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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.254 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00273 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: 0.000735 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.00022 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000314 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 = 31536
: --------------------------------------------------------------
: 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 | 33109 31230.1 0.0100867 0.00102801 88313.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32715.7 30739.9 0.00996762 0.000995725 89167.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 32043.7 30073.7 0.0101818 0.00100839 87208.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31266.5 29340.6 0.0101715 0.00101716 87390.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30439.2 28510.8 0.0102347 0.00101938 86812.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29594.2 27645.6 0.0101573 0.00101925 87545.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28959.3 27157 0.0100299 0.000986496 88462.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28544.4 26803.9 0.0100103 0.000988145 88670.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28201.3 26485.5 0.0100398 0.000995056 88449.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27880.7 26192.5 0.0100288 0.00100403 88644.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27579.2 25915.6 0.0100376 0.0010057 88574.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27296.2 25643.4 0.0100229 0.000991785 88582.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 27015.6 25384.9 0.0100309 0.000991315 88499.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26749.9 25129.1 0.0100474 0.000998795 88411.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26487.1 24880.9 0.00999027 0.000986446 88851.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26230.4 24639.6 0.0100288 0.000989875 88506 0
: 17 Minimum Test error found - save the configuration
: 17 | 25979.2 24403.9 0.0100102 0.000988637 88676.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25736 24168.8 0.0100155 0.000990144 88638.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25494.8 23938 0.0101363 0.00111913 88719.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25256.2 23712.8 0.0100214 0.000996966 88648.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 25020.9 23493.3 0.0100508 0.00102998 88683.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24789.2 23279.1 0.0100353 0.000992616 88469.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24567.8 23060 0.0100292 0.000993515 88537.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24340.9 22848.5 0.0100058 0.000989826 88731.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24120 22640.1 0.0100044 0.000986945 88716.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23901.3 22435.4 0.0100158 0.000987436 88610 0
: 27 Minimum Test error found - save the configuration
: 27 | 23689.7 22228.1 0.0100261 0.000990995 88543.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23474.1 22027.9 0.0100255 0.00100029 88640.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23264.9 21828.8 0.0100379 0.000998205 88498.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 23057.1 21632.3 0.0100364 0.000993165 88464.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22851.7 21438.3 0.0102675 0.00104601 86753.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22647.7 21248.1 0.0100176 0.000982775 88545.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22450.1 21055.5 0.00997509 0.000983885 88975.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22248.8 20869.2 0.0099789 0.00100241 89121.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22053.9 20683 0.010052 0.000988154 88262.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21856.6 20503.6 0.00998094 0.000992394 89002.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21669.7 20318.3 0.00997988 0.000983886 88928.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21475.6 20140.9 0.010055 0.000992245 88273.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21289.7 19962.4 0.00995545 0.000982977 89161.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21104.3 19784.6 0.00995622 0.000980785 89132.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20916.4 19614.4 0.00996061 0.000980625 89087 0
: 42 Minimum Test error found - save the configuration
: 42 | 20738.7 19439.1 0.00997559 0.000983165 88963.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20555.5 19269.9 0.0100084 0.000986305 88671.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20378.3 19100.5 0.0100284 0.000987745 88489.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20199.6 18935.7 0.0100152 0.000986596 88607.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 20026.6 18769.8 0.0100009 0.000985296 88734.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19852.6 18606.9 0.00995203 0.000980906 89175 0
: 48 Minimum Test error found - save the configuration
: 48 | 19680.4 18446.8 0.00997261 0.000983496 88996.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19510 18289.5 0.00997263 0.000984416 89005.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19344.8 18129.5 0.00997327 0.000983685 88991.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19175.9 17975 0.010017 0.000986176 88585.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 19014 17817.8 0.00996704 0.000984155 89058.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18848.1 17666.5 0.00996563 0.000984765 89078.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18690.1 17511.7 0.0100083 0.000986837 88677.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18526.6 17363.7 0.00997916 0.000984805 88944.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18369.5 17215.3 0.010006 0.000987526 88706.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18214.1 17066.1 0.0100512 0.000989266 88281 0
: 58 Minimum Test error found - save the configuration
: 58 | 18056.2 16918.8 0.0100266 0.000997475 88602.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17894.6 16761.4 0.0100203 0.000989226 88583 0
: 60 Minimum Test error found - save the configuration
: 60 | 17730.6 16605.6 0.0100821 0.000992545 88013.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17607.2 16472.1 0.0101144 0.000999676 87769.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17429.7 16330.9 0.0101807 0.00100213 87159.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17271.7 16167.6 0.0101091 0.000999907 87823.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 17122 16034.1 0.0100933 0.00100111 87987.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16966.5 15883 0.0101052 0.00100266 87887.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16820.1 15738.6 0.0101136 0.00100035 87783.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16665.3 15591.8 0.0101326 0.00101567 87749.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16513.6 15445.2 0.0101399 0.00100638 87589.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16368.5 15308.9 0.0101529 0.00100706 87471.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16218.7 15164.3 0.0101606 0.00101902 87512.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 16075.9 15026.9 0.0101707 0.001008 87310.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15928.5 14886.1 0.0101524 0.00100789 87484.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15785.4 14750.3 0.0101793 0.00100711 87220.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15641.2 14616.7 0.0101539 0.00100918 87482 0
: 75 Minimum Test error found - save the configuration
: 75 | 15501.8 14482.7 0.0101775 0.00101177 87281.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15362.1 14350.4 0.0101717 0.00100468 87269.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15222.9 14219.7 0.010226 0.00100671 86774.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15085.3 14090.1 0.0101532 0.00101154 87511.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14950.7 13961.3 0.0101588 0.0010092 87435.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14815.8 13832.9 0.0101599 0.00100826 87416.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14683.1 13705.9 0.0105249 0.00137336 87416.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14549.5 13582.5 0.0111303 0.00103545 79248.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14419.5 13459.2 0.0101934 0.00101088 87122.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14289.8 13336.4 0.0101636 0.00100729 87371.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14161.7 13215.3 0.0101658 0.00100786 87355.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 14034 13095.7 0.0102008 0.00101187 87061.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13909.4 12976 0.0101935 0.00101387 87149.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13782.9 12858.7 0.0101997 0.0010099 87052.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13660.8 12741.1 0.0102039 0.00102352 87142.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13535.7 12627.7 0.0101654 0.00100633 87345.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13416.4 12511.7 0.0101716 0.00100956 87317.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13294.2 12399.8 0.0101931 0.00102434 87252.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13177 12285.3 0.0102351 0.00101748 86790.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13056.1 12175.7 0.0103011 0.00102282 86223.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12938.1 12068.3 0.0102697 0.00102421 86528.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12825.7 11955.8 0.0102572 0.00101651 86573.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12708 11848 0.0102031 0.00101767 87094.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12595.3 11738.8 0.0102118 0.00101756 87010.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12479.6 11634.1 0.0101928 0.00101632 87179.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12369.3 11527.7 0.0102201 0.00101091 86869.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12257.2 11423.2 0.0102328 0.00101287 86768.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12147 11319.6 0.0102675 0.00101594 86471.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12036.8 11218.2 0.0101788 0.00101129 87264.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11928.4 11118 0.0101885 0.00102084 87263.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11823.7 11014.3 0.0102003 0.00101242 87071.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11715.7 10914.3 0.0102436 0.00101132 86652 0
