104928 85057.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1439.14 1326.79 0.0105246 0.00104382 84381.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1425.48 1314.03 0.0104821 0.00103527 84684.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1411.36 1302.23 0.0105687 0.00103003 83869.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1398.03 1290.12 0.0104561 0.0010462 85017.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1384.71 1278.23 0.010424 0.00105173 85358.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1371.03 1266.36 0.0105763 0.00103769 83869.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1357.97 1254.67 0.0104763 0.0010509 84876.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1345.06 1242.83 0.0103858 0.00104796 85673.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1331.95 1231.05 0.0106147 0.00107593 83868.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1319.2 1219.31 0.0104446 0.00103844 85050.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1306.38 1208.14 0.0103945 0.00103073 85436.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1293.92 1196.73 0.0104045 0.00103703 85401.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1281.17 1185.74 0.0105003 0.0010294 84469.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1268.65 1175.15 0.0105265 0.00102536 84200.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1256.99 1163.71 0.0103491 0.00102625 85811 0
: 348 Minimum Test error found - save the configuration
: 348 | 1244.45 1153.14 0.0103553 0.00102663 85757.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1233.18 1142.1 0.0105603 0.00103761 84009.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1220.69 1131.14 0.010403 0.00103922 85435.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1208.83 1120.58 0.0104282 0.00107171 85502.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1196.84 1110.41 0.0103555 0.00102304 85722.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1185.76 1099.74 0.0111329 0.00104838 79329.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1174.01 1089.27 0.010555 0.00116919 85235.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1162.5 1079.33 0.0103919 0.0010287 85440.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1151.6 1068.94 0.0103866 0.00102548 85460.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1139.64 1059.82 0.0103636 0.00103124 85723.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1129.63 1050.18 0.0103622 0.00102598 85687.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1118.52 1039.15 0.0105096 0.00104057 84486.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1107.14 1029.48 0.0103453 0.00103138 85892.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1096.4 1019.89 0.0104262 0.00105062 85327.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1085.76 1010.19 0.0103766 0.00103006 85593.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1075.5 1000.21 0.0103958 0.00103198 85435.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1064.88 990.895 0.0105307 0.00102574 84166.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1054.48 981.905 0.0103338 0.00102736 85961.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1044.26 972.182 0.0103254 0.00102546 86022.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1033.65 962.992 0.0103754 0.00104096 85703.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1023.72 953.987 0.0104014 0.00104127 85468.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1014 944.532 0.0103935 0.00103363 85471.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1003.85 935.374 0.0107939 0.00103184 81949.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 994.146 926.556 0.0104508 0.0010637 85223.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 984.347 917.445 0.0103637 0.00102505 85665.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 974.484 909.07 0.010384 0.00103364 85557.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 964.891 900.569 0.0105186 0.00103159 84325.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 956.042 891.342 0.0103835 0.00103718 85595.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 946.369 882.97 0.0103798 0.0010292 85556 0
: 377 Minimum Test error found - save the configuration
: 377 | 936.907 874.26 0.0103985 0.00103485 85436.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 927.799 865.805 0.010452 0.00108281 85386.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 918.615 857.612 0.010777 0.00106001 82329.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 909.679 849.111 0.0104118 0.00103485 85315.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 900.71 840.586 0.0105025 0.0010569 84695.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 891.769 832.267 0.0104774 0.00104171 84784.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 882.638 824.74 0.0104657 0.00108391 85271.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 874.307 816.523 0.0105345 0.00103576 84221.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 865.77 808.372 0.010353 0.00102195 85735.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 856.905 800.478 0.0103695 0.00106699 85997.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 848.229 792.833 0.0103947 0.00105035 85613.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 840.328 784.956 0.0104351 0.0010364 85118.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 831.368 777.332 0.0109806 0.00104883 80549.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 823.579 769.475 0.0104094 0.00104076 85391.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 814.899 762.586 0.0104361 0.00105539 85281.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 807.434 755.443 0.010434 0.00104214 85180.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 799.546 746.43 0.0103902 0.00103196 85486.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 790.835 739.297 0.0106667 0.00103472 83057 0
