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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
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:3786
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.25 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: 0.00329 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: 0.00072 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00479 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: 0.000188 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000583 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 = 31610.3
: --------------------------------------------------------------
: 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 | 33156.9 31220.4 0.0100561 0.00100567 88393.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32649.3 30648.3 0.010152 0.00104462 87841.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31888.7 29883.5 0.0103435 0.00103462 85939.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31039.9 29142.9 0.0104241 0.00103232 85180.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30215.7 28385.9 0.0104043 0.00103012 85340.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29353.6 27431.7 0.0103742 0.00104195 85724.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28551.9 26710.6 0.0102788 0.00100663 86279.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28047.1 26314.2 0.010177 0.000996895 87144.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27676.1 25986.5 0.0101458 0.000996544 87438.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27353.2 25681.5 0.010157 0.00100011 87365.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27047.7 25395.8 0.0101701 0.000998465 87225.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26754.3 25127.5 0.0101813 0.000998814 87121.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26478.8 24864.8 0.0102095 0.0010164 87021.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26205.1 24615.6 0.010179 0.00100189 87173.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 25947.6 24366 0.0101786 0.00100014 87160.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25691.4 24123.4 0.0103064 0.00100401 85999 0
: 17 Minimum Test error found - save the configuration
: 17 | 25440.3 23887.6 0.010164 0.000998015 87278.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25197 23654.2 0.010187 0.000999284 87073.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 24954.1 23429 0.0101704 0.000997275 87211.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 24722.4 23201.7 0.0101717 0.00100012 87225.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24488.6 22981.1 0.0101833 0.00100194 87132.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24256.6 22768.9 0.0101736 0.000993904 87149 0
: 23 Minimum Test error found - save the configuration
: 23 | 24035.1 22554.7 0.01022 0.0010185 86942.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 23812.7 22344.5 0.010185 0.000997474 87074.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23592.5 22139.1 0.0101805 0.000998845 87129.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23379.8 21932.3 0.0101932 0.00100498 87068.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23163.4 21733.1 0.0102084 0.000998675 86864.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 22956.3 21531.9 0.0101819 0.0010007 87135 0
: 29 Minimum Test error found - save the configuration
: 29 | 22746.3 21336.8 0.0101861 0.00100002 87088.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22541.9 21142.9 0.0101893 0.000995904 87018.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22338.8 20952 0.0101956 0.00100052 87003.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22139.3 20762 0.0102043 0.000997775 86894.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 21940.5 20575.4 0.0102344 0.0010149 86772.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 21743.5 20392.7 0.0101876 0.000998335 87057.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21552.6 20207.9 0.0101904 0.000998734 87035.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21360.5 20026.2 0.0103195 0.00100906 85925.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21168.8 19849.9 0.010205 0.00100591 86965.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 20985.9 19669.2 0.0102248 0.00100241 86745 0
: 39 Minimum Test error found - save the configuration
: 39 | 20794.7 19499.2 0.0102019 0.00100439 86979.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20615 19325.3 0.0102076 0.00100482 86930 0
: 41 Minimum Test error found - save the configuration
: 41 | 20434 19152.6 0.0102207 0.0010028 86787.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20253.1 18983.7 0.0102059 0.00100328 86932.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20074.5 18817.9 0.0102558 0.00102066 86625.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 19900 18651.4 0.0102154 0.00100402 86848.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19725.4 18486.9 0.0102364 0.00100552 86665.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19552.9 18322.4 0.0102352 0.00100932 86712.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19379.2 18157.5 0.0102462 0.00101323 86645.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19205.3 17993.6 0.0102871 0.00101644 86293.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19033.7 17834.1 0.0102723 0.00101078 86378.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 18868.7 17672.5 0.010272 0.00101358 86407.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18700.2 17522.1 0.0102786 0.00101494 86359 0
: 52 Minimum Test error found - save the configuration
: 52 | 18537.1 17362.1 0.0102886 0.0010169 86283.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18370.8 17213.3 0.0103416 0.00103481 85958.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18213.9 17050.3 0.0102908 0.00101585 86253.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18048.7 16906.4 0.0103044 0.00102404 86203.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 17888.8 16754.1 0.0104335 0.00103877 85154.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17732.8 16607.6 0.0103284 0.00102166 85959.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17577 16456.3 0.0103462 0.00102256 85803.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17421 16305.9 0.010347 0.00102551 85823.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17264.8 16158.3 0.010352 0.00102634 85785 0
: 61 Minimum Test error found - save the configuration
: 61 | 17108.7 16007.9 0.0103774 0.00102891 85575 0
: 62 Minimum Test error found - save the configuration
: 62 | 16956.2 15862.2 0.0103732 0.00102472 85575.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16804 15721 0.010424 0.00105086 85350.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16653.7 15574.5 0.01038 0.00102995 85561.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16506.2 15431 0.0103883 0.00103648 85544.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16355.8 15289.8 0.0104118 0.00102959 85267.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16208.1 15152.5 0.0104016 0.00104345 85487.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16063.4 15011.4 0.0104207 0.0010325 85213.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 15916.1 14878.8 0.0104016 0.00103208 85383.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 15775.2 14739.5 0.0104148 0.00103235 85265.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15630.7 14606.5 0.0104347 0.0010335 85095.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15491.2 14470.5 0.0104202 0.00104163 85300.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15348 14340.1 0.0104484 0.00104653 85089.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15212.5 14206.1 0.0104134 0.00103326 85286.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15072.3 14077.5 0.0104257 0.00103305 85172.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 14937.8 13948 0.0105326 0.00105193 84382.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 14800.7 13822.8 0.0104551 0.00103411 84917 0
: 78 Minimum Test error found - save the configuration
: 78 | 14669.2 13695.4 0.0104301 0.00103344 85136.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14536.4 13569.4 0.0104437 0.00104033 85076 0
: 80 Minimum Test error found - save the configuration
: 80 | 14404.2 13446.3 0.0104387 0.00103827 85102.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14275 13323.2 0.0104249 0.00103349 85184.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14144.7 13203.4 0.0104508 0.00103462 84959.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14019.2 13081.5 0.0104626 0.00105378 85026.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 13889.8 12965.4 0.0104403 0.00103634 85070.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13767.6 12845.5 0.0104416 0.00103911 85084 0
: 86 Minimum Test error found - save the configuration
: 86 | 13642.9 12728 0.0104606 0.00103707 84893.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13517.4 12614.7 0.0104549 0.00103456 84923 0
: 88 Minimum Test error found - save the configuration
