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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:359
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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h: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: 0.31 sec
: Elapsed time for training with 1000 events: 0.315 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00336 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: 0.000789 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00429 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: 0.000202 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000315 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 = 31567
: --------------------------------------------------------------
: 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 | 33151.8 31209.2 0.0111389 0.00116652 80221.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32674.4 30685 0.0111097 0.0011084 79989.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31964.2 29982.4 0.0114305 0.00113962 77738.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31170.7 29276.3 0.0116673 0.00120914 76495.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30371.3 28487 0.0117963 0.00116314 75236 0
: 6 Minimum Test error found - save the configuration
: 6 | 29535.2 27584.8 0.0116927 0.00116735 76006.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28856.8 27044.6 0.0114262 0.00111787 77607.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28418.9 26684.8 0.0116706 0.00113048 75900.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28072.4 26363.3 0.011504 0.00113271 77136.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27751.1 26067 0.0121386 0.00118776 73053.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27448.9 25788.4 0.0115895 0.00113908 76551.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27166.6 25514.8 0.0118202 0.00123374 75568 0
: 13 Minimum Test error found - save the configuration
: 13 | 26885.2 25256.5 0.0118229 0.00116142 75036.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26618.5 25003 0.0115738 0.00113652 76648.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26356.8 24756 0.0123758 0.00122072 71716.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26099.9 24516.5 0.0136036 0.00115228 64250.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25852.9 24277.4 0.0115378 0.00112734 76846 0
: 18 Minimum Test error found - save the configuration
: 18 | 25605.2 24046.5 0.011562 0.00114783 76818.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25365.3 23818 0.0116275 0.00113375 76235.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25127 23595.1 0.011617 0.00113488 76320.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24894.9 23373.7 0.0118502 0.00115963 74832.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24665.5 23155.2 0.0117422 0.00119668 75861.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24436.1 22944.1 0.0116538 0.00116141 76245.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24216.5 22730.2 0.012401 0.00117194 71243.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23998.1 22517.1 0.012336 0.00126181 72239.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23776.1 22313.9 0.012408 0.00119443 71342.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23563.8 22109.9 0.012304 0.00115524 71757.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23351 21909.6 0.0116112 0.00112593 76297.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23142.2 21711 0.0123354 0.00185198 76311.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22934.9 21515.1 0.0118187 0.00116374 75082.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22729.3 21322.8 0.0120856 0.00114692 73135.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22528.6 21130.5 0.0116276 0.00115691 76403.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22327.1 20942.4 0.0116699 0.00119789 76393.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22131.7 20752.9 0.0116232 0.00113431 76271.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21932.3 20571.1 0.0115921 0.00113614 76511.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21740.2 20388.9 0.0115664 0.00114394 76756.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21549.4 20207.4 0.0116103 0.00113698 76384.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21357.5 20031.7 0.0116309 0.0011614 76412.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21175.4 19849.7 0.0118172 0.00115292 75016.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20985.5 19676.2 0.0116239 0.00113475 76269.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20801.3 19505.4 0.0116584 0.00113078 75990.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20623.7 19330.5 0.0118406 0.00115778 74886.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20441 19161.8 0.0117792 0.0011399 75193 0
: 44 Minimum Test error found - save the configuration
: 44 | 20264.7 18992.6 0.0115993 0.00113864 76477.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20085.6 18829.6 0.0115863 0.00113455 76542 0
: 46 Minimum Test error found - save the configuration
: 46 | 19914.5 18663.5 0.012023 0.00121666 74030.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19741.2 18500.4 0.0119874 0.00114319 73772.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19568.2 18342.1 0.0136941 0.00135279 64823.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19401.9 18181.4 0.0138021 0.001453 64782 0
: 50 Minimum Test error found - save the configuration
: 50 | 19232.7 18024.5 0.0153031 0.00217174 60923.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19067.2 17867.9 0.0160267 0.00117937 53881.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18901.5 17711.5 0.0122626 0.00121867 72437.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18732.9 17551.9 0.0119128 0.00115965 74396.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18582.7 17385.3 0.0117861 0.00121954 75710.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18417.9 17257.9 0.011863 0.00117048 74819 0
: 56 Minimum Test error found - save the configuration
: 56 | 18260.5 17109.3 0.0118639 0.00117758 74862 0
: 57 Minimum Test error found - save the configuration
: 57 | 18101.6 16957.7 0.0118429 0.00116394 74913.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17939.1 16807.4 0.0120329 0.00117325 73667.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17780.6 16643.7 0.0119059 0.00116643 74491.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17615.4 16502.7 0.0121076 0.00119498 73309.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17466.8 16353.6 0.0119209 0.00118472 74514.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17312.6 16208.4 0.0118656 0.00117925 74861.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17156.1 16059.4 0.0119874 0.00136767 75331.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 17005.3 15913.5 0.0120717 0.00122508 73755.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16853 15769.5 0.012012 0.0011859 73895.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16700.7 15623.2 0.0121803 0.00122075 72995.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16553.5 15480.7 0.012079 0.00121582 73643.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16404.2 15339.1 0.0124352 0.00120709 71249.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16255.6 15198.9 0.012013 0.0011861 73890 0
: 70 Minimum Test error found - save the configuration
: 70 | 16110 15058.5 0.0120706 0.00117973 73455.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15965.1 14919.3 0.0117799 0.00117364 75426.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15822.5 14781.3 0.0120741 0.00121645 73680.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15676.9 14646.8 0.0121326 0.00126422 73608.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15535 14513.8 0.0119243 0.00118535 74495 0
: 75 Minimum Test error found - save the configuration
: 75 | 15397.9 14379 0.0118735 0.00116561 74711 0
: 76 Minimum Test error found - save the configuration
: 76 | 15254.8 14247.1 0.0118417 0.00117783 75019.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15117.2 14118 0.0118284 0.00117961 75126 0
: 78 Minimum Test error found - save the configuration
: 78 | 14981.9 13988.1 0.0118988 0.00117081 74571.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14847 13859.5 0.0120337 0.00123049 74052.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14711.7 13734.7 0.012252 0.0012115 72460.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14579.1 13611.4 0.0124295 0.00119939 71237.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14448.8 13488.1 0.0124765 0.00118694 70861.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14319.8 13364 0.0131789 0.00183617 70530 0
: 84 Minimum Test error found - save the configuration
: 84 | 14190.5 13242.8 0.0127891 0.00138639 70158.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14062.7 13122.8 0.0126543 0.00137356 70917.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13938.4 13001.3 0.0128195 0.00122708 69010.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13809.7 12886.3 0.0130905 0.00122356 67414.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13688.5 12767.7 0.0126578 0.00148188 71582.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13566.6 12649.1 0.011972 0.00119637 74241.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13440.8 12537.5 0.0118239 0.00117234 75106.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13322.1 12423.7 0.011921 0.00118607 74523.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13203 12310.2 0.0118747 0.00117878 74794.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13084.2 12198.1 0.0118625 0.00117826 74876.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12965.5 12088.6 0.0118709 0.00120526 75007.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12849.4 11979.9 0.0117765 0.00115441 75314.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12735.1 11869.7 0.0118124 0.00118844 75301.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12618.9 11763.6 0.0118501 0.00116614 74878.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12506 11657 0.0119942 0.00116693 73887.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12393.6 11551.3 0.0117965 0.00117418 75313 0