: 395 Minimum Test error found - save the configuration
: 395 | 783.229 731.517 0.0103327 0.00102285 85930.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 774.971 724.632 0.0103379 0.00103395 85985 0
: 397 Minimum Test error found - save the configuration
: 397 | 767.306 717.448 0.010542 0.00104445 84232.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 760.265 709.59 0.0104203 0.00108316 85679.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 751.801 702.873 0.0105148 0.00103769 84413.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 744.333 696.183 0.0103674 0.00102726 85651.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 737.087 689.344 0.0106281 0.00103849 83423.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.057 681.914 0.0104024 0.00102813 85339.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 722.342 675.039 0.0103145 0.00102887 86154.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 714.986 668.369 0.0105532 0.00102998 84005.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 707.921 661.454 0.0103859 0.00103629 85565.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 700.773 654.742 0.010378 0.00104286 85697.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 693.821 648.359 0.0104159 0.00104336 85355.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 686.729 641.411 0.0103775 0.00103483 85628.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 679.425 635.044 0.0103574 0.00103047 85773.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 672.58 628.463 0.0103472 0.0010265 85830.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 666 622.182 0.0104359 0.00105076 85241 0
: 412 Minimum Test error found - save the configuration
: 412 | 659.158 615.377 0.0114126 0.00103929 77121 0
: 413 Minimum Test error found - save the configuration
: 413 | 652.232 609.147 0.010381 0.00102814 85535.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 645.868 602.607 0.0112433 0.00123403 79925.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 638.963 597.374 0.0103756 0.0010319 85619.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 632.922 590.59 0.0104634 0.00103589 84858.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 626.148 585.262 0.0118946 0.00103741 73683.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.014 578.175 0.0105359 0.00104539 84294.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 613.279 572.191 0.0104002 0.00105034 85562.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.913 566.382 0.0133952 0.00179282 68951.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 600.771 560.677 0.0164072 0.0017511 54584.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 594.731 554.71 0.0106138 0.00106882 83814 0
: 423 Minimum Test error found - save the configuration
: 423 | 588.665 548.69 0.0105702 0.0010348 83898.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 582.421 543.186 0.0103924 0.00102576 85409.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 576.657 537.406 0.0104097 0.00103872 85370.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 570.342 531.83 0.0103988 0.00103278 85414.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 564.803 526.379 0.0104548 0.00103578 84934.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 558.675 520.922 0.0104727 0.00104166 84826.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 553.265 516.064 0.0104279 0.00103454 85166.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 547.43 509.567 0.0104021 0.00104764 85520.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 541.565 504.159 0.0103732 0.00103103 85632.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.758 499.585 0.0104147 0.0010569 85490 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.053 494.052 0.0105898 0.00103014 83685.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 525.176 488.555 0.0104342 0.00103272 85093.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 519.822 483.488 0.0103704 0.00102887 85639.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 514.335 478.082 0.0110884 0.00104249 79634.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.872 472.9 0.0104545 0.00104348 85006.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 503.545 468.113 0.0103788 0.00102766 85551.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 498.383 462.852 0.0104046 0.00105058 85524.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.819 457.717 0.0104978 0.00105684 84737.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.845 453.425 0.0103807 0.0010287 85543.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.2 448.124 0.010343 0.00102251 85832.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.956 443.208 0.0104745 0.00102715 84679.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.727 438.655 0.0103479 0.00102753 85833.