: 107 Minimum Test error found - save the configuration
: 107 | 11609 10816.3 0.0102218 0.00101096 86853.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11505.9 10717.5 0.0102542 0.00101016 86542.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11401.1 10620.9 0.0102246 0.00103474 87052.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11298.4 10525.5 0.010206 0.00101384 87031.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11197.1 10429.3 0.0102388 0.00101969 86776.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 11096.3 10334.4 0.0102251 0.00101287 86840.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10995.2 10241.9 0.0101994 0.00101311 87086.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10897.1 10147.9 0.0101958 0.00101186 87108.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10797.2 10057.2 0.0101785 0.00100985 87254 0
: 116 Minimum Test error found - save the configuration
: 116 | 10700.9 9965.72 0.0101867 0.00101107 87187.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10604.9 9873.63 0.0102257 0.00101122 86820.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10507.2 9785.29 0.0101977 0.00101863 87154.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10414.1 9695.02 0.0102055 0.00101315 87028.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10318.9 9606.77 0.0102195 0.0010343 87096.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10226.5 9518.22 0.010186 0.00101221 87204.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10133.5 9431.16 0.0101939 0.00101157 87124 0
: 123 Minimum Test error found - save the configuration
: 123 | 10040 9347.67 0.0101835 0.00100996 87207.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9950.61 9262.37 0.0102072 0.00101181 87000.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9860.37 9178.04 0.010192 0.00101096 87136 0
: 126 Minimum Test error found - save the configuration
: 126 | 9770.13 9096.01 0.010241 0.00101695 86729.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9683.52 9011.53 0.0101999 0.00101417 87091.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9595.35 8928.54 0.0102217 0.00102635 87000.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9507.38 8847.58 0.0102337 0.00101674 86796.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9421.89 8766.04 0.0102116 0.00101581 86996.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9335.43 8687.07 0.0101867 0.00101292 87204.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9252.75 8605.6 0.0101834 0.00101254 87232.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9167.56 8526.81 0.0102173 0.00101534 86937.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9083.4 8449.85 0.0101985 0.0010137 87100.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 9003.03 8370.55 0.0102243 0.00101689 86886.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8919.91 8294.29 0.0102006 0.00101388 87082.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8837.83 8219.82 0.0102248 0.00101771 86889.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8758.82 8144.21 0.0102011 0.00101544 87092.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8679.35 8069.18 0.010183 0.00101125 87224.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8599.15 7996.44 0.0102057 0.00101183 87014.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8522.64 7921.88 0.0101923 0.00101056 87129.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8444.96 7848.33 0.0102003 0.00101399 87086.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8367.16 7776.71 0.0103926 0.00102232 85376.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8291.54 7704.88 0.0101968 0.00101712 87149.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8214.79 7635.73 0.0102056 0.00101451 87040.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8141.59 7564.24 0.0102056 0.00101914 87084.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8066.02 7495.81 0.0101967 0.00101546 87134.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7994.12 7425.2 0.0101983 0.00102197 87180.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7919.88 7357.5 0.010214 0.0010252 87062 0
: 150 Minimum Test error found - save the configuration
: 150 | 7846.84 7291.45 0.0102031 0.00101315 87051.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7776.71 7223.66 0.0102226 0.00101702 86903.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7705.46 7156.82 0.0102332 0.00102181 86849 0
: 153 Minimum Test error found - save the configuration
: 153 | 7635.91 7089.4 0.0102129 0.00101289 86956.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7564.12 7025.56 0.0102028 0.00101451 87067.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7496.85 6959.51 0.0102079 0.00101594 87032.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7427.22 6896.19 0.0102109 0.00101735 87017.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7359.85 6832.31 0.0102403 0.0010145 86713.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7292.84 6768.6 0.0102285 0.00101242 86804.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7225.98 6706.24 0.0102178 0.0010141 86921.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7159.55 6644.41 0.0102119 0.00101936 87027 0
: 161 Minimum Test error found - save the configuration
: 161 | 7093.57 6584.21 0.0102308 0.00102388 86891.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 7029.86 6522.48 0.0102162 0.00101804 86974.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6965.3 6461.76 0.0102209 0.00101624 86912.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6900.7 6403.16 0.0102001 0.00101421 87090.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6838.55 6342.92 0.010222 0.00101524 86892.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6775.19 6284.66 0.0102247 0.00101329 86848.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6713.37 6226.62 0.0102262 0.00101613 86861.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6651.86 6169.06 0.0102193 0.00101668 86932.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6591.42 6110.97 0.0102508 0.00102107 86676.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6530.6 6053.74 0.0102478 0.00102812 86771.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6470.32 5998.32 0.0102355 0.00102228 86831.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6411.33 5941.93 0.0102233 0.0010143 86871.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6351.75 5887.9 0.0102274 0.00101555 86844.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6292.7 5834.93 0.0102324 0.00102682 86903.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6237.6 5778.35 0.0102789 0.00102538 86453.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6178.7 5724.72 0.0102491 0.0010175 86658.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6121.78 5672 0.0102507 0.00102491 86713.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6065.03 5620.55 0.0102477 0.001021 86705.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 6009.57 5568.07 0.0103807 0.00102684 85526.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5955.25 5515.23 0.0102455 0.00101537 86672.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5900.19 5463.42 0.0102357 0.00101421 86753.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5845.9 5411.93 0.0103103 0.0010195 86106.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5791.25 5361.65 0.0102674 0.00102285 86537 0
: 184 Minimum Test error found - save the configuration
: 184 | 5737.77 5312.46 0.0102786 0.00102136 86418.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5686.57 5261.46 0.0102474 0.00101973 86695.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5632.35 5213.25 0.0102507 0.00101772 86646 0
: 187 Minimum Test error found - save the configuration
: 187 | 5580.95 5165.15 0.0102333 0.00101752 86807.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5530.02 5116.46 0.0102799 0.00101987 86392.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5478.47 5069.28 0.0102329 0.00101662 86802.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5428.55 5021.85 0.0102457 0.00101614 86677.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5378.11 4975.05 0.0102435 0.00101754 86711.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5328.54 4928.57 0.0102819 0.00101869 86363.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5279.54 4882.59 0.0102292 0.00101986 86868.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5230.78 4837.25 0.0102574 0.00101929 86597.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5182.6 4791.92 0.0102387 0.00101962 86776.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5134.83 4747.09 0.0102553 0.00102076 86631.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5087.09 4703.67 0.0102455 0.00101826 86699.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5041.79 4658.08 0.0102611 0.00101847 86555.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4993.41 4615.67 0.0102691 0.0010263 86553.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4948.37 4572.48 0.0102647 0.00103217 86649.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4902.07 4530.27 0.0102577 0.00102067 86607.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4856.64 4489.3 0.0103021 0.00102194 86205.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4813.26 4446.49 0.0102971 0.00104949 86509.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4768.28 4405.01 0.0102923 0.00101943 86273.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4724.43 4364.04 0.0102481 0.00102117 86702.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4681.35 4322.66 0.01026 0.00101779 86559.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4638.68 4281.79 0.0102803 0.00102405 86427.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4594.12 4243.24 0.0103052 0.00102001 86158.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4552.71 4204.24 0.0102702 0.00103097 86587.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4512.03 4163.97 0.0102634 0.00102068 86554.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4469.45 4125.88 0.0102883 0.0010214 86328.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4429.48 4086.15 0.0102567 0.00101932 86604.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4387.2 4049.07 0.010274 0.00101798 86430.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4347.18 4012.06 0.0105302 0.00102965 84205.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4308.61 3973.64 0.0102753 0.00101774 86415.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4268.42 3936.39 0.0103186 0.00103585 86181.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4229.13 3900.3 0.0102892 0.0010311 86410.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4190.39 3863.98 0.0102651 0.00101953 86528.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4151.52 3829.17 0.0102497 0.00101921 86669.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4114.12 3793.25 0.0102519 0.00102308 86685.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4077.06 3756.93 0.0102401 0.00101845 86752 0