: 100 Minimum Test error found - save the configuration
: 100 | 12283.2 11445.2 0.0118005 0.00116373 75211.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12171.8 11340.8 0.0119091 0.00116816 74481.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 12060.5 11240.4 0.011786 0.00116343 75311.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11954.7 11136.5 0.0119188 0.00117717 74476.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11846.2 11035.1 0.0119576 0.00119524 74333.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11738.2 10936.4 0.0121057 0.00119731 73337.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11633.7 10837 0.0123033 0.00122456 72210.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11528.9 10738 0.0122182 0.00125071 72943.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11424.5 10640.8 0.0123594 0.00122688 71861.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11321.4 10544.5 0.012229 0.00127364 73023.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11221.6 10446 0.0123426 0.00122377 71950.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11117.5 10352.5 0.0121194 0.00117669 73107.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11017.9 10258.8 0.0122421 0.00121674 72559.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10919.8 10163.8 0.0122192 0.0012794 73127.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10817.8 10074.9 0.0124787 0.00119134 70875.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10721.7 9984.21 0.0124453 0.0011786 71005.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10625.8 9892.87 0.0118254 0.00119201 75234.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10530.6 9801.09 0.012075 0.001167 73340.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10433.7 9712.54 0.0122191 0.00117766 72454.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10340.9 9622.96 0.0124998 0.00128417 71329.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10246 9536.04 0.0120452 0.00122848 73959.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10154.3 9448.21 0.0119577 0.00118881 74288.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10062 9361.9 0.0118879 0.00117503 74676.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9969.78 9277.85 0.0118415 0.00117482 74999.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9881.67 9191.57 0.0117988 0.00116553 75235.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9789.81 9109.16 0.0118298 0.00116742 75030.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9702.33 9025.97 0.0118387 0.00116895 74978.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9613.32 8945.13 0.0118927 0.0011972 74797.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9527.97 8861.84 0.0118546 0.0011793 74939.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9441.3 8780.1 0.0119665 0.0011728 74117.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9353.62 8701.57 0.0119361 0.00117697 74355.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9270.82 8620.98 0.0119723 0.00117605 74099.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9185.46 8542.6 0.0120762 0.00118266 73438.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9102.55 8464.34 0.012009 0.00118577 73915.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 9017.8 8390.02 0.0118906 0.00118307 74713.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8938.66 8311.52 0.0121678 0.00121409 73034.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8856.54 8235.59 0.0119007 0.00117484 74586.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8776.08 8159.82 0.0120804 0.00119855 73517.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8696.51 8084.7 0.0119708 0.00119797 74260.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8616.19 8011.61 0.0119226 0.00117768 74453.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8538.69 7938.13 0.0118313 0.00117215 75053 0
: 141 Minimum Test error found - save the configuration
: 141 | 8461.74 7864.13 0.0120513 0.00118087 73594.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8382.75 7793.8 0.0118596 0.00117741 74891 0
: 143 Minimum Test error found - save the configuration
: 143 | 8308.23 7721.5 0.0119411 0.00118945 74406.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8232.86 7648.96 0.0119896 0.00118662 74053.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8155.79 7580.59 0.0120549 0.00120612 73741.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8082.43 7510.86 0.0123049 0.00120872 72096.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8007.83 7443.41 0.0121265 0.00123633 73461 0
: 148 Minimum Test error found - save the configuration
: 148 | 7935.21 7376.07 0.0121728 0.00121381 72999.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7864.29 7306.6 0.0121873 0.00122701 72990.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7791.77 7239.48 0.0119462 0.0012216 74595.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7719.78 7173.95 0.0122396 0.0012087 72523.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7650.16 7106.96 0.0122868 0.00124217 72433.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7579.36 7043.12 0.0119947 0.00118578 74013.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7511.64 6976.9 0.0121737 0.00119652 72878.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7441.94 6912.93 0.0121182 0.00119373 73230.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7374.49 6848.28 0.0119138 0.00117599 74503.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7306.28 6786.42 0.0120719 0.00117806 73435.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7239.66 6723.92 0.0120311 0.00121312 73950.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7173.03 6663.22 0.0120592 0.0011973 73652.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7107.63 6601.88 0.0120979 0.00123129 73620 0
: 161 Minimum Test error found - save the configuration
: 161 | 7043.54 6541.27 0.0120605 0.00118665 73571.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6977.82 6481.26 0.0118331 0.00116415 74984.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6915.73 6419.99 0.0119124 0.00118692 74589 0
: 164 Minimum Test error found - save the configuration
: 164 | 6850.09 6362.69 0.0119588 0.00117585 74191.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6788.3 6304.32 0.012121 0.00117921 73114.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6726.59 6244.83 0.011948 0.00118909 74356.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6665.43 6186.3 0.0120416 0.0012161 73899.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6602.99 6129.5 0.0118641 0.00117179 74820.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6542.59 6072.71 0.0118583 0.00117069 74853.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6482.12 6017.33 0.0119514 0.00117795 74256.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6423.23 5961.8 0.0121117 0.00132423 74159.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6364.79 5905.47 0.0127014 0.00124975 69859 0
: 173 Minimum Test error found - save the configuration
: 173 | 6304.85 5852.15 0.0123853 0.00128995 72102 0
: 174 Minimum Test error found - save the configuration
: 174 | 6248.87 5796.97 0.0122323 0.00124273 72796 0
: 175 Minimum Test error found - save the configuration
: 175 | 6189.58 5742.44 0.014961 0.00122442 58238.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6133.61 5690.07 0.0121856 0.0011825 72707.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6077.58 5635.62 0.0122083 0.00122149 72814.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6020.96 5583 0.0120987 0.00120625 73445.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5965.26 5533.46 0.0158944 0.00123776 54582.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5911.15 5478.76 0.0122321 0.00125167 72857.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5855.45 5430.41 0.0124107 0.00122893 71545.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5802.78 5378.67 0.0125076 0.00119605 70724.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5749.37 5327.63 0.0140424 0.00201204 66498.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5695.96 5278.52 0.0134505 0.00124245 65530.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5642.71 5230.15 0.012097 0.00120139 73424.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5590.83 5184.08 0.0125045 0.00122724 70938.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5540.37 5132.69 0.0124024 0.00134483 72348.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5488.59 5086.12 0.0125046 0.00123562 70991.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5438.06 5037.77 0.0124578 0.00126428 71469.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5388.63 4990.93 0.0122543 0.00121732 72483.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5338.06 4943.93 0.0123553 0.00123445 71936.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5289.52 4898.78 0.0122676 0.00129358 72899.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5239.6 4853.32 0.0138069 0.00129109 63919.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5192.22 4807.86 0.0120861 0.00120483 73520.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5144.56 4761.71 0.0121346 0.00121839 73285.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5096.35 4718.98 0.0126444 0.00127412 70358.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5050.21 4674.88 0.0121841 0.00123242 73047.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5002.7 4632.1 0.0126353 0.00121556 70054.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4956.67 4587.79 0.0121857 0.0012511 73162.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4911.28 4546.43 0.0122909 0.00120611 72170.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4866.03 4501.96 0.0122214 0.00120573 72623.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4821.1 4460.97 0.0121633 0.00120962 73035 0
: 203 Minimum Test error found - save the configuration