: 88 | 13396.1 12501.7 0.0104542 0.00103855 84965.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13277 12387.2 0.0104325 0.00103407 85120.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13156.8 12275.1 0.0104311 0.00103571 85147.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13038.8 12161.8 0.0104506 0.00103695 84983.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 12918.8 12054.4 0.010458 0.00103611 84908.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 12804.2 11944 0.0104883 0.00105503 84806.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12687.6 11836.3 0.0104653 0.00104023 84880.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12573.8 11728.7 0.0104847 0.00103984 84701.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12459.6 11624.5 0.0105759 0.00105254 84003.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12349.4 11516.1 0.0104986 0.00103788 84560.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12235.1 11412.7 0.0104705 0.00104136 84843.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12124.5 11311.3 0.0104727 0.00104147 84825 0
: 100 Minimum Test error found - save the configuration
: 100 | 12016.2 11208.1 0.0104735 0.00103981 84802.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 11907.1 11107.9 0.0104651 0.00104259 84902.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11800.5 11004.9 0.0104888 0.00104045 84670.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11693.5 10905.4 0.0105115 0.00105664 84612.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11587.7 10806.3 0.0104784 0.00104331 84789.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11482.4 10709 0.0105118 0.00104593 84514 0
: 106 Minimum Test error found - save the configuration
: 106 | 11377.9 10612.1 0.010489 0.00104233 84685.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11275.3 10518.1 0.010491 0.00104132 84659.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11173.5 10422.3 0.010488 0.00104277 84698.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11074.1 10325.9 0.0104902 0.00104506 84699.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 10970.7 10235.4 0.0104776 0.00104362 84800.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 10873 10142.8 0.0105124 0.00104288 84481.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10775.1 10049.5 0.0104856 0.00104557 84745.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10675.4 9960.77 0.0105488 0.0010588 84299.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10580.2 9868.72 0.0104884 0.00104524 84717 0
: 115 Minimum Test error found - save the configuration
: 115 | 10483.2 9781.33 0.0104997 0.00104185 84585.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10389.1 9692.96 0.0106307 0.00106402 83623.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10293.5 9607.51 0.0104883 0.00104597 84724.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10201.8 9516.23 0.0105048 0.00105002 84613.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10108.5 9431.52 0.0105005 0.00104401 84597.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10016.6 9346.42 0.010512 0.00104524 84506.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 9924.65 9263.6 0.0105137 0.00104396 84479.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9835.29 9180.3 0.0105134 0.00104345 84477.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9746 9096.65 0.0105364 0.00106328 84449.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9657.72 9015.45 0.0105098 0.00104537 84527.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9568.93 8931.65 0.0104951 0.00104594 84663.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9483.3 8850.39 0.0105359 0.00104586 84298.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9395.4 8772.05 0.0105152 0.0010473 84495.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9311.66 8691.51 0.0105235 0.0010484 84431.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9226.01 8613.2 0.0105139 0.00104559 84492 0
: 130 Minimum Test error found - save the configuration
: 130 | 9141.53 8537.01 0.0105193 0.0010471 84457.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9058.78 8460.05 0.0105134 0.0010463 84503.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 8975.89 8385.33 0.0105163 0.0010482 84494.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 8894.57 8308.07 0.0105526 0.00106486 84319.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8813.35 8233.8 0.0105629 0.00104838 84082.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8732.07 8156.92 0.0105297 0.0010581 84462.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8654.42 8084.28 0.0106244 0.00105872 83632.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8574 8014.33 0.0105209 0.00104867 84457.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8495.72 7939.34 0.0105117 0.00104927 84545 0
: 139 Minimum Test error found - save the configuration
: 139 | 8419.42 7866.4 0.0105211 0.00104636 84434.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8340.96 7797.62 0.0105278 0.0010543 84446.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8265.51 7728.24 0.010537 0.00105274 84350.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8190.31 7656.98 0.0105246 0.00104662 84406 0
: 143 Minimum Test error found - save the configuration
: 143 | 8114.7 7591.14 0.0105755 0.00106664 84132.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8040.59 7518.91 0.010537 0.00105053 84331 0
: 145 Minimum Test error found - save the configuration
: 145 | 7967.3 7458.74 0.0105356 0.0010475 84316.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 7894.59 7382.81 0.0105247 0.00105839 84510 0
: 147 Minimum Test error found - save the configuration
: 147 | 7822.78 7319.02 0.0105238 0.00104851 84430.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7751.92 7247.54 0.0105397 0.00105805 84373.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7679.16 7186.31 0.0105333 0.00105704 84421 0
: 150 Minimum Test error found - save the configuration
: 150 | 7608.57 7121.15 0.0105471 0.00104833 84221 0
: 151 Minimum Test error found - save the configuration
: 151 | 7540.3 7060.03 0.0105274 0.00104952 84406.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7470.38 6994.33 0.0105742 0.00108324 84290.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7402.42 6933.1 0.0105398 0.00104955 84297 0
: 154 Minimum Test error found - save the configuration
: 154 | 7334.11 6871.17 0.0105368 0.00104786 84308.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7267.5 6808.46 0.0105437 0.00104814 84249.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7201.61 6742.62 0.0106524 0.00105839 83385.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7133.64 6684.5 0.0105773 0.00104932 83962.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7069.01 6626.5 0.010552 0.00104788 84173.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7003.85 6566.27 0.0105615 0.00105103 84117.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 6940.29 6507.3 0.0105661 0.00105412 84104.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6875.12 6443.46 0.0105588 0.00104759 84111.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6813.23 6394.84 0.0105951 0.00107149 84002 0
: 163 Minimum Test error found - save the configuration
: 163 | 6751.64 6331.15 0.010559 0.00105196 84148.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6688.42 6274.24 0.0105584 0.00104825 84120.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6626.69 6214.66 0.0105632 0.00105116 84104.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6565.68 6154.69 0.0105689 0.00104888 84033.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6505.42 6104.03 0.0105639 0.0010543 84125.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6445.47 6046.44 0.0105679 0.00105295 84077.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6386.87 5989.08 0.0105638 0.00106572 84227.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6327.29 5930.07 0.0105458 0.00105152 84261.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6268.63 5877.55 0.0105711 0.00106179 84128.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6211.95 5824.39 0.0105814 0.00106792 84091.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6153.48 5770.59 0.0105734 0.0010534 84033.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6097.48 5711.71 0.0105584 0.00105225 84155.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6042.04 5664.81 0.0106662 0.00105906 83271.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 5984.29 5606.3 0.0105538 0.0010513 84188.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 5931.06 5555.54 0.0105692 0.00105091 84048.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5875.24 5502.94 0.0105577 0.00105072 84148.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5821.53 5452 0.010561 0.00105079 84120.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5766.77 5402.55 0.0105651 0.00105192 84093.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5714.4 5346.3 0.0105642 0.00105627 84140.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5661.91 5303.02 0.0105951 0.00105745 83877.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5608.63 5251.51 0.0105843 0.00105313 83935.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5557.61 5196.75 0.0105655 0.00105416 84110.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5505.84 5151.28 0.0105762 0.00105415 84015.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5454.67 5104.95 0.0105511 0.00105174 84216.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5405.55 5051.78 0.0105862 0.00105114 83901.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5354.52 5005.56 0.0105819 0.00105272 83952.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5305.24 4952.95 0.01058 0.00105612 83999.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5255.94 4909.18 0.0105763 0.00105261 84001.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5207.52 4860.81 0.0105599 0.00105487 84165.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5159.21 4829.42 0.0106065 0.0010762 83943 0