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.846 433.787 0.0104011 0.00103607 85424.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.186 429.051 0.0103749 0.00103054 85612.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 458.031 424.477 0.0103711 0.00102714 85616.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.549 419.85 0.0103324 0.00102853 85985.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 448.551 414.901 0.0103865 0.00102746 85478.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.944 410.537 0.0104543 0.00104335 85007.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.979 405.985 0.0103821 0.00102625 85507.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.495 401.675 0.0103577 0.00103642 85825.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.98 397.385 0.0105447 0.0010368 84141 0
: 454 Minimum Test error found - save the configuration
: 454 | 425.698 392.78 0.0103604 0.00102498 85694.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.832 388.617 0.0103821 0.0010317 85558.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 416.45 384.81 0.0104597 0.00105234 85040.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.422 380.298 0.0106243 0.00104502 83513.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.936 375.696 0.0104666 0.00103455 84817.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 403.693 371.86 0.010521 0.00105807 84540.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.095 367.665 0.010561 0.00107839 84365.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.13 363.574 0.0104942 0.00103415 84566 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.975 359.476 0.010501 0.00103629 84524.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.722 355.465 0.0106859 0.00104626 82990.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.734 351.719 0.010566 0.00107408 84282.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.484 347.83 0.0106031 0.00107014 83919.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.599 343.608 0.0105298 0.00103507 84257.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.457 339.822 0.0105248 0.00103691 84317.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.589 336.223 0.0105702 0.00106158 84134.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.734 332.088 0.0105608 0.00107605 84346.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.765 328.664 0.0104957 0.00104488 84649.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.332 325.107 0.0104552 0.00102957 84874.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.108 321.615 0.0107259 0.00127968 84690.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.454 317.589 0.0104894 0.00110724 85268 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.865 313.889 0.0105047 0.00108226 84904 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.148 310.788 0.010624 0.00105681 83619.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.608 306.876 0.0105022 0.00104268 84570.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.964 303.681 0.0105571 0.00104476 84101.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.526 299.933 0.0106135 0.00105123 83662 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.769 296.698 0.0105538 0.0010531 84204.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.416 293.37 0.0105131 0.00103325 84389.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.819 290.555 0.010447 0.00103268 84976.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.305 286.864 0.0107367 0.00107168 82773 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.877 283.34 0.0108093 0.00119458 83206 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.782 280.445 0.0105152 0.00104295 84457.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.104 276.768 0.0106404 0.00103848 83316.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.718 273.441 0.0105603 0.00106464 84249.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.516 270.525 0.0105713 0.00106132 84122.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.288 267.865 0.0107052 0.00107043 83032.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.233 264.17 0.0108751 0.0010752 81633.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.856 261.358 0.0104762 0.00104245 84801.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.892 258.223 0.0120373 0.00103372 72703.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.647 255.614 0.0106533 0.00106611 83444.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.812 252.781 0.0107783 0.00106283 82342.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.702 249.527 0.0105509 0.00104195 84131.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.519 246.448 0.0106559 0.00105981 83366.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.998 243.996 0.010917 0.00108004 81325.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.833 240.789 0.0109479 0.00106224 80925.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.823 238.407 0.0106475 0.00105795 83424.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.082 235.026 0.0105341 0.00105244 84373 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.007 232.429 0.0104208 0.00104006 85281.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.084 230.471 0.0107288 0.001037 82543.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.342 227.481 0.0106657 0.00105598 83249.