: 203 | 4776.97 4419.64 0.0121936 0.00120685 72814.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4732.32 4377.45 0.0122084 0.00123391 72896.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4689.43 4335.55 0.012502 0.00124306 71054.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4644.98 4298.22 0.0126182 0.00125623 70410.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4603.19 4256.7 0.0142701 0.00123683 61381.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4560.92 4217.57 0.0120672 0.0012745 74124.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4518.77 4176.93 0.0121498 0.00119008 72994.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4476.97 4139.11 0.0119839 0.00118946 74112.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4436.46 4099.06 0.0119619 0.00117556 74168 0
: 212 Minimum Test error found - save the configuration
: 212 | 4394.85 4061.42 0.0123753 0.00120189 71598.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4355.32 4024.51 0.0122843 0.00119239 72124.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4314.46 3985.9 0.0125152 0.00119168 70649.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4275.36 3948.78 0.0121954 0.0012096 72821.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4235.69 3912.44 0.0121076 0.00120865 73401.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4197.26 3875.01 0.0128669 0.00201557 73723.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4157.95 3840.2 0.0134964 0.00129659 65574.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4120.63 3803.73 0.0123757 0.00124505 71873.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4082.11 3769.06 0.0127974 0.00118681 68902.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4045.21 3734.04 0.0119317 0.00122927 74749.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4008.24 3698.75 0.012077 0.00119101 73489.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3972.13 3663.19 0.0121628 0.0012559 73347.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3936 3629.46 0.0121102 0.0012342 73556.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3898.62 3595.9 0.0121856 0.00119953 72819.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3864.09 3561.34 0.0121769 0.00124631 73189.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3828.25 3528.57 0.0121698 0.00123198 73140.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3793.33 3496.8 0.0122218 0.00118448 72481.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3759.76 3462.54 0.012269 0.00122521 72438.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3724.25 3430.44 0.0122906 0.00122087 72269.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3690.7 3398.71 0.0120449 0.00123221 73987 0
: 232 Minimum Test error found - save the configuration
: 232 | 3658.13 3366.32 0.0118682 0.00117713 74828.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3623.71 3335.82 0.0119195 0.00117343 74445.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3591.24 3304.37 0.0118978 0.00118707 74691.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3558.23 3273.8 0.0122352 0.00132022 73293.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3525.75 3244.96 0.0125383 0.00131577 71285.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3494.32 3213.63 0.0146882 0.00178466 61998.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3461.82 3184.57 0.0129534 0.00132818 68815.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3431.24 3154.38 0.0125336 0.00132305 71361.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3400.34 3124.27 0.0122802 0.00122593 72370.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3368.87 3095.23 0.0122475 0.00127003 72876.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3338.67 3066.24 0.0122581 0.00121413 72437.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3307.3 3038.41 0.012006 0.00120731 74083.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3278.27 3010.21 0.0122867 0.00130953 72878.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3248.23 2982.19 0.0119806 0.00119082 74144.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3219.48 2953.3 0.0119104 0.00120464 74726.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3189.37 2926.48 0.0122253 0.00126702 73004.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3160.42 2899.52 0.0121844 0.00120842 72886.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3132.52 2872.26 0.0119421 0.00117369 74291.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3103.12 2846.44 0.0119708 0.00121563 74382.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3075.95 2819.19 0.0118594 0.00117382 74867.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3047.24 2793.57 0.0121047 0.00120802 73416.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3020.4 2767.89 0.012194 0.00118101 72641.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2992.59 2742.01 0.0126859 0.00126144 70024.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2965.41 2717.13 0.0121527 0.00119778 73026.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2938.1 2691.63 0.0119242 0.00117922 74453.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2912.57 2666.31 0.0118741 0.00117739 74789.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2885.55 2641.55 0.0119199 0.00118964 74555.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2859.62 2616.47 0.0118776 0.00116742 74695.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2833.11 2593.21 0.0118363 0.00117596 75044.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2808.42 2568.45 0.0120837 0.00121829 73628 0
: 262 Minimum Test error found - save the configuration
: 262 | 2781.93 2545.66 0.0119998 0.00126545 74527.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2758 2521.26 0.0120633 0.00128942 74253.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2732.28 2498 0.0119856 0.00118489 74069.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2707 2475.85 0.0120853 0.00119879 73485.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2683.66 2452.45 0.0118982 0.00119905 74772.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2659 2429.62 0.0118968 0.00119582 74759.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2634.21 2408.06 0.0118777 0.00117426 74742 0
: 269 Minimum Test error found - save the configuration
: 269 | 2611.29 2385.78 0.0119491 0.00118552 74325 0
: 270 Minimum Test error found - save the configuration
: 270 | 2587.83 2362.98 0.0123584 0.00127067 72151.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2563.97 2340.91 0.0119857 0.00122072 74314.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2540.38 2320.03 0.0123301 0.00119879 71869 0
: 273 Minimum Test error found - save the configuration
: 273 | 2518.4 2297.83 0.0120468 0.00119528 73722.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2494.3 2277.52 0.0120354 0.00119777 73816.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2472.02 2257.31 0.0121692 0.00120815 72985.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2449.79 2236.49 0.0123618 0.00145079 73320.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2428.07 2215.2 0.0124189 0.00121983 71434.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2405.29 2195.48 0.0140239 0.00144007 63573.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2383.99 2175.3 0.0153667 0.00154198 57867.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2362.63 2154.82 0.0127228 0.00119084 69372.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2340.24 2135.42 0.0119127 0.00117 74469.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2319.22 2115.83 0.011927 0.00118211 74453.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2297.92 2096.8 0.0120431 0.00117908 73637.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2276.94 2077.64 0.0122049 0.00131376 73454.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2256.94 2057.6 0.0127579 0.00120674 69256.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2235.39 2039.39 0.0134906 0.00142764 66318.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2214.92 2020.84 0.0163493 0.00213784 56292.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2194.76 2002.55 0.0158656 0.00211746 58189.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2174.81 1984.06 0.016298 0.00123869 53123.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2155.08 1965.4 0.012118 0.00121184 73353.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2134.68 1948.11 0.0121681 0.00122062 73076.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2115.75 1929.12 0.0120783 0.00119037 73475.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2095.65 1911.98 0.0121755 0.00124926 73218.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2075.97 1895.15 0.0120467 0.00120154 73765.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2057.92 1876.91 0.0120673 0.00119185 73559.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2038.24 1859.71 0.0120184 0.00119272 73898.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2019.15 1843.25 0.0121793 0.00119329 72820.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2000.87 1826.06 0.0119624 0.00117859 74185.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1982.34 1809.06 0.0120743 0.00120317 73589.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1963.57 1792.59 0.0120952 0.00120214 73441.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1945.08 1776.72 0.0122918 0.00126597 72557 0
: 302 Minimum Test error found - save the configuration