: 193 Minimum Test error found - save the configuration
: 193 | 5112.37 4771.87 0.0105864 0.00106569 84026.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5063.24 4729.91 0.0105659 0.001057 84131.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5019.08 4680.65 0.010683 0.00106035 83137 0
: 196 Minimum Test error found - save the configuration
: 196 | 4971 4639.39 0.0105561 0.00105337 84186 0
: 197 Minimum Test error found - save the configuration
: 197 | 4925.47 4592.3 0.0105923 0.00105467 83877.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4879.91 4556.27 0.0105967 0.00105937 83880.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4834.92 4514.17 0.010564 0.00105433 84125.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4790.25 4467.98 0.0105737 0.00105235 84021.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4745.59 4420.18 0.0105822 0.00104963 83922.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4701.61 4389.7 0.0106075 0.00107069 83885.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4659.79 4344.07 0.010556 0.00105051 84161.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4614.63 4298.78 0.0105698 0.00105431 84073.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4573.92 4263.49 0.0105783 0.00105436 83999 0
: 206 Minimum Test error found - save the configuration
: 206 | 4530.71 4224.51 0.0105597 0.00105481 84167.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4489.57 4183.16 0.01058 0.00105436 83983.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4448.38 4139.12 0.0105655 0.00105567 84123.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4406.77 4102.59 0.0105776 0.00106397 84090.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4365.91 4067.44 0.0105725 0.00106232 84120.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4326.87 4026.15 0.0105931 0.0010856 84144.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4286.14 3987.61 0.0105844 0.00105379 83940.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4247.15 3950.77 0.0105901 0.00105335 83886.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4207.54 3914.02 0.0106632 0.00113849 83991.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4169.33 3873.2 0.0105891 0.00105554 83913.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4131.61 3841.15 0.0153767 0.00171015 58537.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4093.01 3802.71 0.0106082 0.00105401 83732.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4055.33 3769.11 0.0105788 0.00106003 84044.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4018.43 3731.59 0.0105785 0.00105276 83983.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 3981.88 3693.58 0.0105662 0.00105611 84121.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3945.12 3661.78 0.0106108 0.00107051 83854.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3908.8 3627.32 0.0105914 0.0010667 83992 0
: 223 Minimum Test error found - save the configuration
: 223 | 3873.31 3594.77 0.0105709 0.00105633 84081.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3837.86 3558.95 0.0105749 0.0010513 84001.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3803.21 3522.96 0.0106212 0.00105376 83617.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3767.4 3494.21 0.0105892 0.0010539 83898.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3733.76 3458.32 0.0105656 0.00105594 84125.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3699.92 3423.47 0.0106105 0.001067 83827 0
: 229 Minimum Test error found - save the configuration
: 229 | 3666.39 3388.29 0.0106072 0.00106653 83851.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3632.47 3358.29 0.0106201 0.00105485 83635.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3598.74 3328.74 0.0106231 0.00107055 83746.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3567.07 3295.21 0.0105816 0.00105533 83978.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3533.47 3265.93 0.0105572 0.00105365 84179 0
: 234 Minimum Test error found - save the configuration
: 234 | 3502.2 3233.66 0.0106957 0.00106142 83037 0
: 235 Minimum Test error found - save the configuration
: 235 | 3469.71 3202.93 0.0105628 0.00105237 84118.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3438.82 3174.02 0.0105955 0.00105572 83859.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3407.05 3145.73 0.0105805 0.00105067 83947.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3376.64 3118.49 0.0105588 0.00105643 84189.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3345.6 3084.07 0.010597 0.00106032 83886.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3315.11 3055.68 0.0106148 0.00108695 83964.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3284.65 3025.13 0.0105607 0.00105269 84139.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3255.34 2997.74 0.0105621 0.00105367 84135.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3226 2967.37 0.010573 0.00105499 84050.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3195.04 2947.75 0.0105765 0.00105406 84011.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3168.35 2913.8 0.010564 0.00105038 84089.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3138.32 2888.81 0.0105861 0.00105352 83923 0
: 247 Minimum Test error found - save the configuration
: 247 | 3109.41 2860.44 0.0105681 0.00105306 84077.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3081.46 2834.02 0.0105754 0.00105049 83990.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3053.39 2806.85 0.0106088 0.00105115 83702.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3026.08 2780.03 0.0106129 0.00106689 83804.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 2998.35 2755.4 0.0105981 0.00105711 83849 0
: 252 Minimum Test error found - save the configuration
: 252 | 2971.09 2729.56 0.0105812 0.00105303 83961.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2943.75 2702.91 0.0106976 0.00106113 83017.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2917.54 2679.11 0.0105887 0.00105313 83896.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2891.09 2653.46 0.0105768 0.00105247 83995.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2864.67 2628.51 0.0105925 0.00105273 83859.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2838.78 2603.78 0.0105715 0.00106335 84138.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2813.43 2578.92 0.010583 0.0010524 83940.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2786.92 2555.91 0.0105918 0.00105392 83876.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2762.68 2531.62 0.0106084 0.00107685 83931.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2736.85 2509.44 0.0106134 0.00105422 83688.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2713.55 2485.09 0.0105797 0.00105861 84024.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2687.79 2463.13 0.0105922 0.00105123 83848.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2663.2 2439.57 0.0105751 0.00105046 83992.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2639.45 2416.75 0.010579 0.00105072 83960.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2615.91 2393.99 0.0105801 0.00105357 83976 0
: 267 Minimum Test error found - save the configuration
: 267 | 2591.85 2372.37 0.0105625 0.00105186 84116.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2568.1 2351.12 0.0105899 0.00105455 83898.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2545.5 2327.84 0.0105903 0.00104951 83850.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2521.59 2306.87 0.010598 0.00107101 83972.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2498.96 2285.73 0.0105891 0.00105387 83899.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2476.26 2264.53 0.0105653 0.00105116 84085 0
: 273 Minimum Test error found - save the configuration
: 273 | 2454.29 2243.52 0.0106898 0.00106289 83100.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2431.38 2223.4 0.0105953 0.0010549 83854.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2410 2202.75 0.0105844 0.00105214 83925.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2387.76 2181.49 0.0105846 0.00105406 83940.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2366.15 2161.11 0.0105724 0.00104901 84003.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2344.09 2141.62 0.0105813 0.00105534 83981.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2323.01 2122.28 0.0108185 0.00105504 81938.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2302.04 2102.04 0.0106158 0.00107305 83833 0
: 281 Minimum Test error found - save the configuration
: 281 | 2280.02 2083.81 0.0105957 0.00105171 83822.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2259.94 2064.14 0.010598 0.00105031 83790.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2239.02 2046.53 0.0105858 0.0010554 83941.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2219.08 2026.4 0.0106148 0.00105963 83724.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2198.19 2008.06 0.0105968 0.00105934 83879.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2177.84 1989.54 0.0105851 0.00105407 83936.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2157.84 1971.08 0.0106359 0.00105576 83505.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2137.75 1953.11 0.0105717 0.00104996 84018.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2119.07 1934.89 0.0106335 0.00108358 83770.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2099.13 1916.27 0.0106064 0.00106856 83876.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2078.78 1900.26 0.0105928 0.0010533 83861.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2060.18 1882.64 0.0106977 0.00113407 83650.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2041.71 1864.61 0.0105958 0.00105468 83847.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2022.1 1847.84 0.0106007 0.00105495 83807.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2003.37 1831.11 0.0106064 0.00104834 83698.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 1985.14 1814.04 0.010575 0.00104957 83986 0
