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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3765
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.25 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00338 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: 0.000714 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00485 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: 0.000183 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00118 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 = 31543.2
: --------------------------------------------------------------
: 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 | 33132.2 31218.8 0.00998196 0.00100124 89079.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32706.2 30726.2 0.0100845 0.0010077 88136.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 32039.2 30039.7 0.0102871 0.00102643 86386.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31245.6 29340.7 0.0103672 0.00103183 85695.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30467.4 28610.6 0.0103678 0.00103444 85713.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29678.8 27730.1 0.0103138 0.00102714 86145.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 29003.5 27188 0.0102392 0.00100011 86588.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28568.6 26828.6 0.010181 0.000994485 87084.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28221.5 26506.3 0.0103484 0.00100756 85645.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27897.8 26210.6 0.0102071 0.00102212 87099 0
: 11 Minimum Test error found - save the configuration
: 11 | 27596.6 25929.4 0.0101652 0.000997974 87267.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27309.9 25657.1 0.0101585 0.000996324 87315.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 27030.4 25396.1 0.0101637 0.000994054 87244.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26762.7 25140.7 0.0101544 0.000986964 87265.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26497.5 24894.9 0.010157 0.000992885 87297.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26241.5 24653.3 0.010172 0.000993826 87163.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25990.8 24415.8 0.0101623 0.000996676 87282.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25745.8 24180.7 0.0101901 0.00100022 87052.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25505.9 23947.6 0.0102004 0.000996234 86916.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25262.1 23726.8 0.010188 0.00101304 87193.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 25032.3 23503.2 0.010158 0.000996815 87325.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24801.6 23283.4 0.0101446 0.000997034 87455.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24572.3 23069.7 0.010162 0.000997925 87297.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24349.7 22856.6 0.0101595 0.000991895 87264.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 24127.1 22648.3 0.0101717 0.000996735 87194.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23911.1 22439.4 0.0101682 0.000997305 87232.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23692.5 22237.5 0.0101582 0.000996213 87317.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23480.9 22036.1 0.0101545 0.000997995 87369.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23273.5 21833 0.0102003 0.000997743 86932.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 23062.2 21637.4 0.010268 0.000999905 86317.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22856.7 21444 0.0101987 0.001012 87082.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22654.7 21251.6 0.010168 0.000997924 87240.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22454.2 21060.9 0.0101894 0.000997214 87030.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22253.1 20875.9 0.0101712 0.000998975 87220.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22059.6 20688.7 0.0101855 0.000997494 87070.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21864.6 20504.6 0.0101838 0.000998124 87092.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21671.8 20323.5 0.0101714 0.000998684 87215 0
: 38 Minimum Test error found - save the configuration
: 38 | 21484.4 20140.4 0.0101839 0.000997485 87085.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21290.2 19968.4 0.0102315 0.000999035 86650.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 21107.5 19792.4 0.0102098 0.000998185 86846.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20924.9 19615.8 0.0102379 0.0010154 86744.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20740.2 19444.4 0.0101982 0.000999304 86966.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20560.9 19273 0.0101941 0.000998414 86997.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20381.5 19104.4 0.0101887 0.00100081 87071.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20206.5 18935.2 0.0102221 0.0010013 86760.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 20027.9 18773 0.0102076 0.000998535 86870.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19856.7 18609.4 0.0101955 0.00100363 87033.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19685.1 18447.5 0.0102091 0.00100156 86884.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19513 18290.7 0.0102541 0.0010009 86456.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19347.1 18132.1 0.0103118 0.00100832 85988.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19181.4 17974.1 0.0102408 0.00102085 86768.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 19014 17821.5 0.0102118 0.00100392 86881.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18852.2 17668.4 0.0102135 0.00100248 86852.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18690.7 17516.7 0.0102157 0.0010017 86824.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18531.4 17365.6 0.0102214 0.00100341 86786.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18373.3 17215.7 0.0102078 0.000999976 86882.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18214.2 17070.3 0.0102719 0.0010025 86305.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 18060.7 16922.2 0.0102858 0.00100595 86208 0
: 59 Minimum Test error found - save the configuration
: 59 | 17902.3 16771.7 0.0102319 0.00101087 86757.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17739.9 16614 0.0102903 0.00101753 86274.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17583.9 16464.5 0.0103035 0.00103132 86280 0
: 62 Minimum Test error found - save the configuration
: 62 | 17441.5 16335.9 0.0103528 0.0010225 85742.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17285.3 16203.1 0.0102779 0.00101237 86341.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17133.1 16035.1 0.0102825 0.0010172 86343.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16972.4 15884.7 0.0103312 0.00101983 85916.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16819 15734.9 0.0103298 0.00102827 86007.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16666 15591.9 0.0104018 0.00103845 85439.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16517.7 15450.4 0.0104227 0.00102859 85159.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16368.9 15304.3 0.0104435 0.00102922 84977.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16220.9 15166.2 0.0104702 0.00103471 84786.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 16074.2 15025.8 0.0104132 0.00104867 85428.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15929.5 14888.7 0.0103978 0.00103162 85413.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15786.3 14752.8 0.0103967 0.00103301 85436.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15645.4 14617.5 0.0104176 0.0010326 85242.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15505.6 14485.3 0.0104212 0.001034 85222.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15365.2 14348.5 0.0105655 0.00103742 83962 0
: 77 Minimum Test error found - save the configuration
: 77 | 15225.4 14218.8 0.0104438 0.00103734 85048.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15085.8 14090.8 0.0104605 0.00103658 84890.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14952.3 13960.4 0.0104284 0.00103433 85159.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14815.5 13834.4 0.0104472 0.00103762 85019.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14683.2 13708.2 0.0104758 0.00105104 84883 0
: 82 Minimum Test error found - save the configuration
: 82 | 14551.5 13583.3 0.0104454 0.00103514 85013.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14418.7 13461.2 0.0104597 0.00103538 84887.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14292.2 13336.8 0.0104542 0.00103317 84916 0
: 85 Minimum Test error found - save the configuration
