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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.253 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00264 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: 0.000828 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00397 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: 0.000206 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000292 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 = 31525.5
: --------------------------------------------------------------
: 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 | 33055.5 31143.5 0.0102177 0.00106055 87363.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32568.5 30610 0.0102487 0.00107433 87199.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31905.4 29985.6 0.0103865 0.00103204 85520.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31220.9 29389.6 0.0103883 0.00102296 85421.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30560.3 28749.2 0.0101969 0.00102042 87179 0
: 6 Minimum Test error found - save the configuration
: 6 | 29805.9 27930.1 0.0103269 0.00103952 86138.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 29023.5 27158.8 0.010148 0.00100932 87540.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28474.2 26718.6 0.0103721 0.00107108 86012.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28092.8 26374.8 0.0103995 0.00101729 85267.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27756.6 26066.6 0.0101791 0.00100118 87165.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27443.8 25779.6 0.0106816 0.00105117 83069.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27149.9 25503.9 0.0103524 0.00103069 85821.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26868.7 25235.8 0.0101394 0.00101178 87645.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26595.4 24976 0.0107065 0.00100632 82472.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26325.6 24728.5 0.0100721 0.00101295 88308.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26073 24478.5 0.0101016 0.000998391 87881.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25813.8 24242.4 0.010019 0.00100575 88758.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25566.5 24009.8 0.010959 0.00173894 86767 0
: 19 Minimum Test error found - save the configuration
: 19 | 25325.6 23777.9 0.0109709 0.00100108 80242.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25085.3 23551.8 0.0100462 0.000997381 88409.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24850.3 23329.4 0.0100694 0.00100829 88289.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24619.7 23109.7 0.0100564 0.000993271 88270.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24392.5 22892.5 0.0100526 0.000997031 88343.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24165 22682.7 0.00996349 0.000991031 89161.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23947.2 22470.4 0.0100604 0.00102941 88583.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23726.4 22264.5 0.0117151 0.0015395 78619.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23508.3 22064.9 0.0101522 0.000997161 87383.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23300.2 21860.2 0.0100515 0.000998181 88365.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23086.9 21662.6 0.0100634 0.000997782 88245.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22880.3 21465.6 0.0100464 0.00103051 88732 0
: 31 Minimum Test error found - save the configuration
: 31 | 22674.2 21271.9 0.0100314 0.000992902 88510.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22473.1 21077.8 0.0102242 0.00100665 86790.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22270.2 20889.2 0.0100763 0.00100282 88169.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22073.6 20700.2 0.0105326 0.00100009 83923.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21875.9 20515.7 0.0107212 0.00106075 82811.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21683 20331.8 0.00999946 0.000992521 88820.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21492.1 20148.7 0.0100175 0.000990511 88622.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21300.8 19970 0.0100613 0.000998291 88270.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21112.4 19794.5 0.0100629 0.000996521 88238.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20927.2 19620 0.0100794 0.000998091 88093.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20743 19448.1 0.0101079 0.00103083 88134 0
: 42 Minimum Test error found - save the configuration
: 42 | 20563.2 19275.2 0.00999868 0.000996952 88871.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20381 19107.5 0.0100828 0.00105512 88616.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20204.6 18939.2 0.0103093 0.0010206 86126.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 20029 18772 0.0100642 0.00100228 88281.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19854.8 18606.6 0.0101423 0.00101041 87604.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19678.8 18448.1 0.0100885 0.00100076 88030.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19512.7 18284.4 0.0103603 0.00107064 86117.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19342.3 18124.7 0.0101136 0.00100112 87792 0
: 50 Minimum Test error found - save the configuration
: 50 | 19173.2 17969.3 0.0100327 0.000996801 88536.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19008.5 17814.4 0.0101357 0.00106447 88191.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18844.7 17660.9 0.0100935 0.00101798 88149.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18683.4 17507.6 0.0101944 0.00101376 87139.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18522 17357.1 0.0100404 0.00099755 88467.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18362.3 17209.1 0.0101794 0.00100359 87186.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18207.5 17059.1 0.0101232 0.0010071 87756.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18049.1 16914.1 0.0102221 0.00100936 86836 0
: 58 Minimum Test error found - save the configuration
: 58 | 17894.5 16770.9 0.0101519 0.00102198 87623.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17743.4 16625.3 0.0100845 0.00100053 88066.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17587.6 16481.5 0.0101372 0.00102467 87791.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17429.8 16322.4 0.0101803 0.00101379 87274.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17282.2 16193.2 0.0101685 0.00101747 87421.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17129 16045.4 0.0107851 0.00101937 81919.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16980.6 15883.1 0.0101713 0.0010138 87359.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16818.7 15755.5 0.0101728 0.00101704 87376.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16671.6 15593.3 0.0101351 0.00101726 87740.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16516.7 15455.3 0.0101944 0.00103057 87300 0
: 68 Minimum Test error found - save the configuration
: 68 | 16367.4 15305.5 0.0119239 0.0011867 74507.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16220.9 15167 0.0102898 0.00102316 86331.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16073.9 15023.3 0.0102 0.00102844 87226.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15929 14888 0.0103592 0.00107407 86159.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15782.9 14750.8 0.010344 0.00102922 85884.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15641.3 14617.4 0.0102382 0.00102924 86871.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15500.4 14480.8 0.0102372 0.00104056 86988.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15360.5 14347.3 0.0102351 0.00102816 86891.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15219.8 14214 0.0102259 0.00102346 86933.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 15081.2 14083.6 0.0103003 0.00102853 86283.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14942.8 13955.9 0.0102896 0.00104266 86514.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14808.5 13827.6 0.0102855 0.00102601 86398.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14674.8 13700.1 0.0103108 0.00102521 86154.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14541.5 13574.1 0.0103237 0.00102648 86046.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14408.4 13452.4 0.0104374 0.0010844 85534.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14280.4 13328.4 0.0103679 0.00103065 85678.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14151.1 13205.7 0.0103133 0.00103707 86241.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14022.3 13086 0.0103634 0.00103515 85760.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13895.8 12967.7 0.0103843 0.00103909 85605.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13769.5 12851.5 0.0103897 0.0010795 85927.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13647.3 12733.5 0.0103179 0.00103296 86161 0
: 89 Minimum Test error found - save the configuration
: 89 | 13523.3 12617.8 0.0103758 0.00104476 85735.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13401.5 12503.5 0.0103088 0.00105247 86426.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13281 12389.7 0.0102751 0.00102416 86477.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13162 12275.8 0.0102299 0.00102384 86899.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13041.3 12166 0.0102494 0.00102565 86732.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12925.7 12054.7 0.010295 0.0010322 86366.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12808.1 11946 0.0102105 0.00101855 87033 0