: 297 Minimum Test error found - save the configuration
: 297 | 1966.48 1797.28 0.0105893 0.00105083 83871.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1948.11 1780.83 0.0105809 0.00105073 83943.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1930.8 1763.64 0.0106597 0.00107734 83487.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1911.67 1748.47 0.0106029 0.00105054 83748.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1894.57 1732.31 0.0105908 0.00105032 83852.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1876.86 1716.14 0.0106092 0.00105735 83753.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1858.75 1700.5 0.0105928 0.00105448 83872.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1842.01 1684.86 0.0106047 0.00105232 83748.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1824.18 1670.06 0.0105862 0.00105237 83911.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1807.76 1653.82 0.0106001 0.00105297 83795 0
: 307 Minimum Test error found - save the configuration
: 307 | 1790.68 1638.5 0.0105943 0.00105689 83879.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1773.11 1624.67 0.0106174 0.0010751 83836.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1757.01 1609 0.0106277 0.00106959 83698.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1739.76 1595.2 0.0106019 0.00105378 83786.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1724.4 1580.24 0.0105848 0.00105089 83911.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1707.32 1565.66 0.0106837 0.00106005 83128.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1691.72 1550.93 0.010587 0.00105094 83892 0
: 314 Minimum Test error found - save the configuration
: 314 | 1675.1 1537.34 0.010571 0.00105378 84057.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1659.76 1522.86 0.0106157 0.00105361 83664 0
: 316 Minimum Test error found - save the configuration
: 316 | 1643.84 1508.75 0.0105874 0.00105913 83960.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1628.01 1495.01 0.0105762 0.00105288 84004 0
: 318 Minimum Test error found - save the configuration
: 318 | 1612.46 1481.25 0.010597 0.00105365 83827.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1597.36 1467.66 0.0106192 0.00106854 83763.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1581.82 1454.26 0.0105852 0.0010527 83923.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1567.25 1440.47 0.0105953 0.00106642 83955.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1551.97 1427.54 0.0105647 0.00105117 84090.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1537.67 1413.62 0.0106074 0.00105279 83728.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1522.5 1400.38 0.0105751 0.00105072 83994.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1507.66 1388.05 0.0105859 0.00105421 83930.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1493.39 1375.17 0.0105743 0.00105241 84016.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1478.79 1362.97 0.0106047 0.0010515 83741.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1465.08 1350.25 0.0105999 0.00105371 83803 0
: 329 Minimum Test error found - save the configuration
: 329 | 1451.08 1337.62 0.0106235 0.0010673 83714.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1436.78 1325.78 0.0106101 0.00105324 83709.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1423.26 1313.09 0.0106117 0.00106172 83769.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1409.33 1301.33 0.0106931 0.00106099 83055.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1396 1289.2 0.0105966 0.00105745 83865.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1382.74 1277.49 0.0105702 0.00105454 84072 0
: 335 Minimum Test error found - save the configuration
: 335 | 1369.36 1265.26 0.0105878 0.00105057 83881.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1356.54 1253.48 0.0105963 0.00105443 83841.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1342.86 1241.83 0.0105872 0.00105211 83900.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1330.36 1230 0.0106127 0.00108552 83969.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1317.57 1218.37 0.0105918 0.00105483 83884.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1304.31 1207.48 0.01059 0.00105422 83894.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1292.36 1196.08 0.0105924 0.00105397 83871.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1279.98 1184.66 0.0105852 0.00105447 83938.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1266.81 1174.54 0.0105864 0.0010484 83875.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1255.24 1163.01 0.0105752 0.00105083 83995 0
: 345 Minimum Test error found - save the configuration
: 345 | 1242.88 1151.94 0.0105902 0.00105389 83889.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1230.73 1141.63 0.0106014 0.00105671 83816.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1219.18 1130.68 0.0105867 0.00105382 83920.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1207.34 1119.84 0.0106178 0.00106865 83777.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1195.6 1109.38 0.0105721 0.00105588 84067.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1184.12 1098.82 0.0105806 0.00105119 83950.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1172.55 1088.38 0.0107032 0.00107351 83076.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1161.01 1078.29 0.0105862 0.00105558 83940.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1150.1 1067.99 0.0105888 0.00105354 83898.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1138.66 1057.9 0.0105904 0.00105584 83905.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1127.37 1048.48 0.0105891 0.00105312 83892.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1116.96 1038.1 0.0105866 0.00105192 83904.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1106.09 1028.12 0.0105851 0.00105831 83974.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1094.86 1018.57 0.0106436 0.00107134 83574.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1084.6 1008.7 0.0105863 0.001055 83933.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1073.61 999.641 0.0105737 0.00105173 84015.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1063.66 989.619 0.0106035 0.00105206 83757 0
: 362 Minimum Test error found - save the configuration
: 362 | 1053.09 980.108 0.0105769 0.00105422 84010.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1042.72 971.468 0.0106204 0.00105838 83663.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1032.63 962.127 0.0105797 0.00105401 83983.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1022.54 952.778 0.0105833 0.00105452 83956.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1012.76 943.532 0.0105862 0.00104942 83885.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1002.89 933.873 0.01057 0.00105053 84038.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 992.617 925.169 0.0106246 0.00106927 83722.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 982.928 916.551 0.0105884 0.00105268 83894.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 973.913 907.49 0.0105867 0.00105364 83918.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 963.432 899.538 0.0107149 0.00107051 82949.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 954.665 890.527 0.010575 0.00105287 84014.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 945.168 881.865 0.0106312 0.00107119 83681.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 935.806 872.94 0.0105879 0.00104941 83870.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 926.227 864.896 0.0105767 0.00106634 84119 0
: 376 Minimum Test error found - save the configuration
: 376 | 917.745 856.213 0.010582 0.00105017 83929.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 908.316 848.109 0.0105751 0.00105236 84009 0
: 378 Minimum Test error found - save the configuration
: 378 | 899.176 839.784 0.0106026 0.00107292 83947.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 890.512 831.701 0.0105888 0.00105678 83927.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 881.942 823.697 0.0105677 0.00105345 84084 0
: 381 Minimum Test error found - save the configuration
: 381 | 873.017 815.309 0.0106043 0.00106765 83886.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 864.072 808.24 0.0105931 0.00105156 83844.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 856.089 800.275 0.010602 0.00105575 83802.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 847.58 792.046 0.0105804 0.00106478 84071.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 838.836 783.904 0.0106188 0.0010595 83688.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 830.119 776.615 0.0105839 0.00105486 83954 0
: 387 Minimum Test error found - save the configuration
: 387 | 822.288 768.522 0.0105827 0.00104919 83914.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 814.264 760.713 0.0106171 0.00107048 83799.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 805.894 753.292 0.0105848 0.00106779 84060 0
: 390 Minimum Test error found - save the configuration