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.681 224.736 0.0115643 0.00110572 76492.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.157 221.927 0.0104929 0.00103215 84560.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.972 219.166 0.0110553 0.00161946 84783.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.447 216.578 0.0134441 0.00108033 64705 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.67 214.428 0.0105092 0.00104723 84549 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.038 211.388 0.0105804 0.00105625 83996.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.672 209.048 0.010745 0.00103282 82370.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.851 206.523 0.0104639 0.00102975 84798.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.669 204.38 0.0106242 0.00103416 83419.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.98 201.756 0.0105693 0.00106542 84176.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.242 199.199 0.0105603 0.00108342 84415.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.662 197.741 0.0104995 0.00104036 84574 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.524 194.931 0.0104585 0.00104606 84994 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.847 192.458 0.0105677 0.00106775 84210.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.59 190.299 0.010591 0.0010375 83738.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.178 188.165 0.0104636 0.00106281 85099.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.875 185.737 0.0104194 0.00103128 85214.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.31 183.411 0.0104839 0.00106373 84923.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.161 181.45 0.0107409 0.00106165 82650.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.267 179.552 0.0105837 0.00105749 83978.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.8 177.456 0.0105825 0.00104719 83898.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.559 175.284 0.0105169 0.00104949 84500.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.223 173.268 0.0104847 0.00106287 84908.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.301 171.969 0.0105026 0.00104837 84618.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.554 169.796 0.0105443 0.00103887 84162.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.843 167.347 0.0108098 0.0010921 82323.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.7 165.042 0.0105507 0.00106576 84344.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.397 162.887 0.0109101 0.00109357 81494.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.427 160.861 0.0108518 0.00107129 81795 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.102 159.09 0.0105867 0.00104395 83833.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.082 158.046 0.0104505 0.00105113 85111.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.293 155.281 0.0107896 0.00109539 82523.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.054 153.52 0.010923 0.00104332 80974.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.182 151.792 0.0103599 0.00102824 85729.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.056 149.672 0.0103718 0.00102166 85560.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.036 147.869 0.0104127 0.00105754 85514 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.162 146.163 0.010372 0.0010314 85647.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.256 144.556 0.0103815 0.00103361 85580.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.266 142.699 0.0105048 0.00102954 84430.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.554 140.893 0.0108067 0.0010371 81886.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.789 139.122 0.0106269 0.00107571 83759.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.653 137.557 0.0105083 0.00103135 84415.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.862 135.768 0.0106087 0.00106553 83829.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.127 134.344 0.0105679 0.00103507 83920.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.209 133.061 0.0107748 0.00106674 82405.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.529 131.064 0.0103569 0.0010317 85788.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.822 129.83 0.0103506 0.00102535 85788.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.202 128.167 0.0103815 0.00103061 85553.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.444 127.079 0.0105076 0.00102683 84381.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.721 125.048 0.0103754 0.00103029 85606.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.067 123.432 0.0103739 0.00102706 85590 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.28 122.126 0.0103883 0.00102229 85415.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.613 120.803 0.0104848 0.00104384 84737 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.171 119.26 0.010365 0.00102285 85633.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.466 117.78 0.0103727 0.00104532 85769.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.22 116.373 0.0103042 0.00102291 86194.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.358 114.589 0.0103055 0.00101942 86150.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.685 113.312 0.010356 0.00102302 85717.