: 96 Minimum Test error found - save the configuration
: 96 | 12693.1 11837.3 0.0103075 0.00102018 86138.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12578.9 11729.8 0.0102843 0.00103875 86527.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12463.6 11625.5 0.0103424 0.00108862 86451.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12354.4 11517.1 0.0103677 0.00108637 86194.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12241 11413.1 0.0104399 0.0010662 85345 0
: 101 Minimum Test error found - save the configuration
: 101 | 12130.5 11311.1 0.0104634 0.00104371 84928.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12020.1 11209.3 0.0103573 0.00104105 85871.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11913.4 11107.2 0.0103649 0.00103418 85738.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11804.3 11007.1 0.0104536 0.00103526 84940.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11698.4 10907.4 0.0103635 0.00103848 85790.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11592.3 10809.9 0.010316 0.00103609 86207.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11487.8 10711.3 0.0103812 0.00102865 85538.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11383.6 10615.1 0.010373 0.00103629 85683 0
: 109 Minimum Test error found - save the configuration
: 109 | 11281.4 10518.7 0.0104087 0.00104062 85396.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11180.8 10420.2 0.0104996 0.00104555 84620.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11076.9 10327.8 0.0104981 0.00103727 84559.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10977.1 10235.7 0.0105728 0.00105224 84028.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10879.4 10141 0.010486 0.00105356 84813.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10779.5 10049.5 0.0103789 0.00103592 85626.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10681.8 9960.33 0.01043 0.00103156 85120.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10585.6 9868.41 0.0104189 0.00103684 85269.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10487.8 9781.61 0.0104211 0.00104299 85304.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10394.2 9695.17 0.0106271 0.00108457 83835.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10301 9604.89 0.0105426 0.00104311 84215.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10206.5 9517.92 0.0119222 0.00103629 73489.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10114.3 9430.89 0.0107249 0.00110365 83148.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10021.9 9345.16 0.0106662 0.00106984 83364.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9931.8 9260.77 0.0104138 0.00103555 85304 0
: 124 Minimum Test error found - save the configuration
: 124 | 9841.44 9176.54 0.0103097 0.00106431 86529.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9751.02 9094.93 0.0103594 0.00103003 85751 0
: 126 Minimum Test error found - save the configuration
: 126 | 9662.14 9012.77 0.0102863 0.0010347 86471.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9576.12 8928.44 0.0104417 0.00105005 85182.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9487.81 8850.83 0.0103992 0.00105036 85572.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9401.83 8769.74 0.0104355 0.00104462 85188.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9316.03 8690.94 0.0104125 0.00103879 85345 0
: 131 Minimum Test error found - save the configuration
: 131 | 9232.71 8610.35 0.0104251 0.00104049 85245.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9146.26 8534.89 0.010382 0.0010411 85644.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9064.91 8457.53 0.010516 0.00104569 84474.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8981.48 8378.62 0.0104679 0.00104381 84889 0
: 135 Minimum Test error found - save the configuration
: 135 | 8898.07 8306.7 0.0104299 0.00104062 85203.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8818.29 8231.44 0.0109868 0.00107117 80681.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8739.78 8153.76 0.0106208 0.00103601 83465.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8658 8081.45 0.010346 0.00104969 86056 0
: 139 Minimum Test error found - save the configuration
: 139 | 8580.32 8006.09 0.0107795 0.00147691 85997.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8502.52 7931.05 0.0119156 0.00105578 73666 0
: 141 Minimum Test error found - save the configuration
: 141 | 8421.93 7863.98 0.010427 0.00104276 85249.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8347.21 7789.48 0.0103359 0.00103511 86014.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8271.05 7720.07 0.0103329 0.00103002 85995 0
: 144 Minimum Test error found - save the configuration
: 144 | 8195.99 7647.95 0.012542 0.00164814 73435.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8118.46 7581.46 0.0145454 0.00166845 62126.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8046.96 7507.63 0.0117947 0.0010496 74452.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7972.28 7442.72 0.0103176 0.00102793 86117.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7899.65 7370.76 0.0102812 0.00103624 86534.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7828.15 7304.58 0.0107319 0.00114708 83465.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7754.69 7237.94 0.0106458 0.00104449 83322 0
: 151 Minimum Test error found - save the configuration
: 151 | 7684.49 7173.49 0.010363 0.00103769 85788.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7614.79 7106.84 0.0103747 0.00102821 85594.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7544.38 7045.45 0.0103598 0.00103273 85772 0
: 154 Minimum Test error found - save the configuration
: 154 | 7476.1 6976.89 0.0103413 0.00103477 85961.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7408.12 6912.85 0.010321 0.0010364 86164.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7339.1 6848.33 0.0104694 0.00113049 85662.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7271.83 6790.8 0.0104003 0.00103973 85465 0
: 158 Minimum Test error found - save the configuration
: 158 | 7204.91 6725.47 0.0107132 0.00103889 82693.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7139.62 6664.01 0.0103037 0.00103861 86345.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7074.66 6600.61 0.0104165 0.0010439 85355.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 7008.9 6541.62 0.0103503 0.00103877 85914.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6943.97 6482.76 0.0102641 0.00102441 86582.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6882.01 6421.54 0.0109439 0.00104199 80792.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6818.17 6362.3 0.0103428 0.00106994 86272.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6754.18 6306.61 0.0104552 0.00103291 84905 0
: 166 Minimum Test error found - save the configuration
: 166 | 6693.13 6248.78 0.0106734 0.00105625 83184.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6631.78 6187.88 0.0102528 0.00102474 86692.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6571.29 6128.55 0.0102788 0.00102105 86414.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6510.02 6076.13 0.0102931 0.00103637 86423.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6450.58 6018.24 0.0103381 0.00103447 85987.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6391.44 5962.12 0.010298 0.00103098 86327.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6331.58 5908.32 0.0103646 0.0010313 85714.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6274.61 5849.29 0.0104072 0.00102572 85274.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6216.48 5798.02 0.010374 0.0010313 85628.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6158.85 5742.1 0.0103886 0.00103837 85559.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6101.26 5692.67 0.0103883 0.00105586 85722.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6045.81 5636.61 0.0107125 0.00104412 82744.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5991.21 5585.1 0.0102989 0.00103081 86318.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5934.26 5534.9 0.0104268 0.00113845 86129.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5880.42 5482.6 0.0103099 0.00103563 86260 0
: 181 Minimum Test error found - save the configuration