: 85 | 14160.9 13217.4 0.0104675 0.00103754 84836.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 14034.7 13097.9 0.0104455 0.00104012 85057.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13910.1 12977.2 0.010511 0.00104495 84512.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13784.1 12858.9 0.0105001 0.00103702 84538.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13659.6 12742.6 0.0104803 0.00104971 84830.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13538 12626 0.0106148 0.00107489 83858.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13415.2 12512.4 0.0105059 0.00105652 84661.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13295.2 12398.9 0.0106106 0.00109432 84066.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13175 12287.7 0.0106986 0.00106715 83061.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 13058 12175.6 0.0107845 0.0010644 82303.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12941.3 12063.5 0.0108012 0.00105726 82101.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12821.8 11957.4 0.0104695 0.00103946 84835.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12708.7 11848.4 0.0105283 0.00103813 84298.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12594.7 11740.2 0.0104635 0.00103799 84875.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12480.3 11634.9 0.0104864 0.00103904 84679.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12368.7 11529.2 0.0104715 0.00104273 84846.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12258 11424.1 0.0105033 0.00106593 84768.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12147 11320.3 0.0104652 0.001041 84887.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 12038 11217.4 0.0104679 0.00103968 84851.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11929.3 11115.9 0.0104774 0.00103942 84764.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11822.1 11014.9 0.010481 0.00103685 84708.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11715.1 10915.4 0.0105369 0.00104034 84240.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11611.3 10814.6 0.0104689 0.00103903 84836.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11505 10717.1 0.0105057 0.00104712 84578.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11401 10621.1 0.0105077 0.00105126 84598.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11299.7 10523.7 0.0105748 0.00104619 83958 0
: 111 Minimum Test error found - save the configuration
: 111 | 11196 10429.5 0.0105322 0.00106094 84466 0
: 112 Minimum Test error found - save the configuration
: 112 | 11096.6 10334.3 0.0104888 0.00103893 84657 0
: 113 Minimum Test error found - save the configuration
: 113 | 10995.5 10241 0.0105018 0.00103868 84539 0
: 114 Minimum Test error found - save the configuration
: 114 | 10897.8 10146.4 0.0105123 0.00104696 84519.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10797.4 10055.6 0.0105598 0.00104585 84087.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10700.5 9964.8 0.0105661 0.00104901 84059.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10603.4 9875.32 0.0105148 0.00104489 84477.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10510.7 9782.3 0.0105805 0.00107281 84142.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10413.1 9693.69 0.0105583 0.00104807 84119.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10317.6 9608.03 0.0105026 0.00104263 84566.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10226.7 9519.59 0.0105372 0.00106094 84421.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10133.4 9432.68 0.0105215 0.00105094 84472.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 10042.1 9345.99 0.0105233 0.00104773 84427.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9951.47 9259.98 0.0105104 0.00104654 84532.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9860.19 9176.66 0.0105008 0.00104463 84601.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9771.44 9092.75 0.0105204 0.00104392 84419.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9683.3 9009.65 0.0105069 0.0010454 84553.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9594.31 8928.37 0.0105383 0.00105504 84359.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9508.57 8846.67 0.0105393 0.00104948 84300.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9421.82 8765.66 0.0106515 0.00107907 83573.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9336.37 8685.64 0.0105151 0.0010485 84507.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9252.37 8605.53 0.0105251 0.00104963 84428.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9168.3 8526.28 0.0105257 0.00104589 84389.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9084.84 8448.05 0.010505 0.00104517 84567.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 9001.56 8371.43 0.0105194 0.00104699 84455.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8920.75 8294.15 0.0105386 0.00104388 84257.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8839.21 8218.61 0.010545 0.00104533 84213.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8759.06 8143.37 0.0105404 0.00104966 84292.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8679.5 8068.73 0.0105328 0.00104927 84356.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8600.92 7993.85 0.0105644 0.00106913 84252.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8521.95 7920.76 0.0105498 0.0010483 84197.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8443.21 7850.52 0.0105417 0.00104798 84266.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8368.23 7778.1 0.0105795 0.00105397 83984.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8293.76 7703.44 0.0105472 0.00104623 84201.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8215.67 7633.23 0.0105626 0.00104586 84062.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8140.48 7564.2 0.0105715 0.00104963 84017 0
: 147 Minimum Test error found - save the configuration
: 147 | 8067.15 7494.62 0.0105517 0.00105831 84268.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7993.82 7425.09 0.010577 0.00106155 84073.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7921.16 7356.21 0.0106718 0.00113412 83877.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7847.56 7289.51 0.0106031 0.00106833 83903.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7777.11 7221.9 0.0105724 0.00104858 84000.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7705.69 7155.41 0.0105825 0.00107208 84117.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7635.05 7090.07 0.010566 0.00104881 84058.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7566.31 7023.51 0.0105772 0.00105031 83973.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7496.31 6958.82 0.0105737 0.00105295 84027.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7427.63 6895.31 0.0105715 0.00105969 84106.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7360.11 6831.53 0.0129315 0.00106261 67402.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7293.51 6767.8 0.0105816 0.00105103 83940.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7224.97 6706.74 0.0105625 0.00105231 84119.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7161.18 6643.47 0.0105939 0.00107226 84019.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7095.66 6580.58 0.0105932 0.00106999 84004.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 7028.97 6520.85 0.0106194 0.00105544 83647.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6964.78 6461.46 0.0105756 0.0010518 83999.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6900.58 6403.36 0.0105605 0.0010521 84136.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6839.8 6341.94 0.0105427 0.00105251 84297.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6775.91 6283.17 0.0105844 0.00105146 83920 0
: 167 Minimum Test error found - save the configuration
: 167 | 6713.47 6225.7 0.0105707 0.00104933 84021.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6652.98 6166.78 0.0106245 0.00105274 83579.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6591.94 6109.09 0.0106773 0.00105566 83146 0
: 170 Minimum Test error found - save the configuration
: 170 | 6529.86 6053.7 0.0105916 0.00107452 84059.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6471.19 5997.17 0.0105843 0.00105555 83956.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6411.28 5941.67 0.0105743 0.00105385 84029.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6353.01 5886.04 0.0105913 0.00105163 83859.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6294.16 5831.45 0.0106313 0.00105349 83526.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6236.25 5777.45 0.010591 0.00105323 83877.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6178.7 5724.63 0.0105886 0.0010514 83882.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6122.34 5671.34 0.0106224 0.00107988 83835.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6066.77 5617.38 0.0106316 0.00105691 83553.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6010.06 5565.41 0.0106257 0.00106909 83711.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5954.22 5514.61 0.0105761 0.00105486 84022.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5900.7 5462.55 0.0105734 0.00105143 84016.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5845.1 5412.96 0.0105754 0.00105148 83998.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5793.5 5360.15 0.010567 0.00104825 84044.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5738.38 5311.03 0.0105737 0.00105021 84003.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5686.8 5260.92 0.0105968 0.00105672 83856.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5633.99 5210.53 0.0105815 0.00105349 83963 0
: 187 Minimum Test error found - save the configuration
: 187 | 5580.32 5164.42 0.01058 0.00105189 83961.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5530.13 5115.91 0.0106699 0.00113971 83943.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5479.26 5068.39 0.0106178 0.00107053 83794 0
: 190 Minimum Test error found - save the configuration