: 390 | 798.103 745.256 0.0105781 0.00105194 83979 0
: 391 Minimum Test error found - save the configuration
: 391 | 789.662 738.505 0.0106832 0.00105801 83115.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 781.704 731.225 0.0105819 0.00105486 83971.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 774.076 724.437 0.0105989 0.00105332 83808.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 766.588 717.018 0.0105819 0.00105477 83970.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 758.916 710.025 0.0105816 0.00105131 83942.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 751.44 702.192 0.0105841 0.00105184 83925.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 743.716 695.215 0.0106051 0.00107318 83928.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 736.066 688.46 0.0105861 0.00104905 83883.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 728.822 681.577 0.0105866 0.00104849 83873.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 721.439 674.81 0.0105823 0.00105347 83955.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 714.157 667.994 0.0105773 0.00105189 83985.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 706.943 661.61 0.0105791 0.00105505 83997.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 700.337 654.203 0.0105888 0.0010532 83896.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 692.656 647.393 0.0105895 0.00106275 83974 0
: 405 Minimum Test error found - save the configuration
: 405 | 685.665 641.158 0.0105984 0.00105588 83835.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 678.934 634.441 0.0106103 0.00105116 83689.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 671.761 628.14 0.0106145 0.00106685 83790.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 665.077 621.873 0.0105837 0.00105243 83934 0
: 409 Minimum Test error found - save the configuration
: 409 | 658.392 614.939 0.0105886 0.00106419 83994.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 651.461 609.108 0.0106827 0.00106212 83155 0
: 411 Minimum Test error found - save the configuration
: 411 | 645.229 602.554 0.0105885 0.00105586 83922.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 638.521 596.317 0.0105805 0.0010548 83983.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 631.878 590.519 0.0105878 0.00105394 83911.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 625.438 584.346 0.0105768 0.00105358 84004.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 619.402 578.623 0.010571 0.00105366 84057 0
: 416 Minimum Test error found - save the configuration
: 416 | 612.917 572.257 0.0105793 0.0010516 83965.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 606.466 566.687 0.0106057 0.00106901 83886.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 600.326 560.359 0.0105999 0.0010552 83816.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 594.107 554.417 0.0105888 0.00105029 83870.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 588.338 548.133 0.0105754 0.00105426 84023.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 581.984 542.587 0.0105884 0.0010516 83885.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 575.96 537.191 0.0105792 0.00105024 83954.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 570.084 531.699 0.0105886 0.00105258 83892.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 564.474 526.489 0.0106095 0.00105668 83744.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 558.592 520.455 0.0105867 0.00105089 83894.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 552.654 514.824 0.010618 0.00105201 83629.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 546.698 509.67 0.0106216 0.00106952 83751 0
: 428 Minimum Test error found - save the configuration
: 428 | 541.315 504.36 0.0105918 0.00105385 83875.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 535.968 498.907 0.0105949 0.00105302 83840.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 530.454 493.386 0.0106914 0.0010589 83052.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 524.641 488.206 0.010585 0.00105127 83912.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 519.002 483.467 0.0105803 0.001067 84093 0
: 433 Minimum Test error found - save the configuration
: 433 | 513.964 478.15 0.0105791 0.00105469 83994.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 508.5 473.005 0.0106042 0.00105303 83759.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 503.239 467.405 0.0105714 0.00104876 84010.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 497.648 463.235 0.0106036 0.00105576 83788.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 492.874 457.885 0.0106164 0.00107322 83829 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.039 452.544 0.0105909 0.0010525 83871.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 482.393 447.744 0.0105807 0.00105209 83957.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 477.485 443.153 0.0105771 0.00105137 83983.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 472.576 438.333 0.0105898 0.00105436 83897.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 467.52 433.419 0.0105687 0.00105283 84070.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 462.908 428.494 0.0106129 0.00105084 83663.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 457.669 424.574 0.0106016 0.00105416 83791.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 453.285 419.933 0.0105941 0.00104981 83819.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 448.45 415.432 0.0106434 0.00106881 83554.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 443.825 411.582 0.0105652 0.00105314 84103.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.019 406.206 0.0105909 0.00105316 83877.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 434.632 401.771 0.0107026 0.00107272 83074.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 429.845 397.457 0.0105817 0.00105485 83972.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 425.594 392.894 0.0105866 0.00105047 83891.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 420.804 388.502 0.0105994 0.00107542 83998.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 416.43 384.61 0.0105892 0.00105813 83936 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.159 380.399 0.0106024 0.00105237 83769.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 407.74 376.138 0.0105686 0.00104981 84043.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 403.556 372.34 0.0106153 0.00107001 83810.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 399.242 367.719 0.0105854 0.00105996 83985.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 394.991 364.508 0.010588 0.00105136 83887.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.108 359.333 0.0105951 0.00105052 83817.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 386.725 355.823 0.0105862 0.00105368 83923.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 382.701 351.759 0.0106053 0.00105076 83730 0
: 462 Minimum Test error found - save the configuration
: 462 | 378.693 348.157 0.0105894 0.00106273 83974.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 374.415 343.69 0.0105636 0.00105004 84090.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 370.645 339.985 0.0105867 0.00105149 83899.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 366.585 336.362 0.0105798 0.00105134 83959 0
: 466 Minimum Test error found - save the configuration
: 466 | 362.778 332.436 0.0106198 0.00106887 83761.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 358.954 328.735 0.0106071 0.00105858 83782.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.021 324.738 0.010588 0.00105226 83894.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 351.23 321.853 0.0106905 0.00105852 83056.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 347.824 318.331 0.0105649 0.0010525 84101.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 343.938 314.04 0.0105837 0.00105452 83952.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.342 310.648 0.0105906 0.00105106 83861.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 336.611 306.759 0.0105723 0.00105514 84058.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.17 303.875 0.0105923 0.00105101 83845.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.414 299.898 0.0105728 0.00105217 84027.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 325.861 296.723 0.0106175 0.00107065 83797.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.357 293.163 0.0105945 0.00105139 83830.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 318.782 290.27 0.0105769 0.00105152 83986.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.764 286.398 0.0105745 0.00105212 84012.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 311.978 283.388 0.0105771 0.00105342 84001.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 308.54 279.863 0.0105777 0.00105298 83991.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.098 276.74 0.0105963 0.00106082 83897.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.048 273.351 0.0105877 0.00105189 83894.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.528 270.474 0.0105837 0.00105152 83926.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.25 267.526 0.010569 0.0010483 84027.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.443 264.219 0.0106199 0.00107179 83786.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 288.969 260.978 0.0105955 0.00105718 83872.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 285.745 258.285 0.0105822 0.00105191 83943.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 282.709 255.418 0.0107015 0.00106222 82994 0