: 181 | 5826.17 5430.66 0.0103321 0.00106253 86303.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5772.62 5380.37 0.0105435 0.0010316 84104.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5718.37 5330.29 0.0102723 0.00102437 86505.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5666.73 5278.23 0.0119814 0.00103658 73093.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5613.57 5230.57 0.0103151 0.00102939 86153.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5562.17 5182.42 0.0102925 0.00102846 86355.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5510.32 5133.38 0.0102233 0.00101956 86921.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5460.07 5084.88 0.0102554 0.00102956 86713.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5409.97 5037.13 0.0102978 0.00103181 86336.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5358.79 4989.82 0.0102443 0.00102419 86767.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5310.33 4944.22 0.0102434 0.00102348 86768.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5260.31 4895.91 0.0108283 0.00123105 83357.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5212.49 4849.27 0.0106322 0.00106835 83648.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.34 4807.81 0.0102862 0.00102372 86369.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5115.99 4759.54 0.0102436 0.00102496 86780.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5070.03 4713.05 0.0104347 0.00113976 86068.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5021.85 4676.38 0.0103532 0.00103751 85876.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 4976.3 4625.66 0.0103198 0.00103562 86168.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4930.3 4585.57 0.0103387 0.00102843 85926.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4884.03 4545.08 0.0103125 0.00104139 86289.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4839.78 4496.56 0.0103749 0.00104494 85745.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4794.82 4461.15 0.0103911 0.00104063 85557.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4750.35 4413.83 0.0104241 0.00104962 85338.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.54 4372.5 0.0104442 0.00105345 85190.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4663.19 4330.69 0.0103876 0.00103616 85548.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4619.86 4294.59 0.0104032 0.00104595 85495.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4577.38 4250.06 0.0105443 0.00108366 84561.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4535.23 4214.04 0.0104365 0.00104806 85211.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4494.31 4175.61 0.0104781 0.00106443 84983.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4452.68 4137.26 0.0103911 0.00104209 85570.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4411.41 4090.29 0.0104716 0.00104312 84848.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.56 4058.13 0.0104281 0.00104467 85256.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4330.55 4018.09 0.0104219 0.00103502 85225.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4291.16 3979.22 0.010442 0.00106396 85305.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4250.73 3944.62 0.0104067 0.0010431 85437 0
: 216 Minimum Test error found - save the configuration
: 216 | 4211.89 3905.86 0.0104351 0.00105056 85246.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4175.08 3866.39 0.010407 0.00104368 85439.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4134.54 3830.57 0.010419 0.00106471 85522.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4097.73 3798.45 0.0104661 0.00106824 85125.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4060.07 3763.17 0.0104148 0.00103932 85328.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4022.55 3724.91 0.010375 0.00104058 85704.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3985.83 3690.65 0.0104178 0.00104603 85363 0
: 223 Minimum Test error found - save the configuration
: 223 | 3949.83 3655.12 0.0104368 0.00104098 85144.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3913.11 3620.26 0.0102781 0.00102518 86459.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3877.4 3588.42 0.010291 0.00102609 86347.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3842.43 3555.87 0.0103166 0.00103111 86155.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3807.32 3520.38 0.0103004 0.00103872 86377.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3772.03 3487.96 0.0102973 0.00102909 86316.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3737.93 3453.79 0.0103149 0.00104389 86290.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3703.81 3421.16 0.0103085 0.00103809 86296.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3670.09 3389.62 0.0102737 0.00102759 86523 0
: 232 Minimum Test error found - save the configuration
: 232 | 3636.39 3355.93 0.0103838 0.00104503 85664.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3603.1 3326.76 0.0103762 0.00103557 85647.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3571.19 3294.75 0.0103293 0.00104199 86138.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3538.58 3263.53 0.010433 0.00106652 85410.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3505.55 3235.6 0.0103069 0.00104968 86418.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3474.62 3202.35 0.0103416 0.00104126 86018.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3442.2 3172.19 0.0104334 0.00103834 85151.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3410.94 3143.26 0.0103721 0.00104806 85799.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3380.43 3114.64 0.0103506 0.0010312 85842 0
: 241 Minimum Test error found - save the configuration
: 241 | 3349.8 3084.46 0.0103866 0.00103859 85579.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3319.19 3055.31 0.0105525 0.00104789 84169.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3289.09 3025.98 0.0106927 0.00106891 83127.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3259.04 2997.65 0.0106638 0.00111475 83777.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3229.26 2971.71 0.0106877 0.00105086 83014.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3200.04 2943.76 0.0104607 0.00107766 85260.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3171.66 2914.6 0.010459 0.00104668 84995.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3141.55 2888.85 0.0105161 0.00106593 84654.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3113.68 2861.7 0.0104382 0.00104304 85150.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.08 2834.91 0.0104259 0.00104278 85259.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3057.29 2808.86 0.010403 0.00104494 85487.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3029.86 2782.4 0.0104148 0.00104594 85388.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3001.58 2757.37 0.010406 0.0010403 85418.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.05 2731.14 0.0104574 0.00106764 85199.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2948.25 2704.2 0.0104002 0.00103758 85445.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2920.76 2680.27 0.0103634 0.0010427 85830.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2895.33 2653.85 0.0104504 0.00105119 85113.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2868.39 2629.7 0.0104447 0.00104773 85133.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2841.66 2605.51 0.0104383 0.00104764 85190.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2816.9 2581.14 0.0104307 0.00104486 85235.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2790.97 2557.41 0.0108526 0.00137463 84406.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2765.53 2534.13 0.0105833 0.0010382 83812.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2740.49 2510.86 0.0103422 0.00103942 85995.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2715.87 2487.57 0.0103864 0.00103259 85526.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2692.03 2463.97 0.0118763 0.00104959 73891.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2666.91 2440.34 0.0103315 0.00103438 86047.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2642.65 2418.19 0.0103563 0.00103287 85804.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2618.26 2396.56 0.0104702 0.00104857 84911.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2595.28 2374.57 0.0105188 0.00104598 84451.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2571.6 2351.96 0.0104342 0.0010525 85272.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2548.43 2329.8 0.0104351 0.00104962 85238.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2524.88 2308.37 0.01047 0.00104626 84891.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2501.82 2287.52 0.0105109 0.00104474 84511.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2479.4 2266.45 0.0105296 0.0010749 84614.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2457.3 2244.65 0.0103827 0.00104365 85661.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2434.01 2224.62 0.0105186 0.00104635 84457.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2412.64 2204.33 0.0104756 0.0010608 84972.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2390.35 2183.66 0.0104813 0.00104445 84774.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2368.38 2164.01 0.010675 0.00105037 83119.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2347.76 2143.49 0.0104877 0.00104787 84747.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2325 2124.7 0.0103536 0.00103759 85873.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2304.93 2104.33 0.0107661 0.00104934 82332.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2283.19 2085.15 0.0105053 0.00104335 84548.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2262.43 2065.91 0.0104414 0.00104599 85147.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2241.49 2047.44 0.0105497 0.00105007 84214 0
: 286 Minimum Test error found - save the configuration
: 286 | 2221.28 2028.58 0.0103651 0.00102987 85697 0
: 287 Minimum Test error found - save the configuration