: 190 | 5429.07 5020.46 0.0106083 0.00105219 83716.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5379.24 4973.02 0.0106115 0.00105865 83744.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5328.65 4927.35 0.0106051 0.00105869 83800.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5279.81 4881.93 0.0105805 0.00105066 83946.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5230.82 4837.08 0.0106092 0.00105364 83720.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5184.39 4790.04 0.0105941 0.00105643 83878.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5134.41 4747.22 0.0106126 0.0010544 83697.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5088.5 4701.83 0.0106196 0.00105305 83624.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5041.28 4657.91 0.0106095 0.00105685 83746.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4994.7 4614.44 0.0106267 0.00106767 83690.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4948.18 4572.14 0.0106072 0.00104938 83701.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4903.01 4529.8 0.0106036 0.00105135 83749.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4858.55 4486.88 0.0106191 0.00105265 83625.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4812.29 4446.07 0.0106554 0.00105863 83361.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4769.49 4404.21 0.0105988 0.00105381 83813.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4724.21 4363.82 0.0106101 0.0010637 83800.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4681.63 4322.98 0.0105846 0.00105189 83921.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4638.61 4282.48 0.0105998 0.00105201 83788.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4595.99 4242.76 0.0107159 0.00105864 82839.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4553.22 4203.14 0.0107155 0.00109445 83151.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4512 4163.63 0.0106283 0.00105598 83574.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4469.99 4125.16 0.0106086 0.00105649 83751.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4429.16 4087.01 0.0106184 0.00105295 83634.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4388.75 4048.68 0.0107077 0.00105618 82888.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4348.33 4011.11 0.0106194 0.00105346 83629.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4307.59 3974.66 0.010624 0.00105165 83573.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4268.86 3937.98 0.0106256 0.00105515 83591 0
: 217 Minimum Test error found - save the configuration
: 217 | 4230.27 3899.78 0.0106171 0.00105661 83677.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4190.89 3863.59 0.0106191 0.00105371 83634.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4151.78 3828.29 0.0106602 0.00108857 83580 0
: 220 Minimum Test error found - save the configuration
: 220 | 4115 3792.05 0.0106082 0.00105925 83778.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4077.21 3756.63 0.0106168 0.00105482 83664.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4039.36 3721.83 0.0106197 0.00105499 83641.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4002.72 3686.99 0.0106172 0.00105428 83656.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3966.01 3652.87 0.0106324 0.00105158 83500.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3929.73 3618.69 0.010598 0.00105292 83813.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3893.89 3585.19 0.010615 0.00105893 83716.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3858.61 3551.62 0.0106019 0.00106358 83872.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3822.77 3519.1 0.0106929 0.00107963 83218.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3787.57 3487.73 0.0106209 0.0010646 83714.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3754.73 3454.27 0.0106018 0.00105617 83808.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3720.14 3422.31 0.010614 0.00105445 83685.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3685.83 3389.8 0.0106263 0.00105358 83570.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3652 3359.42 0.0106344 0.00105446 83508.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3619.77 3327.12 0.0106114 0.00105573 83719.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3585.87 3296.9 0.0106166 0.00105553 83672.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3553.44 3266.24 0.0106182 0.00105902 83689.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3521.38 3235.7 0.0106158 0.00105588 83682.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3489.69 3205.33 0.010658 0.00108143 83537.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3457.45 3176.06 0.0106428 0.0010605 83487 0
: 240 Minimum Test error found - save the configuration
: 240 | 3425.65 3147.58 0.0106722 0.00105512 83185 0
: 241 Minimum Test error found - save the configuration
: 241 | 3395.34 3117.86 0.0106189 0.00105493 83646.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3364.96 3088.87 0.0106311 0.00105594 83549.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3334.22 3058.99 0.0106374 0.0010573 83506.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3302.97 3031.71 0.010633 0.00105664 83539.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3273.71 3003.35 0.0106445 0.00105759 83447 0
: 246 Minimum Test error found - save the configuration
: 246 | 3243.65 2976.01 0.0106489 0.00105368 83375.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3213.98 2949.28 0.0107035 0.00105961 82954.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3186.1 2920.14 0.0106793 0.00107084 83259.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3156.05 2893.69 0.0106514 0.00105558 83369.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3128.02 2866.08 0.0106408 0.0010586 83487.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3099.18 2839.69 0.0106862 0.00106474 83147.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3070.79 2814.05 0.0106418 0.00105898 83482.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3043.44 2788.1 0.0107148 0.00106799 82929 0
: 254 Minimum Test error found - save the configuration
: 254 | 3015.81 2762.39 0.01065 0.00105642 83389.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2988.38 2736.48 0.0106344 0.00105795 83538.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2961.57 2710.78 0.0106673 0.0010612 83280.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2934.89 2685.49 0.0106661 0.00106361 83312 0
: 258 Minimum Test error found - save the configuration
: 258 | 2907.45 2661.03 0.0106757 0.00107574 83334 0
: 259 Minimum Test error found - save the configuration
: 259 | 2881.23 2636.92 0.0106223 0.00105956 83657.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2855.99 2611.86 0.0106246 0.00105769 83621.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2829.65 2587.75 0.010641 0.0010574 83475.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2803.9 2564.31 0.0106276 0.00105435 83566.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2779.03 2540.03 0.0106684 0.0010574 83237.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2753.85 2516.37 0.0106357 0.00105568 83507.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2728.46 2493.59 0.0106281 0.0010558 83574.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.73 2471.43 0.0106398 0.00105875 83498.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2680.38 2447.65 0.0107948 0.00108048 82352.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2655.27 2425.4 0.0106255 0.00105838 83619.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2631.68 2402.62 0.0106242 0.00105703 83619.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2607.2 2381.24 0.0106423 0.00105431 83438.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2584.54 2358.74 0.0106142 0.00106073 83739.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2560.5 2337.86 0.0106504 0.00105632 83385 0
: 273 Minimum Test error found - save the configuration
: 273 | 2537.49 2316.38 0.010638 0.00106824 83596.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2515.03 2294.49 0.0106135 0.00105655 83708.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2491.87 2273.05 0.0106309 0.00105813 83570.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2469.66 2251.9 0.0106231 0.0010574 83631.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2446.23 2232.08 0.0106665 0.00107231 83383.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2424.81 2211.56 0.0106452 0.00105401 83410.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2402.3 2191.42 0.010663 0.00105842 83293.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2380.84 2171.01 0.0106635 0.00106597 83354.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2359.03 2151.13 0.0106689 0.0010578 83236.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2337.52 2131.45 0.010653 0.00106038 83397.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2315.96 2112.32 0.0106457 0.00105989 83456.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2295.28 2092.55 0.0106468 0.00105634 83416 0
: 285 Minimum Test error found - save the configuration
: 285 | 2273.71 2074.53 0.0106438 0.00105955 83470.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2254.23 2054.02 0.0107457 0.00106824 82666.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2232.67 2035.39 0.010681 0.00107401 83272.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2211.75 2017.62 0.0106307 0.00105787 83569.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2192.22 1998.51 0.0106252 0.00105932 83630.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2172.43 1979.98 0.0106506 0.0010693 83496.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2151.47 1962.7 0.0106328 0.00106159 83584.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2132.25 1944.71 0.0106397 0.00105896 83500.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2112.85 1926.13 0.0106572 0.00105887 83347.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2092.91 1908.62 0.0106359 0.00105724 83518.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2073.59 1891.56 0.0106602 0.0010609 83339.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2055.16 1874.07 0.0106689 0.0010586 83244 0