: 302 | 1927.71 1760.19 0.0121579 0.00120781 73058.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1909.15 1744.5 0.0124669 0.00146939 72743.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1891.79 1728.09 0.0123315 0.00120878 71924.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1873.8 1712.7 0.0123123 0.00125816 72371.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1856.81 1696.73 0.0120171 0.00120375 73982.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1839.12 1681.54 0.0120733 0.00117891 73432.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1822.11 1665.45 0.012073 0.00118418 73469.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1804.73 1650.56 0.0120866 0.00137503 74685.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1787.67 1635.58 0.0127504 0.00125983 69622.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1771.07 1620.65 0.0128005 0.00141041 70236.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1753.98 1606.48 0.0125259 0.00122353 70781.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1737.79 1591.97 0.0121905 0.00126969 73254.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1722.48 1575.97 0.0129309 0.00126612 68582.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1704.6 1562.68 0.012475 0.00124997 71269.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1689.57 1547.88 0.0124867 0.00125986 71257.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1673.09 1533.54 0.0128405 0.0012342 68928.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1657.22 1519.68 0.0122301 0.00120467 72559.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1641.78 1505.3 0.0124514 0.00121306 71184.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1625.61 1492 0.0121915 0.00122812 72970.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1610.55 1478.39 0.01223 0.00145184 74224.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1595.24 1465.66 0.0120251 0.0011848 73798.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.18 1451.92 0.0125091 0.00125758 71101.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1565.55 1437.69 0.0128879 0.00121994 68563.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1549.72 1425.07 0.0163556 0.00120973 52819.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1535.16 1411.81 0.0120051 0.00118466 73934.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520.73 1398.82 0.0120784 0.00119872 73531.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1505.76 1386.19 0.0120564 0.00119192 73634.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1491.66 1373.57 0.0120964 0.00127696 73941.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1477.63 1360.41 0.0121434 0.00119108 73043.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1463.11 1348.16 0.0121643 0.00121072 73035.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1449.24 1335.53 0.0121469 0.00120035 73082.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1435.34 1323.08 0.0120148 0.00120816 74028.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1421.17 1311.38 0.0122566 0.00122592 72524.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1408.26 1298.72 0.0128698 0.00152368 70508.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1394.05 1287.55 0.0122353 0.0012479 72810.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1380.98 1275.08 0.0123223 0.0012194 72053.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1367.41 1263.56 0.0121838 0.00119654 72811.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1354.51 1251.68 0.0123304 0.00121299 71959.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1341.43 1240.17 0.012418 0.00134487 72246.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1328.3 1228.92 0.0122135 0.0012085 72694 0
: 342 Minimum Test error found - save the configuration
: 342 | 1315.86 1217.31 0.0123613 0.00121805 71792.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1303.01 1205.82 0.0121818 0.00121025 72915.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1290.57 1194.49 0.0122827 0.00127278 72661.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1278.07 1183.1 0.0123171 0.00119939 71957.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1265.47 1172.47 0.0127072 0.00144201 71015.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1253.72 1161.37 0.0131309 0.00120815 67098.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1241.52 1150.42 0.0119661 0.00117328 74123.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.48 1140.07 0.01191 0.00117219 74503.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1217.37 1129.45 0.0119938 0.00119142 74058 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.15 1118.49 0.011937 0.0011999 74507.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1194.07 1108.11 0.0119881 0.0011925 74104.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1182.37 1097.86 0.0120779 0.00132617 74406.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.14 1087.56 0.0120202 0.00118845 73856.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1159.72 1077.48 0.0120539 0.00120996 73773.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.71 1067.05 0.0118876 0.00119231 74799.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1137.88 1056.69 0.011928 0.00121777 74694.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1126.6 1046.43 0.0119755 0.0011805 74108.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1115 1037.26 0.0119044 0.00117519 74562.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1104.77 1027.39 0.0120284 0.00119999 73879.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.02 1017.94 0.0119444 0.00118658 74364.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.64 1007.99 0.0121208 0.00120922 73316.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.05 997.883 0.0119818 0.00118794 74116 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.23 988.434 0.0120827 0.00119375 73469.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1051.66 979.209 0.0119471 0.00117992 74299.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.64 969.717 0.012196 0.00127057 73223.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.12 960.982 0.0127262 0.0014176 70742.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.32 952.044 0.0120777 0.00125389 73910.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.38 942.675 0.0123929 0.00120824 71526.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1001.49 933.404 0.0125626 0.0013537 71372 0
: 371 Minimum Test error found - save the configuration
: 371 | 991.668 924.697 0.0128966 0.00122005 68513.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.238 915.216 0.0121474 0.00121909 73204.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.489 906.462 0.0120418 0.00120749 73839.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 962.549 898.252 0.0122738 0.00119837 72232.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.605 889.377 0.0125562 0.00136991 71516.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.037 880.825 0.0124126 0.00120706 71393.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.58 872.752 0.0124117 0.00121268 71435.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.813 863.975 0.012906 0.0012593 68689.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.798 855.163 0.0131913 0.00120394 66736.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.384 848.176 0.0122971 0.00132064 72883.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 899.093 838.845 0.0123332 0.00124328 72137.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.886 830.758 0.0120193 0.00118549 73843.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.604 823.32 0.0121723 0.00119608 72885 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.31 814.788 0.012908 0.00120623 68365.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.42 807.313 0.0119691 0.00118465 74180.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.017 798.966 0.0121581 0.00121985 73137.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.591 790.79 0.0120861 0.00122254 73640.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.046 782.874 0.012276 0.00118294 72116.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.555 775.246 0.0119371 0.00117411 74328.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.189 767.848 0.0121388 0.00119461 73098.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.267 760.712 0.012195 0.00120787 72812.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.36 752.498 0.0122575 0.00125092 72683.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.11 744.931 0.0123228 0.00121663 72032.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.065 737.775 0.0123322 0.00120515 71897.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.018 730.698 0.0124324 0.00123181 71424.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.665 723.341 0.015664 0.00123644 55449.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.856 715.553 0.0125211 0.00118662 70580.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.744 708.913 0.0123745 0.00123744 71832.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.311 701.413 0.0136024 0.00120555 64532.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.888 694.906 0.0127941 0.00149419 70796.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.364 687.35 0.0143892 0.00128297 61039.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.858 680.435 0.0124307 0.00122436 71387.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.401 673.766 0.0140164 0.00124564 62643 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.586 666.627 0.0142043 0.00168717 63912.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.238 660.31 0.0139752 0.00125417 62887.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 699 653.548 0.0145417 0.00154451 61551.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.945 646.578 0.014534 0.00143289 61063.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.718 640.394 0.0145873 0.00151379 61192.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.046 633.831 0.0131724 0.00154149 68782.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.829 627.848 0.0141148 0.00154896 63664.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.307 621.195 0.0141692 0.00123804 61865.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.424 614.816 0.0144403 0.00145289 61598.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.699 608.355 0.0147449 0.00202022 62870 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.385 601.575 0.0176637 0.00123851 48705.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.56 595.526 0.012072 0.00118743 73498.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.998 589.423 0.0120495 0.00119122 73676.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.433 583.391 0.0120334 0.00125906 74250.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.203 577.581 0.0119981 0.00118775 74003 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.824 571.627 0.0120166 0.00118011 73824.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.683 565.374 0.0120013 0.00118096 73934.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.548 559.808 0.0120014 0.00118494 73961 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.368 554.697 0.0120534 0.00120748 73760.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.672 547.596 0.0121331 0.00121221 73254.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.173 542.206 0.0120286 0.00119232 73825.