: 222 Minimum Test error found - save the configuration
: 222 | 4039.19 3721.87 0.010252 0.00102018 86657 0
: 223 Minimum Test error found - save the configuration
: 223 | 4002.07 3687.37 0.0102781 0.00102337 86442.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3964.69 3654.7 0.010276 0.00101928 86424 0
: 225 Minimum Test error found - save the configuration
: 225 | 3930.3 3620.25 0.0102437 0.00101817 86716 0
: 226 Minimum Test error found - save the configuration
: 226 | 3893.8 3585.76 0.0102709 0.0010194 86472.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3857.9 3552.47 0.0102518 0.0010194 86651 0
: 228 Minimum Test error found - save the configuration
: 228 | 3823.41 3518.87 0.0103083 0.00103528 86271.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3788.18 3486.31 0.0102765 0.00103933 86606.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3753.56 3453.69 0.0102455 0.00101779 86695.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3718.88 3422.24 0.0102679 0.00101823 86489.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3685.74 3390.16 0.0102454 0.0010191 86708.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3651.49 3359.56 0.0102779 0.00102228 86433.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3619.05 3327.99 0.0102463 0.00102133 86721.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3585.86 3297.21 0.0102796 0.00102455 86438.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3554.33 3265.05 0.0102904 0.00102459 86338.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3520.98 3235.67 0.0104204 0.00102385 85137.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3490 3204.53 0.0102635 0.00101749 86523.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3457.08 3175.51 0.0102503 0.0010166 86639.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3425.91 3146.08 0.0103593 0.0010324 85773.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3394.77 3118.17 0.010256 0.00102146 86630.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3364.12 3088.36 0.0102921 0.00102271 86305.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3333.82 3060.01 0.0102921 0.00102075 86287.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3303.3 3031.4 0.0102281 0.00101945 86874.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3273.09 3003.65 0.0102612 0.00102198 86587.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3244.06 2975.4 0.010249 0.00101891 86673 0
: 247 Minimum Test error found - save the configuration
: 247 | 3214.27 2947.83 0.0102763 0.00102337 86458.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3185.75 2920.16 0.0102779 0.00101698 86384.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3156.04 2893.18 0.0103407 0.00102249 85853.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3127.38 2866.55 0.0102948 0.00102462 86298.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3098.99 2840.07 0.0103001 0.00102774 86278.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3071.53 2812.97 0.0102835 0.00102245 86383.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3043.06 2787.45 0.0102708 0.00101953 86474.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3015.21 2761.75 0.010244 0.00101867 86717.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2988.62 2736.09 0.0102621 0.0010185 86546.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2961.91 2710.09 0.0102826 0.00101711 86342 0
: 257 Minimum Test error found - save the configuration
: 257 | 2933.72 2686.45 0.0102719 0.00102362 86502.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2907.99 2660.99 0.0103518 0.00103027 85822.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2881.04 2637 0.0102657 0.0010232 86556.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2856.13 2611.74 0.0102519 0.00102056 86661 0
: 261 Minimum Test error found - save the configuration
: 261 | 2829.38 2587.18 0.0102553 0.00101969 86621.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2803.77 2563.34 0.0102471 0.00101619 86665.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2777.82 2540.31 0.0102465 0.00102295 86734.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2753.23 2516.87 0.0102943 0.00101984 86258.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2728.62 2493.29 0.0102633 0.0010192 86541.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.52 2470.5 0.0102707 0.00102432 86520 0
: 267 Minimum Test error found - save the configuration
: 267 | 2679.55 2447.17 0.0102626 0.00102195 86574 0
: 268 Minimum Test error found - save the configuration
: 268 | 2655.04 2424.56 0.0102837 0.00102155 86373 0
: 269 Minimum Test error found - save the configuration
: 269 | 2630.37 2403.08 0.010251 0.00101885 86653.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2607.29 2380.67 0.0103352 0.00106252 86275.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2583.33 2359.01 0.0102693 0.0010196 86489 0
: 272 Minimum Test error found - save the configuration
: 272 | 2560.18 2336.99 0.010279 0.00101882 86391.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2536.87 2315.46 0.0102932 0.00102847 86348.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2514.08 2293.86 0.0104895 0.00102402 84517.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2490.99 2272.85 0.010279 0.00102152 86416.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2468.79 2251.54 0.010412 0.00108122 85737.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2445.62 2231.61 0.0102758 0.00102265 86457.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2423.96 2210.82 0.0102772 0.00101992 86418.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2402.19 2190.14 0.0103113 0.00102626 86159.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2379.51 2170.46 0.0102873 0.00101886 86314.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2358.5 2150.28 0.0102966 0.00102171 86254.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2336.48 2130.95 0.0103079 0.00102381 86168.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2315.26 2111.58 0.0102737 0.00102574 86505.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2294.34 2092.52 0.0103232 0.00102752 86061.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2273.76 2072.39 0.0102817 0.00102196 86395.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2252.8 2053.12 0.0102765 0.00101972 86422.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2231.9 2034.2 0.0102653 0.00101669 86499.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2211.04 2016.21 0.010286 0.00101922 86330.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2191.17 1997.54 0.0103128 0.00102387 86123.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2170.73 1979.87 0.0102903 0.0010363 86449 0
: 291 Minimum Test error found - save the configuration
: 291 | 2151.35 1961.21 0.0102729 0.00102205 86478.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2131.24 1943.46 0.0103433 0.00102966 85895.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2111.95 1925.07 0.0102875 0.00102508 86370.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2092.07 1907.91 0.0102704 0.00101971 86480 0
: 295 Minimum Test error found - save the configuration
: 295 | 2072.65 1890.84 0.0103243 0.00102354 86014.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2054.08 1873.17 0.0102835 0.00101983 86359.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2034.87 1855.51 0.0102944 0.00103013 86353.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2015.72 1838.85 0.0102769 0.00102113 86432.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1997.4 1821.74 0.0102972 0.00102366 86266.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1978.53 1805.64 0.0102795 0.00102389 86434.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1960.23 1788.92 0.0103241 0.00102322 86013.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1941.92 1772.65 0.0102912 0.00102348 86320.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1924.06 1756.29 0.0102533 0.00101964 86639.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1906.27 1740.98 0.0103124 0.00102564 86144 0
: 305 Minimum Test error found - save the configuration
: 305 | 1888.34 1724.6 0.0103045 0.00102315 86194.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1870.27 1708.99 0.0105345 0.00119338 85642.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1853.14 1693.16 0.0114375 0.0010612 77099 0
: 308 Minimum Test error found - save the configuration
: 308 | 1836.1 1677.17 0.0106218 0.00106369 83698.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1818.54 1661.77 0.0105554 0.00103268 84009.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1801.19 1646.85 0.0103007 0.00103049 86297.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1784.5 1631.63 0.0102874 0.00102111 86334.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1767.94 1616.7 0.0102883 0.00102545 86366.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1750.9 1602.34 0.0102758 0.00102178 86448.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1734.35 1587.54 0.010328 0.00104133 86145.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1718.41 1572.8 0.0102995 0.00104422 86437 0
: 316 Minimum Test error found - save the configuration
: 316 | 1701.44 1559.44 0.01029 0.0010226 86324.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1686.1 1544.39 0.0102796 0.00102381 86431.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1669.7 1530.93 0.0102829 0.0010233 86396.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1654.43 1516.58 0.0102706 0.00101782 86460.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1638.58 1502.38 0.0102684 0.00102184 86518.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1622.28 1488.98 0.0103081 0.00102632 86190.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1607.13 1475.44 0.0102936 0.00102413 86304.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1592.37 1461.07 0.0102886 0.00102493 86359.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1576.43 1448.15 0.0106905 0.00111345 83532.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1561.33 1435.1 0.0110215 0.00110761 80694.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1547.07 1421.09 0.0107604 0.00110592 82862.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1531.6 1408.63 0.0104599 0.00102785 84817.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1517.47 1395.31 0.0106824 0.00108296 83338.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1502.43 1382.58 0.0108108 0.0012233 83442.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1488.14 1369.79 0.0108238 0.00103694 81742.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1474.09 1356.9 0.0111066 0.00126341 81274.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1459.63 1344.4 0.0107095 0.00104288 82758.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1446.03 1331.64 0.0113745 0.00104721 77464.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1432.07 1318.98 0.0104969 0.00103326 84534 0
