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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3765
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.26 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0025 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: 0.00073 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00401 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: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000389 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 = 31565.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33152.5 31263.8 0.0102087 0.00102449 87105.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32748.4 30795 0.0102798 0.00102725 86462.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32128.8 30182.2 0.01041 0.00103461 85330 0
: 4 Minimum Test error found - save the configuration
: 4 | 31450.6 29583.1 0.0105056 0.0010398 84514.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30764.9 28934.6 0.0104412 0.00103286 85030.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 30016.8 28083.3 0.0104194 0.00105112 85394.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 29282.2 27425.6 0.0103725 0.00103709 85695.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28798.4 27034.9 0.0102701 0.00100979 86389.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 28429.9 26706.6 0.0102178 0.00100306 86817.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 28104.4 26399.5 0.0102161 0.00100425 86844.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27791.8 26113.8 0.0103093 0.00100573 85988.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27502.5 25834.6 0.0103039 0.00101336 86108.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 27214.4 25572.5 0.0102503 0.00100256 86507.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26945 25312 0.0102027 0.00100417 86970.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26675.8 25062.2 0.0102249 0.00100372 86757 0
: 16 Minimum Test error found - save the configuration
: 16 | 26417.5 24815.8 0.0102346 0.00100572 86684 0
: 17 Minimum Test error found - save the configuration
: 17 | 26163 24575 0.0102412 0.00102107 86766.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25915 24337.8 0.0102107 0.000997885 86835.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25667.4 24109.5 0.0102068 0.00101044 86990.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25428.2 23883.4 0.0102203 0.00100032 86768.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25193.9 23657.8 0.0102525 0.00103027 86747 0
: 22 Minimum Test error found - save the configuration
: 22 | 24959.5 23438.2 0.010252 0.00101453 86603.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24731.1 23220.6 0.0102645 0.00101707 86510.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24505.4 23005.6 0.0102231 0.00100267 86763.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24284.6 22790.8 0.0102364 0.00100309 86643.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 24060.8 22584.7 0.0102191 0.00100201 86795.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23844.7 22379.9 0.0102455 0.00101852 86702.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23630.1 22178 0.0103103 0.00100759 85996.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23421.1 21974.5 0.0102645 0.00100297 86378.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 23210.5 21775.6 0.0102394 0.000999575 86581.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 23003.4 21579.7 0.0102304 0.00101323 86794.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22796.7 21389.4 0.0102794 0.00100656 86273.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22597.5 21196.9 0.0103597 0.00101247 85587 0
: 34 Minimum Test error found - save the configuration
: 34 | 22396.7 21008.1 0.0104947 0.00100896 84336.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22199.7 20820.3 0.0102903 0.00100282 86137.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 22005.3 20633.3 0.010268 0.00101107 86422.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21810.4 20450.4 0.0103116 0.00102462 86141.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21616.2 20273.6 0.0102702 0.00100387 86334 0
: 39 Minimum Test error found - save the configuration
: 39 | 21429.9 20094 0.0102376 0.00100603 86659.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21242.2 19916.6 0.0102835 0.00100944 86262 0
: 41 Minimum Test error found - save the configuration
: 41 | 21055.7 19742.6 0.0102831 0.00100794 86252 0
: 42 Minimum Test error found - save the configuration
: 42 | 20873.4 19568.6 0.0102674 0.00100604 86380.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20690.9 19397.6 0.0134501 0.0015903 67454.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20509.7 19230.4 0.0103159 0.00103298 86179.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20334.8 19060.1 0.0102489 0.00102596 86739.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 20157.4 18893.6 0.0103131 0.00104221 86291.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19981.1 18731.6 0.0103152 0.0010677 86510 0
: 48 Minimum Test error found - save the configuration
: 48 | 19809.5 18569.6 0.0102689 0.00104385 86720.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19639.1 18408.3 0.01028 0.00104187 86597.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19470.8 18247.4 0.0102925 0.0010386 86450.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19299.6 18094 0.0102668 0.00104546 86755.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 19138.7 17934.6 0.0103702 0.00114996 86765.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18973.3 17779 0.0103022 0.00104468 86416.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18808.7 17628.2 0.010286 0.00104822 86600.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18650 17476 0.0102838 0.00105254 86661.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18488.6 17328.3 0.0102945 0.00105179 86555 0
: 57 Minimum Test error found - save the configuration
: 57 | 18332.5 17179.9 0.010309 0.00106604 86552.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 18174.9 17035.1 0.0102781 0.00103499 86550.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 18022.3 16888.9 0.0102848 0.00104443 86576.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17868.6 16745.2 0.010278 0.00104537 86648.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17716.5 16603.9 0.0103159 0.00105403 86375.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17568.3 16461.5 0.0102975 0.00105906 86594.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17416.5 16325.5 0.0103173 0.0010542 86363.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 17273 16185.7 0.0102925 0.00104376 86498.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 17125.7 16050 0.0102889 0.00104391 86533.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16981.2 15916.5 0.0102898 0.00104147 86502.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16839.2 15783.2 0.0103204 0.00107459 86525.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16697.7 15652 0.0102819 0.00102386 86411.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16559 15520.6 0.0103346 0.00104193 86089.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16419.8 15391.9 0.0104145 0.00102155 85170.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 16282.7 15264.7 0.0103017 0.00101473 86142 0
: 72 Minimum Test error found - save the configuration
: 72 | 16145.8 15140.8 0.0102863 0.00101685 86305 0
: 73 Minimum Test error found - save the configuration
: 73 | 16013.4 15015.4 0.010399 0.00101851 85283.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15881.3 14890.3 0.0102708 0.00101271 86411.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15747.7 14769.4 0.0102889 0.00101232 86238.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15618.2 14648.8 0.0103281 0.00101445 85895.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15489.5 14529.2 0.0103649 0.00103414 85737.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 15362.4 14410.1 0.0103261 0.00101051 85877.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 15235.4 14293.4 0.0103227 0.00101315 85933.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 15111 14177 0.0103074 0.00101437 86085.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14985.5 14064.6 0.0103539 0.00103936 85887.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14864 13951.9 0.01032 0.00101178 85945.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14744.7 13837.7 0.0104403 0.00111333 85772.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14623.4 13726.7 0.0103539 0.00102786 85781.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14504.7 13616.6 0.010318 0.00101569 86000 0
: 86 Minimum Test error found - save the configuration
: 86 | 14387.3 13507.3 0.0103398 0.00101028 85749.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 14269.2 13399.9 0.0103975 0.00103768 85471.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 14142 13257.9 0.0103309 0.00102278 85946.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 14044.2 13144.9 0.0104396 0.00102185 84946.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13904 13037.5 0.0103999 0.00103523 85427.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13762.3 12846.8 0.0104298 0.0010436 85231.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13584.9 12678.7 0.0104685 0.00103779 84829.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13447.7 12556.1 0.010591 0.00104548 83809 0
: 94 Minimum Test error found - save the configuration
: 94 | 13311.8 12431.4 0.0105318 0.00103935 84277.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 13182.3 12321.8 0.0105729 0.0010497 84005.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 13058.6 12201.7 0.0105271 0.00103931 84318.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12936.3 12087.9 0.0106384 0.00107725 83671.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12819.3 11960.3 0.0106309 0.00105659 83556.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12698.9 11855 0.0105919 0.00104864 83829.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12582.6 11733.7 0.0106358 0.00104763 83435.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12463 11625.3 0.0106209 0.00105875 83663.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12345.6 11507.2 0.0106441 0.00104738 83362.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 12228.3 11396.8 0.0106388 0.00104948 83426.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 12116 11284.1 0.0106494 0.00105296 83364.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11998.2 11181 0.010635 0.00105221 83483.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11886.8 11074.9 0.0106106 0.00105145 83689.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11776.9 10970.8 0.0106181 0.00106587 83749.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11668.2 10868.6 0.0106235 0.00104789 83546 0