: 490 Minimum Test error found - save the configuration
: 490 | 279.779 252.97 0.0105848 0.00104988 83901.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.683 249.854 0.0105836 0.00105347 83944.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 273.728 246.704 0.0105873 0.00105381 83914.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 270.628 244.038 0.0105889 0.00105652 83924.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 267.699 240.889 0.0105681 0.00104994 84049.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 264.728 238.043 0.0106117 0.001085 83974.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 261.818 235.592 0.0105937 0.00105127 83836.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 258.908 232.951 0.0106017 0.00105174 83769.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.206 229.796 0.0105952 0.00105123 83822.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.444 227.238 0.0107199 0.00105985 82815 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.64 224.333 0.0108969 0.00106608 81376.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 247.939 222.038 0.0106156 0.00105269 83656.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.152 219.726 0.0106161 0.00105233 83649.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.708 217.02 0.0106089 0.00104922 83684.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.155 214.79 0.0105885 0.00105281 83895.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.531 212.589 0.010653 0.00106971 83478.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.522 209.156 0.0106272 0.00105098 83540.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 231.779 207.033 0.0106059 0.00105444 83757.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.548 204.743 0.0107317 0.00106231 82735.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.879 201.834 0.0105852 0.00106116 83997.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.435 199.591 0.010578 0.00105739 84027.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.7 197.179 0.0106132 0.00105429 83691.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.522 195.27 0.0105707 0.00105243 84049.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.058 192.683 0.0106175 0.00106508 83748.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.818 190.482 0.0105991 0.00106898 83944.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.757 188.42 0.0106448 0.0010726 83575.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.268 185.775 0.0105872 0.00105098 83890.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.481 183.57 0.0105689 0.00104965 84040.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.38 181.416 0.0105872 0.00105218 83901.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.879 179.046 0.0105884 0.00105668 83930.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.545 177.356 0.0106081 0.0010549 83741.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.425 175.45 0.0106018 0.00105306 83780.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.404 173.19 0.0105704 0.0010472 84005.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.272 171.509 0.0105793 0.00105275 83976.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.087 169.535 0.01061 0.00105677 83741.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.821 166.908 0.0106339 0.00106766 83627.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.865 164.885 0.0105978 0.00105097 83797.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.405 163.409 0.0105988 0.00104988 83779.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.475 161.329 0.0107018 0.00106156 82985.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.461 159.155 0.0106042 0.00105327 83761.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.406 157.734 0.010602 0.00105012 83752.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.514 155.454 0.0105837 0.00105381 83946.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.301 153.76 0.0105821 0.00105783 83995.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.154 151.686 0.0106067 0.00106796 83868.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.232 150.356 0.0105876 0.00105611 83932 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.321 148.315 0.0106068 0.00106954 83881.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.552 146.467 0.010584 0.00105361 83942 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.441 144.953 0.010601 0.00107424 83973.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.496 143.121 0.010581 0.00105033 83939.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.698 141.371 0.0106166 0.00105599 83676.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.753 139.165 0.0105807 0.00105078 83945.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.903 137.548 0.0105908 0.00105154 83864.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.98 136.305 0.010596 0.00106903 83972.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.531 134.176 0.0105799 0.00105213 83965.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.523 132.903 0.010633 0.00106967 83653.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.884 131.79 0.0106065 0.00105316 83740.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.939 130.292 0.0106041 0.00105962 83817.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.41 128.266 0.0106955 0.00107332 83141.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.613 126.584 0.0105874 0.00105492 83923.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.718 124.762 0.0106022 0.00105311 83777.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.166 123.865 0.0105826 0.00105221 83942.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.591 121.898 0.0105883 0.00105332 83901.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.954 120.43 0.010594 0.00105517 83868 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.315 120.011 0.0105774 0.00105065 83974.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.631 117.697 0.0106504 0.00106956 83499.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.867 116.29 0.0105853 0.00105893 83976.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.309 114.807 0.0105801 0.00105018 83945.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.701 113.223 0.0105854 0.00104972 83895.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.088 111.83 0.0105767 0.00105335 84003.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.553 110.59 0.0106155 0.00105417 83670.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.09 109.615 0.0105823 0.00105934 84007.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.73 108.226 0.0106037 0.0010578 83805.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.178 106.616 0.0105858 0.00105269 83917.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.967 106.109 0.0105924 0.00105507 83881.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.577 104.638 0.0106356 0.00106867 83621 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.895 102.642 0.0105834 0.00105925 83996.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.335 101.695 0.0105919 0.00105526 83887 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.864 100.078 0.0107058 0.00106117 82947.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.599 98.7325 0.0106175 0.00105456 83656.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.254 97.5772 0.0106131 0.00105229 83674.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.973 96.5731 0.0105968 0.00105627 83852.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.561 95.127 0.0105804 0.00105235 83962.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.26 93.7157 0.0105936 0.00105254 83848.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.894 92.6012 0.0105882 0.00105167 83887.7 0
: 574 | 106.753 92.7431 0.0105963 0.00102082 83547.1 1
: 575 Minimum Test error found - save the configuration
: 575 | 105.626 90.4253 0.0106037 0.00105484 83780 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.129 89.2704 0.0105892 0.0010543 83902.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.83 88.3263 0.0106112 0.00105459 83711.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.863 87.2582 0.0106151 0.00106788 83793.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.629 86.287 0.0105978 0.00105585 83840.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.4463 84.9158 0.0106307 0.00105456 83540.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.3015 84.1133 0.0106171 0.00105334 83648.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.0077 83.0475 0.0106256 0.0010521 83564.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.6524 82.0803 0.0106283 0.00105107 83531.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.5368 80.7246 0.010653 0.0010727 83505.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.2787 79.8774 0.0106272 0.0010585 83605.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.2957 78.674 0.010633 0.00105549 83529.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.981 78.1438 0.0107204 0.00106435 82849.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.2746 76.5299 0.0106054 0.00105335 83751.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.0131 75.9016 0.0105952 0.0010612 83910.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.8899 74.5697 0.0106 0.00105353 83800.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.8501 73.5409 0.0106183 0.00105454 83648.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.8372 72.8343 0.0106132 0.00105586 83705.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.8661 71.9884 0.0106549 0.00107751 83530.