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.254 111.936 0.0104857 0.00102653 84574.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.73 110.852 0.0106328 0.00107373 83689.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.218 109.29 0.0134073 0.00176712 68727.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.646 108 0.0144868 0.00114962 59982.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.409 107.316 0.010465 0.00104503 84926.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.3 105.938 0.0106966 0.00107672 83160.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.551 104.437 0.0107866 0.00109422 82539.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.842 102.973 0.0106671 0.00111525 83753 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.626 101.616 0.0108258 0.00108534 82131.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.124 99.842 0.0110582 0.00104509 79895 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.57 98.8845 0.0105917 0.00103813 83738.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.28 97.4488 0.0103957 0.00103217 85437.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.831 96.5555 0.0103855 0.0010393 85595.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.744 95.7514 0.0107836 0.00108744 82506.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.464 93.9264 0.0104678 0.00105646 85004 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.1 93.0431 0.0105101 0.00110613 85070.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.876 91.8578 0.0107708 0.0010407 82219.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.677 90.485 0.0104615 0.00104859 84989.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.194 89.3645 0.0105445 0.00103288 84107.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.898 88.4563 0.0103989 0.00103615 85445.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.792 87.8372 0.0104997 0.00104241 84591.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.665 86.3265 0.0105551 0.00103396 84023.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.4885 85.0466 0.0105698 0.00104116 83957.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.0563 84.0654 0.0104901 0.00103698 84628.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.0071 82.9089 0.0105345 0.00106574 84488.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.8639 81.6833 0.0105348 0.00107397 84559 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.7189 80.9369 0.0114011 0.00104729 77266.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.5218 79.9195 0.0104451 0.00103394 85005.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.3477 78.7357 0.0105858 0.00103776 83787.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.5138 78.532 0.0104251 0.00102651 85118.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.4053 76.878 0.0103825 0.00102705 85511.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.3159 76.04 0.0104146 0.00104041 85340.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5345 74.9846 0.0103942 0.00102817 85415.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.0446 74.2094 0.0105759 0.0010486 83968.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0015 72.8645 0.0104396 0.0010318 85035.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.9821 71.9981 0.0104928 0.00107933 84984.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.9932 71.495 0.010496 0.00103884 84591.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1141 70.2293 0.0104675 0.00102847 84754.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0365 69.3294 0.0105666 0.00103192 83904.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.1024 68.5991 0.0104384 0.00105921 85295.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.2069 67.565 0.0104552 0.00104789 85040 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1184 67.0202 0.0104775 0.00104728 84834 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.1511 66.4032 0.0103912 0.00102913 85451.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.1004 65.0017 0.010472 0.00105474 84950.1 0
: 605 | 76.3412 65.1424 0.0103724 0.000994822 85310.1 1
: 606 Minimum Test error found - save the configuration
: 606 | 75.4501 63.5885 0.0104949 0.00106697 84854.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.7347 63.0161 0.010541 0.00105377 84324.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.863 62.2631 0.0104452 0.0010298 84967.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8639 61.0057 0.0105802 0.00104045 83859.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.977 60.7727 0.0104743 0.00103468 84749.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1452 59.952 0.0104596 0.00103535 84887.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.4304 59.3562 0.0104304 0.00103595 85157.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6868 58.4674 0.0106916 0.00105152 82986.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.7399 57.6509 0.010517 0.00104555 84464.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.8056 57.011 0.0104548 0.00103773 84951.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.9077 56.1937 0.0104526 0.00105169 85097.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.0776 56.1047 0.0105555 0.00106612 84304.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.3132 55.1453 0.0104552 0.00109123 85433.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.7354 54.5536 0.0106462 0.00111846 83965.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.9632 53.1354 0.0105245 0.00109591 84848.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1111 52.9731 0.0105167 0.00106631 84652.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.672 52.6349 0.0104498 0.00103045 84931.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.5974 51.6849 0.0105059 0.00106062 84698.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0226 51.537 0.0106146 0.00112832 84332.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.0975 50.5627 0.0106166 0.00107378 83832.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.3905 49.8584 0.0106518 0.00107971 83576.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5214 49.0225 0.0104494 0.0010465 85079.8 0