: 109 Minimum Test error found - save the configuration
: 109 | 11561.4 10766.7 0.0106221 0.00105451 83616 0
: 110 Minimum Test error found - save the configuration
: 110 | 11453.6 10668.1 0.0105876 0.00104311 83817.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11350 10567.9 0.0105871 0.00104158 83809.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11244.5 10471.3 0.0106948 0.00105975 83029.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 11142.6 10374.3 0.0106084 0.00106048 83788.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 11040.9 10277.9 0.0105975 0.00107773 84035.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10939 10183.8 0.0105874 0.00106992 84055.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10840.2 10089.4 0.0106114 0.00109019 84023 0
: 117 Minimum Test error found - save the configuration
: 117 | 10740.2 9996.62 0.0106272 0.00107912 83786.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10642.2 9904.98 0.0105925 0.00105524 83881.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10544.1 9815.34 0.0105923 0.00105768 83904.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10450.5 9722.66 0.0105941 0.00104821 83805.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10353.2 9633.86 0.0105705 0.00105123 84040.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10258.8 9545.13 0.0105857 0.0010422 83826.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 10165.3 9457.14 0.0105808 0.00104356 83881.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 10072.4 9370.05 0.0106084 0.00104351 83639.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9979.29 9285.3 0.0105848 0.00105236 83923.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9890.06 9198.45 0.0105912 0.00104949 83842 0
: 127 Minimum Test error found - save the configuration
: 127 | 9798.18 9114.6 0.0106155 0.00104768 83613.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9709.39 9030.41 0.0106215 0.00106104 83678.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9618.9 8949.97 0.0106154 0.00105182 83650.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9534.02 8864.93 0.0105977 0.00104784 83770.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9446.59 8781.46 0.0105596 0.00104444 84075.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9357.55 8702.79 0.0106824 0.00104948 83048.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9274.76 8620.65 0.0106738 0.00105164 83141 0
: 134 Minimum Test error found - save the configuration
: 134 | 9188.84 8540.93 0.0105899 0.00104519 83816 0
: 135 Minimum Test error found - save the configuration
: 135 | 9104.6 8462.16 0.0105791 0.00104697 83926.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 9020.85 8385.16 0.0106451 0.00106558 83511.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8938.58 8308.05 0.0106247 0.00104647 83522.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8856.96 8231.53 0.0105847 0.00104419 83852.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8774.87 8157.36 0.0106256 0.00104568 83508.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8696.3 8080.96 0.0106031 0.0010432 83682.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8616.43 8005.77 0.0105901 0.00104491 83812 0
: 142 Minimum Test error found - save the configuration
: 142 | 8537.55 7931.14 0.0105772 0.00104734 83947 0
: 143 Minimum Test error found - save the configuration
: 143 | 8458.92 7857.89 0.010648 0.00106656 83494.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8380.94 7786.03 0.0106415 0.0010934 83785.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8305.61 7712.6 0.0105731 0.00107752 84249.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8227.99 7641.98 0.0106835 0.00111248 83585.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8152.23 7572.66 0.0106322 0.00107823 83735.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 8078.42 7502.42 0.0106488 0.00106358 83461.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 8004.67 7432.37 0.010612 0.00105319 83692.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7931.17 7363.07 0.010612 0.00104528 83623.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7858.26 7294.65 0.0106837 0.00106939 83209.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7786.1 7227.04 0.0106171 0.00105968 83704.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7714.02 7161.13 0.0106282 0.00104911 83515.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7644.18 7094.12 0.0105872 0.00105364 83913.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7572.97 7029.28 0.0105981 0.00104741 83763.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7504.9 6962.75 0.010658 0.00106511 83395.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7434.39 6899.23 0.0105737 0.00104502 83957.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7368.59 6832.92 0.0106643 0.00105196 83225.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7298.48 6770.47 0.0106213 0.00105463 83623.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7231.79 6708.18 0.0105795 0.00105661 84008.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7166.12 6645.23 0.0105903 0.00104672 83825.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7099.51 6584.02 0.010588 0.00104741 83852.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 7034.68 6522.58 0.0105958 0.00104326 83747.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6969.86 6461.86 0.0106599 0.00111911 83850.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6905.81 6401.7 0.0106221 0.00105007 83576.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6841.86 6342.7 0.010678 0.00107418 83299.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6778.83 6284.39 0.0106941 0.0010562 83006 0
: 168 Minimum Test error found - save the configuration
: 168 | 6717.33 6225.12 0.0106383 0.00105096 83443.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6655.07 6167.08 0.010675 0.00106352 83233.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6592.93 6110.92 0.0106157 0.00104725 83607.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6533.41 6053.33 0.0107374 0.00109494 82966.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6473.05 5996.61 0.0106433 0.00106366 83510.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6413.5 5940.11 0.0106522 0.00104549 83275.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6353.87 5885.12 0.010571 0.00104619 83991.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6295.52 5830.04 0.0106522 0.00108288 83600.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6237.22 5776 0.0105697 0.00104682 84007.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6178.73 5723.87 0.0105845 0.00104376 83851.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6124.2 5668.45 0.0105543 0.00104272 84107.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 6065.77 5616.34 0.0105518 0.00104125 84117.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 6011.49 5562.32 0.010586 0.00104446 83844.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5954.54 5510.81 0.0105498 0.00104195 84141.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5898.93 5460.78 0.0105634 0.00104624 84058.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5845.09 5410.35 0.010562 0.00104433 84053.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5791.48 5359.57 0.0105526 0.00104598 84151.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5738.39 5308.8 0.0105971 0.00105922 83875.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5685.18 5258.84 0.01054 0.00104211 84229.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5632.34 5209.78 0.0105621 0.00104061 84020.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5580.14 5161.65 0.0105532 0.00104358 84125.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5528.97 5113.23 0.010564 0.00104951 84082.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5478.06 5064.95 0.0105485 0.0010409 84143.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5427.4 5017.29 0.0106619 0.00105594 83281.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5376.42 4971.22 0.0106181 0.00104879 83600.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5327.29 4924.86 0.0105542 0.00104444 84124.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5278.72 4877.92 0.0106056 0.00104415 83669.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5229.75 4831.88 0.0106401 0.00107278 83618.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5180.6 4787.34 0.0105807 0.00104583 83902.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5132.75 4743.34 0.0105693 0.00104448 83990.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5085.62 4699.05 0.0105494 0.00104334 84156.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 5038.27 4656.04 0.0105691 0.00104485 83995.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4993.22 4611.1 0.01057 0.00105663 84092.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4945.59 4568.66 0.0105671 0.00104346 84001.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4899.97 4527.12 0.0106343 0.00104839 83455.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4855.49 4483.84 0.010569 0.00104492 83997.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4810.8 4441.28 0.010616 0.00105994 83716.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4765.44 4400.44 0.0106262 0.00106099 83636.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4722.35 4358.94 0.010584 0.00104974 83908.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4677.92 4318.67 0.0105731 0.00104506 83962.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4634.86 4278.8 0.0105718 0.00104958 84014 0
: 209 Minimum Test error found - save the configuration