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.084 536.663 0.0119111 0.00119021 74620.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.373 530.492 0.0119105 0.00117401 74511.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.357 525.278 0.0119033 0.00117499 74569 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.506 519.877 0.0119005 0.00117653 74598.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.975 514.859 0.0119446 0.00117849 74307.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.52 509.433 0.012072 0.00119695 73563.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.558 503.699 0.0119472 0.00117453 74262 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.926 498.114 0.0118906 0.00119046 74765.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.394 492.898 0.0119898 0.00118881 74067.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.89 487.461 0.0119602 0.00118401 74237.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.772 482.248 0.0119765 0.00122137 74382.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.048 477.207 0.0121654 0.00119228 72905.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.629 472.145 0.0118975 0.00117289 74594.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.559 467.451 0.012072 0.00117874 73439.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.367 461.696 0.0122987 0.00120259 72097.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.146 457.436 0.0119077 0.00116802 74490 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.838 451.896 0.0118818 0.00117083 74689.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.592 447.509 0.0120815 0.00119331 73474.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.898 442.41 0.0119026 0.00117707 74588.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.894 437.839 0.0118505 0.00117853 74962.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.017 432.896 0.0118343 0.00117143 75027 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.128 428.288 0.0119799 0.00117693 74053.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.326 424.108 0.0119479 0.00119039 74366.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.579 418.947 0.0118942 0.0011789 74659.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.947 414.147 0.0119079 0.00117156 74513.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.064 410.316 0.0118667 0.00118317 74881.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.266 406.236 0.0119279 0.00118023 74434.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.835 401.627 0.0118795 0.0011823 74785.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.408 396.722 0.0118822 0.00117232 74697.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.784 392.431 0.0117898 0.00116198 75273.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.163 387.982 0.0118458 0.00118373 75032.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.866 383.683 0.0118628 0.00118024 74888.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.631 379.861 0.0118129 0.00118334 75261.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.112 375.25 0.0118774 0.00118536 74821.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.985 372.286 0.0118406 0.00116631 74946.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.537 367.475 0.0119606 0.00119094 74282.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.467 364.134 0.0119515 0.0011871 74318.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.228 359.486 0.0119829 0.00117956 74051.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.164 355.356 0.0119503 0.00119187 74360.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.06 351.18 0.0119958 0.0011764 73941.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.857 347.387 0.0120365 0.00120264 73842.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.985 344.151 0.0119228 0.00118607 74510.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.165 339.981 0.0119791 0.00118883 74140.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.125 336.726 0.0119314 0.00117258 74357.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.43 332.288 0.0120412 0.00117764 73640.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.547 328.893 0.0119474 0.00120028 74438.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.418 325.085 0.0119966 0.001229 74297.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.855 322.021 0.0121095 0.00120628 73372.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.209 317.146 0.0120364 0.00119284 73776.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.466 314.715 0.0118999 0.00117975 74625.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.612 310.988 0.0150299 0.00162095 59661.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.082 307.707 0.0119739 0.00118528 74152.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.591 303.621 0.012073 0.00119577 73548 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.395 301.59 0.011984 0.00122599 74363.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.691 297.752 0.012045 0.00117157 73574.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.68 294.186 0.0118697 0.0011698 74767 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.757 290.601 0.0119161 0.0012 74653.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.994 288.554 0.0121099 0.00124493 73630.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.654 283.833 0.012001 0.00119348 74022.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.23 281.597 0.0119542 0.00117446 74213.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.777 277.825 0.0119565 0.00120351 74398.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.465 275.727 0.0119145 0.0011869 74573.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.304 271.637 0.0118014 0.00116263 75196.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.107 270.161 0.0120915 0.0011932 73406.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.219 266.934 0.0119229 0.00116985 74397.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.854 263.177 0.0120437 0.00118987 73706.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.698 260.599 0.0120123 0.00120463 74021.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.587 257.201 0.0121242 0.001201 73238.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.709 254.217 0.0119162 0.00118076 74519.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.518 252.255 0.0120782 0.00118079 73412.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.36 249.091 0.0120301 0.0012982 74544.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.639 246.176 0.0120677 0.00121427 73709.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.598 243.578 0.0119744 0.00118938 74176.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.796 240.579 0.011962 0.00116981 74127.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.026 237.536 0.0120336 0.00117493 73673.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.002 235.373 0.0121698 0.00118117 72802.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.401 232.122 0.0119742 0.0011829 74134.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.312 229.996 0.0119762 0.00118518 74135.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.646 227.678 0.0130854 0.00192963 71711.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.836 224.823 0.0125605 0.00141128 71753.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.49 222.458 0.0121248 0.00121118 73303.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.743 219.611 0.0120394 0.00117264 73619.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.957 216.555 0.0119676 0.00117476 74122.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.145 214.741 0.0118993 0.00117344 74586.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.573 211.824 0.0118692 0.00116429 74731.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.01 208.891 0.0118553 0.00116674 74846.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.317 206.994 0.0118252 0.00118442 75182.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.853 204.476 0.0118922 0.00120286 74840.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.439 202.48 0.0119679 0.00120351 74319.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.042 199.601 0.0121148 0.00121983 73428.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.581 197.037 0.0119829 0.00119079 74128.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.897 195.289 0.0120883 0.00120416 73501.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.98 193.174 0.0120544 0.00120048 73706.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.193 190.438 0.0120733 0.00118828 73495.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.902 188.671 0.0121443 0.00118693 73010.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.542 186.658 0.0121246 0.00120552 73266.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.273 183.762 0.0125479 0.0012873 71044.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.962 182.205 0.012643 0.0013139 70614.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.614 179.713 0.012959 0.00121281 68107.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.359 178.105 0.013127 0.00121619 67165.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.296 175.577 0.0120511 0.0011778 73574.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.931 173.439 0.0120734 0.00119463 73537.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.829 171.422 0.0119764 0.00119377 74193.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.593 170.232 0.011879 0.00116979 74701.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.844 167.625 0.0124435 0.00119835 71141.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.579 166.974 0.0119804 0.0012312 74424 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.229 164.153 0.0119975 0.00120519 74126.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.335 162.642 0.0119833 0.00117172 73994.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.977 160.644 0.0127557 0.0012105 69293 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.983 158.767 0.0119803 0.00117616 74046 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.124 157.132 0.0141529 0.00119946 61759.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.217 155.963 0.0122238 0.00116512 72341.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.29 155.62 0.0118217 0.00116661 75081.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.446 154.065 0.0118393 0.00117696 75030.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.75 151.227 0.0119651 0.00118357 74201.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.758 149.716 0.0125454 0.00120035 70515.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.896 148.73 0.0124462 0.0012005 71138.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.757 147.56 0.0120441 0.00120973 73838.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.596 145.213 0.0127315 0.00116814 69183.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.254 143.375 0.0120008 0.0011941 74028 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.157 141.886 0.0122253 0.00118713 72475.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.216 140.963 0.0125292 0.00118899 70545.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.408 139.849 0.0118307 0.00116569 75011.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.646 139.004 0.0121226 0.00119241 73191.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.699 138.038 0.0119765 0.00119165 74177.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.344 135.248 0.0126748 0.00129505 70300.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.222 134.778 0.0119448 0.00116121 74187 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.784 131.729 0.0121305 0.00119839 73179.1 0