: 287 | 2200.85 2009.51 0.0103062 0.00102811 86224.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2180.44 1991.37 0.0102994 0.00102664 86274.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2160.35 1973.2 0.0104468 0.00104439 85084.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2141.16 1954.4 0.0104358 0.00105611 85291.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2120.57 1937.03 0.0104873 0.00105165 84785.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2101.11 1919.16 0.0104455 0.0010432 85085.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2082.44 1901.54 0.0104114 0.00103614 85330.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2062.49 1884.07 0.0104404 0.00104597 85156.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2043.66 1866.85 0.0103499 0.00103847 85916 0
: 296 Minimum Test error found - save the configuration
: 296 | 2024.67 1849.7 0.0104259 0.00105444 85365.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2005.81 1833.07 0.0104491 0.00105025 85116.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.06 1815.75 0.010423 0.00105229 85372.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1968.68 1799.59 0.0104573 0.00105164 85055.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1950.83 1783.17 0.0104391 0.00105019 85207.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1932.34 1766.36 0.0104303 0.00104462 85235.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1914.35 1750.25 0.0104333 0.00104898 85248.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1896.54 1734.36 0.010431 0.00104356 85220.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1878.93 1718.04 0.0104371 0.00103651 85101.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1860.87 1702.98 0.0104487 0.00104774 85097.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1843.72 1687.24 0.0106121 0.0010718 83854.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1826.08 1672.64 0.0104948 0.00104789 84683.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1809.91 1657 0.0104333 0.00104365 85200 0
: 309 Minimum Test error found - save the configuration
: 309 | 1793.18 1641.46 0.0104408 0.0010429 85125.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1775.44 1626.04 0.0104296 0.00104407 85238 0
: 311 Minimum Test error found - save the configuration
: 311 | 1759.04 1610.83 0.0104358 0.00104229 85165.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1741.95 1596.24 0.0104106 0.00104242 85395.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1725.52 1582.25 0.0104298 0.00104457 85239.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1709.66 1567.16 0.0104285 0.00104497 85256.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1693.11 1553.08 0.0103797 0.00104599 85710.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1677.19 1538.61 0.0106673 0.00104103 83105.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1661.33 1524.51 0.0103099 0.00103124 86219 0
: 318 Minimum Test error found - save the configuration
: 318 | 1645.5 1510.68 0.0103336 0.001032 86007.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1629.52 1497.09 0.0103422 0.00103046 85913.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1614.04 1483.86 0.0103367 0.0010297 85957 0
: 321 Minimum Test error found - save the configuration
: 321 | 1599.1 1469.95 0.0106331 0.00109171 83845.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1583.67 1456.26 0.0105317 0.00104131 84296.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1568.66 1442.86 0.0104041 0.00104129 85444.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1553.69 1429.63 0.0103133 0.00103316 86205.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1538.89 1416.32 0.0103571 0.00103441 85812.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1523.78 1403.77 0.0103323 0.0010354 86050.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1509.9 1390.03 0.0103941 0.00103564 85483.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1494.98 1377.81 0.0103632 0.00103774 85786.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1481.12 1364.19 0.0103833 0.00103533 85580.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1466.09 1352.19 0.0103637 0.0010347 85754.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1452.36 1339.7 0.0104702 0.00105102 84933 0
: 332 Minimum Test error found - save the configuration
: 332 | 1438.37 1327.08 0.0103686 0.00103361 85698.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1424.21 1315.15 0.0104559 0.00104301 84990 0
: 334 Minimum Test error found - save the configuration
: 334 | 1410.78 1303 0.0103813 0.00103336 85580.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1397.28 1290.73 0.0103544 0.00103776 85867.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1384.04 1278.76 0.0103312 0.00102984 86008.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1370.36 1267 0.0103325 0.00103088 86006.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1357.28 1254.81 0.0104855 0.00104824 84770.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1343.88 1243.59 0.0106437 0.00105737 83452.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1331.45 1231.78 0.010773 0.00115475 83175.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1318.53 1220.01 0.0105385 0.00105992 84400.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1305.52 1209.23 0.0103867 0.00104504 85638.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1292.74 1198.02 0.0103198 0.00103605 86171.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1280.77 1186.35 0.0103416 0.00103225 85935.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1268.3 1175.85 0.0103744 0.00103934 85698.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1256.04 1164.22 0.0103247 0.00104929 86249.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1244.34 1153.71 0.0103212 0.00103359 86136.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1232.23 1143.05 0.0103212 0.00103402 86140.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1219.45 1132.45 0.0103205 0.00103189 86127.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1208.7 1121.06 0.0103204 0.00102477 86061.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1196.28 1110.66 0.0103135 0.00104151 86281.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1184.75 1099.82 0.0103169 0.00103419 86182 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.87 1090.01 0.0103278 0.00103096 86050.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1161.91 1079.67 0.0103156 0.00103418 86194 0
: 355 Minimum Test error found - save the configuration
: 355 | 1150.54 1069.57 0.0103192 0.00103726 86189 0
: 356 Minimum Test error found - save the configuration
: 356 | 1139.81 1058.93 0.0103172 0.0010318 86157.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1128.12 1049.45 0.0103323 0.00103064 86005.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1117.63 1039.62 0.0103001 0.00103091 86307.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1106.3 1029.75 0.0103284 0.00103163 86051.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1095.54 1020.05 0.0103031 0.00103084 86278.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1084.76 1010.63 0.0103092 0.0010335 86247.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1074.44 1000.64 0.0103165 0.00103112 86156.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1063.87 991.816 0.0102821 0.00102473 86417.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1053.96 981.869 0.0105173 0.00103187 84339.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1042.89 972.58 0.0102693 0.00102855 86572.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.99 963.329 0.0103628 0.00104378 85846 0
: 367 Minimum Test error found - save the configuration
: 367 | 1023.06 953.484 0.0103536 0.00103782 85875.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.63 944.556 0.010469 0.0010597 85022 0
: 369 Minimum Test error found - save the configuration
: 369 | 1003.05 935.573 0.0103762 0.00105709 85844.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 993.06 926.62 0.0103865 0.00105661 85745.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 983.492 917.434 0.0103907 0.00105075 85653.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 973.846 908.572 0.0103452 0.00103543 85931.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 964.31 899.86 0.0103775 0.0010393 85670 0
: 374 Minimum Test error found - save the configuration
: 374 | 954.511 891.371 0.0103378 0.00103235 85970.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 945.472 882.635 0.0107583 0.00104417 82354 0
: 376 Minimum Test error found - save the configuration
: 376 | 935.883 874.248 0.0105382 0.00103938 84220.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.773 865.889 0.0104534 0.00106064 85172.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.907 857.783 0.0103686 0.00103815 85740.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 908.547 848.992 0.0104744 0.00104265 84820.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 900.055 840.313 0.0103628 0.00104106 85821.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 890.335 832.479 0.0105539 0.00105804 84247 0
: 382 Minimum Test error found - save the configuration