: 209 | 4592.47 4239.03 0.0106044 0.00105604 83783.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4549.73 4199.84 0.0106528 0.00105237 83329.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4509.14 4159.11 0.0105751 0.00105085 83996.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4466.46 4120.68 0.0108296 0.00106742 81948.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4425.83 4081.62 0.0105893 0.00105294 83889.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4384.5 4044.01 0.0105895 0.00105003 83861.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4343.51 4007.62 0.010672 0.00106684 83288.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4305.04 3969.27 0.0105935 0.00104797 83809.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4264.54 3932.43 0.0105919 0.00104566 83802.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4225.93 3895.39 0.0106113 0.00104757 83649 0
: 219 Minimum Test error found - save the configuration
: 219 | 4186.78 3858.8 0.0105492 0.00104565 84179.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4148.05 3823.22 0.0105832 0.00104761 83895.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4110.16 3787.59 0.0105382 0.00104641 84283.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 4072.15 3752.86 0.0105644 0.00104799 84065.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4035.09 3717.77 0.0105758 0.00104994 83982.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3998.6 3682.21 0.0105789 0.00105042 83958.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3961.32 3648.15 0.0106053 0.00106499 83854.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3925.43 3613.93 0.0105581 0.00104585 84101.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3888.89 3580.91 0.0105825 0.00104833 83908.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3853.57 3547.5 0.0105582 0.00104638 84106 0
: 229 Minimum Test error found - save the configuration
: 229 | 3818.64 3514.26 0.0105686 0.00105751 84112.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3783.43 3481.7 0.010692 0.00105845 83043.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3749.11 3449.47 0.0105647 0.00105035 84083.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3714.36 3417.87 0.0105894 0.00104895 83853.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3681.55 3385.3 0.0105567 0.00104648 84119.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3648.3 3352.44 0.0106097 0.00106454 83812.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3613.39 3322.3 0.0105839 0.00105075 83917.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3580.78 3291.88 0.0105632 0.00104589 84057.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3548.72 3261 0.010592 0.00104574 83802.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3516.48 3230.36 0.0105667 0.00105009 84063.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3484.67 3199.53 0.0106037 0.00104848 83724.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3451.46 3171.28 0.0106321 0.00105526 83535.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3421.84 3140.88 0.0105811 0.00104916 83928.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3389.71 3111.88 0.0105578 0.00104762 84120.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3359.63 3082.35 0.0105841 0.00104824 83893.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3328.21 3054.54 0.0106362 0.00106828 83613.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3298.64 3025.86 0.0105723 0.00104951 84009 0
: 246 Minimum Test error found - save the configuration
: 246 | 3268.05 2998.1 0.0105735 0.00104766 83982.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3238.79 2969.82 0.0105763 0.00104598 83942.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3209.23 2942.4 0.0105762 0.00104825 83963.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3179.74 2915.27 0.0106648 0.0011386 83978.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3151.18 2888.24 0.0105913 0.00105153 83859.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3122.62 2861 0.0106355 0.00105201 83477 0
: 252 Minimum Test error found - save the configuration
: 252 | 3094.45 2833.84 0.0105982 0.00104565 83747.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3065.44 2808.56 0.0105607 0.00104659 84085.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3038.75 2781.91 0.0106184 0.00106393 83730.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3010.75 2756.15 0.0105919 0.00104834 83826.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2982.95 2731.15 0.0105664 0.001049 84056.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2956.56 2705.6 0.0105824 0.00105399 83959.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2929.24 2680.7 0.0105581 0.00104476 84092 0
: 259 Minimum Test error found - save the configuration
: 259 | 2903.16 2655.34 0.0105846 0.00104804 83887.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2876.16 2631.5 0.0106505 0.00105499 83372.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2850.49 2606.89 0.0105656 0.00104904 84063.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2824.44 2582.98 0.0106542 0.0010613 83394.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2799.1 2558.78 0.0105967 0.00107353 84005.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2773.53 2535.2 0.0106137 0.00106765 83804.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2748.47 2511.98 0.0105869 0.00105064 83890.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2723.53 2488.69 0.0105907 0.00104858 83838.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2699.23 2465.21 0.0105792 0.00105124 83963.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2674.45 2442.36 0.0106019 0.00106099 83849.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2650.36 2419.78 0.0106827 0.00105603 83102.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2626.64 2397.6 0.0105739 0.00104685 83971.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2601.67 2376.51 0.010575 0.00105837 84063.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2579.32 2353.92 0.0106193 0.00106339 83718.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2555.3 2332.38 0.010572 0.00104797 83997.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2532.75 2311.15 0.0105867 0.00106336 84003.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2509.51 2289.52 0.0105727 0.00104751 83987.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2486.8 2268.25 0.0105393 0.0010449 84259.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2464.08 2247.36 0.0105495 0.00104537 84173.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2441.77 2226.5 0.0105564 0.00105046 84158.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2419.22 2206.38 0.0105788 0.00104662 83926 0
: 280 Minimum Test error found - save the configuration
: 280 | 2397.28 2186.68 0.0105941 0.00105108 83831.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2375.81 2166.73 0.010571 0.0010501 84025.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2353.8 2147.27 0.0105835 0.00104796 83896.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2333.04 2126.99 0.0106092 0.00107937 83947 0
: 284 Minimum Test error found - save the configuration
: 284 | 2310.99 2108.03 0.0105856 0.00104876 83884.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2290.57 2088.23 0.0105631 0.00105455 84134.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2269.11 2069.34 0.0105765 0.00105087 83983.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2248.69 2050.01 0.0105979 0.00105058 83793.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2227.91 2031.11 0.0106458 0.00105221 83388.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2207.69 2012.05 0.0106896 0.00105418 83026.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2187.01 1993.8 0.0106024 0.0010586 83824 0
: 291 Minimum Test error found - save the configuration
: 291 | 2167.12 1975.27 0.0105753 0.00104908 83979.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2146.76 1957.58 0.0106266 0.00105047 83541.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2126.94 1940.28 0.0106179 0.00107776 83855.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2108.14 1922.01 0.0105877 0.00104766 83856.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2088.07 1904.49 0.0105868 0.00105148 83898.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2069.37 1886.54 0.0105665 0.00104788 84046 0
: 297 Minimum Test error found - save the configuration
: 297 | 2049.9 1869.38 0.0105804 0.00104778 83922.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2030.74 1852.54 0.0105555 0.00104435 84111.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2012.23 1835.81 0.0105917 0.00105088 83850.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1993.45 1818.68 0.0105793 0.00104748 83929.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1975.39 1801.52 0.0105843 0.00104939 83901.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1956.27 1785.64 0.0106164 0.00105716 83688.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1938.27 1769.57 0.0106325 0.00106819 83644.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1920.21 1753.35 0.010581 0.00104745 83914.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1903.24 1736.31 0.0105649 0.00104611 84044.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1884.43 1720.56 0.0105751 0.00104742 83965.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1867.11 1705.31 0.0106074 0.00104886 83694.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1850.01 1689.54 0.0106759 0.00106827 83267.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1832.36 1674.2 0.0105999 0.00105095 83778.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1814.85 1658.96 0.0106036 0.0010527 83761.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1798.35 1643.16 0.0105758 0.00104925 83976.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1781.31 1628.01 0.0105963 0.00104875 83790.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1764.33 1613.25 0.0106027 0.00106937 83916.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1747.16 1599.3 0.0105661 0.00104707 84041.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1731.25 1584.85 0.0105796 0.0010533 83978 0
: 316 Minimum Test error found - save the configuration
: 316 | 1714.58 1570.7 0.0105886 0.00105049 83874.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1698.79 1556.11 0.0105857 0.0010475 83873 0
: 318 Minimum Test error found - save the configuration