: 553 | 142.106 132.016 0.0125316 0.00178104 74414.5 1
: 554 Minimum Test error found - save the configuration
: 554 | 140.276 130.792 0.0125004 0.00118837 70721.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.778 129.891 0.0119852 0.00122773 74366.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.188 128.116 0.0119786 0.0011991 74215 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.749 127.767 0.0125973 0.00120018 70193.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.285 127.313 0.0120748 0.00124583 73876.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.695 125.199 0.0124312 0.00137193 72337.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.021 122.087 0.0122167 0.00117445 72448.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.348 121.01 0.0118486 0.00117625 74960.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.935 120.054 0.01182 0.00116611 75090.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.128 119.225 0.0118511 0.00116842 74887.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.804 116.902 0.0118284 0.00116938 75053.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.4 116.636 0.011879 0.0011761 74746.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.827 114.101 0.0120215 0.001191 73865.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.489 112.252 0.0128977 0.00133716 69200.6 0
: 568 | 119.019 112.696 0.0120879 0.00115239 73156 1
: 569 Minimum Test error found - save the configuration
: 569 | 117.794 109.395 0.0134285 0.00122333 65546.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.455 108.841 0.0125683 0.00119324 70329.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.681 108.134 0.011894 0.00119018 74739.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.41 106.529 0.0124877 0.00123872 71117.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.069 105.933 0.0122529 0.00119066 72318 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.731 103.822 0.0118321 0.00117152 75043 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.511 102.525 0.0126787 0.00119039 69636.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.242 100.724 0.0122232 0.00118431 72470.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.828 99.8752 0.0127851 0.00119089 68999.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.309 98.8375 0.012319 0.00121435 72042 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.433 97.4888 0.0131094 0.00125068 67460.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.1 95.9139 0.0126527 0.00120148 69861.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.609 94.9662 0.0120674 0.00118895 73540 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.481 92.8093 0.0133792 0.00128891 66168.9 0
: 583 | 99.2909 93.3329 0.0121808 0.00113486 72424.6 1
: 584 Minimum Test error found - save the configuration
: 584 | 98.2577 91.5392 0.0119078 0.00118858 74632.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.1618 89.4994 0.0120333 0.00118353 73734.4 0
: 586 | 96.1689 89.8477 0.0118544 0.00113416 74625.1 1
: 587 Minimum Test error found - save the configuration
: 587 | 94.7156 88.2606 0.0120274 0.00118692 73797.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.6982 86.8142 0.0119942 0.0011939 74071.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.4423 86.6721 0.0120499 0.00119898 73726.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.3904 85.3137 0.0127489 0.00120623 69307.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.262 84.3435 0.0135112 0.00201264 69574 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.2018 82.8473 0.0124151 0.00122042 71462.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.1491 81.1726 0.0136637 0.00119959 64184.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.1222 81.0818 0.0121475 0.0012419 73356.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.9919 79.4513 0.0125235 0.00134665 71576.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.9807 78.6561 0.0137485 0.0012212 63860.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2617 78.268 0.0130031 0.00135526 68682.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1351 75.8175 0.0127193 0.00128417 69959.6 0
: 599 | 82.1176 76.8431 0.0120018 0.00115642 73764.2 1
: 600 Minimum Test error found - save the configuration
: 600 | 81.1676 74.8339 0.0119567 0.00118061 74238.2 0
: 601 | 80.2143 75.1966 0.0129046 0.00122926 68520.3 1
: 602 Minimum Test error found - save the configuration
: 602 | 79.2668 72.1535 0.0119918 0.00117859 73983.4 0
: 603 | 78.3551 72.1811 0.0119353 0.00114136 74115.4 1
: 604 Minimum Test error found - save the configuration
: 604 | 77.4796 71.2328 0.0126231 0.00121843 70146.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.3143 70.1745 0.0120115 0.00124322 74292.5 0
: 606 | 75.5847 70.7384 0.012602 0.00176842 73844.5 1
: 607 Minimum Test error found - save the configuration
: 607 | 74.7294 68.3955 0.0120385 0.00121393 73905.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.7906 67.9315 0.0165656 0.00123821 52194.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8377 66.5848 0.013476 0.00153392 66989.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.1973 65.4606 0.0120976 0.00118497 73309.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.2439 65.3664 0.014923 0.00221526 62953.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.7129 63.8537 0.0123548 0.00118734 71636.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.5841 62.5713 0.0128482 0.00124281 68933.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.798 62.4716 0.0129942 0.00123605 68038.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.8773 60.6509 0.0157423 0.00174238 57143.3 0
: 616 | 67.1392 60.8628 0.0124458 0.00118792 71061.1 1
: 617 Minimum Test error found - save the configuration
: 617 | 66.2679 60.0729 0.0137096 0.00145614 65287.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.3124 58.5293 0.0140616 0.00129477 62662.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.609 58.0945 0.0122754 0.00119178 72178.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.7986 57.3267 0.0124669 0.00125785 71371 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.0871 56.6909 0.0146565 0.00133076 60034.1 0
: 622 | 62.4634 56.7663 0.0142619 0.00125905 61524.8 1
: 623 Minimum Test error found - save the configuration
: 623 | 61.9723 55.7628 0.0137537 0.00167818 66249.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0223 54.8757 0.013492 0.00130612 65649.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.1143 54.4967 0.0145445 0.00125245 60186.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.3498 53.4413 0.0124247 0.00133006 72107.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6804 52.7102 0.0123565 0.00122187 71848.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.904 52.1867 0.0130795 0.00139337 68456.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2527 51.9021 0.0126782 0.0013129 70389.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.7289 50.3683 0.0124323 0.00122105 71356.8 0
: 631 | 55.973 51.0122 0.0122162 0.00116964 72420.4 1
: 632 Minimum Test error found - save the configuration
: 632 | 55.4016 48.9643 0.0127102 0.0011983 69493.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4687 48.4715 0.0121507 0.00119552 73024.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.9904 47.9848 0.012119 0.00119565 73237.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.5046 46.7766 0.0124457 0.00150273 73106.2 0
: 636 | 53.0873 46.7789 0.0124586 0.00114107 70687 1
: 637 Minimum Test error found - save the configuration
: 637 | 52.1694 44.9621 0.0121825 0.00121458 72940.1 0
: 638 | 51.3481 45.1651 0.0121112 0.0011435 72941.5 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.8805 44.3013 0.0125144 0.00128677 71252.9 0
: 640 | 50.3096 44.7314 0.012173 0.00112987 72443.2 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.6626 43.4389 0.0122149 0.00124911 72953.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.0842 43.0148 0.0121606 0.00119434 72951 0