: 297 Minimum Test error found - save the configuration
: 297 | 2035.37 1856.65 0.010674 0.00107397 83332.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2016.85 1839.33 0.0106639 0.00106327 83328.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1998.17 1822.53 0.0106463 0.00106268 83475.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1979.4 1806.11 0.0106416 0.00106015 83494.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1961.42 1789.5 0.010652 0.00105743 83380.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1943 1772.88 0.0106577 0.00105668 83324.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1924.8 1756.5 0.0106862 0.00106004 83106.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1906.62 1741.03 0.0106899 0.00106165 83088.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1889 1725.37 0.0106459 0.00105913 83448.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1871.87 1708.91 0.0107587 0.00109112 82751 0
: 307 Minimum Test error found - save the configuration
: 307 | 1854.03 1693.55 0.0106561 0.00105865 83355.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1836.57 1678.26 0.0106559 0.00105817 83353 0
: 309 Minimum Test error found - save the configuration
: 309 | 1819.29 1663.09 0.0106504 0.00105675 83388.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1802.64 1647.43 0.0106668 0.00105839 83260.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1785.53 1632.38 0.0106816 0.00106173 83161 0
: 312 Minimum Test error found - save the configuration
: 312 | 1768.53 1618.32 0.0106361 0.0010592 83534.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1752.42 1603.01 0.0106311 0.00105909 83576.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1735.64 1588.33 0.0106447 0.00106234 83486.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1718.8 1574.4 0.0106449 0.00106094 83472.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1703.16 1559.56 0.0106751 0.00107398 83323.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1686.78 1545.22 0.0106637 0.00105843 83287.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1671.34 1530.38 0.0106378 0.00105984 83525.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1654.62 1516.93 0.0106521 0.00105904 83393.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1639.3 1503.04 0.0106554 0.00105963 83370.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1623.86 1489.22 0.0106388 0.00105946 83512.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1608.09 1475.76 0.0106458 0.00106325 83485 0
: 323 Minimum Test error found - save the configuration
: 323 | 1593.22 1461.92 0.0106355 0.00105991 83546.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1577.22 1449.14 0.0106264 0.00106196 83643 0
: 325 Minimum Test error found - save the configuration
: 325 | 1563.52 1435 0.0107267 0.00106503 82801.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1547.46 1422.16 0.0106856 0.0010746 83238.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1533.07 1409.02 0.0106423 0.00105787 83468.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1518.32 1396.51 0.0107079 0.00112101 83446.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1503.89 1383.47 0.0107267 0.00107046 82848 0
: 330 Minimum Test error found - save the configuration
: 330 | 1489.3 1370.91 0.0106545 0.00105978 83379.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1475.51 1358.45 0.010673 0.0010602 83222 0
: 332 Minimum Test error found - save the configuration
: 332 | 1461.09 1345.74 0.0106538 0.00105856 83374.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1447.33 1333.08 0.0106465 0.0010566 83421.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1433.01 1320.85 0.0106556 0.00105644 83340.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1419.65 1308.57 0.0106697 0.00105923 83242.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1405.58 1297.32 0.010668 0.00107691 83410.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1392.89 1284.12 0.0106255 0.00105963 83630.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1379.08 1272.01 0.0106441 0.00105856 83458.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1365.7 1260.7 0.0106368 0.00106048 83539.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1352.54 1249.6 0.0106321 0.001057 83549.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1339.76 1237.29 0.0106399 0.00105852 83494.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1326.44 1226.03 0.0106401 0.00105997 83506.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1313.6 1214.53 0.0106594 0.00105987 83337.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1301.21 1202.97 0.0106634 0.00106038 83307.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1288.74 1191.69 0.0108141 0.00109085 82277.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1275.95 1180.74 0.0107122 0.00107408 83003.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1263.84 1169.68 0.0106834 0.00106244 83152.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1251.92 1158.44 0.0106393 0.00105969 83511.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1239.1 1148.15 0.0106376 0.00105743 83505.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1227.87 1137.13 0.0106901 0.00106039 83075.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1215.93 1127.48 0.0106828 0.00107438 83260.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1204.01 1115.94 0.0106596 0.00106203 83354 0
: 353 Minimum Test error found - save the configuration
: 353 | 1192.02 1106.23 0.0106575 0.00105973 83352.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1181 1095.43 0.0106396 0.00105967 83507.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1169.78 1084.75 0.0106775 0.00107179 83283.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1157.87 1074.4 0.010654 0.00105916 83378.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1146.59 1064.25 0.0106734 0.00106413 83252.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1135.52 1054.45 0.0106457 0.00105613 83424 0
: 359 Minimum Test error found - save the configuration
: 359 | 1124.49 1044.65 0.0106595 0.00105949 83332.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1113.36 1034.86 0.0106518 0.00105773 83385 0
: 361 Minimum Test error found - save the configuration
: 361 | 1102.83 1025.2 0.0106407 0.00105852 83488.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1092.15 1015.35 0.0106447 0.0010581 83449.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1081.7 1005.31 0.010649 0.00105855 83416.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1070.71 996.503 0.0107471 0.00106087 82591.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1060.69 987.226 0.0112745 0.00106687 78372.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1050.45 976.939 0.0106582 0.0010588 83338.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1039.7 967.685 0.0106404 0.00106083 83511.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1029.38 958.698 0.010638 0.00105697 83498.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1019.61 949.922 0.0106377 0.00106146 83540.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1009.87 940.758 0.01063 0.0010593 83588.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 999.847 931.525 0.0106407 0.00106507 83545.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 990.376 922.203 0.0106283 0.00106123 83620.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 980.016 913.582 0.0106452 0.00105668 83432.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 970.741 904.791 0.0106384 0.00105915 83513.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.011 896.496 0.0106813 0.00107986 83321.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 952.197 887.078 0.0106357 0.00105888 83534.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 942.096 879.109 0.0106198 0.00106331 83712.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 933.119 870.396 0.0106366 0.00105879 83526.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 923.709 862.301 0.0106185 0.00105803 83678 0
: 380 Minimum Test error found - save the configuration
: 380 | 914.804 854.116 0.0106335 0.00105503 83520.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 906.165 845.148 0.0106358 0.00105964 83541.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 896.806 837.2 0.0106466 0.00105784 83430.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 887.955 829.25 0.0106259 0.00105685 83602.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 879.295 821.217 0.0107385 0.00108019 82830.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 870.357 812.836 0.0106353 0.00105782 83528.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 861.867 804.809 0.0106108 0.00105857 83750.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 853.251 797.055 0.0106449 0.00105856 83452 0
: 388 Minimum Test error found - save the configuration
: 388 | 844.888 789.704 0.0106076 0.00105539 83750 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.733 781.262 0.0106243 0.00105417 83593.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 828.037 773.663 0.0106443 0.00105846 83456.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 819.981 766.009 0.010625 0.00106291 83664 0
: 392 Minimum Test error found - save the configuration