: 335 Minimum Test error found - save the configuration
: 335 | 1417.77 1307.19 0.0110948 0.0010514 79654.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1404.37 1295.28 0.0111802 0.001179 79990 0
: 337 Minimum Test error found - save the configuration
: 337 | 1391.08 1283.04 0.0109658 0.0011779 81733.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1377.24 1271.32 0.0109526 0.0011415 81540.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1364.09 1259.96 0.0109246 0.00108357 81292 0
: 340 Minimum Test error found - save the configuration
: 340 | 1351.3 1247.94 0.0106708 0.00114453 83978.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1338.28 1236.08 0.0105886 0.00104473 83823.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1325 1224.83 0.0105673 0.00103286 83906.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1312.41 1213.78 0.0107503 0.00115481 83372.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1299.8 1202.05 0.0105141 0.0010428 84465.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1287.23 1190.97 0.0108563 0.00109146 81926.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1274.94 1179.52 0.0104031 0.00103354 85382.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1262.54 1168.71 0.0111361 0.00104705 79294.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1250.35 1157.79 0.0106964 0.0011461 83766.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1238.18 1146.9 0.0105491 0.00104958 84214.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1226.03 1136.48 0.0106036 0.00105179 83753.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1214.77 1125.73 0.0111313 0.00109473 79708.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1202.47 1114.99 0.0105236 0.00104146 84369.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1191.14 1104.58 0.0104929 0.00104992 84718.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1179.24 1094.41 0.0104737 0.00103649 84770.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1168.27 1084.24 0.0104274 0.00102794 85110.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1157.18 1073.1 0.0106339 0.0010351 83344.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.87 1063.72 0.0108293 0.00110066 82231.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1134.82 1052.9 0.0103521 0.00103346 85849.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1123.09 1043.29 0.0106326 0.00104508 83441.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1112.19 1033.45 0.0107864 0.00117972 83275.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1101.51 1023.41 0.01064 0.00110417 83894 0
: 362 Minimum Test error found - save the configuration
: 362 | 1090.25 1014.13 0.0104101 0.00103464 85328.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.84 1004.88 0.0104118 0.0011135 86037.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1069.68 994.989 0.0104442 0.0010449 85112.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1059.26 985.657 0.0104487 0.00103132 84949.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1048.84 976.153 0.0105475 0.00104189 84160.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1038.51 967.06 0.0104319 0.00103339 85119.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.75 957.651 0.0107207 0.00103498 82595.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1018.26 948.544 0.0105252 0.00103193 84270.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1008.04 940.191 0.0103524 0.00103013 85816.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 998.667 930.548 0.0106008 0.0011825 84941.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.629 921.239 0.010295 0.00102184 86270.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.888 912.515 0.0103195 0.00103206 86137.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 969.246 903.747 0.0102668 0.00102171 86532.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.719 894.823 0.0102792 0.00102089 86408.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 950.24 886.562 0.0103313 0.00102382 85952.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.806 877.767 0.0102791 0.00101902 86392.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.866 869.931 0.0102929 0.00103757 86437.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.489 860.814 0.0102678 0.00102201 86525.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 913.407 852.61 0.0102851 0.00102063 86351.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 904.361 844.455 0.0102811 0.00102385 86419.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.641 836.1 0.010317 0.00102312 86078.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.586 827.709 0.0103941 0.00102195 85359 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.837 819.154 0.0103442 0.00102005 85798.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 869.045 811.703 0.0103612 0.00103308 85762 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.346 803.468 0.0104926 0.00112174 85370.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.517 796.032 0.0103611 0.00102396 85679.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.694 787.917 0.0103356 0.00103359 86002.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.844 780.049 0.0103421 0.00102247 85840.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.616 772.297 0.0105874 0.00102181 83633.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.25 764.808 0.0123523 0.00148253 73598.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 810.561 756.823 0.0107508 0.00106049 82556.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.864 749.771 0.0104585 0.00102016 84760.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 794.36 742.258 0.0103542 0.00103185 85815.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.957 735.279 0.0104254 0.00102714 85122.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.486 727.784 0.0104589 0.00104057 84940.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.268 720.539 0.0103718 0.00105017 85822.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.925 713.059 0.0103295 0.00101993 85932.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.07 705.832 0.0103318 0.00102213 85932.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.685 699.245 0.0103746 0.001027 85583.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 740.114 692.138 0.0103047 0.00102166 86178.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.53 684.848 0.0102902 0.00102235 86320.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.257 678.056 0.0103006 0.00102563 86253.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.014 670.736 0.0102789 0.00101953 86399.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.641 664.385 0.0102655 0.00102424 86568.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.547 657.662 0.0102622 0.00101676 86529.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.229 651.008 0.0102923 0.00102351 86311.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.356 644.173 0.0103222 0.00102157 86015.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.22 637.364 0.010293 0.00101993 86270.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.358 630.821 0.0103168 0.0010251 86098.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.68 624.469 0.0102799 0.00102002 86394.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.662 618.061 0.0103322 0.00102263 85933.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.886 611.74 0.0102836 0.00102089 86367.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.446 605.102 0.0102821 0.001019 86363.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.401 599.193 0.0103592 0.00102491 85705.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 635.122 593.062 0.0102797 0.00101772 86375 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.441 587.471 0.0103014 0.00101971 86191.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.368 580.808 0.010287 0.00102097 86337 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.676 575.011 0.0103031 0.00102499 86224.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.805 568.723 0.0103012 0.00102718 86262.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.342 562.758 0.0102889 0.00102837 86387.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.986 557.411 0.0102717 0.00101979 86468.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.804 551.278 0.0102825 0.00101779 86349.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.774 545.615 0.0102881 0.00102103 86327.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.812 539.747 0.0102849 0.00102387 86383.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.826 534.198 0.0103049 0.00102126 86172.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.756 528.605 0.0102994 0.00102383 86247.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.079 523.082 0.010305 0.00102146 86173.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.087 517.557 0.0102688 0.0010214 86510.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.555 511.718 0.0102769 0.00101873 86410.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.857 506.05 0.0103784 0.00102009 85485.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.137 501.149 0.0102979 0.00102542 86277.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.543 495.686 0.0103268 0.00102231 85980.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.9 490.362 0.0102853 0.00102082 86351.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.602 485.005 0.0102764 0.0010236 86460 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.067 480.109 0.0102985 0.00102162 86236 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.014 474.711 0.0102734 0.00102363 86488.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.348 469.756 0.0102981 0.00102087 86233 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.116 464.746 0.0102734 0.00101779 86434.