: 628 | 58.14 49.0458 0.0103957 0.000997141 85119.1 1
: 629 Minimum Test error found - save the configuration
: 629 | 57.3132 47.8295 0.0106111 0.00103759 83564.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6006 47.4674 0.0104977 0.00104959 84673.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.972 46.7243 0.0104176 0.00102635 85185.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.2964 46.724 0.0104812 0.00103479 84687.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.7357 46.3181 0.0105056 0.00111942 85231.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.9049 45.1793 0.010464 0.00104498 84934.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.2194 44.7634 0.0104391 0.00103287 85050.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.5615 44.5372 0.0105633 0.00111126 84637.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.9909 43.4979 0.0104435 0.00102997 84984.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4756 43.2977 0.0104634 0.00103671 84865.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.7856 42.8212 0.010659 0.0010572 83317.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0997 42.5458 0.010513 0.00105079 84546.6 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5402 41.9388 0.0104842 0.00105519 84844.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.9277 41.1403 0.0104514 0.00105455 85134.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2587 40.9087 0.0104629 0.00104122 84910.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.6182 40.4282 0.0104482 0.00106704 85277.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.037 39.4774 0.0104776 0.00105225 84877.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4727 39.1364 0.0105709 0.00106828 84187.4 0
: 647 | 46.003 39.3041 0.0103977 0.00100965 85214.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.4453 38.3967 0.0104463 0.00103485 85003.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0556 38.2431 0.0106687 0.0010494 83165.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.4844 37.5096 0.0104722 0.00104488 84859.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.0422 36.835 0.0105094 0.00108428 84880 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.2709 36.4121 0.0104442 0.00103015 84979.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7005 35.8042 0.010548 0.00103309 84079 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2262 35.1428 0.010454 0.00103567 84940.6 0
: 655 | 41.7772 35.1642 0.0105229 0.00102957 84269.8 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.3216 34.1848 0.0105047 0.00103846 84511 0
: 657 | 40.7394 34.3949 0.0104452 0.00100067 84705.1 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.319 33.429 0.0107153 0.00120958 84160.3 0
: 659 | 39.9262 33.488 0.0104112 0.00100856 85082.3 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.2569 32.6872 0.0104488 0.00105771 85187.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.9954 32.3299 0.0106296 0.00126283 85408.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.4859 31.7788 0.0105675 0.00104553 84016.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9028 30.8954 0.0105979 0.00107038 83967.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3959 30.8483 0.0106456 0.00109264 83744.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9338 30.6923 0.0105344 0.00108548 84665.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.3854 29.6839 0.0105126 0.0010666 84692.2 0
: 667 | 36.069 30.22 0.0105099 0.000994891 84077.7 1
: 668 | 35.8291 30.1889 0.0107291 0.00102412 82431.5 2
: 669 | 35.3888 30.6053 0.0104535 0.00100854 84701.5 3
: 670 Minimum Test error found - save the configuration
: 670 | 35.0009 28.7544 0.0105928 0.00105063 83838.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.3746 28.4664 0.0105559 0.00103379 84014.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9523 28.4311 0.0110334 0.00105873 80203.4 0
: 673 | 33.6679 29.0741 0.0109257 0.00102044 80765 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.4427 27.6405 0.0106189 0.00107288 83804.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7931 27.0554 0.0105259 0.0010955 84831.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.4257 26.1465 0.0104767 0.00104689 84837.1 0
: 677 | 31.9095 26.7066 0.010527 0.00103344 84268 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.5414 26.0569 0.0107151 0.00102924 82594.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2058 24.5711 0.0104293 0.00103219 85132.8 0