: 392 | 811.863 758.272 0.010631 0.00105917 83578.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 803.528 750.723 0.0106287 0.00106599 83658.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 795.346 743.588 0.0106643 0.00107364 83414 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.557 736.483 0.0106267 0.00105759 83602.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 779.777 728.761 0.0106125 0.00106127 83758.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 771.938 721.376 0.0106789 0.00105986 83168.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 764.198 714.143 0.0106774 0.00106317 83210.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.406 706.975 0.0106282 0.001057 83583.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 748.91 699.905 0.010636 0.00105861 83529.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.347 692.992 0.0106383 0.00105687 83494.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 734.096 685.869 0.0106268 0.00105606 83587.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 726.587 679.537 0.0107087 0.00106209 82930.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 719.351 672.664 0.0107811 0.00108991 82549.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 712.352 665.01 0.0106647 0.00106573 83342.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.83 658.595 0.0106494 0.00105476 83379.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.618 652.151 0.0106455 0.00105656 83429.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.72 645.481 0.0106457 0.00105674 83429 0
: 409 Minimum Test error found - save the configuration
: 409 | 683.82 638.637 0.0106354 0.00105879 83536.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.547 632.757 0.0106476 0.00105402 83389.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 670.018 625.945 0.0106331 0.00105649 83536.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.051 620.243 0.0106495 0.00105878 83413.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.454 613.081 0.0107832 0.00107011 82363.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.769 606.715 0.0107125 0.00107989 83051 0
: 415 Minimum Test error found - save the configuration
: 415 | 643.329 600.817 0.0106312 0.00106167 83598.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.418 594.477 0.0106462 0.00105909 83445 0
: 417 Minimum Test error found - save the configuration
: 417 | 629.931 588.034 0.0106297 0.00106496 83640.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.809 582.201 0.0106131 0.00105575 83705.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 616.923 576.231 0.0106558 0.00105594 83334.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.897 570.362 0.0106438 0.00106151 83487.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.584 564.543 0.0106448 0.00105693 83438.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.635 558.314 0.0106487 0.00105702 83405.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.572 551.832 0.0107441 0.00108697 82840.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.976 546.467 0.0106219 0.00105889 83655.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 580.201 540.763 0.0106544 0.00105741 83359.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.225 535.068 0.0106347 0.00105675 83525.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.511 529.614 0.0106233 0.00105481 83607.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.249 524.164 0.0106478 0.00105731 83415.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 556.529 518.784 0.010635 0.00105989 83549.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.893 513.544 0.0106441 0.0010558 83434.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 545.397 507.553 0.0106456 0.0010558 83422.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.243 502.198 0.0106389 0.00107012 83604.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.025 497.097 0.0106625 0.00107413 83434.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.478 492.232 0.0106678 0.00105559 83227.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.41 486.251 0.0106459 0.00105682 83428.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.651 481.197 0.0106533 0.00105524 83349.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 512.165 476.169 0.0106757 0.00105635 83166.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.888 471.011 0.010711 0.00112195 83428.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.341 465.955 0.0106689 0.00106505 83299.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.613 460.497 0.0106608 0.00105837 83312.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.064 455.981 0.0106406 0.00105642 83470.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.202 450.905 0.0107333 0.0010578 82683.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.95 446.953 0.010672 0.00107277 83340.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.094 441.956 0.0107105 0.00105817 82881.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.172 436.68 0.0106495 0.00105766 83404.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.238 431.826 0.0106453 0.00106234 83481.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.177 427.114 0.0106293 0.00105761 83579.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.167 422.693 0.0106271 0.00105414 83568.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.649 418.178 0.0106549 0.00105659 83348 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.186 413.443 0.0106452 0.00105763 83441.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.131 409.129 0.0106321 0.00105274 83512.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.77 404.912 0.0106498 0.00106587 83473.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.314 400.224 0.0106702 0.00107582 83381.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.666 395.959 0.0106447 0.00105853 83454 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.027 391.283 0.0106371 0.00105586 83496.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.525 387.199 0.0106255 0.00106143 83646.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.97 382.642 0.0106178 0.00105467 83654.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.706 378.261 0.0106326 0.00106311 83599.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.307 374.599 0.0106342 0.00105569 83520.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.013 370.799 0.0106321 0.00105421 83525.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.123 366.362 0.0106516 0.00105758 83385.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.77 362.431 0.0107554 0.00109099 82778.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.673 358.229 0.0106429 0.00105913 83474.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.607 354.814 0.0106288 0.00105617 83571.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.386 350.292 0.0106232 0.00105338 83596.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.384 346.18 0.010624 0.00105502 83603.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.436 342.372 0.010634 0.00105472 83513.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.429 338.52 0.010651 0.0010537 83356.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.545 335.45 0.0106382 0.00106098 83531.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.943 331.32 0.0106214 0.00105465 83623.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.056 327.036 0.0106253 0.00105707 83609.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.884 324.28 0.0106571 0.00107236 83466.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.215 320.081 0.0106332 0.00105986 83565.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.381 316.586 0.0106317 0.00105815 83563.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.899 312.958 0.0106351 0.00106221 83569.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.087 310.123 0.010611 0.00105688 83733.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.578 306.045 0.0106422 0.00105935 83482.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.886 302.341 0.0106317 0.00105611 83545.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.25 298.842 0.010733 0.00106924 82783.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.012 295.288 0.0106597 0.00105867 83324.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.965 292.46 0.0107841 0.00107197 82371.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.773 288.814 0.0107526 0.00108039 82710.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.44 286.228 0.0106736 0.00105986 83214 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.048 282.626 0.0106339 0.00105479 83515.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.667 279.318 0.0106184 0.00105652 83665.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.222 276.485 0.0106134 0.00105646 83708.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.137 272.72 0.0106375 0.00105806 83512.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.699 269.625 0.0106161 0.00106229 83736 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.522 266.741 0.0106265 0.00105842 83611.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.718 263.713 0.0106249 0.00105447 83591.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.326 260.575 0.0106681 0.00106302 83288.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.133 257.336 0.0106984 0.00107339 83117.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.949 254.748 0.0106439 0.00106412 83509.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.754 251.709 0.0106322 0.00105328 83517 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.083 248.562 0.0106509 0.00105872 83401.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.604 245.879 0.0106263 0.00105488 83582.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.037 242.847 0.0106447 0.00105548 83426.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.848 240.417 0.0106486 0.00105454 83384.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.095 237.072 0.0106414 0.00105367 83440.