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.901 459.661 0.010291 0.00102081 86298.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.893 454.527 0.0102865 0.00102 86332.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.777 449.854 0.0103954 0.00102805 85403.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.513 444.832 0.0103318 0.00105808 86265.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.735 440.04 0.0103132 0.00102373 86118.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.555 435.608 0.0102827 0.00102162 86382.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.848 430.88 0.0103085 0.00101958 86124.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.122 426.33 0.0102715 0.00102019 86474.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.051 421.75 0.0102859 0.00101971 86335.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.638 416.522 0.0102962 0.00102134 86254.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.477 412.338 0.0102917 0.00102458 86327.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.998 407.843 0.0103069 0.00102385 86179 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.515 403.667 0.0102855 0.00103174 86451.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.842 398.663 0.010274 0.00101874 86437.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.003 394.302 0.0102784 0.00102123 86419.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.517 389.949 0.0102654 0.00101669 86498.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.134 385.946 0.0102705 0.00101862 86469.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.624 381.629 0.010278 0.00102653 86472.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.45 377.475 0.0102843 0.00102326 86383.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.138 373.177 0.0102762 0.00102323 86458.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.808 369.035 0.0103091 0.00102182 86139.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.419 364.898 0.0103376 0.0010223 85880.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.473 361.016 0.0102834 0.00102032 86364 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.345 356.561 0.0103162 0.0010209 86065.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.151 352.648 0.010326 0.00102157 85980.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.077 348.85 0.0102972 0.00102396 86269.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.006 344.974 0.010313 0.00102137 86098.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.911 341.178 0.0102801 0.00102081 86399.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.19 337.337 0.0104298 0.00102696 85080.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.385 333.297 0.0103164 0.00104698 86305.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.397 329.711 0.0104396 0.00102312 84957.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.665 325.983 0.0102746 0.00101823 86426.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.619 322.407 0.0103062 0.00102031 86152.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.081 318.472 0.0102841 0.00101999 86354.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.027 315.13 0.0103737 0.00102469 85570.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.281 311.65 0.0102913 0.00103556 86432.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.771 307.771 0.010279 0.00102096 86411.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.077 304.437 0.0102851 0.00102293 86373.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.337 301.419 0.0102928 0.00102177 86290.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.824 297.808 0.0102739 0.00102224 86470.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.508 293.949 0.0102652 0.00101864 86518.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.821 290.747 0.0102794 0.00101914 86390.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.545 287.232 0.0102934 0.00102301 86296.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.896 284.417 0.0103246 0.00102358 86012.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.551 281.825 0.0106364 0.00102796 83260.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.483 277.67 0.0108072 0.00103768 81887.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.164 274.704 0.0102834 0.00102351 86394.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.522 271.745 0.0103036 0.00102219 86194.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.349 268.314 0.0102838 0.00101822 86340.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.383 265.386 0.0103085 0.00101957 86124.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.341 262.109 0.0103142 0.00102057 86080.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.856 259.743 0.0102913 0.00102553 86339.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.766 256.035 0.0103101 0.00102526 86162 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.768 253.374 0.0102893 0.00102407 86344.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.841 250.195 0.0103414 0.00102159 85838.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.467 248.117 0.010306 0.00101921 86144.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.776 244.436 0.0102716 0.00101786 86451.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.755 241.822 0.0102854 0.00102063 86349 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.737 239.237 0.0102859 0.00102056 86342.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.009 236.413 0.0103509 0.00102551 85786.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.275 234.5 0.0103098 0.00102969 86205.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.373 231.191 0.0103043 0.00102203 86185.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.344 228.44 0.0103136 0.00102125 86092 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.736 226.112 0.0102796 0.00101954 86392.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.767 223.372 0.0103125 0.00101966 86088.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.028 220.368 0.010297 0.00102338 86265.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.254 217.885 0.0103001 0.00102142 86219.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.554 215.624 0.0102884 0.00102126 86326.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.058 213.257 0.0102986 0.00102474 86263.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.488 210.808 0.0102833 0.0010268 86425.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.713 207.976 0.010276 0.0010202 86432.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.156 205.953 0.0102931 0.00102285 86297.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.675 203.616 0.0103003 0.00102484 86249 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.448 202.742 0.0103233 0.00104404 86213.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.089 198.619 0.010329 0.0010323 86051.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.271 196.211 0.0102901 0.00101968 86295.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.817 194.803 0.0103755 0.00104166 85709.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.316 191.9 0.0103294 0.00102377 85969.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.304 190.452 0.0102978 0.00102046 86231.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.953 188.913 0.0102955 0.00102247 86271.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.792 185.965 0.0102839 0.00101798 86338 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.359 183.812 0.0102857 0.00101762 86317.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.979 181.755 0.0103017 0.00102084 86198.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.717 179.242 0.0102876 0.0010195 86317.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.305 177.231 0.010351 0.00105874 86093.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.071 175.157 0.0103301 0.00102236 85949.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.792 173.442 0.0103412 0.00102362 85859.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.611 171.001 0.0103021 0.00102235 86208.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.613 169.067 0.0102933 0.00102327 86299.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.597 168.087 0.0102997 0.00101989 86208.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.534 166.06 0.0102837 0.00102788 86431.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.24 163.707 0.0102964 0.00101868 86228.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.021 161.439 0.0103229 0.00102159 86009.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.082 160.535 0.0103491 0.00102275 85778.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.418 158.859 0.0102749 0.00101899 86431 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.138 155.54 0.0102786 0.00101769 86384.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.001 153.848 0.0102629 0.00101727 86527.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.705 152.31 0.0102784 0.00101806 86390.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.946 151.359 0.0102934 0.00102608 86324.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.852 148.298 0.0102815 0.00101954 86374.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.969 147.04 0.0102844 0.00101993 86351.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.282 145.91 0.010388 0.00102366 85430.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.207 143.667 0.010362 0.00102962 85722.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.411 141.855 0.0102956 0.00101939 86242.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.536 140.353 0.0102929 0.00102146 86286.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.698 138.728 0.0102791 0.00101718 86375.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.847 137.866 0.0102914 0.00101611 86251 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.216 135.345 0.0103249 0.00102305 86003.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.359 134.142 0.0102995 0.00102403 86249.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.455 132.233 0.0102814 0.00102234 86402 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.691 130.274 0.0102943 0.00102063 86265.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.981 129.348 0.0103036 0.00102009 86174.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.403 128.187 0.0102775 0.00101845 86401.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.907 127.612 0.0102808 0.00102493 86431.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.14 125.09 0.0102863 0.00101786 86314 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.547 123.588 0.010303 0.00102052 86183.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.881 121.46 0.0102918 0.00102126 86295.3 0