: 382 | 882.079 824.176 0.0103887 0.00103229 85502.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.925 816.253 0.0103874 0.00103612 85549.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.309 808.538 0.0103317 0.00103348 86037.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 856.127 800.126 0.0103423 0.00103284 85934.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.599 791.75 0.0103852 0.00103557 85565.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.837 784.567 0.0104517 0.00104403 85037.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 830.405 776.817 0.0103355 0.00103791 86044.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 822.398 769.012 0.0103474 0.00103548 85911.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 814.184 761.34 0.0103472 0.00103335 85893.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.66 754.659 0.0104104 0.0010399 85374.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.997 746.732 0.0103921 0.00103367 85484.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 790.009 739.049 0.0103704 0.00103315 85678 0
: 394 Minimum Test error found - save the configuration
: 394 | 782.084 731.904 0.0104165 0.00104152 85333.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 774.066 724.392 0.0104199 0.00104961 85376.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 766.54 717.06 0.010457 0.00105113 85053.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.83 709.988 0.0104105 0.00104077 85380.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 751.159 702.917 0.0104177 0.00105333 85430.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.904 695.517 0.010406 0.00104643 85474.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 736.038 689.117 0.0103808 0.00105242 85759.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.861 681.519 0.0104019 0.00103438 85401.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.331 674.513 0.0103439 0.00103456 85935.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.828 667.958 0.0103567 0.00104118 85878.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.656 661.261 0.0104506 0.00107016 85284.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.817 654.35 0.0103995 0.00103693 85446.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.443 647.906 0.0104755 0.00104346 84817.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.804 641.23 0.0104212 0.00105485 85412 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.583 634.699 0.0103899 0.00103759 85540.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.846 628.275 0.0103947 0.00106067 85707.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.868 622.09 0.0104012 0.00103735 85434.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.719 614.914 0.0104047 0.00103813 85409.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.391 608.828 0.0104065 0.00103385 85355 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.885 602.607 0.0103783 0.00105848 85838.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.024 596.542 0.0103716 0.00103358 85671.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.022 590.227 0.0103993 0.00104239 85497.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.114 584.292 0.0104775 0.00103775 84747.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.195 577.976 0.010424 0.00105617 85399 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.238 572.494 0.010343 0.00103534 85950.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.577 566.245 0.0104382 0.0010632 85333.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 600.156 560.745 0.0103831 0.00103476 85577 0
: 421 Minimum Test error found - save the configuration
: 421 | 594.286 554.412 0.0103709 0.00103404 85682.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.647 548.805 0.0103442 0.00103271 85915.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.968 542.712 0.0103882 0.00106126 85772.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.554 537.136 0.0103922 0.00103802 85523.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.856 531.571 0.0104206 0.00108031 85650.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.891 526.082 0.0103934 0.0010308 85446.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.088 520.025 0.0103926 0.00103556 85497.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 552.133 515.008 0.0103933 0.00105046 85627.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.62 509.775 0.0103785 0.00104576 85720.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.9 504.306 0.0103816 0.00105246 85752.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 535.267 499.276 0.0103714 0.0010372 85706.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.002 493.411 0.0103672 0.00104581 85823.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.412 487.773 0.0103736 0.00103359 85652.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.911 483.451 0.0103785 0.00103332 85605.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.63 477.929 0.0104434 0.00105608 85221.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 508.379 472.948 0.0103823 0.00103536 85589.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.884 468.421 0.0103644 0.00103354 85737.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.846 464.253 0.0103685 0.0010314 85679.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.889 457.799 0.0104197 0.00103541 85248.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.28 453.344 0.0103705 0.00103233 85670.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 482.599 447.811 0.0104095 0.00103173 85307.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.288 443.088 0.0103658 0.00103483 85736.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.245 438.011 0.0103576 0.00103416 85805.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 467.291 433.296 0.0104036 0.00104781 85508.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.727 428.871 0.0105037 0.00103773 84513.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.829 424.079 0.0103888 0.00103131 85492.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.433 419.339 0.0103785 0.00104659 85727.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 448.154 415.156 0.0104382 0.00105504 85259.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.417 410.643 0.010341 0.00104728 86079.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.865 406.168 0.0104373 0.00103826 85115.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.338 401.73 0.010396 0.00105254 85621 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.587 397.182 0.0104275 0.00105285 85336.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.169 392.614 0.0104573 0.00103667 84919.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.635 388.586 0.010429 0.00103955 85201.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.351 384.326 0.0103868 0.00103697 85563.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.755 379.975 0.0103638 0.00103324 85739.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.422 375.788 0.0103876 0.00103405 85528.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.049 371.778 0.0104209 0.00105548 85420.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.153 367.164 0.0104057 0.00105317 85538.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.705 363.345 0.010424 0.00106455 85475.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.883 359.348 0.0103881 0.00103816 85562.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.39 355.386 0.0103844 0.00103494 85566.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.389 351.225 0.0103884 0.00103578 85537.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.229 348.296 0.0104654 0.00103718 84851.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.474 343.632 0.0104649 0.00103908 84873.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.375 339.716 0.0103167 0.00103474 86189 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.241 335.795 0.0103563 0.00103238 85801.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.587 332.143 0.0103784 0.00103829 85651.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.773 328.256 0.0103564 0.0010409 85878.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.767 324.978 0.0104497 0.00104385 85053.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.937 320.78 0.0103957 0.00103583 85471.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.991 317.398 0.0103784 0.00103733 85643.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.576 314.38 0.0105163 0.00103978 84419.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.599 310.89 0.010465 0.00105981 85059.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.394 306.821 0.0103744 0.00103791 85685 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.562 303.234 0.0105173 0.00106715 84654.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.95 299.908 0.0104664 0.00105416 84995.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.394 296.48 0.0103895 0.00105394 85694 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.184 293.031 0.0104415 0.00106125 85286 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.617 290.152 0.0103825 0.00103421 85577.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.168 286.51 0.0103514 0.00103531 85872.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.749 283.426 0.0103976 0.00103634 85458.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.336 279.92 0.0104332 0.00104992 85257.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.378 276.55 0.0103717 0.00104079 85736.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.772 273.735 0.0103606 0.00103406 85776.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.423 271.007 0.0103737 0.00103347 85651.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.315 267.096 0.010373 0.00103295 85652.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.829 264.444 0.0103758 0.00104217 85711.