: 318 | 1682.75 1541.9 0.010561 0.00105194 84130.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1666.85 1527.67 0.0105911 0.00104977 83845.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1651.72 1513.9 0.0105935 0.00105134 83838.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1636.04 1500 0.0105696 0.0010482 84021.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1619.36 1486.21 0.0105981 0.00105213 83804.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1604.42 1472.48 0.0106238 0.0010645 83687.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1589 1458.48 0.0105859 0.00104933 83887.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1573.44 1445.57 0.0106016 0.00106142 83856.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1558.78 1432.11 0.0105965 0.00105432 83838 0
: 327 Minimum Test error found - save the configuration
: 327 | 1543.86 1418.8 0.0105825 0.00105148 83936.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1529.11 1406.11 0.0107272 0.00105913 82746.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1514.55 1392.83 0.0105934 0.00104999 83827.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1499.93 1380.1 0.0106002 0.00104945 83763.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1485.31 1367.55 0.0106059 0.00105027 83720.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1471.03 1355.56 0.0106144 0.00108366 83938.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1457.79 1342.15 0.0105984 0.0010533 83812.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1442.95 1330.07 0.0106145 0.00105195 83659.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1429.46 1317.91 0.0106453 0.00105276 83398.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1415.66 1306.06 0.0106056 0.00106028 83811.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1401.95 1293.68 0.0105998 0.00105493 83814.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1388.38 1281.8 0.0106021 0.00104903 83742.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1375.34 1269.55 0.010591 0.00104798 83830.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1361.89 1258 0.0106078 0.00105012 83702.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1348.93 1245.93 0.0106052 0.00105025 83726.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1335.32 1235.2 0.0106226 0.00106757 83725.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1322.96 1223.75 0.0105914 0.00105384 83878.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1310.82 1211.63 0.0105881 0.00104843 83860.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1297.2 1200.64 0.0105849 0.00105368 83934.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1285.19 1189.8 0.0105867 0.00104831 83871.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1272.55 1178.6 0.0105874 0.00104735 83856.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1260.67 1167.45 0.010679 0.00105981 83167.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1248.08 1156.3 0.0105668 0.0010485 84048.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1236.16 1145.5 0.0105945 0.00105026 83820 0
: 351 Minimum Test error found - save the configuration
: 351 | 1224.7 1134.49 0.0105867 0.00105642 83943.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1212.2 1124.24 0.0106079 0.00106709 83850.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1200.62 1113.49 0.0105795 0.00104704 83923.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1189.15 1102.95 0.0106308 0.00104881 83489.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1177.6 1092.53 0.0105878 0.00104749 83854.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1166.16 1082.32 0.0105695 0.00104981 84036.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1155.25 1071.86 0.0105748 0.00104876 83980.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1143.8 1061.37 0.0105971 0.00104875 83784.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1132.39 1051.59 0.010585 0.00104991 83900.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1121.32 1042.22 0.0106327 0.00105167 83498.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1110.86 1031.9 0.0105751 0.00104678 83960.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1099.82 1022.26 0.0105975 0.00107003 83967.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1089.23 1013.07 0.0105878 0.00105091 83884.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1079.3 1002.8 0.0105611 0.0010475 84089.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1068.07 993.993 0.010576 0.0010498 83978.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1058.63 983.394 0.0105949 0.00105267 83838 0
: 367 Minimum Test error found - save the configuration
: 367 | 1046.97 975.008 0.0106943 0.00105778 83017.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1037.64 965.541 0.0105846 0.00104952 83900.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1027.31 956.481 0.0105763 0.00105009 83978.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1017.3 947.381 0.0106006 0.00104941 83759.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 1006.93 938.196 0.0105889 0.00105497 83910.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 997.232 929.006 0.0105918 0.00106552 83978.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 987.593 920.123 0.0105878 0.00105619 83931.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 977.953 911.543 0.0106089 0.0010663 83834.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 968.435 902.069 0.0106024 0.00104968 83746 0
: 376 Minimum Test error found - save the configuration
: 376 | 958.525 893.725 0.0106008 0.00105211 83781.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 949.427 884.987 0.0105713 0.00104826 84007.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 939.794 876.836 0.0105937 0.00104757 83804 0
: 379 Minimum Test error found - save the configuration
: 379 | 930.488 868.832 0.0105898 0.00104863 83847.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 921.655 859.73 0.0105877 0.00104998 83877.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 912.609 852.876 0.0106493 0.00109129 83699.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 903.81 843.146 0.0105909 0.00105448 83889.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 894.473 834.954 0.0106008 0.00104997 83762.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 885.654 826.764 0.0106095 0.00105898 83764.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 876.697 818.849 0.0105887 0.00104962 83865.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 868.087 811.425 0.0106051 0.00104878 83714.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 859.692 802.954 0.0106774 0.00105483 83138.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 851.128 794.59 0.0105899 0.00105746 83924 0
: 389 Minimum Test error found - save the configuration
: 389 | 842.338 787.184 0.0105914 0.00105125 83855.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 834.32 779.839 0.0105812 0.00105155 83948.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 825.806 771.809 0.0106443 0.00106779 83537.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 817.689 763.847 0.0105778 0.00104903 83956.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 809.435 756.607 0.0105976 0.00105069 83796.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 801.443 749.148 0.0106032 0.00104877 83730.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 793.484 741.721 0.0105687 0.00104655 84014.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 785.534 734.044 0.0106003 0.00105162 83781.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 777.536 727.317 0.0105694 0.00104816 84022.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 769.824 720.012 0.0106038 0.00105012 83737.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 762.075 712.894 0.0105848 0.00104932 83897.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 754.399 705.096 0.0105951 0.0010475 83790.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 746.734 698.237 0.010661 0.0010663 83379.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 739.356 690.967 0.0105922 0.00104644 83806.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 731.771 684.666 0.0106131 0.0010505 83659.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 724.846 677.423 0.0105751 0.00105165 84003.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 717.129 670.308 0.010574 0.00104955 83994.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 709.909 663.511 0.010699 0.00107545 83129.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 702.748 656.77 0.0106078 0.00105014 83702.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 695.655 650.346 0.0106012 0.00104932 83753.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 688.667 643.539 0.0105943 0.00104968 83816.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 681.943 637.041 0.0105875 0.00105013 83880.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 674.914 630.689 0.0106559 0.00106742 83433.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 668.014 623.825 0.0105779 0.00104881 83953.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 661.11 617.958 0.0105816 0.00105046 83935.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 654.359 611.597 0.0106121 0.00105114 83674 0
: 415 Minimum Test error found - save the configuration
: 415 | 647.799 604.989 0.0105668 0.00105134 84074 0
: 416 Minimum Test error found - save the configuration
: 416 | 641.291 599.114 0.0105772 0.00104687 83942.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 634.604 592.993 0.0105906 0.00104835 83837.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 628.128 587.172 0.0105807 0.00105062 83944.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 621.71 580.59 0.0105605 0.00104805 84100.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 615.374 574.414 0.0105636 0.00105012 84091 0
: 421 Minimum Test error found - save the configuration
: 421 | 609.051 568.545 0.0106352 0.00108108 83733.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 602.73 562.628 0.0106163 0.00105432 83664.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 596.582 557.734 0.0105841 0.00105263 83932.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 590.545 550.994 0.0105891 0.00104783 83845.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 584.743 545.261 0.010567 0.0010473 84036 0
: 426 Minimum Test error found - save the configuration
: 426 | 578.493 540.071 0.0106878 0.00105486 83048.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 573.217 534.129 0.0105946 0.00105106 83826.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 566.644 528.542 0.0105847 0.00105096 83912.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 560.52 522.599 0.0106006 0.00105115 83774.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 554.941 516.803 0.0106058 0.00105434 83756.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 549.257 511.468 0.0106373 0.00106916 83610.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 543.657 506.155 0.0106034 0.00105891 83818.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 538.1 500.639 0.010592 0.00104796 83822 0