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.8437 71.1696 0.0106235 0.0010559 83615.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.9685 70.3188 0.0106106 0.00106491 83807 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.0096 69.3442 0.0106311 0.00105334 83527 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.1067 69.0052 0.0106137 0.0010536 83680.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.1456 67.6025 0.0105997 0.00105506 83816.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.1538 66.6146 0.0106067 0.00105503 83755.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 77.9298 65.2646 0.0105949 0.00105603 83867.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.0774 64.4895 0.0106142 0.00105479 83687.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.4775 64.0977 0.0106405 0.00105846 83489.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.2328 62.7809 0.010654 0.0010719 83489.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.3806 62.2211 0.0106061 0.00105729 83779.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.3984 61.1393 0.0106066 0.00105989 83798.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.5242 60.8545 0.0107234 0.00106901 82863.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.7015 59.7527 0.0106108 0.00105521 83721 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.9564 59.0379 0.0106218 0.00106816 83737.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.9452 58.5347 0.0106097 0.00106514 83817.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.1942 57.2995 0.0106072 0.00105744 83771.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.4746 56.2707 0.0106026 0.00105576 83797.6 0
: 612 | 67.6482 56.3733 0.0105679 0.00102115 83797.8 1
: 613 Minimum Test error found - save the configuration
: 613 | 66.7657 55.2049 0.0106338 0.00108006 83736.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.9352 54.4345 0.0106016 0.00105489 83798.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.1841 53.9209 0.0106083 0.00105854 83771.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.4759 52.9435 0.0106177 0.00105726 83678.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.6144 52.6917 0.0106249 0.0010537 83584.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.965 51.7455 0.0106137 0.00106023 83739.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.2033 50.6744 0.0105967 0.00105397 83833.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.4456 50.6046 0.0106048 0.00105422 83764.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.9262 49.4888 0.0105964 0.00105905 83881 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.1067 49.1658 0.0106193 0.00105529 83646.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.2632 48.5097 0.010643 0.00106993 83567.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.4264 47.6957 0.0106338 0.00105486 83516.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.6807 46.9116 0.0106433 0.00105611 83444.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.0573 46.2663 0.0107325 0.00106519 82752.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.3087 46.1639 0.0105973 0.00105367 83825.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.6859 45.3619 0.0106176 0.00106318 83730.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.047 44.7797 0.0106122 0.00105441 83701.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.2922 44.4365 0.0106011 0.00105459 83800.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.8023 43.5198 0.010637 0.00106418 83570.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.3224 42.7646 0.0106696 0.00109457 83550.4 0
: 633 | 52.512 42.9774 0.0105815 0.00102757 83735.3 1
: 634 Minimum Test error found - save the configuration
: 634 | 51.7795 41.9377 0.0106105 0.00105773 83745.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.2134 41.3812 0.0106164 0.00105518 83671.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.5747 40.7246 0.0106179 0.00106391 83735 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.2353 40.6646 0.0106282 0.00105703 83584.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.5453 39.9751 0.0106103 0.00105613 83732.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.0953 39.3973 0.0106277 0.0010566 83584.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.2644 38.9273 0.0106147 0.00105974 83726.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.5115 38.9049 0.0106344 0.00105788 83537.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.124 37.6081 0.0106564 0.00107405 83486.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.418 37.0507 0.0106041 0.00105411 83769.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.9467 36.7259 0.0106115 0.00105809 83739.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.2644 36.0835 0.010739 0.00107855 82811.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.8176 36.0468 0.0106256 0.00105984 83631.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.4642 35.2197 0.0106348 0.00105747 83530.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.6937 34.5104 0.0106193 0.0010578 83668.4 0
: 649 | 43.4356 34.5414 0.0105696 0.00102203 83791.3 1
: 650 Minimum Test error found - save the configuration
: 650 | 42.868 34.0187 0.0106359 0.0010593 83537.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.4417 33.0152 0.0106076 0.00105671 83761.4 0
: 652 | 41.8191 33.3328 0.0105789 0.00102203 83709.1 1
: 653 Minimum Test error found - save the configuration
: 653 | 41.2308 32.6841 0.0106209 0.00105648 83643 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.7196 31.7025 0.0106077 0.00105357 83733.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.1195 31.0018 0.0106393 0.00105813 83497.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.6235 30.8479 0.0106199 0.00105496 83638.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.2267 30.3397 0.0106455 0.00107303 83573.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.6242 29.6685 0.0106595 0.00105922 83330.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.2343 29.6621 0.0106427 0.00105407 83431.9 0
: 660 | 37.794 29.82 0.0105806 0.00102251 83698.3 1
: 661 Minimum Test error found - save the configuration
: 661 | 37.6284 28.4812 0.0106469 0.00105649 83416.3 0
: 662 | 37.1609 29.324 0.01062 0.00102119 83343.6 1
: 663 Minimum Test error found - save the configuration
: 663 | 36.6103 27.9472 0.0106215 0.00106161 83682.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.0893 27.4945 0.0106295 0.00105598 83564.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.6292 27.0895 0.0107291 0.00107377 82856.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.096 26.9494 0.0106174 0.00105788 83685.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.8925 26.7895 0.0106247 0.0010558 83604.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.21 25.8066 0.0106038 0.00105598 83788.9 0
: 669 | 33.9327 25.819 0.0106027 0.00102692 83543.7 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.4215 25.532 0.0106362 0.00105793 83522.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.0143 25.4921 0.0106306 0.00105741 83566.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.6235 24.8097 0.0106754 0.00107459 83326.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.3834 24.3673 0.0106442 0.00105931 83464.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.9724 23.5633 0.0106378 0.00105734 83503.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.3606 23.2982 0.0106232 0.00105524 83612.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.0776 22.937 0.0106364 0.00106225 83558.2 0
: 677 | 30.512 22.9827 0.0105956 0.00102425 83583.2 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.2062 22.3797 0.0106379 0.00106536 83572.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.7784 22.0483 0.0106388 0.00105995 83517.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.3437 21.5211 0.0106351 0.00105594 83514.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.1064 21.0917 0.0106776 0.00107456 83306.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.7425 20.8804 0.0106322 0.00105899 83566.4 0
: 683 | 28.5266 21.3961 0.0106154 0.00102775 83441 1
: 684 | 28.0997 21.0025 0.0106906 0.00103533 82856.3 2
: 685 Minimum Test error found - save the configuration
: 685 | 27.7525 20.408 0.0106493 0.00106156 83440.1 0
: 686 | 27.5055 21.4248 0.010603 0.00102796 83550.3 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.3871 19.9185 0.010646 0.0010566 83425.6 0
: 688 | 26.5939 20.2528 0.0105921 0.00102233 83596.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.6092 19.1035 0.0106284 0.00106094 83617.2 0
: 690 | 26.1993 20.2293 0.0105801 0.00103227 83788.8 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.5553 19.0081 0.0106643 0.0010765 83439.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.1194 18.5116 0.0106248 0.00105875 83628.8 0
: 693 | 24.8543 18.5475 0.0106046 0.00102331 83496.3 1
: 694 Minimum Test error found - save the configuration
: 694 | 24.5904 18.3563 0.0106167 0.00105876 83700.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.1751 17.7523 0.0106355 0.0010558 83509.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 23.9321 16.9036 0.0106245 0.00105773 83622.8 0
: 697 | 23.7735 17.0726 0.0106 0.00102398 83541.6 1
: 698 | 23.3795 17.2185 0.0105967 0.00102311 83563.4 2
: 699 Minimum Test error found - save the configuration
: 699 | 23.1695 16.6573 0.0106092 0.00105795 83758.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.6957 16.5876 0.0106282 0.00105707 83584.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.4019 16.4272 0.0106592 0.00107751 83492.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.1088 15.8705 0.0106224 0.00107156 83761.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.7942 15.8235 0.0106649 0.00107126 83388.5 0