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.817 261.623 0.0103603 0.0010505 85931.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.674 258.627 0.010417 0.00105446 85446.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.545 255.407 0.0105787 0.00124347 85696.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.572 252.184 0.0111548 0.00105861 79237.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.5 249.9 0.0105471 0.00103791 84129.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.436 246.579 0.0104111 0.00103545 85327.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.538 243.297 0.0103908 0.00103363 85496.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.367 240.687 0.0103891 0.00103532 85527.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.628 237.771 0.0104297 0.00104186 85216.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.505 234.958 0.0103612 0.00103352 85766 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.898 232.44 0.010417 0.001034 85261 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.872 229.82 0.010533 0.00105227 84381.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.283 227.151 0.0104563 0.00103441 84908.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.375 224.464 0.0105246 0.00106001 84525.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.854 222.677 0.0104999 0.00105667 84716.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.246 219.385 0.0104055 0.00105434 85551.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.407 216.602 0.0103277 0.00106093 86329.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.016 214.275 0.0103522 0.00103322 85846.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.15 211.903 0.0103436 0.00102742 85872.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.529 209.122 0.0104357 0.00104435 85185 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.965 206.775 0.010365 0.00107418 86106.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.536 204.406 0.010367 0.00103653 85740.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.845 201.754 0.0103562 0.00103251 85803.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.231 199.802 0.010519 0.00104499 84441.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.846 197.343 0.0104616 0.00106632 85149.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.197 195.124 0.0103775 0.00106358 85893.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.406 192.476 0.0103766 0.00105324 85806 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.486 190.648 0.0103988 0.00105073 85579.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.304 188.122 0.0103669 0.00103726 85748.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.809 186.255 0.0103798 0.00104067 85661.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.674 184.29 0.0104118 0.00103114 85281.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.72 181.89 0.0103389 0.00103375 85974.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.213 178.959 0.0103762 0.001032 85615 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.553 176.99 0.0104139 0.00103791 85324.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.449 175.025 0.0103642 0.0010341 85744.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.126 173.01 0.0103537 0.00103133 85815.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.091 170.976 0.0103713 0.00103229 85662.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.872 169.51 0.0103681 0.00103273 85695.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.014 167.429 0.0103533 0.00103133 85819.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.652 164.945 0.0103534 0.00103092 85813.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.464 163.135 0.0103819 0.00103285 85570.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.509 160.768 0.0103579 0.00102957 85760.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.248 159.086 0.0105054 0.00105156 84621.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.054 157.358 0.0103531 0.00103416 85846.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.259 155.592 0.0103747 0.00104628 85759.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.354 153.393 0.0104163 0.00104821 85396.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.261 151.67 0.0104056 0.00106926 85686.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.96 149.883 0.0103871 0.00103289 85523.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.251 148.552 0.0104588 0.00103871 84924.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.651 146.568 0.010345 0.00103915 85967.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.624 144.452 0.010412 0.00103879 85349.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.564 142.652 0.0104161 0.00105303 85442.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.623 140.781 0.0105251 0.00104272 84366.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.536 139.426 0.0103613 0.00103412 85771.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.68 137.662 0.0104708 0.00103648 84796.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.975 136 0.0104056 0.00106254 85625.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.251 134.82 0.0103616 0.00104507 85869 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.439 132.93 0.0103754 0.001051 85796.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.737 131.22 0.0103577 0.00105373 85985 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.056 130.26 0.0104225 0.00106461 85489 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.326 127.963 0.0104025 0.00103798 85428.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.718 126.53 0.0103947 0.00104113 85529.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.969 124.86 0.0104108 0.00103929 85364.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.144 124.173 0.0103713 0.00103379 85675.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.599 122.104 0.0103618 0.00104199 85838.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.852 120.735 0.0103984 0.001037 85457 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.265 119.595 0.0104633 0.00104738 84962.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.905 118.859 0.010444 0.00103851 85057.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.436 116.894 0.0104171 0.00103548 85273.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.439 114.855 0.0140378 0.0017992 65366.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.774 113.702 0.0162192 0.00172763 55204.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.446 112.327 0.0157302 0.00153645 56363 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.749 110.683 0.0109918 0.00111334 80983.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.274 109.3 0.0153503 0.00181127 59088.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.016 108.141 0.0157344 0.00177218 57297.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.328 106.66 0.0162165 0.0017823 55424 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.932 105.399 0.0147859 0.00159321 60639.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.513 104.642 0.0157629 0.00178002 57213 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.081 102.969 0.01636 0.00177004 54832.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.79 101.387 0.0160202 0.00179415 56234.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.104 100.203 0.0165296 0.00182141 54391.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.735 98.9298 0.0128539 0.00133707 69463.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.654 98.0934 0.0104959 0.00104856 84680.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.525 97.1027 0.0105609 0.00105555 84162.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.076 95.7803 0.0124056 0.00178409 75318.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.633 94.3038 0.0162654 0.001821 55384.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.37 93.2331 0.0121958 0.00105648 71818 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.992 91.7712 0.0104727 0.00104568 84862.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.697 90.5269 0.010533 0.00106077 84457.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.286 89.6219 0.0103974 0.00105587 85639.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.168 88.2833 0.0104124 0.00103905 85348.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.843 87.5091 0.0104222 0.00104031 85270.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.706 85.9798 0.0104202 0.00103952 85281.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.7001 85.7421 0.0112426 0.00113035 79112.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.303 83.9854 0.0107913 0.00143555 85508.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.0417 82.8401 0.0123629 0.00133771 72561.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.1257 82.1825 0.01281 0.00138646 70030.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.3321 81.0519 0.0104139 0.00103141 85265.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.8849 79.7684 0.0103216 0.00102925 86092.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.6022 78.7813 0.0103567 0.00103296 85802.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.4796 77.8774 0.0103886 0.00103298 85510 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.4249 76.8906 0.0103455 0.00103168 85894 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.4651 76.0508 0.0126161 0.00138844 71252.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.691 75.2392 0.0103636 0.00103374 85745.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.4515 73.9204 0.0103516 0.00102599 85785.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.2044 73.1519 0.0103638 0.00103455 85751.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.2525 71.7593 0.0103642 0.00103725 85772.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.2862 71.1722 0.0103675 0.00106748 86021.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.3143 70.4372 0.0103712 0.00102949 85637.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.2899 69.0575 0.0103536 0.00104652 85956 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.4023 68.7426 0.0103133 0.00102992 86175.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.5323 67.4709 0.0104058 0.00103047 85330.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.6261 66.7271 0.0103962 0.0010338 85448.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1021 66.154 0.0103878 0.00103428 85528.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9591 64.9381 0.0103829 0.00103363 85568.3 0