: 680 | 30.6615 24.657 0.0105552 0.00099845 83710.5 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.2813 24.521 0.0105667 0.00103551 83935 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.3256 24.3246 0.0106508 0.00106218 83432 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.6475 24.1931 0.0105351 0.00104447 84293.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.2108 23.8148 0.0104847 0.00105175 84809.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.8023 23.1318 0.0104995 0.00105795 84731.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.4502 22.3001 0.0105213 0.0010581 84538 0
: 687 | 28.0562 22.6531 0.0106302 0.00100126 83082.5 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.6349 21.8934 0.0105975 0.00102853 83603.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.3765 21.8049 0.0105032 0.00103755 84515.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.0408 21.0884 0.0105231 0.00104152 84374 0
: 691 | 26.7703 21.1581 0.010529 0.00100204 83972 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.323 20.6855 0.0107061 0.00106507 82978.9 0
: 693 | 26.2853 20.9597 0.0106225 0.00101793 83293.9 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.0458 19.956 0.0105614 0.0010727 84310.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.3053 19.2802 0.0105761 0.00111674 84572.6 0
: 696 | 24.9854 19.4218 0.0105917 0.00105357 83873.8 1
: 697 | 24.9039 19.392 0.0106172 0.0010294 83439.6 2
: 698 Minimum Test error found - save the configuration
: 698 | 24.3765 18.5386 0.0109386 0.00104812 80885.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.1953 18.1546 0.0104775 0.00103885 84758.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.7922 17.8296 0.010486 0.00104003 84692.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.4181 17.5417 0.0105765 0.00105063 83981.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0504 17.4927 0.0105851 0.0010361 83778.2 0
: 703 | 22.6982 17.8192 0.0105264 0.000998041 83959.7 1
: 704 | 22.4767 18.0344 0.0108552 0.00115444 82467.7 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.1795 16.3242 0.0106265 0.00110267 83999.5 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.8467 16.1774 0.0106403 0.00104081 83338.2 0
: 707 | 21.6644 17.3346 0.0105713 0.00104908 84014.3 1
: 708 | 21.4237 16.7911 0.0105947 0.00102537 83600.7 2
: 709 Minimum Test error found - save the configuration
: 709 | 20.9952 15.956 0.0105239 0.00107071 84627.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7114 15.7452 0.010651 0.00103998 83237.7 0
: 711 | 20.3965 15.9306 0.0105412 0.00101048 83939 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.1797 14.9215 0.0105749 0.00103398 83849.5 0
: 713 | 19.7514 14.961 0.0105035 0.00100154 84192.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.6303 14.8185 0.0105325 0.00106656 84513.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4909 14.786 0.0106285 0.001085 83826.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.1695 13.9949 0.0105407 0.00106696 84443.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.8389 13.9891 0.0106526 0.00119763 84611.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6129 13.5784 0.0105691 0.001062 84148 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.3923 13.1752 0.0109469 0.00106323 80941.5 0
: 720 | 18.0491 13.6868 0.0106067 0.00104399 83658.1 1
: 721 | 17.8507 13.5559 0.0105868 0.00102568 83672.3 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.545 12.9223 0.0103853 0.0010333 85542.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.3287 12.6703 0.0105107 0.00104013 84472.4 0
: 724 | 17.0478 13.9413 0.0105459 0.00101268 83916.8 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.9241 12.3776 0.0105377 0.00108501 84632.4 0
: 726 | 16.6895 12.5693 0.0104036 0.00102352 85287.4 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.4219 12.087 0.0106251 0.00105372 83582.3 0
: 728 | 16.2443 12.72 0.010325 0.000998571 85778 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.0768 11.9691 0.0105085 0.00108303 84876.6 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8933 11.9196 0.010512 0.00107139 84740.6 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.8522 11.661 0.0104051 0.0010545 85555.8 0
: 732 | 15.4846 12.0579 0.0105089 0.00102987 84397.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1631 11.083 0.0104826 0.00106979 84990.7 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.0287 11.0654 0.0105379 0.0011222 84964.6 0
: 735 | 14.846 11.9028 0.0104804 0.00102187 84579.9 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.6464 10.1354 0.0104243 0.00105418 85377.5 0
: 737 | 14.4344 10.6782 0.0105549 0.000999632 83723.1 1
: 738 | 14.2432 10.1428 0.0104134 0.000993301 84925.2 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.0076 9.78422 0.0106161 0.00106175 83731.1 0
: 740 | 13.7852 10.0325 0.0104582 0.00100545 84631.1 1
: 741 | 13.5076 9.96951 0.0103793 0.000998191 85278.1 2
: 742 | 13.3837 10.0252 0.010449 0.000999231 84658.3 3
: 743 Minimum Test error found - save the configuration
: 743 | 13.2878 9.57255 0.0105034 0.00103217 84466 0
: 744 | 13.0998 10.0173 0.0105348 0.00100648 83960.6 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.9244 9.25218 0.0105094 0.00106732 84727 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.7091 8.72262 0.0105173 0.00105415 84538.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.5439 8.43621 0.0106466 0.00107087 83544.3 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.7304 8.36247 0.0105498 0.00104156 84137.7 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.4449 7.80201 0.0104589 0.00102933 84839.6 0