: 557 | 136.2 121.707 0.0102613 0.000985705 86248.2 1
: 558 Minimum Test error found - save the configuration
: 558 | 134.473 118.68 0.0102933 0.00102136 86281.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.833 117.058 0.0102725 0.00101691 86434.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.249 116.948 0.0102944 0.0010195 86253.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.768 114.525 0.0102807 0.00101662 86354.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.016 114.174 0.0102979 0.00102922 86312.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.532 111.729 0.0103178 0.00102166 86057 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.735 110.469 0.0102927 0.00101939 86268.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.787 109.637 0.013228 0.00172816 69566.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.319 108.746 0.0120244 0.00103392 72790.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.707 107.279 0.0103066 0.00102225 86166.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.438 106.311 0.0102863 0.00102006 86335.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.873 104.651 0.0102935 0.0010173 86241.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.581 103.29 0.0108825 0.00158262 86022.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.249 102.162 0.0124435 0.00103599 70129.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.803 101.984 0.0102979 0.00102239 86248.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.567 99.3263 0.0103314 0.00102364 85950 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.188 97.7823 0.0104396 0.00102662 84989 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.623 97.1503 0.0103581 0.00102363 85703.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.376 95.3658 0.0103004 0.0010179 86183.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.251 95.2935 0.0103144 0.00102228 86094.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.951 93.8279 0.0102873 0.00102006 86326 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.658 92.4678 0.0102944 0.00101922 86251.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.432 91.139 0.0102883 0.00102277 86341.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.179 89.7748 0.0102873 0.0010222 86345.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.076 88.8905 0.0102915 0.00102183 86302.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.7644 87.7882 0.0102934 0.00101862 86255.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.3778 87.5413 0.010315 0.0010335 86192.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.3055 86.2811 0.0102889 0.00102176 86326.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.2545 84.6997 0.0103092 0.00102316 86151 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.9836 84.3802 0.0103013 0.00102348 86227 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.9715 83.3249 0.0103075 0.00102798 86211.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.8505 81.4824 0.0103089 0.00102309 86153.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.5285 80.9506 0.0103281 0.00102472 85990.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.7183 80.185 0.0102835 0.00102211 86379.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.5982 78.7521 0.0102974 0.00101801 86212.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5803 78.7508 0.0103038 0.00102207 86191.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.4453 76.7926 0.0102921 0.00101863 86267.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.3328 75.589 0.0105572 0.0010401 84059.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.4523 74.6105 0.0103422 0.00102439 85857.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.4726 73.5329 0.0102853 0.00101881 86332.6 0
: 598 | 83.3028 73.9022 0.0102618 0.000987286 86258.3 1
: 599 Minimum Test error found - save the configuration
: 599 | 82.4562 72.2362 0.0102746 0.00102024 86446 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.5204 71.5622 0.0102919 0.00101807 86264.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.4024 70.4937 0.0103072 0.00102084 86147.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4342 69.4235 0.0103328 0.00102418 85941.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.6283 68.7078 0.0103308 0.00101997 85921.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.5161 67.4724 0.0103103 0.00102144 86124.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.7328 65.8224 0.0102797 0.00102382 86431.4 0
: 606 | 75.7357 65.971 0.0102626 0.000984334 86222.7 1
: 607 | 74.9108 65.8704 0.0102422 0.000984546 86415.1 2
: 608 Minimum Test error found - save the configuration
: 608 | 74.0474 64.0788 0.0103255 0.0010207 85977.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1464 62.8396 0.0102781 0.00102066 86416.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.2767 62.1045 0.0103156 0.00104705 86313.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.4548 61.1984 0.0102935 0.00101782 86246.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.5009 60.5523 0.0102972 0.00102215 86252.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6465 59.8547 0.0103108 0.00102187 86124 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.0059 59.6708 0.0102828 0.00102035 86370.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.169 58.0785 0.0102729 0.0010171 86432.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.1944 57.47 0.0102799 0.0010279 86467.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.2969 56.7654 0.0102756 0.00101948 86429.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.565 56.0094 0.0103025 0.00101793 86164.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8448 54.5521 0.0102904 0.0010188 86285 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.982 54.4612 0.0102964 0.00101609 86203.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3654 53.8977 0.0102787 0.00101852 86391.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.6538 53.0897 0.0102937 0.00102636 86324.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.9741 52.2905 0.0102806 0.00101529 86343.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0897 51.3431 0.0102855 0.00102779 86414.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.2112 51.3427 0.0103114 0.00101577 86061.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.454 50.039 0.0102753 0.00101931 86430.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.7048 48.9993 0.0102916 0.00101742 86260.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.0063 48.6309 0.0102923 0.00101849 86264.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3686 47.7544 0.0102925 0.00103253 86393.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6627 46.8243 0.010295 0.00102045 86257.4 0
: 631 | 56.0322 47.489 0.0102758 0.000984786 86104.8 1
: 632 Minimum Test error found - save the configuration
: 632 | 55.5057 45.6366 0.0103041 0.00102278 86194.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.6135 45.4382 0.010326 0.00101992 85965.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1283 43.8626 0.0102932 0.00102103 86279.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.3581 43.8252 0.0102861 0.00101884 86325 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.9779 42.9861 0.0103053 0.00102755 86227.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4428 42.7908 0.0103083 0.00102876 86211.5 0
: 638 | 51.707 43.2066 0.010258 0.000984665 86268.5 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.9582 41.8978 0.0103253 0.00102291 85999.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3504 40.7796 0.0103267 0.0010195 85954.8 0
: 641 | 49.777 41.0352 0.0102588 0.000982935 86245.5 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.0346 39.9856 0.0102638 0.00101636 86510.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.4724 38.7683 0.0102797 0.00101438 86343.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.9209 38.6503 0.0102915 0.00102242 86308.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.4047 37.8783 0.010298 0.00102059 86230.9 0
: 646 | 46.857 37.9668 0.0102588 0.000985915 86273.2 1
: 647 | 46.2245 38.0058 0.0102581 0.000984305 86264.9 2
: 648 Minimum Test error found - save the configuration
: 648 | 45.7477 36.6177 0.0102721 0.00102228 86488.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.9913 36.5085 0.0102745 0.00101847 86429.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.4176 34.8905 0.0102873 0.00101591 86286.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.837 34.6811 0.0102791 0.00101792 86381.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.5213 34.3644 0.0102876 0.00101692 86293.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.1279 34.1632 0.0102822 0.00102079 86380.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.5155 33.9013 0.0102942 0.00102012 86262.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1185 32.347 0.0102798 0.00101824 86378.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.3078 31.9341 0.0102809 0.00101811 86366.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.853 31.827 0.0103379 0.00101804 85838.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.3638 31.7429 0.0102696 0.00101982 86488.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.9502 31.24 0.0102939 0.00103049 86361.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4986 30.5139 0.0102867 0.00101933 86324.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.9464 30.0131 0.0104152 0.00103376 85274.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6909 29.7834 0.0102773 0.00102067 86424.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.255 29.7541 0.010283 0.00101893 86355.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.7251 28.9213 0.0102864 0.00101903 86324.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.2067 28.6248 0.0102784 0.00102152 86422.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6345 27.51 0.0102926 0.00102247 86298.7 0
: 667 | 36.2857 27.6361 0.010254 0.000983855 86298.3 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.783 26.5484 0.010297 0.00101582 86195.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.4204 26.3515 0.0102812 0.00102116 86392.8 0
: 670 | 34.9473 26.4792 0.0102403 0.000983135 86419.1 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.4639 25.6872 0.0102892 0.00102397 86344.3 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9076 25.1815 0.0102768 0.00101962 86419.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5169 24.5183 0.0102728 0.00101688 86431 0