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.032 234.997 0.0106456 0.00105609 83424.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.577 232.629 0.0107721 0.00109136 82638.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.685 228.954 0.0106553 0.00106364 83405.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.64 226.37 0.0106383 0.00105597 83486.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.843 224.372 0.0106367 0.00105593 83500.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.223 221.519 0.0106368 0.00105379 83481.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.433 218.286 0.010642 0.0010596 83486 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.649 216.25 0.0106631 0.00105438 83257.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.108 213.532 0.0106363 0.00105332 83481.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.373 210.905 0.0106353 0.00105712 83523.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.763 208.827 0.0106528 0.00105578 83359.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.191 206.13 0.0106688 0.00107252 83365.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.429 203.734 0.0106373 0.00105557 83492.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.149 201.903 0.0106604 0.00106794 83398.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.804 199.49 0.0106406 0.00105491 83458.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.163 197.276 0.0106777 0.00105739 83157.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.7 194.209 0.0106569 0.00106068 83366 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.243 191.995 0.0106209 0.00105861 83662.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.062 190.692 0.010629 0.00105726 83579.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.651 187.573 0.0106367 0.00106419 83573.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.324 185.338 0.0107327 0.001058 82690.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.818 184.101 0.0106656 0.00107457 83411.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.534 180.957 0.0106282 0.0010554 83569.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.333 179.844 0.0105956 0.00105573 83858.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.35 177.374 0.0106051 0.00105603 83777.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.918 175.588 0.0105932 0.00105583 83880.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.805 173.206 0.0106926 0.00107789 83205.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.499 171.488 0.0106233 0.00105989 83651.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.414 168.461 0.010602 0.00105202 83770.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.156 167.54 0.0106029 0.00105834 83817 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.201 165.045 0.010616 0.00106983 83803.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.901 162.89 0.0106604 0.00107524 83462.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.122 161.501 0.0106528 0.00109184 83673.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.997 159.911 0.0106581 0.00106482 83391.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.535 157.695 0.0106339 0.00106298 83586.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.793 155.832 0.0106501 0.00105927 83412.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.056 154.431 0.0106287 0.00105303 83545.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.796 152.326 0.0106648 0.00108489 83507.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.687 150.645 0.0106687 0.00106178 83272.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.915 150.602 0.010636 0.001054 83489.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.838 147.001 0.0107471 0.00106788 82651.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.257 144.699 0.0106594 0.00107627 83479.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.965 143.815 0.0106284 0.00106294 83634.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.001 142.205 0.0106093 0.00105689 83748 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.202 140.768 0.0106611 0.00105651 83293.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.315 138.936 0.0106326 0.00105519 83529.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.497 138.017 0.0106412 0.00105648 83466.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.103 135.249 0.0106525 0.00105149 83324.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.025 134.461 0.0106372 0.00105429 83481.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.315 132.954 0.0106517 0.00105517 83363.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.779 132.516 0.0106769 0.00107288 83298.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.807 129.811 0.0106176 0.00105769 83683 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.923 128.197 0.0106439 0.00105583 83437.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.302 127.082 0.0106347 0.00105111 83475.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.657 125.461 0.0106511 0.00105478 83365.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.888 124.74 0.0106556 0.00105541 83332.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.523 122.947 0.0106418 0.0010551 83448.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.755 122.216 0.010743 0.00106879 82694.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.126 119.652 0.0106691 0.00105885 83244.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.438 118.48 0.0107231 0.0010598 82787.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.851 117.77 0.0106576 0.00107254 83463.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.663 115.715 0.0106341 0.00105795 83540.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.054 114.621 0.0106534 0.00105246 83325.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.613 112.953 0.010718 0.00106592 82883.9 0
: 564 | 126.022 113.214 0.0106436 0.00102546 83176.1 1
: 565 Minimum Test error found - save the configuration
: 565 | 124.648 111.405 0.0106351 0.00105847 83536.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.148 109.758 0.0106182 0.00105467 83651.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.728 108.641 0.0106245 0.00105677 83613.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.049 106.691 0.0106223 0.00105331 83603.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.694 106.198 0.0106177 0.00105267 83638.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.273 104.739 0.0106551 0.00107142 83475.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.687 103.351 0.0106473 0.00105572 83406.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.201 102.408 0.0106284 0.00106568 83658.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.988 100.114 0.0106195 0.00105799 83668.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.682 99.2082 0.0106326 0.00105464 83525.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.503 98.2505 0.0106182 0.00105455 83649.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.998 97.562 0.0106271 0.00105606 83585.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.609 95.6086 0.0106182 0.00105411 83646.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.362 94.5444 0.0106438 0.00105438 83425.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.345 93.8799 0.0107462 0.00106109 82600.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.808 91.9944 0.0106581 0.0010727 83460.4 0
: 581 | 102.477 93.7967 0.010597 0.00102187 83549.9 1
: 582 Minimum Test error found - save the configuration
: 582 | 101.547 91.4904 0.0106373 0.00105455 83483.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.395 89.4393 0.0106203 0.00105572 83641.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.9652 87.8563 0.0106443 0.00106182 83485.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.7835 86.6047 0.0106298 0.00105416 83545.2 0
: 586 | 96.5271 87.0424 0.0106049 0.00102288 83489.6 1
: 587 Minimum Test error found - save the configuration
: 587 | 95.7307 85.4643 0.010622 0.00105401 83611.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.1501 84.0403 0.0106606 0.00106333 83357 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.267 83.0436 0.0106762 0.00107729 83343.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.9525 81.3657 0.0106305 0.00105456 83542.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.0131 80.2474 0.0106365 0.00105266 83473.5 0
: 592 | 89.8709 80.3806 0.0106027 0.00102313 83510.7 1
: 593 Minimum Test error found - save the configuration
: 593 | 88.8294 79.2207 0.0106376 0.00105156 83454.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.8407 77.7601 0.0106475 0.00105379 83388.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.9609 77.4263 0.0106956 0.00105482 82981 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.6972 77.0145 0.0106491 0.00106341 83458 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.564 75.1264 0.0106246 0.00106229 83661.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.7124 73.6907 0.0107155 0.00106252 82875.7 0
: 599 | 82.6522 73.9573 0.0106046 0.00102155 83480.7 1
: 600 Minimum Test error found - save the configuration