: 750 | 12.0205 8.79579 0.010438 0.000996131 84729.4 1
: 751 | 11.8163 8.28932 0.0104025 0.000991372 85006.1 2
: 752 | 11.8583 8.67245 0.0105818 0.00101079 83585.8 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.6598 7.78335 0.0104723 0.00104693 84877.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.4714 7.4122 0.0105119 0.00105095 84557.9 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.468 7.20986 0.0104896 0.00103925 84652.8 0
: 756 | 11.0967 7.42904 0.0104601 0.000992632 84500.2 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.0398 7.11039 0.0106605 0.00104785 83224.1 0
: 758 | 10.825 7.55937 0.0105547 0.00102885 83981.9 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.7166 6.55359 0.0105425 0.00103489 84143.3 0
: 760 | 10.483 7.23507 0.0104535 0.000998771 84614.1 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.33 6.32624 0.0105153 0.00103693 84402.6 0
: 762 | 10.2057 6.63915 0.0105806 0.00101773 83657.2 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.3416 6.09957 0.0106066 0.00108264 83998.8 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.0074 6.01351 0.0105672 0.00107175 84251.1 0
: 765 | 9.98575 6.31162 0.0104919 0.00101027 84373.4 1
: 766 | 9.95034 7.00242 0.0104844 0.00102392 84561.9 2
: 767 | 9.82205 6.36452 0.010938 0.00101734 80640 3
: 768 | 9.70302 7.13558 0.0106122 0.00101716 83376.7 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.44805 5.21608 0.0105703 0.00106074 84125.7 0
: 770 | 9.19849 5.73623 0.0106721 0.00105538 83188.5 1
: 771 | 9.10697 5.57536 0.0105615 0.00103383 83966.3 2
: 772 | 8.95382 5.30182 0.0105579 0.00102533 83922.6 3
: 773 | 8.99496 5.28706 0.010434 0.00102251 85002.2 4
: 774 Minimum Test error found - save the configuration
: 774 | 8.96654 5.21403 0.0106007 0.00107266 83962.3 0
: 775 | 8.56544 5.39857 0.0104617 0.000996921 84524 1
: 776 | 8.42902 5.2374 0.0104715 0.00100384 84498.1 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.34181 4.82232 0.0106094 0.00103814 83583.4 0
: 778 | 8.41638 5.57915 0.0105346 0.000997871 83886.6 1
: 779 | 8.36023 5.02387 0.0104688 0.000998803 84477.7 2
: 780 | 8.42294 5.67418 0.0104202 0.00101137 85026.9 3
: 781 | 7.9892 5.06619 0.0104607 0.00101683 84710.9 4
: 782 | 7.84872 5.31269 0.0104685 0.00103231 84780 5
: 783 Minimum Test error found - save the configuration
: 783 | 7.85462 4.76381 0.0104622 0.00107356 85209.4 0
: 784 | 7.79849 5.11466 0.0104787 0.00101316 84517.1 1
: 785 | 8.0227 6.19123 0.0104543 0.00101434 84745.8 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.82113 4.66832 0.010608 0.00107734 83939.9 0
: 787 | 7.54724 5.7877 0.0108603 0.00103876 81453.5 1
: 788 | 7.3324 5.05147 0.0104762 0.000996911 84394.5 2
: 789 | 7.23973 5.08267 0.0105342 0.000999852 83907.5 3
: 790 | 7.07566 6.09889 0.0104953 0.00101872 84419.1 4
: 791 | 7.10412 5.33755 0.0106737 0.00100987 82783 5
: 792 Minimum Test error found - save the configuration
: 792 | 6.88243 4.6278 0.010576 0.00104111 83902.1 0
: 793 | 6.80336 6.1724 0.0105143 0.00101119 84182.7 1
: 794 | 6.68213 5.02104 0.010444 0.0009905 84625 2
: 795 | 6.79589 5.43898 0.0104629 0.00102322 84748.7 3
: 796 | 6.6456 4.98262 0.0107192 0.00100412 82346.1 4
: 797 | 6.48543 5.5995 0.0105271 0.00103745 84302.8 5
: 798 | 6.51561 5.90856 0.0105584 0.00100363 83728 6
: 799 | 6.27909 5.78029 0.0105066 0.00103967 84504.5 7
: 800 | 6.28638 5.60785 0.0105124 0.00100068 84106.6 8
: 801 | 6.29919 5.73503 0.0106262 0.000997081 83081.2 9
: 802 | 6.42521 5.82557 0.0104574 0.00100241 84611.4 10
: 803 | 6.01203 5.27454 0.0105911 0.00103611 83726.1 11
: 804 | 6.03963 5.01218 0.0105058 0.00101355 84279.6 12
: 805 | 5.80456 5.9885 0.0105798 0.00101817 83667.8 13
: 806 | 5.81161 5.67408 0.0106448 0.000999822 82944.6 14
: 807 | 5.74511 5.84774 0.0104656 0.000996073 84481.6 15
: 808 | 5.63182 5.16895 0.0104266 0.000982401 84707.7 16
: 809 | 5.78111 5.75129 0.0104548 0.00100382 84647 17
: 810 | 5.86272 5.77395 0.0105422 0.00102174 84029.8 18
: 811 | 5.74347 5.49785 0.0105346 0.00102332 84110.8 19
: 812 | 5.47492 5.14333 0.0104369 0.00106307 85344.2 20
: 813 | 5.37278 6.05024 0.0103887 0.00101599 85353.8 21
:
: Elapsed time for training with 1000 events: 8.6 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: 0.0113 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: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.31705e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09394e+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: 0.0358 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: 0.0359 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00133 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0951 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: 0.899 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: 0.021 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00264 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00425 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: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000277 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: 0.0955 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.19 -0.295 6.20 1.73 | 3.194 3.187
: 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 : -0.453 -0.207 2.49 1.13 | 3.359 3.350
: 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.