: 674 | 33.2926 24.9009 0.0102349 0.000982565 86464.7 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.9052 24.2323 0.0102743 0.00101734 86421.4 0
: 676 | 32.4003 24.4498 0.010261 0.000986056 86254.1 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.0026 23.3498 0.0102909 0.0010181 86273.8 0
: 678 | 31.6702 23.5039 0.010262 0.000983776 86223.4 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.3266 22.8384 0.0102836 0.00101782 86339.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7534 22.5157 0.0103089 0.00101887 86113.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.2547 21.6187 0.0102853 0.00101658 86311.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0661 21.5451 0.0103055 0.00101724 86130.7 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.5391 21.3727 0.0102797 0.00101768 86373.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.3032 21.049 0.0103007 0.00102011 86201.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.9513 20.5246 0.0102934 0.00102557 86320.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.4822 20.1819 0.0102867 0.00102161 86345.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0399 19.9488 0.0102814 0.00102042 86384 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.7354 19.6669 0.0102847 0.00101994 86349.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.5055 19.4261 0.0103022 0.00102128 86198.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.4464 19.1759 0.0102748 0.00101578 86402.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.8014 19.1168 0.0102833 0.00101583 86323.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3795 18.3683 0.0102814 0.00101794 86361 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.1994 18.2624 0.0102944 0.00102082 86266.8 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.0146 17.9535 0.0102723 0.00101827 86449.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4898 17.2438 0.0104176 0.00109197 85784.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.102 17.0443 0.010371 0.00102338 85582.8 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.6724 16.7072 0.010278 0.00101739 86387.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.4966 16.3193 0.0102728 0.00101643 86427.4 0
: 699 | 24.3334 16.6414 0.0102459 0.000986775 86401.5 1
: 700 | 23.8064 16.5366 0.0102618 0.00100157 86390.8 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.5472 15.5771 0.0103011 0.00102191 86214.7 0
: 702 | 23.1786 15.9494 0.0102576 0.000984406 86270.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.8144 14.8969 0.0102914 0.00103247 86403.5 0
: 704 | 22.4596 15.303 0.0103096 0.000985175 85796.1 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.4707 14.8042 0.0102797 0.00101957 86392.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9391 14.2042 0.0103384 0.00102137 85863.9 0
: 707 | 21.6581 14.956 0.0102553 0.000984866 86295.4 1
: 708 | 21.5892 14.4709 0.0102389 0.000985726 86456.9 2
: 709 | 21.3192 14.6576 0.0102615 0.000989135 86277.7 3
: 710 Minimum Test error found - save the configuration
: 710 | 20.9379 13.9563 0.0103003 0.00102662 86265.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5566 13.5435 0.0102993 0.00102057 86218.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.1747 12.9411 0.010285 0.00102235 86368.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9699 12.3825 0.0102881 0.00101898 86308 0
: 714 | 19.8081 12.7795 0.0102569 0.000989985 86329.1 1
: 715 | 19.484 12.4519 0.0102387 0.000986475 86466.1 2
: 716 | 19.0695 12.822 0.0102475 0.000985866 86377.9 3
: 717 | 18.9453 12.4829 0.010247 0.000984154 86366.8 4
: 718 Minimum Test error found - save the configuration
: 718 | 18.6889 11.7242 0.0103134 0.00102548 86133.6 0
: 719 | 18.5606 12.1671 0.010245 0.000987785 86418.8 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.2722 11.4113 0.0102899 0.00101942 86295.1 0
: 721 | 18.0315 11.6221 0.0102398 0.000984234 86434.7 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.7118 10.8215 0.0102816 0.00101881 86366.7 0
: 723 | 17.341 10.945 0.0102363 0.000987295 86495.8 1
: 724 | 17.3607 10.8958 0.0102987 0.000984375 85889.3 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.0509 10.5991 0.0103255 0.00102286 85997 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.9291 10.4596 0.0102905 0.00101822 86279 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6792 9.99718 0.0103142 0.00102291 86102.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.2106 9.73764 0.0102766 0.00102221 86445.7 0
: 729 | 16.1644 10.2996 0.0102722 0.000986506 86154.2 1
: 730 | 16.0378 9.82349 0.0102693 0.000985216 86169.1 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.689 9.392 0.0102716 0.00101807 86453.6 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.5246 8.88166 0.0103029 0.00101905 86171.1 0
: 733 | 15.3179 9.07455 0.0102607 0.000987294 86268.5 1
: 734 | 14.9486 9.11696 0.0102747 0.000982775 86096.2 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.7608 8.81511 0.0102997 0.0010245 86251.7 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.6024 8.49027 0.010417 0.00102137 85145.9 0
: 737 | 14.4629 8.68582 0.0102584 0.000983666 86255.9 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.5925 8.29328 0.0102886 0.00102074 86319.4 0
: 739 | 14.1357 8.56999 0.0102564 0.000984695 86284.3 1
: 740 Minimum Test error found - save the configuration
: 740 | 14.0108 8.02274 0.010289 0.00101968 86306.5 0
: 741 | 13.7972 8.15534 0.0102536 0.000986566 86327.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.58 7.89433 0.0103049 0.00102191 86178.8 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2524 7.38222 0.0102804 0.00102057 86394.3 0
: 744 | 13.2097 7.9862 0.0102481 0.000983645 86351.1 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.8818 7.27967 0.0102798 0.00102028 86397.5 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.7677 7.10989 0.0102995 0.00101988 86210.5 0
: 747 | 12.6247 7.33703 0.0102878 0.000986866 86012.5 1
: 748 | 12.5502 7.43427 0.0102462 0.000988035 86410.6 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.2063 6.88097 0.0102855 0.0010183 86325.7 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.0767 6.49341 0.0102944 0.00101906 86249.9 0
: 751 | 11.979 6.57658 0.0102442 0.000984706 86397.6 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.7826 6.47683 0.0102815 0.00102112 86389.9 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.6522 6.35662 0.0103177 0.00102396 86079.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3894 6.32093 0.0103236 0.00103014 86082 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.3627 6.16068 0.0102749 0.00101567 86400.3 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.1483 5.82325 0.0102772 0.0010149 86371.2 0
: 757 | 11.0795 5.94645 0.0102507 0.000984455 86335.2 1
: 758 | 11.0641 6.06977 0.0104015 0.00110252 86031 2
: 759 | 10.8408 6.14143 0.0102768 0.000983805 86086.8 3
: 760 | 11.0082 7.14309 0.0102527 0.000985356 86324.6 4
: 761 | 10.9812 6.47759 0.0102562 0.000986655 86304.5 5
: 762 | 10.5444 6.8104 0.0102369 0.000987626 86492.9 6
: 763 Minimum Test error found - save the configuration
: 763 | 10.2558 5.26149 0.0102857 0.00102521 86388.2 0
: 764 | 10.0832 5.52699 0.0102512 0.000985065 86336.1 1
: 765 | 9.93681 5.27003 0.0102474 0.000986976 86389.2 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.70821 5.15368 0.0102945 0.00102176 86274.1 0
: 767 | 9.6528 5.28733 0.0103466 0.000987866 85481.8 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.56426 4.94544 0.0103577 0.00102308 85702.4 0
: 769 | 9.43077 4.97172 0.0106621 0.000980665 82632.3 1
: 770 | 9.2585 5.10059 0.010242 0.000988305 86452 2
: 771 | 9.37035 5.93762 0.010257 0.000986685 86296.9 3
: 772 Minimum Test error found - save the configuration
: 772 | 9.26183 4.84025 0.010274 0.00101721 86422.9 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.94636 4.63941 0.0103024 0.0010211 86194.6 0
: 774 | 8.90703 4.87783 0.0102809 0.000993156 86134.6 1
: 775 | 8.77389 4.73547 0.0102517 0.000985685 86336.6 2
: 776 | 8.54116 4.68569 0.0102432 0.000987516 86433.7 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.48534 4.5243 0.0102887 0.00102223 86333 0
: 778 | 8.49398 5.15073 0.0102648 0.000985555 86213.6 1
: 779 | 8.36042 4.90042 0.010291 0.000986285 85978.1 2
: 780 | 8.22338 5.17655 0.0102651 0.000986235 86217.2 3
: 781 Minimum Test error found - save the configuration
: 781 | 8.13721 4.04632 0.0102942 0.00101912 86252.9 0
: 782 | 8.21719 4.34694 0.0102648 0.000984235 86201.4 1
: 783 Minimum Test error found - save the configuration
: 783 | 8.13031 3.99489 0.010324 0.00104174 86185.8 0
: 784 | 7.83478 4.27842 0.0102526 0.000984585 86318.6 1
: 785 | 7.835 4.40747 0.0102582 0.000984005 86260.6 2
: 786 | 7.60856 4.30297 0.0102699 0.000984486 86156.6 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.67645 3.44882 0.0102954 0.00102115 86260.3 0
: 788 | 7.78272 3.81821 0.010234 0.000983416 86480.9 1
: 789 | 7.55874 4.90292 0.0102597 0.000985765 86263.4 2
: 790 | 7.37655 3.76858 0.0102506 0.000988676 86374.7 3
: 791 | 7.1918 3.93468 0.0102759 0.000984015 86097.1 4
: 792 | 7.27698 4.28819 0.0102397 0.000983635 86429.9 5
: 793 | 7.14381 3.90516 0.0102489 0.000985565 86361.7 6
: 794 | 6.9282 4.11104 0.0103044 0.000983795 85831.8 7
: 795 | 6.82939 4.09131 0.0102419 0.000984606 86418.5 8
: 796 | 6.67396 3.47864 0.0102557 0.000984065 86284.5 9
: 797 | 6.53429 3.69603 0.0102526 0.000985785 86329.2 10
: 798 | 6.50106 3.70554 0.0102998 0.000987305 85906.4 11
: 799 Minimum Test error found - save the configuration
: 799 | 6.52951 3.44748 0.0102921 0.00102479 86325 0
: 800 Minimum Test error found - save the configuration
: 800 | 6.36884 3.3358 0.0103512 0.0010788 86277.6 0
: 801 Minimum Test error found - save the configuration
: 801 | 6.38111 3.2603 0.010281 0.00102049 86388.2 0
: 802 | 6.21309 3.64471 0.0102556 0.000983865 86283.9 1
: 803 | 6.1202 3.66459 0.0102504 0.000978294 86280.6 2
: 804 | 6.20349 3.51746 0.0102626 0.000984565 86224.7 3
: 805 Minimum Test error found - save the configuration
: 805 | 6.02483 2.93303 0.0103081 0.00102463 86174.7 0
: 806 | 5.95279 3.64092 0.010259 0.000984545 86258.1 1
: 807 | 5.86669 3.37814 0.0103101 0.000986215 85801.3 2
: 808 | 5.96685 3.23511 0.010272 0.000982674 86120.7 3
: 809 | 5.96285 3.24736 0.0102544 0.000985395 86308.8 4
: 810 | 5.95322 3.39387 0.0102513 0.000987305 86355.8 5
: 811 | 5.84896 3.70484 0.0103098 0.000994275 85878.6 6
: 812 | 5.70835 3.03056 0.0102509 0.000984387 86332.8 7
: 813 | 5.66798 3.84698 0.0102471 0.000983934 86363.7 8