: 434 Minimum Test error found - save the configuration
: 434 | 532.407 495.363 0.0106276 0.00104859 83516.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 526.394 490.784 0.0105934 0.00105897 83906.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 521.16 485.535 0.0105954 0.00105216 83828.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 516.202 480.634 0.0106026 0.00105013 83747.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 511.294 475.528 0.0105942 0.00105158 83834 0
: 439 Minimum Test error found - save the configuration
: 439 | 505.519 469.559 0.0106033 0.00104896 83731.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 500.164 464.702 0.0106109 0.00107168 83864.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 494.635 460.414 0.0105725 0.00104801 83994 0
: 442 Minimum Test error found - save the configuration
: 442 | 489.847 455.522 0.0105992 0.00104954 83772.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 485.232 451.127 0.0105751 0.00105193 84005.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 479.876 446.235 0.0105907 0.00105167 83865.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 474.968 440.129 0.010595 0.00105816 83885.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 469.553 435.409 0.0107048 0.00106844 83019 0
: 447 Minimum Test error found - save the configuration
: 447 | 464.606 431.035 0.0105924 0.00104971 83833.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 459.853 426.653 0.0105689 0.00104872 84032.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 455.306 422.273 0.0105909 0.00104945 83845.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 450.809 416.918 0.0106099 0.00106564 83819.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 445.775 412.457 0.0105956 0.00104906 83800.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 441.177 407.706 0.010587 0.0010503 83886.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 436.587 403.373 0.0105754 0.00105105 83995.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 431.95 398.829 0.0105968 0.00105238 83818.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 427.253 395.148 0.0108574 0.00110855 82061.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 422.998 390.503 0.0107013 0.00105155 82903.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 418.619 385.808 0.0106066 0.00105372 83744.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 413.956 381.885 0.0105898 0.00104603 83823.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 409.75 377.783 0.0105668 0.00104932 84055.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 405.28 373.809 0.010627 0.00107173 83723 0
: 461 Minimum Test error found - save the configuration
: 461 | 401.138 369.905 0.0105869 0.00105108 83894 0
: 462 Minimum Test error found - save the configuration
: 462 | 396.995 365.077 0.0105645 0.00104614 84047.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 392.92 361.46 0.0105751 0.00104525 83946.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 388.484 357.649 0.0105793 0.00104634 83918.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 384.533 353.323 0.0106917 0.00105895 83049.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 380.241 349.353 0.0105854 0.00104556 83858.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 376.271 345.569 0.0105807 0.00105178 83954.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 372.406 341.617 0.0107068 0.00116495 83841 0
: 469 Minimum Test error found - save the configuration
: 469 | 368.422 338.303 0.0105779 0.00106287 84077.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 364.657 334.075 0.010628 0.00107218 83718.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 360.993 330.181 0.0105871 0.00104664 83853 0
: 472 Minimum Test error found - save the configuration
: 472 | 356.558 327.021 0.0105903 0.00104946 83850.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 352.886 322.842 0.0106127 0.00104908 83650.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 349.315 319.667 0.0105799 0.00104703 83920.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 345.533 315.659 0.0105899 0.00105224 83877.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 341.82 312.152 0.0106059 0.00104831 83702.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 338.504 309.564 0.0105791 0.00104921 83946.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 334.931 304.624 0.0106153 0.00104906 83627.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 330.842 302.169 0.0106141 0.00107908 83901.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 327.32 298.277 0.0105758 0.00104628 83949.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 323.821 294.973 0.0106188 0.00105122 83615.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 320.575 292.063 0.0105893 0.00104851 83850.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 316.998 288.074 0.0105752 0.00104918 83980.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 313.412 284.997 0.010571 0.00104769 84004 0
: 485 Minimum Test error found - save the configuration
: 485 | 310.266 281.473 0.0106937 0.00105808 83024.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 306.541 278.4 0.0105621 0.00105035 84106.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 303.421 275.072 0.0105641 0.00104453 84037.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 300.044 272.279 0.0106992 0.00105551 82955.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 296.763 269.139 0.0106267 0.00106615 83677.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 293.734 266.13 0.0105689 0.00104623 84009.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 290.499 262.586 0.0105806 0.00104745 83917.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 287.326 260.277 0.0105673 0.00104996 84057 0
: 493 Minimum Test error found - save the configuration
: 493 | 284.251 256.511 0.0105861 0.00104931 83886 0
: 494 Minimum Test error found - save the configuration
: 494 | 281.128 253.954 0.0105785 0.00105349 83989.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 278.109 251.288 0.0105651 0.00104647 84045.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 275.35 248.142 0.010577 0.0010498 83970 0
: 497 Minimum Test error found - save the configuration
: 497 | 272.267 246.152 0.0105717 0.00104658 83988.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 269.42 242.686 0.0106144 0.00104687 83616.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 266.018 239.975 0.0106373 0.00107027 83620.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 263.253 237.174 0.0105967 0.00104883 83788.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 260.49 235.092 0.010615 0.00104863 83626 0
: 502 Minimum Test error found - save the configuration
: 502 | 257.467 232.681 0.0105861 0.00104581 83855 0
: 503 Minimum Test error found - save the configuration
: 503 | 254.789 229.46 0.0105924 0.00104494 83792.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 251.901 226.64 0.0107216 0.00106248 82823.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 249.279 223.805 0.0105724 0.00104827 83997.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 246.529 222.158 0.0105674 0.00104685 84029.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 243.918 219.42 0.0105768 0.00105488 84016.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 241.205 218.036 0.0106814 0.00105003 83062.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 238.67 214.085 0.010629 0.00106777 83671.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 235.801 211.934 0.0105706 0.00104576 83991.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 233.117 209.329 0.0105669 0.0010447 84014.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 230.718 207.655 0.0105668 0.00104634 84029.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 228.344 204.983 0.0105926 0.00105504 83878.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 225.414 202.046 0.0105766 0.0010493 83969.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 223.173 199.896 0.0105636 0.00104616 84056.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 220.701 198.237 0.0105768 0.00104703 83947.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 218.301 196.029 0.0105791 0.00104895 83943.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 215.868 193.987 0.0106158 0.0010553 83677.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 213.547 190.978 0.0106214 0.00106267 83692.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 211.018 189.588 0.0106391 0.00104876 83417.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 208.731 187.195 0.0106202 0.00106352 83711.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 206.557 185.454 0.0106016 0.00105048 83759.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 204.293 182.383 0.0106269 0.00105622 83588.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.892 181.315 0.0107259 0.00105704 82739.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 199.885 178.605 0.0106351 0.00106049 83554.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.311 175.957 0.0105989 0.00104793 83761.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 195.256 175.546 0.010708 0.00105279 82856.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.043 172.886 0.0106397 0.00108168 83699.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.718 169.73 0.0105922 0.00104691 83811.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.661 168.716 0.01059 0.00104854 83844.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 186.564 165.931 0.0105658 0.0010473 84046.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 184.394 163.9 0.0105864 0.00104772 83869.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 182.567 163.36 0.0105916 0.00105021 83844.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 180.219 160.877 0.0106027 0.00104871 83734.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 178.458 159.511 0.0105726 0.00104552 83970.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 176.238 156.725 0.0105837 0.00104886 83903 0
: 537 Minimum Test error found - save the configuration