: 704 | 21.5806 15.8316 0.0106786 0.00102227 82847.1 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.1663 15.7127 0.0106324 0.00106165 83588.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 20.8069 15.2264 0.0106212 0.00105404 83619.2 0
: 707 | 20.6907 15.3962 0.01059 0.00101976 83592.6 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.3754 14.8003 0.0106232 0.0010651 83698.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 19.9903 14.7259 0.0106521 0.00105447 83354.1 0
: 710 | 19.7604 14.7531 0.0106077 0.00102531 83486.8 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.5148 14.0038 0.0106833 0.00107586 83268.8 0
: 712 | 19.2575 14.2357 0.0106099 0.00102286 83445.5 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.0467 13.4123 0.0119046 0.00112526 74216.1 0
: 714 | 18.6783 13.8192 0.0106533 0.00102559 83093.5 1
: 715 | 18.4403 13.7972 0.0105875 0.00102431 83653.7 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.2937 13.3225 0.0106244 0.00105886 83633.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 17.9799 12.4305 0.0106349 0.00105889 83541.7 0
: 718 | 17.7396 13.7043 0.0106117 0.00102475 83446.9 1
: 719 | 17.4488 12.8137 0.01064 0.00102396 83193.9 2
: 720 | 17.2737 13.5159 0.0106189 0.0010376 83495.9 3
: 721 | 17.0734 12.4399 0.0106001 0.00103088 83601.4 4
: 722 | 16.8124 12.4703 0.0105829 0.00102314 83683.9 5
: 723 | 16.6773 12.7262 0.0106989 0.00103554 82786.7 6
: 724 | 16.4748 12.734 0.0106017 0.0010308 83586.4 7
: 725 Minimum Test error found - save the configuration
: 725 | 16.3673 12.1011 0.0106379 0.00106462 83566.1 0
: 726 | 15.9707 12.5104 0.0105989 0.00102329 83545.7 1
: 727 Minimum Test error found - save the configuration
: 727 | 15.8256 11.6801 0.0106168 0.00105958 83706.1 0
: 728 | 15.435 12.6505 0.0105957 0.001024 83580 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.295 11.5265 0.0106435 0.00105563 83439.1 0
: 730 | 15.0194 11.6497 0.0106039 0.00102501 83516.9 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.1473 11.1951 0.0106368 0.00105802 83517.7 0
: 732 | 14.8381 11.2971 0.0106019 0.00102623 83545.4 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.4235 10.8597 0.0106225 0.00105845 83646.9 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.2136 10.7177 0.0106367 0.00106104 83544.9 0
: 735 | 14.0331 11.0023 0.0105946 0.00102214 83572.7 1
: 736 | 13.8391 10.984 0.0106052 0.00102369 83494.3 2
: 737 Minimum Test error found - save the configuration
: 737 | 13.6421 10.4663 0.0106327 0.00105795 83553.2 0
: 738 | 13.5525 10.932 0.0105837 0.00102254 83671.7 1
: 739 | 13.2674 10.8798 0.0105914 0.00102558 83631.1 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.3496 9.92476 0.0106795 0.00107684 83310.2 0
: 741 | 12.9897 10.4587 0.010597 0.00102363 83564.9 1
: 742 Minimum Test error found - save the configuration
: 742 | 12.9463 9.81808 0.010659 0.00106023 83343.8 0
: 743 | 12.747 11.5814 0.0107042 0.00102344 82637.8 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.5592 9.40929 0.0106233 0.00106254 83675.7 0
: 745 | 12.255 9.65716 0.0105985 0.00103198 83624.7 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.1214 9.14217 0.0106168 0.00105824 83694.8 0
: 747 | 11.8619 9.77276 0.010602 0.00102421 83526.6 1
: 748 | 11.7528 9.62177 0.0105972 0.0010311 83628.4 2
: 749 Minimum Test error found - save the configuration
: 749 | 11.6374 9.12869 0.0106262 0.00106214 83646.2 0
: 750 | 11.446 9.41212 0.0106274 0.00102409 83304.4 1
: 751 | 11.3499 10.6117 0.0105991 0.00102331 83544.1 2
: 752 | 11.2622 9.4816 0.0105861 0.00102578 83679.5 3
: 753 | 11.1703 10.8758 0.0105952 0.00102359 83580.7 4
: 754 | 10.9516 10.1137 0.0105758 0.00102387 83752.9 5
: 755 | 10.8837 9.75109 0.0105961 0.00102355 83572.3 6
: 756 Minimum Test error found - save the configuration
: 756 | 10.7096 9.00069 0.0106438 0.00105995 83474 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.6722 8.96237 0.0106101 0.00105801 83750.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.3557 8.8591 0.0106468 0.00105998 83447.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.1756 8.0627 0.0106615 0.0010955 83629.7 0
: 760 | 10.1552 8.50523 0.0105901 0.0010265 83650.8 1
: 761 | 10.0277 8.69537 0.0106243 0.001024 83330.4 2
: 762 | 9.89278 9.0093 0.0105816 0.00102492 83711.3 3
: 763 Minimum Test error found - save the configuration
: 763 | 9.73436 7.978 0.0107328 0.00106953 82787.4 0
: 764 | 9.55309 8.26658 0.0106112 0.00102242 83431.2 1
: 765 | 9.33878 9.03565 0.0107188 0.00103462 82608.8 2
: 766 | 9.43183 9.53393 0.0106029 0.00102373 83514.4 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.15271 7.7776 0.0106317 0.00106099 83588.6 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.01662 7.69681 0.0106248 0.0010634 83669.6 0
: 769 | 8.85469 8.32511 0.0106477 0.00102895 83170.8 1
: 770 | 8.72724 8.55769 0.010606 0.00102163 83469 2
: 771 | 8.75544 8.36341 0.0105829 0.00102548 83704.7 3
: 772 | 8.65898 8.98341 0.0106152 0.00102358 83406.2 4
: 773 | 8.54419 9.0512 0.0106215 0.00102385 83353.9 5
: 774 Minimum Test error found - save the configuration
: 774 | 8.34835 7.56906 0.0106497 0.0010613 83434.1 0
: 775 | 8.22093 7.81429 0.0106148 0.00102337 83407.9 1
: 776 | 8.10158 8.21112 0.0105928 0.00102161 83584.3 2
: 777 | 8.17278 7.72128 0.0106274 0.00102433 83306.5 3
: 778 | 8.2406 9.00198 0.0106093 0.00102452 83465.3 4
: 779 | 7.79227 8.61251 0.0106269 0.0010241 83309 5
: 780 Minimum Test error found - save the configuration
: 780 | 7.79089 7.37099 0.0106314 0.00106043 83586.2 0
: 781 | 7.64361 7.47269 0.0106105 0.0010237 83447.7 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.44412 7.03026 0.0107331 0.00106638 82757.7 0
: 783 | 7.47382 7.05938 0.0106657 0.00102304 82964.5 1
: 784 | 7.43613 7.29066 0.0106183 0.0010241 83383.3 2
: 785 | 7.33582 8.84014 0.0105844 0.00102173 83658.6 3
: 786 | 7.26005 7.53655 0.010591 0.00102392 83620.2 4
: 787 | 7.03508 7.27317 0.0106133 0.0010299 83477.4 5
: 788 Minimum Test error found - save the configuration
: 788 | 6.94399 6.92689 0.0106384 0.00106339 83551.1 0
: 789 | 6.87978 7.35966 0.0106419 0.00102338 83173 1
: 790 | 6.7713 7.37809 0.01061 0.00102207 83438.4 2
: 791 | 6.74129 7.55906 0.0106076 0.00102349 83471.7 3
: 792 | 6.69653 7.29801 0.0106152 0.00102188 83391.2 4
: 793 | 6.40969 6.93783 0.0106031 0.00102991 83566.5 5
: 794 | 6.35142 7.14195 0.010607 0.00102285 83471.1 6
: 795 | 6.33988 7.74144 0.0106134 0.0010247 83431.8 7
: 796 Minimum Test error found - save the configuration
: 796 | 6.28321 6.39821 0.0106438 0.00106475 83515.9 0
: 797 | 6.20915 7.89035 0.0106155 0.00102398 83407.2 1
: 798 | 6.1137 6.7757 0.0105983 0.00102333 83551.6 2
: 799 | 6.01144 7.3417 0.0106243 0.00102294 83321.6 3
: 800 Minimum Test error found - save the configuration
: 800 | 5.95472 6.21729 0.0106422 0.00105936 83482.2 0
: 801 | 5.92739 7.26648 0.0105892 0.00102161 83615.7 1
: 802 | 5.93452 6.75589 0.0106962 0.00102615 82729.5 2
: 803 Minimum Test error found - save the configuration
: 803 | 5.83576 5.80546 0.0106392 0.0010631 83540.9 0
: 804 | 5.74899 7.35647 0.0105834 0.00102534 83699 1
: 805 | 5.69473 7.06898 0.0106068 0.00103188 83551.7 2
: 806 | 5.93618 5.89543 0.0105923 0.00102185 83590.2 3
: 807 | 5.70799 6.56858 0.0105824 0.00102345 83691.3 4
: 808 | 5.43427 7.20736 0.0106323 0.00102381 83260.1 5
: 809 | 5.65186 6.88003 0.0106641 0.00102406 82987.4 6
: 810 | 5.54523 5.9052 0.0105829 0.00102289 83681.9 7
: 811 | 5.40002 6.18976 0.0105974 0.00102436 83568.3 8
: 812 | 5.61647 7.14347 0.0105825 0.00102377 83693.1 9
: 813 | 5.39602 6.16404 0.0106162 0.00102505 83410.2 10
: 814 | 5.02601 6.61577 0.0106129 0.00102219 83413.7 11
: 815 | 5.1122 6.46536 0.0105939 0.00102412 83596.4 12
: 816 | 5.04881 6.29451 0.0106052 0.00102549 83509.7 13
: 817 | 4.9734 6.58276 0.0105882 0.00103048 83701.5 14
: 818 | 4.84555 7.0417 0.0106301 0.00102312 83273.1 15
: 819 | 5.13593 7.44539 0.0106071 0.00102499 83488.8 16
: 820 | 4.98833 7.37329 0.0105968 0.0010233 83564.3 17
: 821 | 4.84048 6.9917 0.0107273 0.00102639 82466.1 18
: 822 | 5.07103 6.8355 0.0106008 0.00102347 83530.2 19
: 823 | 4.7281 7.48677 0.0105792 0.00102487 83731.4 20
: 824 | 4.58148 6.22979 0.0105958 0.00102449 83583.2 21
:
: Elapsed time for training with 1000 events: 8.72 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0113 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.808 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.24403e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.02896e+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: 0.029 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0359 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0013 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: 0.096 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: 0.872 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: 0.0194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00245 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00425 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000351 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: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.872 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0974 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 : -0.909 -0.108 6.01 1.54 | 3.211 3.228
: 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 : -0.254 -0.0866 2.36 1.10 | 3.341 3.335
: 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.