: 600 | 81.7995 73.1016 0.0106054 0.00105481 83764.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.8895 71.8285 0.0106293 0.0010582 83585.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.9318 71.3571 0.0106317 0.00105378 83525.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.0715 69.9541 0.0106058 0.00106003 83806.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.0028 68.8616 0.0106372 0.00105402 83479.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.0739 68.7188 0.0106428 0.00106661 83540.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.1558 68.4351 0.0106204 0.00105432 83629 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.164 66.9792 0.010653 0.00105397 83341.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.2822 65.8576 0.0106309 0.00105336 83528.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.465 65.1602 0.0106635 0.00106896 83380.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.5253 63.7613 0.0106422 0.00105355 83431.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.7646 63.3159 0.0106409 0.00105485 83454.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.927 63.1324 0.0106251 0.00105385 83583.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.8847 62.013 0.0107053 0.00106995 83027.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.1501 60.5183 0.0106533 0.00105885 83381.9 0
: 615 | 68.3063 60.6384 0.0105892 0.00102062 83606.6 1
: 616 Minimum Test error found - save the configuration
: 616 | 67.6754 59.3959 0.0106197 0.00105154 83610.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.0716 58.3979 0.0106434 0.0010611 83487.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.0095 57.3677 0.0107222 0.00105872 82786.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.1485 56.9828 0.0106571 0.00107353 83476.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.4965 56.5809 0.0106207 0.00105539 83635.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.5571 56.1902 0.0106241 0.00105726 83622 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.8688 54.8363 0.0106276 0.00105726 83591.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.1869 54.5915 0.0106253 0.00106039 83638.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.4341 53.6944 0.0106148 0.00105309 83666.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.842 53.3098 0.0106183 0.00105204 83627.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.848 51.8262 0.0106854 0.00109114 83382.8 0
: 627 | 59.0934 52.9836 0.0106482 0.00102771 83155.5 1
: 628 Minimum Test error found - save the configuration
: 628 | 58.5555 51.7469 0.0107059 0.00109876 83271.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.6636 50.2225 0.0107205 0.0010739 82930.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.9053 49.422 0.0106558 0.00105857 83357.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.3949 48.4484 0.0106862 0.00105528 83066 0
: 632 | 55.6619 48.8318 0.0105973 0.00102602 83583.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.0793 47.5201 0.0106434 0.00105267 83414.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.4617 47.4608 0.0106521 0.00106029 83404.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.7868 46.8371 0.0106427 0.0010559 83447.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1355 45.8359 0.0106372 0.0010543 83481.9 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4157 45.3257 0.0107152 0.00114873 83625 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.6845 43.9302 0.0106697 0.00108161 83437.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.1293 43.567 0.0106224 0.00105452 83612.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.4626 43.1289 0.0106237 0.0010533 83590.6 0
: 641 | 49.9097 43.9229 0.0106663 0.00102186 82949.7 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.2774 42.3463 0.0106372 0.00105876 83520.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.6992 41.7881 0.0106208 0.00105514 83632.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0514 41.7052 0.0106138 0.0010554 83696 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.5257 40.5437 0.0106407 0.00105474 83455.5 0
: 646 | 46.8145 40.6013 0.0105922 0.00102065 83581.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.4164 39.0268 0.0106314 0.00105747 83560.1 0
: 648 | 45.8934 39.0827 0.0106143 0.00102217 83401.4 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.2 38.5303 0.0106197 0.00105827 83669.9 0
: 650 | 44.5892 38.5934 0.0106292 0.00102009 83254.1 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.0835 38.0309 0.0106422 0.00105613 83454.1 0
: 652 | 43.5281 38.2811 0.0105987 0.00101982 83517.4 1
: 653 Minimum Test error found - save the configuration
: 653 | 43.0746 37.02 0.010684 0.00105585 83089.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.4453 36.3158 0.0106298 0.00105254 83531.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1033 35.8626 0.0106406 0.0010555 83462.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6267 35.4498 0.0106348 0.00105108 83474.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.3234 35.29 0.0107429 0.00105817 82604.4 0
: 658 | 40.7809 36.3417 0.0106125 0.0010205 83402.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.3069 33.7459 0.0106308 0.0010593 83581.2 0
: 660 | 39.6445 34.1304 0.0105973 0.00102074 83537.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.3303 33.0489 0.0106145 0.00105583 83693.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.711 32.7864 0.0106269 0.00105346 83564.8 0
: 663 | 38.2899 32.9416 0.0105789 0.00102675 83751 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.7587 31.796 0.0106295 0.00106094 83606.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.2351 31.1024 0.0106713 0.00106432 83272.8 0
: 666 | 36.8224 31.5612 0.0106148 0.00102237 83398.8 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.237 30.4577 0.0106805 0.00108658 83386.3 0
: 668 | 35.8241 30.5147 0.0105933 0.00101899 83557.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.5439 29.5477 0.0106444 0.00105688 83442 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.1128 28.5408 0.0106565 0.00105459 83317.1 0
: 671 | 34.7133 28.5843 0.0105999 0.00102261 83530.6 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.1344 28.0861 0.0106317 0.00105495 83535.8 0
: 673 | 33.9315 28.5498 0.0106325 0.00102163 83239.2 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.5461 26.7223 0.0106427 0.0010575 83461.7 0
: 675 | 32.9377 27.0158 0.010594 0.00102511 83604.1 1
: 676 | 32.4907 26.9261 0.0107127 0.00112813 83467.6 2
: 677 Minimum Test error found - save the configuration
: 677 | 32.1519 25.951 0.0107048 0.00107883 83108.4 0
: 678 | 31.8504 26.0485 0.0106243 0.00102106 83305.1 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.3621 25.3418 0.0106525 0.00105604 83364.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.9175 24.8542 0.0106222 0.00105482 83617.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4652 24.2488 0.0106201 0.00105432 83631.7 0
: 682 | 30.2856 25.4974 0.010589 0.00101968 83600.7 1
: 683 | 30.0491 24.8474 0.010589 0.00102275 83627.6 2
: 684 Minimum Test error found - save the configuration
: 684 | 29.7797 23.1258 0.0106369 0.00105665 83504.9 0
: 685 | 29.1283 24.2439 0.0105925 0.00102059 83577.6 1
: 686 | 28.7345 23.3904 0.0106121 0.00102221 83421.6 2
: 687 | 28.312 23.3463 0.0106 0.00102206 83525.2 3
: 688 Minimum Test error found - save the configuration
: 688 | 27.9756 22.3814 0.0106521 0.00106263 83424.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.6349 22.1355 0.0106405 0.0010539 83449.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.352 21.6846 0.0106314 0.00105292 83520.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7544 21.5267 0.0106238 0.0010595 83644.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.448 21.177 0.0106254 0.00105554 83595.8 0
: 693 | 26.1989 21.636 0.0105986 0.0010228 83544.1 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.685 21.0538 0.0106492 0.00105533 83387 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4704 20.4138 0.0106357 0.00105201 83474.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0939 20.2946 0.0107077 0.00105451 82874.3 0
: 697 | 24.8685 20.7475 0.010627 0.00102092 83280.4 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.4607 19.9095 0.0107526 0.00107241 82643.2 0
: 699 | 24.2069 20.4735 0.0106176 0.00101945 83349.8 1
: 700 | 23.952 20.7921 0.0106099 0.00102187 83437.3 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.7059 19.6356 0.0108847 0.0010582 81412.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.4225 18.498 0.0106316 0.00105291 83518.4 0
: 703 | 22.8319 19.5499 0.0106019 0.00102143 83502.9 1
: 704 | 22.662 19.1529 0.0106104 0.00101949 83412.2 2
: 705 | 22.5973 18.5192 0.0106145 0.00103152 83481.4 3
: 706 | 22.0311 18.8859 0.0106019 0.00102439 83529.3 4
: 707 Minimum Test error found - save the configuration
: 707 | 21.8282 17.6858 0.0106806 0.00107807 83311.1 0
: 708 | 21.4146 17.9442 0.0106012 0.00102049 83501.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.2031 16.9508 0.0106186 0.0010553 83653.3 0
: 710 | 20.8927 16.9554 0.010604 0.0010229 83498 1
: 711 | 20.5433 17.9144 0.0105837 0.00101976 83647.7 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.2432 16.8449 0.0106498 0.0010566 83392.4 0
: 713 | 20.0178 17.3042 0.0106196 0.00101946 83331.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.817 15.9646 0.0106402 0.00105847 83492.2 0
: 715 | 19.513 16.6334 0.0106141 0.00102047 83388.5 1
: 716 | 19.2518 16.1951 0.0107069 0.00102082 82593.1 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.9571 15.5627 0.0106374 0.00105985 83528.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6971 15.4664 0.0106368 0.00105605 83500.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.4569 15.2291 0.010631 0.00105974 83583.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1559 15.0499 0.0106661 0.00108724 83517.3 0
: 721 | 17.9114 15.6518 0.0106255 0.00102364 83316.8 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.7769 14.465 0.0106306 0.00105619 83556 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.5897 13.6704 0.0106167 0.00105572 83673.7 0