: 814 | 5.84201 3.15292 0.0102593 0.000984246 86253 9
: 815 | 5.40305 2.95134 0.0102861 0.000985295 86014 10
: 816 | 5.42643 3.76467 0.0102546 0.000988145 86333 11
: 817 | 5.57884 3.41811 0.0102693 0.000988485 86199.7 12
: 818 | 5.32121 3.1337 0.0102516 0.000984744 86329.1 13
: 819 Minimum Test error found - save the configuration
: 819 | 5.29142 2.86035 0.0103023 0.0010276 86255.9 0
: 820 Minimum Test error found - save the configuration
: 820 | 5.12316 2.65166 0.0102807 0.00102015 86387.8 0
: 821 | 5.16608 3.18261 0.0102538 0.000986776 86327.8 1
: 822 | 4.94403 2.65999 0.0102544 0.000986666 86320.8 2
: 823 | 4.81215 2.73538 0.0102485 0.000984594 86356.6 3
: 824 | 4.75327 3.48149 0.0102601 0.000984435 86247.6 4
: 825 | 4.84075 3.42772 0.010523 0.000986226 83885.5 5
: 826 | 5.15492 3.68869 0.0102544 0.000985556 86310.8 6
: 827 | 4.95766 2.7088 0.010272 0.000987745 86167.4 7
: 828 | 4.58544 2.75561 0.0102662 0.000992036 86260.9 8
: 829 | 4.43834 3.40515 0.0102615 0.000985925 86247.9 9
: 830 | 4.58325 3.67394 0.0102559 0.000986545 86305.6 10
: 831 | 4.52751 2.84908 0.0103108 0.000985864 85791.6 11
: 832 | 4.38876 2.70346 0.010265 0.000987225 86227.6 12
: 833 | 4.66589 3.49111 0.0102445 0.000984935 86396.7 13
: 834 | 4.45029 2.78785 0.0102731 0.000987376 86153.3 14
: 835 | 4.2617 2.69044 0.010241 0.000984786 86428 15
: 836 | 4.33392 3.08129 0.0102656 0.000985054 86201.5 16
: 837 | 4.30462 3.20811 0.0102796 0.000999656 86207.3 17
: 838 | 3.98475 3.00873 0.0102645 0.000985615 86217.1 18
: 839 | 4.09869 4.20292 0.0102639 0.000986255 86228.5 19
: 840 Minimum Test error found - save the configuration
: 840 | 4.41316 2.56893 0.0103035 0.00102743 86243.6 0
: 841 | 4.27787 2.78739 0.0103372 0.00101299 85797.9 1
: 842 Minimum Test error found - save the configuration
: 842 | 3.90885 2.33964 0.0102858 0.00102096 86347.9 0
: 843 | 3.92541 2.61418 0.0102673 0.000985875 86194.1 1
: 844 | 3.86378 2.77871 0.0102657 0.000984935 86199.6 2
: 845 | 3.82918 2.75497 0.010246 0.000983845 86373 3
: 846 | 3.89626 2.92814 0.0103063 0.000986555 85839.5 4
: 847 | 3.89602 2.8273 0.0103041 0.00100653 86043.9 5
: 848 | 3.82363 2.86649 0.0103031 0.000984217 85847.1 6
: 849 | 3.83583 2.44006 0.0102522 0.000984085 86317.3 7
: 850 | 3.87741 2.5724 0.0102344 0.000985466 86496.2 8
: 851 | 3.58466 2.8921 0.0102841 0.000986585 86044.3 9
: 852 | 3.77522 2.44607 0.0102716 0.000985965 86154.4 10
: 853 Minimum Test error found - save the configuration
: 853 | 3.58573 2.05748 0.0102867 0.00102331 86361.2 0
: 854 | 3.5697 2.43813 0.0102525 0.000987235 86343.8 1
: 855 | 3.57233 2.52059 0.0102538 0.000987555 86335 2
: 856 | 3.41446 2.23896 0.0104189 0.000984837 84798.9 3
: 857 | 3.47717 2.93447 0.0102891 0.000983546 85970 4
: 858 | 3.30547 2.39582 0.0102548 0.000983195 86285.4 5
: 859 | 3.33527 2.57267 0.0102642 0.000988115 86243.2 6
: 860 | 3.39016 2.55464 0.0102641 0.000985195 86217 7
: 861 | 3.40365 2.34619 0.0102363 0.000984865 86472.8 8
: 862 | 3.28468 2.42364 0.010255 0.000983555 86286 9
: 863 | 3.07554 2.72686 0.0102748 0.000989065 86153.3 10
: 864 | 3.20958 2.59591 0.0102591 0.000985725 86268.8 11
: 865 | 3.42415 2.3363 0.0102383 0.000986615 86470.9 12
: 866 | 3.10258 2.20783 0.0102549 0.000986624 86316.3 13
: 867 | 3.08671 3.00416 0.010263 0.000986706 86240.9 14
: 868 | 3.18983 2.33228 0.0102489 0.000998426 86481.6 15
: 869 | 3.05417 2.36047 0.0102435 0.000976875 86331 16
: 870 | 2.97932 2.27287 0.0102566 0.000986145 86296.1 17
: 871 | 2.94245 2.48088 0.0102554 0.000985075 86297.1 18
: 872 | 3.0263 2.36117 0.0102485 0.000988665 86394.4 19
: 873 Minimum Test error found - save the configuration
: 873 | 2.81775 2.04958 0.0103263 0.00104285 86174.8 0
: 874 Minimum Test error found - save the configuration
: 874 | 2.77948 2.00208 0.0102968 0.00102114 86247.4 0
: 875 | 2.93587 2.27327 0.0102593 0.000985645 86265.6 1
: 876 | 2.88435 2.25184 0.0102583 0.000986685 86284.9 2
: 877 | 2.80251 2.28686 0.010259 0.000984705 86259.5 3
: 878 Minimum Test error found - save the configuration
: 878 | 2.80656 1.93121 0.0103484 0.00102173 85776 0
: 879 | 3.02392 2.88474 0.0103608 0.000995885 85425.2 1
: 880 | 2.93477 2.10289 0.0103834 0.000995125 85212.4 2
: 881 | 2.8631 2.32801 0.0102557 0.000986835 86310.2 3
: 882 | 2.71076 2.0543 0.0102521 0.000987365 86348.5 4
: 883 | 2.76996 2.39589 0.0103396 0.000986465 85532.8 5
: 884 | 2.72441 2.05453 0.0103089 0.000988056 85829.2 6
: 885 | 2.67194 2.30054 0.0102891 0.000986875 86000.7 7
: 886 | 2.65615 2.14387 0.0103275 0.000989615 85672.4 8
: 887 | 2.52345 1.94487 0.010325 0.000986075 85662.7 9
: 888 | 2.60139 2.02339 0.0102673 0.000986326 86198 10
: 889 | 2.67484 2.54471 0.010276 0.000985215 86106.9 11
: 890 | 2.54588 2.06093 0.0102508 0.000984376 86332.9 12
: 891 Minimum Test error found - save the configuration
: 891 | 2.46254 1.93104 0.0103088 0.00103115 86228.6 0
: 892 Minimum Test error found - save the configuration
: 892 | 2.4793 1.84615 0.0103199 0.00101807 86004.7 0
: 893 | 2.47435 1.86906 0.0102595 0.000985937 86266.8 1
: 894 | 2.53144 2.04339 0.0102674 0.000985375 86188.2 2
: 895 | 2.57124 2.26088 0.0102573 0.000990346 86328.2 3
: 896 | 2.56755 2.56958 0.0102865 0.00100019 86148.6 4
: 897 | 2.65941 2.66116 0.0102876 0.000986825 86014.4 5
: 898 | 2.65815 3.32472 0.0102588 0.000985875 86272.7 6
: 899 | 2.51232 2.67581 0.0102636 0.000987165 86239.6 7
: 900 | 2.3999 2.08505 0.0103029 0.000982045 85828.6 8
: 901 | 2.5498 2.06584 0.010253 0.000986666 86333.7 9
: 902 | 2.58895 2.38395 0.0102401 0.000985415 86442.8 10
: 903 | 2.44213 2.4311 0.0102482 0.000984045 86354.4 11
: 904 | 2.45597 2.11031 0.010292 0.000987925 85983.5 12
: 905 Minimum Test error found - save the configuration
: 905 | 2.37491 1.78356 0.0103081 0.00102614 86189 0
: 906 | 2.28939 1.9216 0.010262 0.000985845 86242.6 1
: 907 | 2.58936 2.39412 0.0103409 0.00103276 85946.3 2
: 908 | 2.42065 2.05849 0.0102775 0.000991996 86156.2 3
: 909 | 2.52859 2.05777 0.0102651 0.000990576 86258.2 4
: 910 Minimum Test error found - save the configuration
: 910 | 2.39453 1.64834 0.0102996 0.00102403 86248.1 0
: 911 | 2.31604 1.82082 0.0106383 0.000986786 82888.4 1
: 912 | 2.22727 1.91699 0.0102745 0.000986026 86128.3 2
: 913 | 2.21694 2.37344 0.0102695 0.000985395 86168.5 3
: 914 | 2.22882 2.04142 0.0102639 0.000983635 86204.3 4
: 915 | 2.20676 1.77101 0.0102736 0.000986345 86139.3 5
: 916 | 2.20861 1.91015 0.0102586 0.000992725 86338 6
: 917 | 2.11642 1.71407 0.0103228 0.000989646 85715.7 7
: 918 | 2.27268 1.77262 0.0102671 0.0010026 86350.9 8
: 919 | 2.16752 1.79394 0.0102617 0.000982835 86217.1 9
: 920 Minimum Test error found - save the configuration
: 920 | 2.06041 1.63594 0.0103079 0.00102227 86154.6 0
: 921 | 2.16826 2.08081 0.010309 0.000984776 85798.4 1
: 922 | 2.31268 1.90487 0.0102607 0.000985325 86249.6 2
: 923 Minimum Test error found - save the configuration
: 923 | 2.12525 1.48082 0.0103301 0.00102639 85986.9 0
: 924 | 2.18955 1.96821 0.0102955 0.000987475 85947.6 1
: 925 | 2.27935 1.65768 0.0102859 0.000986165 86023.5 2
: 926 | 2.08576 2.13115 0.0102567 0.000984944 86284 3
: 927 | 2.04891 1.56628 0.0102601 0.000985695 86258.8 4
: 928 | 2.18944 1.92911 0.0102853 0.000996325 86123.5 5
: 929 | 2.27205 1.96561 0.0102734 0.000984374 86122.7 6
: 930 | 2.20601 1.77092 0.0102865 0.000985736 86014.1 7
: 931 | 2.3111 1.73949 0.010248 0.000984805 86363.7 8
: 932 | 2.08032 1.64133 0.0102713 0.000985765 86155.7 9
: 933 Minimum Test error found - save the configuration
: 933 | 2.0688 1.475 0.0103105 0.00102796 86183 0
: 934 | 2.21949 1.9147 0.0102458 0.000986215 86397.3 1
: 935 | 2.10572 1.90906 0.0102474 0.000984497 86365.9 2
: 936 | 2.25576 1.99659 0.0102971 0.000987705 85934.9 3
: 937 | 2.0898 1.70283 0.0102741 0.000984795 86120.9 4
: 938 | 2.43787 1.74598 0.0103577 0.000994975 85445.1 5
: 939 | 2.2623 2.23616 0.0102794 0.000986296 86085.6 6
: 940 | 2.11638 2.09196 0.0102614 0.000984195 86232.6 7
: 941 | 2.01676 1.70986 0.0102465 0.000984955 86378.7 8
: 942 | 1.98839 1.75468 0.0102762 0.000983916 86092.5 9
: 943 | 2.08513 1.9992 0.0102473 0.000988165 86401.3 10
: 944 | 2.07124 1.60114 0.0106175 0.000985675 83058.1 11
: 945 | 1.99059 1.74409 0.0102695 0.000983815 86154.4 12
: 946 Minimum Test error found - save the configuration
: 946 | 1.9451 1.38178 0.0103311 0.00102837 85995.9 0
: 947 | 1.98204 1.54452 0.0102675 0.000984976 86183.6 1
: 948 | 1.9496 1.66551 0.0103267 0.00101219 85887.4 2
: 949 | 1.92996 1.68019 0.0103569 0.000985175 85363 3
: 950 | 2.08391 2.0558 0.0102957 0.000986345 85935.5 4
: 951 | 2.31984 1.69333 0.0102849 0.000984486 86017.6 5
: 952 | 2.09925 1.91366 0.01033 0.000994165 85691.5 6
: 953 | 1.963 1.62521 0.010444 0.000987776 84600.3 7
: 954 | 1.8654 1.76433 0.0102888 0.000985965 85994.9 8
: 955 | 1.99998 2.32111 0.0102729 0.000986755 86149.9 9
: 956 | 2.21396 1.91669 0.0102588 0.000989546 86306.6 10
: 957 | 2.11087 1.86675 0.0102772 0.000986865 86111.3 11
: 958 | 2.02149 2.26449 0.0102905 0.000996105 86073.2 12
: 959 | 2.07617 2.08481 0.0102543 0.000987285 86327.3 13
: 960 | 1.92887 1.66724 0.0102634 0.000987115 86241 14
: 961 | 1.88116 1.64208 0.0102678 0.000986946 86198.6 15
: 962 | 1.87261 2.2889 0.0102726 0.000986546 86150.7 16
: 963 | 1.96416 1.68244 0.0102651 0.000986026 86215.6 17
: 964 | 1.85685 1.66455 0.0102601 0.000986485 86266.4 18
: 965 | 1.91731 2.09468 0.0102574 0.000986735 86293.4 19
: 966 | 1.9858 1.47188 0.0102954 0.000985225 85927.8 20
: 967 | 1.95379 1.4794 0.0102447 0.000984914 86395.1 21
:
: Elapsed time for training with 1000 events: 9.97 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: 0.0111 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: 0.806 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.33056e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10414e+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: 0.0306 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: 0.0358 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: 0.00129 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: 0.0946 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: 0.886 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00252 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0042 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: 0.00181 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000288 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 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: 0.906 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 DNN_CPU : -0.504 -0.0317 4.06 1.35 | 3.263 3.249
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : -0.0703 -0.0427 1.30 1.03 | 3.361 3.369
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.