: 604 | 76.9972 65.0925 0.0103511 0.00100754 85620.4 1
: 605 Minimum Test error found - save the configuration
: 605 | 76.193 63.9288 0.010399 0.00104692 85542.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.265 62.5162 0.0104376 0.00107089 85408.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.0697 61.7275 0.0105078 0.00108003 84855.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.1212 61.0627 0.0104372 0.00104346 85163 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.4893 60.6565 0.0104477 0.00102416 84893.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.5329 59.3862 0.0103448 0.00103178 85901 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.6913 58.3143 0.0104403 0.00103563 85063.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7305 58.0413 0.0103322 0.00103073 86008.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.0788 57.238 0.0103325 0.00103613 86055.3 0
: 614 | 68.1997 57.2781 0.0103955 0.00100699 85210.9 1
: 615 Minimum Test error found - save the configuration
: 615 | 67.7481 55.9244 0.0103787 0.00103756 85642.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.7229 54.5914 0.0103315 0.00104037 86103.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.7598 54.0602 0.010374 0.00103118 85627.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.9224 53.4284 0.0103421 0.00103341 85941.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.1656 52.7658 0.0103876 0.00105184 85691.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.574 51.8837 0.0104605 0.00104271 84945.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.8612 50.9796 0.0103331 0.00103231 86013.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9561 50.116 0.0104012 0.00103582 85421 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.3091 49.3801 0.0103703 0.00103319 85679.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.3937 48.6602 0.0103797 0.00103378 85599.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.6752 48.6047 0.0103843 0.00102996 85522 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0489 48.1584 0.0103679 0.00103037 85675.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6898 46.9771 0.0103811 0.0010232 85489.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.7917 46.2062 0.0103018 0.00102766 86261 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.9687 45.7642 0.0103668 0.00104436 85814.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.426 45.0748 0.0103903 0.00103633 85525.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5075 44.2964 0.0103577 0.00102932 85759.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.9519 43.5647 0.0103866 0.001044 85629.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1704 43.1064 0.0103372 0.00102944 85949.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.5887 42.4791 0.0103829 0.00103282 85561.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.831 41.7937 0.0103316 0.00102851 85993.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2483 41.3664 0.0104784 0.00105644 84907.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.55 40.6944 0.0105262 0.00105194 84439.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.0553 40.1786 0.0104626 0.00104051 84906.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5039 39.5628 0.0103827 0.00103879 85617.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.8803 39.2449 0.0104417 0.00103757 85068.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.3357 38.4683 0.0103932 0.00103033 85444 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7523 38.4398 0.0103934 0.00102811 85421.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.1823 37.6024 0.0103987 0.00105357 85606.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.4456 36.8833 0.010335 0.00103251 85998.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.973 36.4782 0.0103232 0.00102927 86077.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4549 35.9092 0.0103627 0.00103123 85731.4 0
: 647 | 46.0392 35.9512 0.0103279 0.000997041 85736.8 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.3927 35.0883 0.0105301 0.00105038 84390.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.8136 34.3674 0.0103763 0.00103303 85622.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.0629 33.7776 0.0103933 0.00103852 85518.2 0
: 651 | 43.6876 34.1229 0.0105742 0.00102771 83800.7 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.2982 32.9426 0.0105817 0.00105716 83993.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.6658 32.4226 0.0104816 0.00105366 84854.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9379 31.8782 0.0104452 0.0010447 85101.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.5842 31.4098 0.0104029 0.00103448 85393.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.0062 30.8287 0.0104846 0.00104631 84761.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5085 30.2656 0.0104394 0.00104125 85123.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.1046 29.8851 0.0104027 0.00105705 85600.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.5151 29.7204 0.0104676 0.00103798 84839.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.16 29.2914 0.0103804 0.00103715 85623.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7203 28.7698 0.0103899 0.00105304 85682 0
: 662 | 38.1833 28.911 0.0103742 0.00100168 85356 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.7007 27.7157 0.0104279 0.00105593 85361.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2866 27.5011 0.0103405 0.00104674 86079.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9368 27.362 0.0104279 0.00104312 85244.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.495 26.7366 0.0105059 0.00104396 84549.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8647 26.278 0.0103145 0.00103096 86174.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.6211 25.7906 0.0105828 0.00109523 84321 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0667 25.3481 0.0118362 0.00105859 74227.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6027 25.1438 0.0104223 0.00103754 85245 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.1492 24.7585 0.0105438 0.00105114 84276.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.7437 24.3398 0.0103939 0.00104228 85546.4 0
: 673 | 33.2974 24.3755 0.0103317 0.000997651 85707.8 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.1336 23.3529 0.0103452 0.00103582 85934.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5606 23.2465 0.0103876 0.00104243 85605.8 0
: 676 | 32.1912 23.3269 0.0103579 0.000999731 85487.2 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.8363 22.4472 0.0104638 0.0010473 84957.4 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.4675 22.3766 0.0104608 0.00104701 84981.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9339 21.6624 0.0103614 0.00103871 85812.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4321 21.6257 0.0104217 0.00105583 85416.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1823 21.479 0.0104076 0.00104211 85419.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.7352 20.6386 0.010383 0.00104033 85628.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3521 20.3198 0.0104029 0.00104021 85446 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9945 20.0322 0.0104738 0.00104916 84883.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5839 20.0313 0.0105041 0.0010994 85064.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.3552 19.4382 0.0103787 0.00104234 85686.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.9156 19.3687 0.0104388 0.00105772 85277.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.5077 18.9092 0.0104549 0.00104143 84984.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.0624 18.4102 0.0103614 0.00103869 85812.4 0
: 690 | 26.7343 18.4154 0.0103341 0.000997591 85685.2 1
: 691 | 26.5402 18.7623 0.0105394 0.00104072 84222.6 2
: 692 Minimum Test error found - save the configuration
: 692 | 26.2217 17.8961 0.0104108 0.00105186 85479.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.8474 17.6459 0.0103717 0.00103521 85685.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.4945 17.5504 0.010493 0.0010567 84779.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2352 16.9061 0.010446 0.00104373 85085.8 0
: 696 | 24.8637 16.9524 0.0103578 0.000999161 85482.8 1