: 643 | 48.3717 43.5123 0.0123253 0.0012024 71923.9 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.9379 41.5717 0.0123174 0.00123633 72195.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2222 41.4279 0.0122354 0.001201 72500.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.6782 41.1465 0.0122008 0.00121091 72794.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.2806 41.0065 0.0124862 0.00128898 71446.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.5546 39.332 0.0121797 0.00119847 72851.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0507 39.0372 0.0120817 0.00121838 73642.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.7553 38.3973 0.012173 0.00118283 72792 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.9039 37.5518 0.0123623 0.00120768 71719.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4448 37.3355 0.0121036 0.00121406 73465.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7721 35.7309 0.012284 0.00121208 72255 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.4197 35.6601 0.0124126 0.00124747 71651.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9344 35.4065 0.0132355 0.00129014 66971.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.3328 34.9335 0.0126137 0.00126196 70473.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.8036 34.3152 0.0120388 0.00119629 73783.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2878 33.4932 0.0120383 0.00119792 73798 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7351 33.277 0.0119566 0.0011965 74348.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.3994 32.4569 0.0119409 0.00118145 74353.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.0275 32.0173 0.0120182 0.0011932 73902.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3807 31.5121 0.012007 0.00120552 74063.7 0
: 663 | 37.912 31.524 0.0119676 0.00116774 74075 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.5323 30.5932 0.0119304 0.00117506 74381.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.207 29.6543 0.0120208 0.0012199 74067.6 0
: 666 | 36.6226 30.5592 0.0120841 0.00114011 73099.4 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.2168 28.8268 0.0119999 0.00118277 73956.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.6819 28.2393 0.0121263 0.00119888 73210.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3252 27.6768 0.0120864 0.00118973 73416.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.014 27.4237 0.0121478 0.00120055 73077.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.5673 27.1649 0.0120555 0.0012677 74157.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9421 26.479 0.0121684 0.00119106 72877.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.6069 25.8864 0.0124716 0.00120609 71013.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.045 25.5572 0.012067 0.00124555 73927.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7163 25.349 0.0120662 0.00118157 73498.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3647 24.6674 0.012101 0.001202 73401.5 0
: 677 | 31.9038 24.808 0.0118904 0.00114061 74420.3 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.6112 24.2195 0.012013 0.00118213 73863.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2869 23.8834 0.01208 0.0012512 73876.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7982 23.6304 0.012007 0.00118412 73917.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4713 22.9038 0.0121608 0.00118837 72909.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0079 22.3491 0.0119472 0.00119172 74380.4 0
: 683 | 29.7559 22.9573 0.0121548 0.00119966 73025.4 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.3052 21.453 0.0119652 0.00118017 74177 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0782 20.7974 0.0120405 0.00118608 73702.6 0
: 686 | 28.4238 20.9801 0.0121602 0.00113828 72582.4 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.0902 20.4112 0.0132671 0.00122304 66422.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6613 20.2535 0.0121583 0.00118678 72916.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.2604 19.5645 0.0123907 0.00121379 71575.9 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.0392 19.4053 0.0121293 0.00120078 73203.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6386 18.9175 0.0121591 0.00120888 73058 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3315 18.645 0.0121293 0.00121378 73290.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0046 18.2089 0.0120452 0.00119958 73762.7 0
: 694 | 25.6508 18.325 0.0120528 0.00113937 73304.1 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.2479 17.9148 0.0121291 0.00119922 73193.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0726 17.4767 0.0121022 0.00120429 73408.4 0
: 697 | 24.6587 17.5003 0.0125259 0.00117196 70460.3 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.3153 17.3657 0.0124479 0.00122172 71262.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9616 16.8045 0.0124833 0.00121527 70997.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.6322 16.398 0.0121117 0.00119315 73269.6 0
: 701 | 23.2735 16.3983 0.0122543 0.00125053 72702.4 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.135 15.8904 0.0128321 0.0012408 69017.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.7829 15.4317 0.0123297 0.00124957 72201.4 0
: 704 | 22.4986 15.8259 0.0121183 0.00113304 72824.7 1
: 705 | 22.1297 15.4379 0.0120741 0.00114215 73180.1 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.8872 14.9306 0.0122562 0.00124412 72647.4 0
: 707 | 21.5245 15.2387 0.0120241 0.00114174 73513.5 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.4586 14.5441 0.0120981 0.00119284 73358.8 0
: 709 | 21.0495 14.5481 0.0120521 0.00117208 73529.2 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.7344 14.0539 0.0123185 0.00130918 72665.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4329 13.6036 0.01212 0.00119609 73233.6 0
: 712 | 20.2162 14.0155 0.012065 0.00114595 73266.6 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.0942 13.5119 0.0121435 0.00119998 73102.4 0
: 714 | 19.7129 13.8427 0.0120322 0.00115296 73534.4 1
: 715 | 19.4325 13.6451 0.0121612 0.00125434 73348.4 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.0607 12.7492 0.0129121 0.00125556 68630.9 0
: 717 | 18.8755 12.9421 0.0122394 0.0011901 72402.7 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.641 12.4657 0.012321 0.00120159 71946.1 0
: 719 | 18.4278 12.467 0.0122447 0.00114901 72099.9 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.3946 12.2304 0.0120726 0.00120592 73619.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.4043 12.2146 0.012447 0.00120677 71173 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.8422 11.4611 0.0121145 0.00119105 73236.9 0
: 723 | 17.5239 11.5302 0.0120598 0.00116614 73437.1 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1892 11.3869 0.0120684 0.00119219 73554.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.9246 11.3458 0.0132872 0.0017811 69528.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.6264 11.1376 0.0148341 0.00134839 59322 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4673 10.9851 0.0131685 0.00129466 67375 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.333 10.7481 0.012696 0.00126968 70013.5 0
: 729 | 16.0928 10.855 0.0147186 0.00140385 60083.7 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.0104 10.4484 0.0134603 0.00123612 65443.9 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5174 10.0132 0.0123867 0.0012364 71746.7 0
: 732 | 15.4199 10.0733 0.0123173 0.00114505 71606.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.133 9.99218 0.0120233 0.00118417 73806.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.9902 9.78034 0.0119789 0.00118673 74128 0
: 735 | 14.9252 10.1822 0.0119938 0.00114176 73718.7 1
: 736 | 14.588 10.0287 0.0120771 0.00114289 73164.5 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.4139 9.27607 0.0120816 0.00119457 73482.1 0
: 738 | 14.2091 9.33358 0.0121692 0.00114453 72564.3 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.0397 8.77309 0.0122537 0.0012178 72490.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.6133 8.73001 0.012025 0.0011809 73773 0
: 741 | 13.4786 8.76147 0.012168 0.00121386 73031.4 1
: 742 | 13.3157 8.9234 0.013365 0.00130934 66358.8 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.2226 8.329 0.0138033 0.00141461 64574.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8504 8.21607 0.0135328 0.00122443 64996.6 0
: 745 | 12.8071 8.59599 0.0119848 0.00115142 73845.7 1
: 746 | 12.7307 8.57513 0.011952 0.00114846 74049.5 2
: 747 | 12.6393 8.48621 0.0119513 0.00115081 74070.9 3
: 748 Minimum Test error found - save the configuration
: 748 | 12.4116 8.20996 0.0119695 0.00118958 74212 0
: 749 | 12.3301 8.4206 0.0118817 0.00113362 74432.1 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.2418 7.96409 0.0120202 0.00117687 73777.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8408 7.84771 0.0122702 0.00119341 72223.4 0
: 752 | 11.8818 8.19765 0.0119911 0.00114254 73742.3 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.5721 7.64703 0.0125201 0.00121447 70761.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3038 7.1087 0.0121044 0.0011919 73310.2 0
: 755 | 11.1688 7.26413 0.0121074 0.00116777 73128.5 1
: 756 | 10.9546 7.14822 0.0125177 0.00122516 70843 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.8027 7.03211 0.0122552 0.00120376 72389 0
: 758 | 10.7371 7.10682 0.0119748 0.00113781 73821.1 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.546 6.94915 0.0120458 0.00118683 73671.7 0
: 760 | 10.5106 7.92005 0.0124293 0.00115595 70963.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.4363 6.8033 0.012038 0.00119363 73771 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.2528 6.64103 0.0121172 0.00124805 73602.9 0
: 763 | 10.0404 6.72118 0.0128034 0.00120278 68961.9 1
: 764 | 9.95894 6.6662 0.0121412 0.00117337 72940.5 2
: 765 | 9.69773 6.96476 0.0122466 0.00116833 72213.6 3
: 766 | 9.68377 6.81947 0.0122011 0.00115758 72440.3 4
: 767 Minimum Test error found - save the configuration
: 767 | 9.622 6.36216 0.012322 0.00121343 72016.1 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.34311 6.32587 0.0123845 0.00121407 71617.6 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.32101 6.13321 0.0120653 0.00124457 73931.9 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.19368 5.91289 0.0121341 0.00118222 73047 0
: 771 | 9.33742 6.30973 0.0118473 0.00113739 74697.1 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.13042 5.90183 0.012053 0.00119343 73667.7 0
: 773 | 9.20431 6.16558 0.0120432 0.00114449 73403.3 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.7691 5.67737 0.011901 0.00117979 74618.7 0
: 775 | 8.72772 5.69946 0.0118602 0.00113724 74606.3 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.60945 5.3516 0.0122074 0.00120639 72720.7 0
: 777 | 8.45451 5.59036 0.0119112 0.00113937 74268 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.34941 5.06084 0.0120647 0.00118781 73550.4 0