: 724 | 17.3074 13.9855 0.0105985 0.00102113 83530.6 1
: 725 | 17.0193 14.2387 0.0106071 0.00102033 83448.2 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.9418 13.1343 0.0106493 0.00107453 83552.6 0
: 727 | 16.5477 13.8886 0.0106011 0.00102267 83520.9 1
: 728 | 16.2433 13.4702 0.0105924 0.00102302 83600.3 2
: 729 | 16.0345 14.2612 0.0105946 0.00102066 83559.7 3
: 730 Minimum Test error found - save the configuration
: 730 | 15.9453 12.302 0.0106217 0.00105649 83636.1 0
: 731 | 15.768 12.4752 0.0105741 0.00102008 83734.1 1
: 732 | 15.7649 13.9307 0.0106002 0.00102019 83507.6 2
: 733 | 15.3878 12.9299 0.0106227 0.0010205 83313.9 3
: 734 | 15.0372 13.4705 0.0105896 0.00102232 83618.1 4
: 735 Minimum Test error found - save the configuration
: 735 | 14.789 11.756 0.0107125 0.00106025 82881.9 0
: 736 | 14.6418 12.2373 0.0105987 0.0010198 83517.3 1
: 737 | 14.4877 11.8301 0.0105922 0.00102343 83605 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.3404 11.4839 0.0106178 0.00105656 83670.8 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.9759 10.9105 0.0106071 0.0010544 83746.1 0
: 740 | 13.9107 11.0334 0.0105831 0.00102195 83672.2 1
: 741 | 13.7721 11.0833 0.010586 0.00101994 83629.1 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.5447 10.8181 0.0106218 0.00105537 83625.6 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.5618 10.2869 0.0106186 0.00106152 83707.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.2612 10.1474 0.0106229 0.00105331 83597.9 0
: 745 | 12.9371 11.0994 0.0105882 0.00101835 83596.1 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6705 10.0974 0.0107198 0.00107433 82940.8 0
: 747 | 12.5699 11.0807 0.0105962 0.00102243 83561.5 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.5415 9.54926 0.010621 0.00105564 83635.1 0
: 749 | 12.2223 9.69292 0.0105869 0.00101897 83612.5 1
: 750 | 12.1282 10.1425 0.0105815 0.00101933 83663.4 2
: 751 | 11.9077 9.85541 0.0105923 0.00102045 83578.4 3
: 752 | 11.6565 10.2021 0.0105971 0.00102071 83538.4 4
: 753 | 11.5406 9.57168 0.0106002 0.00102405 83540.6 5
: 754 Minimum Test error found - save the configuration
: 754 | 11.3877 9.20449 0.0106221 0.0010573 83640 0
: 755 | 11.3443 9.54668 0.0107645 0.0010339 82214.9 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.0925 8.79211 0.0106534 0.00106201 83407.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.027 8.36672 0.0106217 0.0010543 83617.3 0
: 758 | 10.86 8.51499 0.0105904 0.00102019 83592.4 1
: 759 | 10.9054 9.42994 0.0106287 0.00102064 83263.8 2
: 760 | 10.7408 8.56193 0.0106196 0.00102125 83347.4 3
: 761 | 10.7296 8.45584 0.0106191 0.00102308 83368 4
: 762 | 10.1596 9.21339 0.0105949 0.00102133 83563.7 5
: 763 Minimum Test error found - save the configuration
: 763 | 10.0838 7.96541 0.0106099 0.00105915 83763.4 0
: 764 | 9.91793 8.0393 0.0105929 0.00102137 83581.4 1
: 765 | 9.91246 9.19022 0.0106119 0.00102055 83408.5 2
: 766 | 9.66889 8.15994 0.0106028 0.0010199 83482.3 3
: 767 | 9.60807 8.0427 0.0106023 0.0010222 83506.1 4
: 768 | 9.52637 7.99524 0.0106067 0.00102055 83453.4 5
: 769 Minimum Test error found - save the configuration
: 769 | 9.35214 7.86882 0.0106372 0.00105953 83527.4 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.14514 7.14461 0.0106561 0.00105595 83331.9 0
: 771 | 9.10481 7.62723 0.0105895 0.00101723 83575 1
: 772 | 9.07712 7.21727 0.0106307 0.00102166 83254.9 2
: 773 | 8.95024 8.07784 0.0106067 0.00102303 83475.7 3
: 774 | 8.84757 7.21926 0.0106972 0.00102461 82707.9 4
: 775 Minimum Test error found - save the configuration
: 775 | 8.85723 7.0986 0.0106878 0.00107537 83225.4 0
: 776 | 8.62881 7.19512 0.0106062 0.00102106 83462.5 1
: 777 | 8.38065 7.29058 0.0106082 0.00102387 83469.6 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.40812 7.07835 0.0106459 0.0010585 83442.8 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.39278 6.9236 0.0106133 0.0010537 83685.2 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.20891 6.57086 0.0106203 0.00105558 83640.4 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.99062 6.21113 0.0106218 0.0010525 83600.6 0
: 782 | 7.81755 6.46373 0.0106603 0.00102036 82988 1
: 783 | 7.67448 6.56584 0.0105942 0.0010218 83573.9 2
: 784 | 7.71977 7.12246 0.0105996 0.00102532 83557.1 3
: 785 | 7.72116 6.41251 0.0105901 0.00102096 83602.5 4
: 786 | 7.59831 7.26504 0.0105819 0.0010195 83660.8 5
: 787 Minimum Test error found - save the configuration
: 787 | 7.41145 5.20173 0.010626 0.00105977 83627.9 0
: 788 | 7.22275 5.67217 0.0105804 0.00102063 83683.8 1
: 789 | 7.15233 6.30838 0.0105962 0.00102182 83556.4 2
: 790 | 7.05304 5.61484 0.0105717 0.00102024 83757.2 3
: 791 | 6.90813 5.52639 0.0105736 0.00102022 83740.2 4
: 792 | 6.80508 5.33014 0.0105656 0.00101947 83803.4 5
: 793 | 6.76654 5.46931 0.0105717 0.00102418 83791.1 6
: 794 | 6.85609 6.47898 0.0106744 0.00102145 82876.1 7
: 795 | 6.77055 5.81278 0.0106033 0.00102016 83479.8 8
: 796 | 6.53528 5.78675 0.010608 0.00101909 83429.4 9
: 797 | 6.60181 5.45653 0.0105953 0.00102191 83565.1 10
: 798 Minimum Test error found - save the configuration
: 798 | 6.40448 5.09732 0.0106671 0.00105992 83271.2 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.39766 5.0133 0.010662 0.00105616 83282.3 0
: 800 Minimum Test error found - save the configuration
: 800 | 6.2126 5.00262 0.0106327 0.00105506 83527.5 0
: 801 | 6.11826 5.0106 0.0105983 0.00101991 83521.2 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.12589 4.38053 0.0106249 0.00105491 83594.4 0
: 803 | 5.9588 4.95495 0.0105941 0.00101921 83551.6 1
: 804 | 5.99734 4.62077 0.0106143 0.00102206 83400.4 2
: 805 | 6.03252 4.90575 0.0106053 0.00102118 83471.7 3
: 806 | 5.8129 4.90923 0.0105848 0.00102079 83647 4
: 807 | 5.8699 4.62673 0.010612 0.00102011 83403.6 5
: 808 | 5.68235 5.38128 0.0106014 0.00102028 83497.2 6
: 809 | 5.63925 6.37017 0.0105942 0.00102155 83571.6 7
: 810 | 5.56764 5.71769 0.0106016 0.00101982 83491.4 8
: 811 | 5.4169 5.19317 0.0105853 0.00102349 83666.4 9
: 812 | 5.32868 5.1795 0.0106065 0.00102108 83460.2 10
: 813 Minimum Test error found - save the configuration
: 813 | 5.43558 4.09382 0.0107265 0.00114299 83477 0
: 814 | 5.71178 5.99283 0.0106073 0.00102114 83454.1 1
: 815 | 5.38044 5.17682 0.0106413 0.00102052 83153.5 2
: 816 | 5.14701 4.92825 0.0106032 0.00102062 83485 3
: 817 | 5.22902 4.44746 0.0105885 0.00102025 83610 4
: 818 | 5.09765 4.51624 0.010611 0.00102151 83424.3 5
: 819 | 4.87034 4.45714 0.0106247 0.001053 83579.9 6
: 820 | 4.92633 4.67904 0.010614 0.00102441 83423.6 7
: 821 | 4.87227 4.70011 0.0105993 0.00102163 83527.9 8
: 822 | 4.84585 4.71098 0.0105781 0.00102028 83701 9
: 823 | 4.90829 4.3094 0.0105973 0.00102015 83532.3 10
: 824 | 4.70686 4.94028 0.0105966 0.00102055 83541.6 11
: 825 | 4.60864 4.14889 0.0105915 0.00102095 83589.4 12
: 826 | 4.47027 4.26858 0.0105862 0.00101936 83621.8 13
: 827 | 4.40907 4.20233 0.0105682 0.0010207 83791.9 14
: 828 | 4.39983 4.64399 0.0106073 0.0010194 83438.4 15
: 829 | 4.38207 4.18662 0.0106454 0.00102794 83181.8 16
: 830 | 4.31261 5.12551 0.0106519 0.0010219 83074 17
: 831 | 4.29535 4.52786 0.0106179 0.00102122 83361.9 18
: 832 | 4.41904 4.40756 0.0106047 0.00102204 83483.8 19
: 833 Minimum Test error found - save the configuration
: 833 | 4.38405 3.62633 0.0107373 0.00106513 82711.8 0
: 834 | 4.16783 3.81667 0.0106155 0.00102104 83381.3 1
: 835 | 4.05093 3.84292 0.01059 0.00102111 83604.1 2
: 836 | 4.0316 4.37217 0.0106065 0.0010213 83461.6 3
: 837 | 3.91789 4.41653 0.0106048 0.00102011 83466.1 4
: 838 | 4.07324 3.84296 0.0105983 0.00102042 83526 5
: 839 | 3.96646 4.31097 0.0105926 0.0010237 83604.4 6
: 840 | 3.97975 4.59114 0.0105817 0.00102268 83690.7 7
: 841 | 4.02108 5.03942 0.0106083 0.00102012 83436.3 8
: 842 | 3.73439 4.12315 0.0106083 0.0010225 83457.2 9
: 843 | 3.71323 3.69774 0.0105869 0.00101948 83617.4 10
: 844 | 3.77899 3.70799 0.0106218 0.00101979 83316.3 11
: 845 | 3.65021 3.83779 0.0106101 0.00101932 83413.4 12
: 846 | 3.70518 4.19276 0.0115234 0.00103257 76257.2 13
: 847 | 3.53025 3.88154 0.0106101 0.00102241 83440.7 14
: 848 | 3.60499 4.65057 0.0105867 0.0010213 83634.5 15
: 849 | 3.83381 4.77796 0.0106307 0.00102158 83253.8 16
: 850 | 3.80753 5.37472 0.0105965 0.0010223 83557.8 17
: 851 | 3.42474 3.78836 0.0105871 0.001026 83672.3 18
: 852 | 3.5435 4.31602 0.0106742 0.00109753 83536 19
: 853 | 3.44621 3.80723 0.0106132 0.00102224 83412.3 20
: 854 | 3.31441 3.96709 0.0105888 0.00102345 83635.2 21
:
: Elapsed time for training with 1000 events: 9.06 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: 0.0121 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: 0.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.33129e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10535e+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: 0.0359 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: 0.0364 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: 0.00296 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: 0.0975 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: 0.885 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00461 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00441 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: 0.00244 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000609 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: 0.0956 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.875 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0973 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.568 0.281 5.59 1.60 | 3.226 3.240
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.159 0.354 2.04 1.14 | 3.345 3.339
: 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.