: 537 | 174.558 156.613 0.0105809 0.00104557 83898.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.741 155.436 0.0106131 0.00106062 83747.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 170.591 152.009 0.0105716 0.0010491 84011.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 168.356 150.426 0.0105931 0.00105138 83842.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 166.367 147.405 0.010591 0.00104732 83824.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 164.328 146.023 0.0105805 0.00104687 83913.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 162.49 145.173 0.0106059 0.00105465 83758.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.678 144.362 0.0106937 0.00105889 83032.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 159.216 142.915 0.0105874 0.00104641 83849.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.996 138.877 0.0105676 0.00105774 84123 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.204 138.542 0.0107103 0.00105862 82887.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 153.26 136.708 0.0106119 0.00106889 83831.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.549 134.595 0.0106045 0.00104977 83728.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.82 133.988 0.0105786 0.00104581 83920.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 148.08 131.82 0.0105815 0.00105322 83960.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.369 130.542 0.0105971 0.0010516 83809.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.881 127.501 0.0105907 0.00104624 83818.5 0
: 554 | 143.206 127.517 0.0106057 0.00108397 84018.7 1
: 555 Minimum Test error found - save the configuration
: 555 | 141.254 124.646 0.0106029 0.00104944 83739.4 0
: 556 | 139.703 124.713 0.0105622 0.00101421 83787.2 1
: 557 Minimum Test error found - save the configuration
: 557 | 138.462 122.157 0.0105838 0.00104865 83900 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.746 120.718 0.0106243 0.00106229 83664.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.763 119.373 0.0105824 0.0010455 83884.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.078 117.482 0.0106022 0.00104469 83703.9 0
: 561 | 131.483 117.635 0.0105694 0.00101441 83726.3 1
: 562 Minimum Test error found - save the configuration
: 562 | 129.956 114.275 0.0105935 0.00105235 83847.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.196 113.924 0.010682 0.00105623 83110 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.884 113.068 0.0106183 0.00104717 83584.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.583 111.09 0.0105768 0.00105175 83989.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.892 110.885 0.0106901 0.00115635 83912.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.548 108.017 0.0105696 0.00104456 83988.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.951 107.699 0.0106176 0.00106508 83747.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.543 106.057 0.0105667 0.00105165 84077.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.057 104.853 0.0105872 0.00104597 83846.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.657 103.857 0.0105837 0.00105824 83985.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.373 102.027 0.010601 0.00104836 83746.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.901 100.581 0.0106521 0.00104946 83310.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.595 99.1391 0.0105707 0.00105306 84054.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.326 98.429 0.0106192 0.00105993 83688.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.918 96.6055 0.0106012 0.00104529 83717.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.957 95.8036 0.0105544 0.00104599 84136.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.412 93.9346 0.0106032 0.00106596 83882 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.137 93.2897 0.0105671 0.00105452 84098.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.761 92.269 0.0105753 0.00104926 83980.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.605 90.851 0.0106004 0.00104903 83757.5 0
: 582 | 102.365 90.9908 0.0105343 0.00101383 84029.5 1
: 583 Minimum Test error found - save the configuration
: 583 | 101.163 89.5432 0.0107276 0.00105624 82718 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.7431 88.0859 0.0106 0.00104978 83767.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.6821 87.5238 0.0105874 0.00104642 83848.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.5139 85.6387 0.0107211 0.00105146 82732.8 0
: 587 | 96.6859 87.7323 0.0105587 0.00101324 83809.8 1
: 588 Minimum Test error found - save the configuration
: 588 | 95.3241 83.7453 0.010577 0.00104908 83963.3 0
: 589 | 94.1567 84.9238 0.0105486 0.00101617 83924.2 1
: 590 Minimum Test error found - save the configuration
: 590 | 93.05 81.694 0.010572 0.00105031 84018.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.9207 80.7213 0.0105964 0.00104779 83781.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.6528 79.941 0.0105882 0.00104643 83841.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.6167 79.6384 0.0105704 0.00104518 83987.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.5613 78.5656 0.0105612 0.00104619 84077.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.4201 77.2105 0.0105795 0.00104618 83916.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.4916 76.9565 0.0105889 0.00104945 83862.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.5417 75.3889 0.0105998 0.00106887 83936.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.4955 74.9259 0.010576 0.00104634 83948.3 0
: 599 | 83.4911 75.3111 0.0105223 0.00101067 84107.9 1
: 600 Minimum Test error found - save the configuration
: 600 | 82.6475 72.6569 0.0106003 0.00104406 83714.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.4177 72.0744 0.0105889 0.00105589 83919.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.5014 70.882 0.0106762 0.00113963 83887.5 0
: 603 | 79.5075 71.9902 0.0105658 0.00101342 83748.5 1
: 604 Minimum Test error found - save the configuration
: 604 | 78.6528 70.3033 0.010587 0.00105529 83930 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.6182 68.5813 0.0105817 0.00104605 83895.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.6657 67.7863 0.0107157 0.00105379 82799.2 0
: 607 | 75.8822 67.8789 0.0105675 0.00101293 83729.5 1
: 608 Minimum Test error found - save the configuration
: 608 | 74.8707 65.8179 0.0105966 0.00105695 83860.1 0
: 609 | 73.92 66.0327 0.0105416 0.00101391 83966 1
: 610 Minimum Test error found - save the configuration
: 610 | 73.0394 64.4831 0.0105554 0.00104551 84123.1 0
: 611 | 72.1654 64.7362 0.0105532 0.0010142 83865.9 1
: 612 | 71.399 65.081 0.0105411 0.00101385 83969.8 2
: 613 Minimum Test error found - save the configuration
: 613 | 70.7646 62.3684 0.0105735 0.00104661 83973.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.9972 61.8851 0.0105697 0.00104399 83982.9 0
: 615 | 69.1598 62.1222 0.0105607 0.00101313 83790.8 1
: 616 Minimum Test error found - save the configuration
: 616 | 68.2091 60.6366 0.0105712 0.00104623 83989.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.3159 59.6282 0.0105954 0.00106058 83903.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.3944 59.177 0.0105741 0.00104833 83982.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.49 56.5754 0.0105774 0.00105034 83971.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.767 56.368 0.0105986 0.00105679 83841.2 0
: 621 | 64.0876 57.0856 0.0105774 0.00101284 83642.4 1
: 622 Minimum Test error found - save the configuration
: 622 | 63.5094 55.7895 0.01067 0.00105568 83208.9 0
: 623 | 62.7147 59.216 0.0105374 0.00101256 83990.6 1
: 624 Minimum Test error found - save the configuration
: 624 | 61.9868 53.4548 0.0105649 0.00105261 84101.5 0
: 625 | 61.1781 55.7096 0.0106201 0.00101319 83273.1 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.6195 53.2053 0.0105716 0.00104913 84011.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.5748 51.7796 0.010615 0.0010689 83803.8 0
: 628 | 58.8388 52.5565 0.010544 0.0010126 83933.2 1
: 629 Minimum Test error found - save the configuration
: 629 | 58.0887 51.09 0.0105676 0.00104663 84024.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4197 50.0913 0.0105782 0.00104556 83922.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.8984 49.5889 0.0105944 0.00105775 83886.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.0901 49.3361 0.0105802 0.00104589 83907.4 0
: 633 | 55.3823 49.9855 0.0105597 0.00101795 83841.7 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.7348 48.6309 0.010576 0.00105057 83985.4 0
: 635 | 54.0659 48.8314 0.0105504 0.00101482 83896.4 1
: 636 Minimum Test error found - save the configuration
: 636 | 53.3521 47.3342 0.0106042 0.0010807 84002.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.7764 46.6028 0.0105713 0.00104367 83966 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0506 45.9496 0.0105689 0.00104532 84001.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.5825 45.8946 0.0105913 0.00104974 83843.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.9264 45.5014 0.0105661 0.00104434 84018 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.4778 44.7234 0.0105541 0.00104618 84140.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.8582 44.1482 0.0106769 0.00105452 83139.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.1998 44.125 0.010626 0.00106174 83644.5 0
: 644 | 48.4496 45.0383 0.010548 0.00101307 83901.6 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.9705 42.3361 0.0106918 0.00104868 82960.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.4517 42.0438 0.0105948 0.0010627 83926.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.8433 41.4214 0.0105848 0.00104718 83878.5 0
: 648 | 46.1454 41.8182 0.0105455 0.00101917 83977.6 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.6294 40.8917 0.0105779 0.00104879 83953.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.95 40.6916 0.0105862 0.00105014 83892.3 0
: 651 | 44.4761 41.2087 0.0105475 0.00101625 83934.8 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.8569 39.1314 0.0105814 0.00104958 83929.1 0
: 653 | 43.6393 39.5894 0.0105562 0.00102136 83902.7 1
: 654 Minimum Test error found - save the configuration
: 654 | 43.079 37.4539 0.0105714 0.00104739 83998.2 0
: 655 | 42.4988 39.0514 0.0105477 0.00101812 83949.2 1
: 656 | 42.0122 38.625 0.0105506 0.00101899 83931 2
: 657 | 41.5002 38.8706 0.0105635 0.00101907 83818.8 3
: 658 Minimum Test error found - save the configuration
: 658 | 40.903 36.4423 0.0105873 0.00105252 83903 0