: 779 | 8.28076 5.33326 0.0121153 0.0011604 73026.5 1
: 780 | 8.0751 5.13961 0.0120603 0.00115019 73326.2 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.9803 4.7816 0.0120246 0.00118771 73821.9 0
: 782 | 7.80248 4.81712 0.0119715 0.00114541 73895.5 1
: 783 | 7.75191 4.85286 0.012103 0.00114368 72997.1 2
: 784 | 7.70103 4.90703 0.0120447 0.00116997 73565.2 3
: 785 | 7.74755 5.17715 0.0120491 0.00114287 73352.4 4
: 786 Minimum Test error found - save the configuration
: 786 | 7.54783 4.46481 0.0119605 0.00117931 74203.3 0
: 787 | 7.31652 4.49958 0.0119423 0.00114516 74093.9 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.25884 4.31378 0.0121442 0.00118742 73014.1 0
: 789 | 7.15118 4.41952 0.0119542 0.00114525 74012.4 1
: 790 Minimum Test error found - save the configuration
: 790 | 6.96941 4.27067 0.0119842 0.00118807 74100.6 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.88443 4.13593 0.012097 0.00123138 73626.6 0
: 792 | 6.88463 4.32966 0.0120764 0.00114522 73185.3 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.85773 3.98454 0.0120315 0.00119271 73809.1 0
: 794 | 6.7466 4.17876 0.0119495 0.00113765 73992.6 1
: 795 | 6.71675 4.21867 0.0119266 0.00114193 74179.3 2
: 796 | 6.63684 4.48547 0.0120074 0.00114444 73645 3
: 797 | 6.64859 4.32813 0.011986 0.00113287 73711.2 4
: 798 Minimum Test error found - save the configuration
: 798 | 6.51938 3.73862 0.0119605 0.00118564 74246.7 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.37655 3.52245 0.0119719 0.00118235 74146 0
: 800 | 6.37292 3.66345 0.0121777 0.00115553 72581.3 1
: 801 | 6.28372 4.12509 0.0122749 0.00119782 72221.5 2
: 802 | 6.29489 3.65133 0.012165 0.00115896 72687.6 3
: 803 | 6.08816 3.63307 0.0120433 0.0011572 73488.2 4
: 804 | 6.02163 3.70037 0.0120523 0.00115408 73406.6 5
: 805 | 5.8361 3.61952 0.0125903 0.00114532 69899.8 6
: 806 | 5.83929 3.79613 0.0119774 0.00114132 73827.3 7
: 807 Minimum Test error found - save the configuration
: 807 | 5.81023 3.25137 0.0121728 0.00121317 72995 0
: 808 | 5.77906 3.7066 0.0121306 0.00126974 73658.8 1
: 809 | 5.5672 3.30414 0.012041 0.00114672 73433.1 2
: 810 | 5.60599 3.25753 0.012094 0.00119466 73399.2 3
: 811 | 5.45624 3.3777 0.0121344 0.00116181 72909 4
: 812 | 5.42953 3.41553 0.0120632 0.00114213 73253 5
: 813 | 5.39552 3.68454 0.0122255 0.00115626 72272.6 6
: 814 | 5.33667 4.10359 0.0120661 0.00114375 73244.6 7
: 815 Minimum Test error found - save the configuration
: 815 | 5.27547 3.13014 0.0120282 0.00120119 73889 0
: 816 | 5.11398 3.31134 0.0119597 0.00114304 73959.8 1
: 817 Minimum Test error found - save the configuration
: 817 | 5.09763 3.12381 0.012182 0.00125407 73207.2 0
: 818 | 4.99143 3.14781 0.0122331 0.00114313 72137.1 1
: 819 | 5.04296 3.29453 0.0125436 0.00150582 72478.7 2
: 820 | 5.12593 3.99576 0.0121514 0.00115949 72780.5 3
: 821 Minimum Test error found - save the configuration
: 821 | 5.28027 3.01285 0.0121222 0.00121154 73322.9 0
: 822 | 4.78133 3.15196 0.0120419 0.00118536 73688.2 1
: 823 Minimum Test error found - save the configuration
: 823 | 4.87624 2.84342 0.0120662 0.00118724 73536.6 0
: 824 | 4.93812 2.85482 0.0119173 0.0011386 74220.5 1
: 825 | 4.70822 3.12047 0.0119442 0.00114196 74058.5 2
: 826 Minimum Test error found - save the configuration
: 826 | 4.6495 2.77542 0.0121804 0.00119521 72825.3 0
: 827 | 4.49385 2.92228 0.0120318 0.00113901 73443 1
: 828 | 4.53535 3.18735 0.0120592 0.00114428 73294.1 2
: 829 | 4.53899 2.92615 0.0125632 0.00117703 70260.5 3
: 830 | 4.36684 3.06636 0.0121067 0.00114372 72972.6 4
: 831 Minimum Test error found - save the configuration
: 831 | 4.31111 2.76622 0.0121714 0.00120594 72956.2 0
: 832 Minimum Test error found - save the configuration
: 832 | 4.44576 2.5913 0.0122225 0.00124635 72885.2 0
: 833 Minimum Test error found - save the configuration
: 833 | 4.34607 2.46458 0.0121279 0.00121654 73318 0
: 834 | 4.16776 2.70223 0.0143452 0.00117422 60739.6 1
: 835 | 4.14814 2.66853 0.0121201 0.0011741 73085.9 2
: 836 | 4.06116 2.68997 0.0123908 0.00117778 71345.5 3
: 837 | 4.09546 2.66714 0.0123113 0.00117432 71832.9 4
: 838 | 4.071 2.56753 0.0125607 0.00120433 70444.9 5
: 839 | 4.27162 3.12954 0.0122534 0.00117715 72226.7 6
: 840 Minimum Test error found - save the configuration
: 840 | 4.12396 2.33456 0.0123343 0.00123168 72055.3 0
: 841 | 4.037 3.15779 0.0125094 0.00117559 70585.2 1
: 842 | 3.95288 2.78505 0.0125345 0.00116981 70393.3 2
: 843 | 3.86897 2.59097 0.0124738 0.0012349 71181.6 3
: 844 | 3.8632 2.58118 0.0122262 0.00116531 72327.1 4
: 845 | 3.97064 2.57716 0.01258 0.00118125 70182.9 5
: 846 | 3.77177 2.7169 0.0123247 0.00115892 71647.3 6
: 847 | 3.78235 2.50368 0.0121645 0.00116163 72708.1 7
: 848 Minimum Test error found - save the configuration
: 848 | 3.57401 2.15894 0.012178 0.00123563 73110.3 0
: 849 | 3.54205 2.82333 0.0122264 0.00117687 72400.9 1
: 850 | 3.7052 2.57858 0.0124925 0.00117243 70670.7 2
: 851 | 3.60291 2.34879 0.0123852 0.00118935 71455.2 3
: 852 | 3.56244 2.30052 0.0123715 0.00121079 71679.9 4
: 853 | 3.44085 2.51411 0.0126226 0.0011932 69994.6 5
: 854 | 3.3426 2.4153 0.0123324 0.00116621 71645.1 6
: 855 | 3.48422 2.23017 0.0124679 0.00121413 71087.3 7
: 856 | 3.34294 2.38667 0.0124892 0.00125228 71194.1 8
: 857 | 3.27797 2.38383 0.0121832 0.00119082 72777.4 9
: 858 | 3.21662 2.37572 0.0122429 0.0011825 72329.9 10
: 859 | 3.28493 2.24813 0.0123086 0.00121252 72097.2 11
: 860 | 3.29997 2.71147 0.0120522 0.00115738 73429.1 12
: 861 | 3.3224 2.4498 0.012476 0.00126337 71348 13
: 862 | 3.26907 2.57075 0.0126331 0.0012047 70001.2 14
: 863 | 3.11935 2.39056 0.0121513 0.00114334 72674.5 15
: 864 Minimum Test error found - save the configuration
: 864 | 3.02843 2.10216 0.0121133 0.00120328 73327.2 0
: 865 | 3.02424 2.14332 0.011987 0.00116339 73912.8 1
: 866 | 3.09964 2.52911 0.0123809 0.0011739 71383.8 2
: 867 | 3.08433 2.59428 0.0121038 0.00114784 73019.3 3
: 868 | 3.14821 2.30788 0.0120149 0.00115378 73657.5 4
: 869 Minimum Test error found - save the configuration
: 869 | 2.91479 1.91787 0.0122379 0.00122005 72609.5 0
: 870 | 2.85966 2.58969 0.013189 0.00116172 66515.3 1
: 871 | 2.85167 2.25327 0.0130315 0.00119331 67577.7 2
: 872 | 2.83908 2.14476 0.0121148 0.00114694 72940.4 3
: 873 | 2.84678 2.17941 0.0122414 0.0011758 72295.9 4
: 874 | 2.96216 2.55848 0.0136387 0.00121317 64383.8 5
: 875 | 2.87214 2.16325 0.0121124 0.00118538 73212.8 6
: 876 | 2.80838 2.07426 0.0121188 0.00114952 72931 7
: 877 | 2.94047 2.22627 0.0120853 0.00115331 73179.6 8
: 878 | 2.8607 2.3816 0.0120847 0.00114277 73113.2 9
: 879 | 2.86006 2.24231 0.012014 0.00113965 73567.9 10
: 880 | 2.67382 2.28242 0.0122614 0.00116494 72095.1 11
: 881 | 2.87972 2.01849 0.012133 0.0011486 72830.4 12
: 882 | 2.77567 1.91896 0.0121453 0.00115446 72788.1 13
: 883 | 2.66005 2.1321 0.0122354 0.00116566 72269 14
: 884 | 2.56926 1.99018 0.0121048 0.00114868 73018.6 15
: 885 | 2.48584 2.26433 0.0121209 0.00114647 72896.6 16
: 886 Minimum Test error found - save the configuration
: 886 | 2.5272 1.86676 0.0127332 0.00131589 70069 0
: 887 Minimum Test error found - save the configuration
: 887 | 2.52497 1.86388 0.0123307 0.00119169 71819.9 0
: 888 | 2.58887 2.31694 0.0120752 0.00114227 73173.7 1
: 889 | 2.60044 1.97486 0.0122101 0.00117527 72497.6 2
: 890 | 2.50869 2.3377 0.0121456 0.00116367 72846.9 3
: 891 | 2.54859 1.98714 0.0121131 0.00115199 72985.1 4
: 892 | 2.38596 2.06459 0.0120183 0.00114677 73586.5 5
: 893 | 2.45195 1.90096 0.0119623 0.00114677 73967.7 6
: 894 | 2.35896 2.27646 0.0120123 0.00118702 73900.8 7
: 895 | 2.5051 1.96041 0.0120308 0.00115637 73567.3 8
: 896 Minimum Test error found - save the configuration
: 896 | 2.40942 1.83908 0.0120572 0.00120692 73731 0
: 897 | 2.33628 1.98098 0.0120406 0.0011421 73404.7 1
: 898 | 2.3385 2.1779 0.0119605 0.00115117 74010.2 2
: 899 | 2.36341 1.93968 0.0120155 0.00114119 73567.6 3
: 900 | 2.41632 2.00992 0.0120529 0.00114583 73346.9 4
: 901 | 2.21522 1.89316 0.0120539 0.00114116 73309 5
: 902 | 2.51773 2.72745 0.0120533 0.00113787 73290.7 6
: 903 | 2.39377 1.86294 0.0119399 0.00114048 74077.7 7
: 904 | 2.30498 2.0928 0.0119997 0.00113499 73632.6 8
: 905 | 2.28845 2.27802 0.0119379 0.00113733 74070.3 9
: 906 | 2.49247 2.31884 0.011936 0.00113547 74070.1 10
: 907 | 2.62539 1.99197 0.0124595 0.00118954 70985.5 11
: 908 | 2.29365 2.06013 0.012363 0.00115805 71397.1 12
: 909 | 2.37118 2.01235 0.0121275 0.00113389 72769.7 13
: 910 | 2.20963 2.48814 0.0120305 0.00113982 73457.6 14
: 911 | 2.61664 2.21857 0.0119665 0.00115643 74004.9 15
: 912 | 2.51782 2.00295 0.0122292 0.00116893 72331.1 16
: 913 | 2.31782 1.94033 0.0124038 0.00119326 71361.2 17
: 914 | 2.32248 1.84981 0.01214 0.00115113 72800.8 18
: 915 | 2.34055 2.25267 0.0119638 0.00115776 74032.8 19
: 916 | 2.29668 2.16761 0.0119573 0.00113568 73926.2 20
: 917 | 2.53512 2.30981 0.0119772 0.00115133 73897.4 21
:
: Elapsed time for training with 1000 events: 11.3 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: 0.0146 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: 0.967 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.171 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= 3.31009e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08607e+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: 0.0432 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: 0.0457 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: 0.00164 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: 0.124 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: 0.988 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: 0.0239 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00282 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: 0.0454 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00512 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: 0.00212 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000349 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: 0.126 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0142 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: 0.999 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.114 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 : -0.555 0.00874 4.51 1.38 | 3.258 3.246
: 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 : -0.0762 -0.0148 1.45 1.04 | 3.397 3.391
: 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.