: 659 | 40.336 37.7817 0.0105565 0.00101538 83847.2 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.9515 35.678 0.0105815 0.00105116 83942.2 0
: 661 | 39.4625 37.472 0.0106324 0.00101906 83217.9 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.978 35.3472 0.0105845 0.00104847 83892.7 0
: 663 | 38.5033 37.273 0.0105639 0.00101302 83762 1
: 664 Minimum Test error found - save the configuration
: 664 | 38.104 34.7489 0.0105777 0.00104606 83931.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.5296 34.0171 0.010696 0.00105804 83005.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.9715 33.4624 0.0105969 0.00105177 83812.4 0
: 667 | 36.6976 34.9537 0.0106025 0.00101911 83477.4 1
: 668 | 36.3009 34.1927 0.0105465 0.00101452 83927.8 2
: 669 | 35.7943 34.2867 0.0105802 0.00101286 83618 3
: 670 Minimum Test error found - save the configuration
: 670 | 35.2278 32.9967 0.0106038 0.00105897 83815.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.849 31.8767 0.0105678 0.00104707 84026.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.6752 30.87 0.0105685 0.00104608 84012.6 0
: 673 | 33.9664 31.7143 0.0105379 0.00101309 83990.8 1
: 674 | 33.5841 32.911 0.0105447 0.00101413 83940.3 2
: 675 Minimum Test error found - save the configuration
: 675 | 33.4094 30.8071 0.0105572 0.00105078 84153.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7099 29.7824 0.0106154 0.001068 83792 0
: 677 | 32.3828 29.8254 0.0105353 0.0010206 84080.7 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.8878 28.6449 0.010561 0.00104843 84098.8 0
: 679 | 31.5726 28.7022 0.0105635 0.00101463 83779.1 1
: 680 | 31.172 28.8564 0.0105384 0.00101444 83998.7 2
: 681 Minimum Test error found - save the configuration
: 681 | 30.6747 28.6051 0.0121548 0.00107227 72185.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.6225 28.4718 0.0106248 0.0010478 83533.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.4655 28.3967 0.0106134 0.0010511 83661.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.6332 27.3776 0.0107023 0.00104961 82878.1 0
: 685 | 29.3463 28.5176 0.0105807 0.00101563 83637.7 1
: 686 | 28.7947 27.5986 0.0105625 0.00101787 83816.3 2
: 687 | 28.5338 28.0194 0.0105961 0.00101277 83478.3 3
: 688 Minimum Test error found - save the configuration
: 688 | 28.1525 27.0241 0.0106162 0.00105414 83663.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.9449 26.1045 0.0105764 0.00104657 83946.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.3821 25.4683 0.0106007 0.00104866 83751.8 0
: 691 | 26.9862 25.7418 0.0105757 0.00102175 83735.4 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.5915 25.3177 0.0105975 0.00104853 83779 0
: 693 | 26.315 25.5956 0.0105718 0.00101373 83698.5 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.9677 24.3447 0.0105911 0.00104833 83832.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.6643 23.7343 0.0106502 0.00106146 83430.9 0
: 696 | 25.3737 23.7728 0.0105657 0.00101404 83754.7 1
: 697 | 25.0481 24.0298 0.0105956 0.00101329 83487.2 2
: 698 | 24.6443 25.0229 0.0105828 0.00101397 83604.8 3
: 699 Minimum Test error found - save the configuration
: 699 | 24.4886 23.5586 0.0105988 0.00105913 83860.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.1105 23.3156 0.01068 0.00113763 83836.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.8012 23.1913 0.0106061 0.00104746 83694.1 0
: 702 | 23.2623 23.2497 0.0105441 0.00101545 83957 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.1394 23.0197 0.0105962 0.00104418 83751.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.9135 21.6363 0.0106999 0.00105456 82941.9 0
: 705 | 22.5345 23.039 0.0106116 0.00101709 83380.7 1
: 706 | 22.1974 22.1883 0.0105746 0.00101385 83675.6 2
: 707 | 21.943 22.2194 0.0105306 0.0010142 84065.6 3
: 708 Minimum Test error found - save the configuration
: 708 | 21.6049 20.8333 0.0105809 0.00105087 83945.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.9015 19.8959 0.0105637 0.00104771 84068.6 0
: 710 | 21.3496 21.4889 0.0105506 0.00101646 83908.7 1
: 711 | 20.8781 22.2471 0.0105519 0.00101222 83860.1 2
: 712 | 20.524 20.4571 0.0105537 0.00101478 83866.5 3
: 713 | 20.2394 21.2621 0.0105526 0.0010152 83880.1 4
: 714 | 20.169 20.6435 0.0105249 0.00101343 84109.3 5
: 715 | 19.8925 20.5958 0.010564 0.00101423 83771.2 6
: 716 Minimum Test error found - save the configuration
: 716 | 19.5711 19.6539 0.0105907 0.00105246 83872.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.1218 19.5993 0.0105745 0.00104683 83966.3 0
: 718 | 19.0605 20.3866 0.010551 0.00101576 83899.2 1
: 719 | 18.7338 20.2104 0.0105279 0.0010129 84077.3 2
: 720 | 18.9019 20.626 0.0106328 0.001015 83179 3
: 721 | 18.7212 20.0363 0.0105673 0.00102397 83827.8 4
: 722 Minimum Test error found - save the configuration
: 722 | 18.2179 19.1674 0.0105969 0.00105711 83859.1 0
: 723 | 17.6946 19.8142 0.0106706 0.00112314 83791.6 1
: 724 | 17.6051 20.7459 0.0105323 0.00101531 84059.8 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.3145 18.1049 0.0106186 0.00107167 83796.1 0
: 726 | 17.236 19.1293 0.0105668 0.00101654 83767.7 1
: 727 | 16.8865 18.449 0.0105528 0.00101463 83873.2 2
: 728 Minimum Test error found - save the configuration
: 728 | 16.5744 17.4644 0.0105842 0.00105153 83922.1 0
: 729 | 16.2739 17.634 0.0105424 0.00101685 83984.8 1
: 730 | 16.0813 17.85 0.0105697 0.00101628 83739.2 2
: 731 | 16.0477 18.0092 0.0105386 0.00101602 84011.2 3
: 732 | 15.6136 18.2865 0.0105394 0.0010148 83992.9 4
: 733 | 15.3513 18.2009 0.01054 0.00102355 84065 5
: 734 | 15.2682 18.5535 0.0105824 0.00103664 83806.7 6
: 735 | 15.0126 17.838 0.0105761 0.0010159 83680 7
: 736 | 14.9187 17.6532 0.0105348 0.00101507 84035.8 8
: 737 | 14.7708 18.3135 0.0105386 0.00101371 83990.5 9
: 738 | 14.5532 18.1501 0.010569 0.00101369 83723 10
: 739 Minimum Test error found - save the configuration
: 739 | 14.3602 16.8913 0.0105828 0.00105208 83939.2 0
: 740 | 14.1232 17.4835 0.0106427 0.00101237 83071 1
: 741 | 13.8092 19.077 0.0105406 0.00101469 83981.1 2
: 742 | 13.8705 17.6866 0.0105571 0.00101353 83826.2 3
: 743 Minimum Test error found - save the configuration
: 743 | 13.4559 16.6956 0.0106898 0.00105604 83040.9 0
: 744 | 13.2117 17.0886 0.0106009 0.00101685 83471.6 1
: 745 | 13.1416 17.5977 0.0105702 0.00101757 83746.9 2
: 746 | 13.0528 18.8154 0.0105485 0.00101494 83913.8 3
: 747 | 13.206 17.4998 0.0105514 0.0010166 83902.9 4
: 748 Minimum Test error found - save the configuration
: 748 | 13.1282 16.2178 0.01058 0.00105399 83980.7 0
: 749 | 12.4581 17.8374 0.0105603 0.0010157 83816.6 1
: 750 | 12.4922 16.6968 0.01056 0.00101414 83805.9 2
: 751 | 12.5211 16.6509 0.0105498 0.00102017 83948.5 3
: 752 Minimum Test error found - save the configuration
: 752 | 12.172 15.5426 0.0106026 0.00105052 83751.8 0
: 753 | 11.9916 16.6339 0.0105385 0.00101414 83995.3 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.544 15.5339 0.010634 0.0010695 83642.7 0
: 755 | 11.5058 16.8034 0.0105339 0.00101527 84045.7 1
: 756 | 11.366 17.296 0.0105386 0.00101392 83992.7 2
: 757 | 11.244 16.7882 0.0105393 0.00102128 84051.2 3
: 758 | 11.0017 15.8128 0.0105505 0.00101445 83892.4 4
: 759 | 10.921 16.4414 0.0106319 0.00102142 83242.4 5
: 760 Minimum Test error found - save the configuration
: 760 | 10.769 15.4862 0.0105683 0.00105456 84088.8 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.6001 15.3277 0.0106225 0.00105273 83596.5 0
: 762 | 10.3775 15.5778 0.0105575 0.00102334 83908.8 1
: 763 | 10.2837 16.6512 0.0106218 0.00101577 83280.7 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.2609 14.8292 0.0106162 0.00106897 83794.2 0
: 765 | 10.0274 17.2659 0.0105309 0.00101543 84073.6 1
: 766 | 10.0931 15.5443 0.0105609 0.00101662 83820.2 2
: 767 | 9.98352 16.4258 0.0105376 0.00101406 84002.3 3
: 768 | 9.84948 15.2487 0.0105426 0.00101614 83976.8 4
: 769 | 9.68745 16.5798 0.0105639 0.00101626 83790.3 5
: 770 Minimum Test error found - save the configuration
: 770 | 9.54975 14.0878 0.0105972 0.00105364 83825.9 0
: 771 | 9.3516 15.9991 0.0105765 0.00101652 83681.8 1
: 772 | 9.4331 15.1904 0.0105369 0.00101488 84015.6 2
: 773 | 9.25666 15.539 0.0105524 0.00101423 83873.2 3
: 774 Minimum Test error found - save the configuration
: 774 | 9.01754 13.9149 0.0106173 0.00107286 83818.5 0
: 775 | 9.11553 15.8484 0.0105409 0.00101531 83984.2 1
: 776 | 9.00949 14.353 0.0105387 0.00102025 84047.3 2
: 777 | 8.71989 14.8712 0.0105493 0.00101656 83921.2 3
: 778 | 8.59495 14.001 0.0105764 0.00102373 83746.3 4
: 779 Minimum Test error found - save the configuration
: 779 | 8.51475 13.4982 0.0106668 0.00105879 83264.2 0
: 780 | 8.44676 15.33 0.0105501 0.00101745 83922.2 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.43127 13.4562 0.0106225 0.00105848 83646.4 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.3864 13.4254 0.0107507 0.00108055 82729 0
: 783 | 8.1967 15.9689 0.0106007 0.00101862 83489.1 1
: 784 | 8.00779 14.0633 0.010582 0.00102032 83667.1 2
: 785 | 7.75782 13.6576 0.0105528 0.00101676 83892.5 3
: 786 Minimum Test error found - save the configuration
: 786 | 8.04337 12.7702 0.0105911 0.00105273 83872.1 0
: 787 | 7.79118 13.6444 0.0105283 0.0010153 84095.1 1
: 788 | 7.44117 13.6698 0.0105553 0.0010189 83889 2
: 789 | 7.32899 13.8613 0.0106021 0.00108454 84055.5 3
: 790 | 7.23487 13.0575 0.010567 0.00101531 83754.7 4
: 791 | 7.2082 13.3945 0.0105463 0.0010165 83947.6 5
: 792 | 7.30019 13.5823 0.010537 0.00101479 84014.3 6
: 793 | 7.04519 13.0582 0.0105796 0.00101625 83652.8 7
: 794 | 6.96327 13.2356 0.0105348 0.00101491 84034.3 8
: 795 | 6.79602 13.7545 0.010548 0.00101418 83911.8 9
: 796 | 6.75928 13.932 0.0105644 0.0010172 83794.5 10
: 797 | 6.77067 13.7772 0.0105621 0.00101807 83821.8 11
: 798 Minimum Test error found - save the configuration
: 798 | 6.94317 12.392 0.0106181 0.00105241 83632.3 0
: 799 | 6.83568 12.5129 0.0106332 0.00103113 83315.7 1
: 800 | 6.44904 14.1513 0.0105481 0.00102162 83976.8 2
: 801 | 6.31175 13.0981 0.0105846 0.00101925 83634.9 3
: 802 | 6.13059 12.7674 0.0106568 0.00101578 82978.7 4
: 803 | 6.27906 13.1375 0.0105638 0.00101643 83792.9 5
: 804 | 6.48482 13.3873 0.0105573 0.00101707 83855.3 6
: 805 Minimum Test error found - save the configuration
: 805 | 6.11954 10.7355 0.0106054 0.00105793 83791.9 0
: 806 | 6.10775 13.4704 0.0105627 0.00101736 83810.1 1
: 807 | 6.0057 11.9949 0.0105586 0.00101749 83847.3 2
: 808 | 5.81724 12.4203 0.0107254 0.00101702 82403 3
: 809 Minimum Test error found - save the configuration
: 809 | 5.90058 10.5488 0.0106005 0.00106316 83880.7 0
: 810 | 5.91269 12.4172 0.0105593 0.00101606 83828.9 1
: 811 | 6.14856 11.4227 0.0105692 0.00102056 83781.6 2
: 812 | 5.83884 11.5212 0.01056 0.00101806 83840.4 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.50412 9.97887 0.0106468 0.00107281 83559.3 0
: 814 | 5.42609 11.2084 0.0105706 0.00101721 83740.1 1
: 815 | 5.41739 11.1127 0.0105524 0.00101762 83903.4 2
: 816 | 5.22479 10.7878 0.0105471 0.00101616 83937.3 3
: 817 | 5.28705 11.9527 0.0105415 0.00101665 83991.1 4
: 818 Minimum Test error found - save the configuration
: 818 | 5.22656 9.73238 0.0106871 0.00106042 83102.5 0
: 819 | 5.19487 12.0051 0.0105328 0.00101374 84041.6 1
: 820 | 5.26291 11 0.0105654 0.0010153 83768.6 2
: 821 | 4.97259 10.8471 0.0105543 0.00101993 83906.5 3
: 822 | 4.81463 11.1712 0.0106563 0.00101646 82989.3 4
: 823 | 4.75324 10.731 0.0105924 0.00103414 83697.4 5
: 824 | 4.76449 10.1665 0.0105558 0.00101538 83853.8 6
: 825 | 4.75218 11.4325 0.0105726 0.00101993 83746.1 7
: 826 | 4.59708 11.8269 0.0105788 0.00102168 83707.1 8
: 827 | 4.57328 11.2549 0.0105413 0.00101611 83987.6 9
: 828 | 4.76973 10.1959 0.0105552 0.00101538 83859.1 10
: 829 | 4.81605 9.82566 0.010548 0.00101805 83945.5 11
: 830 | 4.52982 12.6197 0.0105556 0.00101434 83846.7 12
: 831 Minimum Test error found - save the configuration
: 831 | 4.94273 8.83004 0.0105814 0.00105721 83996.3 0
: 832 | 4.31835 10.0559 0.0105869 0.00101588 83585.3 1
: 833 | 4.51678 11.571 0.010575 0.00101583 83689.3 2
: 834 | 4.57251 9.34648 0.0105379 0.00101478 84005.7 3
: 835 | 4.28242 9.95755 0.0105529 0.00101746 83897.2 4
: 836 | 4.1627 9.82305 0.0105528 0.00101578 83883.8 5
: 837 | 4.11456 10.5374 0.0105719 0.00101581 83716.6 6
: 838 | 3.95218 9.25069 0.010626 0.00101595 83246.5 7
: 839 | 4.01887 9.68209 0.010556 0.00101705 83866.6 8
: 840 | 3.97163 9.28435 0.0105494 0.00101541 83910.7 9
: 841 | 3.94347 9.70049 0.0106489 0.00101628 83050.7 10
: 842 | 3.95157 10.0229 0.0105727 0.00103276 83857.6 11
: 843 | 3.91923 10.722 0.0105285 0.00101427 84084.9 12
: 844 | 3.78578 9.88178 0.010554 0.00101493 83865.8 13
: 845 | 3.81211 9.78172 0.0105464 0.00101573 83939.8 14
: 846 | 3.82779 9.62659 0.010527 0.00101456 84100.7 15
: 847 | 3.68053 10.2308 0.0105601 0.0010149 83812 16
: 848 Minimum Test error found - save the configuration
: 848 | 3.61135 8.59973 0.0105929 0.0010675 83986.2 0
: 849 | 3.5655 9.92898 0.0105845 0.00101709 83616.8 1
: 850 | 3.56623 10.0946 0.0105637 0.00101779 83805.6 2
: 851 | 3.58793 8.78526 0.0105764 0.00102589 83764.7 3
: 852 | 3.83121 10.9121 0.0105909 0.00101651 83555.8 4
: 853 | 3.87813 9.58021 0.0105668 0.00101781 83778.4 5
: 854 | 3.64371 9.93159 0.0105662 0.0010172 83778.6 6
: 855 | 3.55705 9.25959 0.0105589 0.00101597 83832 7
: 856 | 3.4357 10.8714 0.0105937 0.00102079 83569.3 8
: 857 | 3.43233 9.09105 0.0105583 0.00101715 83847.4 9
: 858 | 3.38539 9.51383 0.0106573 0.00101656 82980.9 10
: 859 Minimum Test error found - save the configuration
: 859 | 3.34661 8.25197 0.0106117 0.00105717 83729.6 0
: 860 | 3.27379 9.2038 0.0105545 0.0010158 83868.6 1
: 861 | 3.22617 8.72714 0.0106789 0.0010183 82810.5 2
: 862 | 3.2216 9.33763 0.0105663 0.00101853 83788.8 3
: 863 | 3.50998 9.37033 0.010567 0.00101673 83767.6 4
: 864 Minimum Test error found - save the configuration
: 864 | 3.25989 7.85822 0.0105875 0.00105611 83932.8 0
: 865 | 3.15647 9.03511 0.0105391 0.00101589 84005.2 1
: 866 | 3.14139 8.06221 0.0105728 0.00101849 83732 2
: 867 | 3.10707 9.67929 0.0105747 0.0010227 83752.2 3
: 868 Minimum Test error found - save the configuration
: 868 | 3.04083 7.68744 0.0105976 0.00105302 83816.9 0
: 869 | 3.07486 7.97609 0.0105816 0.00101966 83665.3 1
: 870 | 2.91048 8.21444 0.0105539 0.00101732 83887.9 2
: 871 | 2.98541 8.36954 0.0105797 0.00101614 83650.7 3
: 872 | 3.02794 8.15702 0.0105946 0.00101577 83517.3 4
: 873 Minimum Test error found - save the configuration
: 873 | 2.80586 7.55466 0.0106254 0.00105468 83588.4 0
: 874 | 2.99433 7.79485 0.0105944 0.00101561 83517.9 1
: 875 | 2.72417 8.20746 0.0105732 0.00101626 83709 2
: 876 | 2.84757 8.58674 0.0106205 0.00101559 83290.7 3
: 877 | 2.79356 8.67705 0.0106795 0.00101685 82793.3 4
: 878 | 2.63816 8.27763 0.0105436 0.00101768 83981.4 5
: 879 | 2.70835 8.35967 0.0105804 0.00102126 83689.6 6
: 880 | 2.74535 9.49267 0.0107035 0.00113946 83646.9 7
: 881 Minimum Test error found - save the configuration
: 881 | 2.62368 7.32755 0.0105821 0.00105816 83998.9 0
: 882 | 2.66317 9.16438 0.0105684 0.00101603 83748.5 1
: 883 | 2.76694 8.34207 0.0105493 0.00101713 83926.4 2
: 884 | 2.81595 8.88667 0.0105598 0.00101979 83857.7 3
: 885 | 2.72644 8.22782 0.0105621 0.00101681 83810.6 4
: 886 | 2.7301 8.30776 0.0105406 0.00101537 83987.8 5
: 887 | 2.57568 7.87788 0.0105544 0.0010177 83886.8 6
: 888 Minimum Test error found - save the configuration
: 888 | 2.6482 7.32183 0.0106061 0.00105512 83760.6 0
: 889 | 2.52766 8.47702 0.0105688 0.00101708 83754.8 1
: 890 | 2.52445 7.50289 0.0105373 0.00101462 84009.9 2
: 891 | 2.46025 8.08137 0.0105536 0.00101672 83885.1 3
: 892 | 2.43505 8.89281 0.010568 0.00101745 83765.2 4
: 893 Minimum Test error found - save the configuration
: 893 | 2.7377 7.18469 0.010596 0.00105233 83824.8 0
: 894 | 2.64135 7.19667 0.0105472 0.00101723 83945.4 1
: 895 Minimum Test error found - save the configuration
: 895 | 2.64041 7.0794 0.0105708 0.00104873 84015.2 0
: 896 | 2.33815 7.48483 0.0105494 0.00101498 83906.2 1
: 897 | 2.34594 7.08819 0.0107118 0.00101674 82516.1 2
: 898 | 2.37814 7.47415 0.0105509 0.00101486 83892.3 3
: 899 | 2.38976 7.64364 0.0105557 0.00101601 83860.2 4
: 900 | 2.42242 7.75234 0.010643 0.00101784 83115.2 5
: 901 Minimum Test error found - save the configuration
: 901 | 2.34436 6.99495 0.0106321 0.00107468 83704.9 0
: 902 | 2.37234 7.24804 0.0105435 0.00101638 83970.7 1
: 903 | 2.2717 7.45914 0.0105435 0.00101675 83974.4 2
: 904 | 2.39263 7.70632 0.0105914 0.00101994 83581.6 3
: 905 Minimum Test error found - save the configuration
: 905 | 2.32111 6.35495 0.010588 0.00105444 83913.7 0
: 906 | 2.20456 7.4844 0.010553 0.0010168 83890.4 1
: 907 | 2.22296 6.56679 0.0105909 0.00101788 83567.9 2
: 908 | 2.36766 6.61627 0.0105794 0.00101794 83668.9 3
: 909 | 2.21025 7.97162 0.0105615 0.00101582 83807.2 4
: 910 | 2.17243 7.00338 0.0105432 0.0010176 83983.8 5
: 911 | 2.20827 8.24281 0.0105908 0.00101892 83578.5 6
: 912 | 2.19451 6.94607 0.0105721 0.00101845 83737.8 7
: 913 | 2.14116 7.76036 0.0105729 0.00101963 83740.8 8
: 914 | 2.26448 7.90202 0.0105571 0.00101937 83877.3 9
: 915 | 2.53639 8.28366 0.0105423 0.00101599 83977.6 10
: 916 | 2.45983 7.14614 0.0106547 0.00110124 83739.5 11
: 917 Minimum Test error found - save the configuration
: 917 | 2.20118 6.2847 0.0105934 0.00105577 83878.4 0
: 918 | 2.268 6.60125 0.0105601 0.00102342 83886.7 1
: 919 Minimum Test error found - save the configuration
: 919 | 2.30106 6.25066 0.0106246 0.00105355 83585.6 0
: 920 | 2.23194 7.2763 0.010702 0.0010211 82637.1 1
: 921 | 2.13144 7.02351 0.0106169 0.00101587 83324.8 2
: 922 | 2.17517 6.76142 0.0105477 0.00101655 83935.5 3
: 923 | 2.25131 7.18014 0.0105577 0.00101687 83850.1 4
: 924 Minimum Test error found - save the configuration
: 924 | 2.02519 6.13052 0.0106007 0.00105397 83798.4 0
: 925 | 2.10971 6.25881 0.0105565 0.00101636 83855.8 1
: 926 | 2.06279 6.76019 0.010578 0.00101838 83684.9 2
: 927 | 1.97081 6.13198 0.0105961 0.00101638 83509.3 3
: 928 | 2.04437 7.95103 0.0105633 0.00102532 83875.1 4
: 929 Minimum Test error found - save the configuration
: 929 | 2.21176 5.92494 0.010599 0.00105176 83793.7 0
: 930 | 2.23363 6.94766 0.0105612 0.00101852 83834.1 1
: 931 | 2.16548 6.28884 0.0106063 0.0010193 83446.6 2
: 932 Minimum Test error found - save the configuration
: 932 | 2.16321 5.72299 0.0106303 0.00105266 83527.6 0
: 933 | 2.15752 6.37808 0.010553 0.00101612 83885.2 1
: 934 | 1.96155 6.34184 0.010579 0.00101833 83675.7 2
: 935 | 1.92847 6.33847 0.010569 0.00101555 83739.6 3
: 936 | 1.9433 5.9987 0.0106622 0.0010173 82945.4 4
: 937 | 2.01908 6.86741 0.0105453 0.00101843 83972.6 5
: 938 Minimum Test error found - save the configuration
: 938 | 1.98173 5.44764 0.0106358 0.00105392 83490.5 0
: 939 | 1.9304 6.56703 0.0106779 0.00101793 82815.7 1
: 940 | 1.86129 6.64682 0.0105509 0.0010173 83913.9 2
: 941 | 1.98301 5.98823 0.0105685 0.00101708 83757.2 3
: 942 | 1.81132 6.88875 0.0105712 0.00102226 83779 4
: 943 | 1.95128 5.98542 0.0105612 0.00101731 83823.6 5
: 944 | 1.85139 5.79869 0.0105661 0.00102094 83812.4 6
: 945 | 1.98061 6.67823 0.0105488 0.00101643 83924.7 7
: 946 | 1.93454 5.79308 0.0105516 0.00101566 83893.1 8
: 947 | 1.80009 6.75399 0.0106209 0.00101643 83294.7 9
: 948 | 1.94348 5.8426 0.0105845 0.0010164 83610.9 10
: 949 | 1.94275 5.74237 0.0105652 0.00101904 83803 11
: 950 | 1.90649 5.5439 0.010578 0.00103466 83828.2 12
: 951 | 2.0053 6.80733 0.0105666 0.00101952 83795.1 13
: 952 | 1.93504 5.62814 0.0105916 0.00102567 83629.7 14
: 953 | 1.89335 5.77383 0.0106214 0.00101994 83320.6 15
: 954 | 1.93318 5.90332 0.0105894 0.00101578 83562.8 16
: 955 | 2.05772 6.16944 0.0105485 0.0010193 83952.3 17
: 956 | 1.97501 6.25263 0.0106552 0.00101968 83025.9 18
: 957 | 1.9236 6.65984 0.0105617 0.00101721 83817.8 19
: 958 | 2.12277 6.23455 0.0105661 0.00101811 83787.1 20
: 959 | 2.20679 5.76557 0.0106816 0.00101866 82790.3 21
:
: Elapsed time for training with 1000 events: 10.2 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: 0.812 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.36393e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13931e+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: 0.0297 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: 0.0356 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: 0.00147 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: 0.0962 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: 0.891 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: 0.0203 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00278 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: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00445 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: 0.00226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000586 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: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.89 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.358 0.262 4.44 1.35 | 3.230 3.254
: 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 : 0.181 0.252 1.60 1.07 | 3.349 3.350
: 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.