: 697 | 24.4488 16.9589 0.0104181 0.00100381 84976.9 2
: 698 Minimum Test error found - save the configuration
: 698 | 24.1985 16.156 0.0104744 0.00110553 85388.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9254 15.7938 0.0103872 0.0010391 85578.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.6128 15.7667 0.0104668 0.00105169 84970 0
: 701 | 23.2891 15.8529 0.0103667 0.0010043 85448.3 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.9253 15.4999 0.0104317 0.00104061 85186.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5611 15.0815 0.010523 0.00109643 84866.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.272 14.9415 0.0104641 0.0010699 85158.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9592 14.3117 0.0104278 0.0010397 85214.6 0
: 706 | 21.6882 14.5034 0.0103939 0.00100194 85179.6 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.3846 13.8784 0.0104377 0.00104797 85199.2 0
: 708 | 20.9356 13.8808 0.010372 0.000999501 85355.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.6346 13.6066 0.0104447 0.00107656 85395.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4963 13.5703 0.0103798 0.00104822 85730 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5299 13.5227 0.0104765 0.00104079 84783.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.1164 12.886 0.0103407 0.00103069 85929.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6851 12.8129 0.01043 0.00108152 85575.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.5325 12.3199 0.0104363 0.00104527 85187.3 0
: 715 | 19.2724 12.3541 0.0103776 0.00104266 85700 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2123 12.3066 0.0104844 0.00105334 84826.1 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.8442 12.1423 0.0104059 0.00104889 85497.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.3766 12.0977 0.0104134 0.00104474 85390.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2302 11.5529 0.0103872 0.00103972 85584.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9336 11.2339 0.0104305 0.00103629 85158.8 0
: 721 | 17.9645 12.2971 0.0104047 0.00102754 85313.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5312 10.8306 0.010404 0.00103814 85416.7 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.2712 10.7846 0.0105249 0.00105323 84462.4 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.9186 10.3335 0.0104631 0.00106876 85157.7 0
: 725 | 16.8157 10.5977 0.0103781 0.00100251 85327.6 1
: 726 | 16.7364 10.7015 0.010453 0.00100817 84702.2 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.3802 10.147 0.010408 0.00104005 85397.2 0
: 728 | 16.1866 10.3654 0.0103637 0.000997051 85409.4 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.8902 9.71866 0.0104966 0.00104674 84657.7 0
: 730 | 15.5241 9.7484 0.0104107 0.00102201 85208.5 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.3852 9.23044 0.0104319 0.00103595 85142.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1544 9.04098 0.0104733 0.00106026 84988.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8768 9.02872 0.0105363 0.00105576 84383.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8908 8.61861 0.0103936 0.00106035 85715.1 0
: 735 | 14.5701 9.39102 0.0103889 0.00100364 85239.8 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.6578 8.27982 0.0104009 0.00103765 85440.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.3341 8.18005 0.0103997 0.00103805 85455.4 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.909 8.01596 0.0104109 0.00104034 85374.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.9128 7.79176 0.0104128 0.00105974 85533.5 0
: 740 | 13.7155 7.92433 0.0103275 0.00100533 85816.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.3554 7.47968 0.0104407 0.00104026 85102.1 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.2698 7.39374 0.0104328 0.00104262 85195.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2575 7.20818 0.0104444 0.00104172 85082.6 0
: 744 | 13.2008 7.47071 0.0103776 0.0010022 85329.3 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.2844 6.90706 0.0104709 0.00104539 84876.3 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5873 6.48442 0.0103737 0.00104087 85718.6 0
: 747 | 12.3884 6.62798 0.0103472 0.0010026 85610.9 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.1156 6.36085 0.0104968 0.00105641 84742.6 0
: 749 | 12.0396 6.36566 0.0104239 0.000998841 84879.7 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.9005 6.1615 0.0104214 0.00107205 85567.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.6934 5.88961 0.0104057 0.00104509 85464.9 0
: 752 | 11.4997 6.13911 0.010437 0.00100889 84852.3 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.4259 5.64952 0.0104608 0.00105156 85022.7 0
: 754 | 11.307 5.76091 0.0104038 0.00100632 85129.3 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.3776 5.2642 0.0104594 0.00104407 84968.2 0
: 756 | 11.0149 5.59826 0.0103647 0.000999751 85424.8 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.8836 5.10333 0.010426 0.00107137 85518.9 0
: 758 | 10.6242 5.61721 0.010283 0.000996291 86145 1
: 759 | 10.5332 5.14457 0.0104041 0.00100065 85075.2 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.3598 5.03983 0.0103476 0.00103373 85893.8 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2783 4.92667 0.0103828 0.00108739 86064.3 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.048 4.64963 0.0104431 0.00103228 85008.3 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0937 4.5369 0.0104278 0.00106689 85462.2 0
: 764 | 9.81792 5.17709 0.0104096 0.00100269 85044 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.91551 4.46407 0.010374 0.00103953 85704.1 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.64151 4.31497 0.0103842 0.00104051 85619.1 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.30631 3.83632 0.0104153 0.00103847 85316.5 0
: 768 | 9.24476 3.96355 0.010334 0.00100565 85760.3 1
: 769 | 9.29918 3.99621 0.0104236 0.000998111 84875.9 2
: 770 | 9.15353 4.11103 0.0104045 0.00101523 85204 3
: 771 | 8.99088 3.84092 0.0104017 0.000999562 85087.1 4
: 772 Minimum Test error found - save the configuration
: 772 | 8.71654 3.5204 0.0104994 0.00107302 84868.6 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.63246 3.51748 0.0104042 0.00103987 85430.5 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.50303 3.39775 0.0104547 0.00104894 85054.7 0
: 775 | 8.46868 3.44976 0.0103211 0.00101285 85945.7 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.38434 3.25204 0.0103731 0.00106301 85928.2 0
: 777 | 8.24562 3.30311 0.0103593 0.000999822 85474.8 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.13468 3.1014 0.0103844 0.00104245 85635.4 0
: 779 | 8.05968 3.18181 0.010344 0.000993553 85557.5 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.04671 2.8933 0.0103855 0.00103826 85586.7 0
: 781 | 7.90248 2.9736 0.010452 0.00102719 84882 1
: 782 | 7.81628 3.00187 0.0103462 0.000997602 85574.1 2
: 783 Minimum Test error found - save the configuration
: 783 | 7.66441 2.8036 0.0104293 0.00106335 85416.1 0
: 784 | 7.48109 2.88221 0.010636 0.00106357 83573.3 1
: 785 | 7.48867 2.9337 0.0103879 0.00101744 85374.8 2
: 786 | 7.46198 3.25958 0.0103998 0.00100938 85193.5 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.30799 2.67715 0.0104111 0.00104603 85423.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.27508 2.6021 0.0104519 0.00103918 84991.4 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.22003 2.51294 0.0103704 0.00103575 85702.5 0
: 790 | 6.99902 2.54563 0.0104546 0.001031 84893 1
: 791 | 6.90101 2.93547 0.0104571 0.00105677 85103.1 2
: 792 | 6.87395 2.59527 0.0104777 0.00100283 84434 3
: 793 | 6.92131 2.75386 0.010465 0.00103516 84837.5 4
: 794 Minimum Test error found - save the configuration
: 794 | 6.82985 2.35662 0.0104359 0.00106449 85366.2 0
: 795 | 6.79927 3.13928 0.0103746 0.00103243 85633.1 1
: 796 | 6.60176 2.50255 0.0103825 0.00100097 85273.7 2
: 797 | 6.56785 2.98125 0.0104266 0.00105628 85375.8 3
: 798 | 6.35001 3.36935 0.0103273 0.000998191 85752.9 4
: 799 | 6.44501 2.46718 0.0103505 0.00102934 85826 5
: 800 | 6.26154 2.76423 0.0104677 0.00102645 84734.9 6
: 801 | 6.2233 2.73029 0.0104239 0.00100093 84898.8 7
: 802 | 6.41687 2.54818 0.0104432 0.00100352 84748.6 8
: 803 | 6.18374 2.702 0.0103988 0.00100252 85140.3 9
: 804 | 5.96219 2.76544 0.010437 0.00100038 84776.2 10
: 805 | 5.81612 2.53787 0.0103473 0.00103002 85861.6 11
: 806 | 5.85884 2.85345 0.0103829 0.00100016 85263.3 12
: 807 Minimum Test error found - save the configuration
: 807 | 5.82119 2.23224 0.0104618 0.00105203 85018.3 0
: 808 | 5.63722 2.64845 0.0103313 0.00100077 85740.1 1
: 809 | 5.58955 2.90195 0.0103501 0.00103836 85913.1 2
: 810 | 5.4894 2.83799 0.0104062 0.00100535 85098.9 3
: 811 | 5.41801 3.03256 0.0103179 0.00100166 85872 4
: 812 | 5.43596 2.82061 0.010434 0.00104735 85227.9 5
: 813 | 5.32141 2.77658 0.01033 0.00100728 85811.5 6
: 814 | 5.17851 2.68315 0.0105054 0.00104679 84578.8 7
: 815 | 5.2542 2.92991 0.0104308 0.0010099 84917.4 8
: 816 | 5.12659 3.10888 0.0104182 0.0010031 84969.6 9
: 817 | 5.15117 2.98803 0.0104434 0.00100872 84793.2 10
: 818 | 5.07373 3.28651 0.0103552 0.00100103 85523.2 11
: 819 | 4.99471 3.0947 0.0104158 0.00100451 85004.7 12
: 820 | 4.83835 3.14883 0.0104526 0.00104283 85018.2 13
: 821 | 4.88454 3.5758 0.0104077 0.00100439 85076.8 14
: 822 | 4.78136 3.34293 0.0104156 0.00100191 84982.5 15
: 823 | 4.90018 3.49562 0.0103719 0.000999702 85358.5 16
: 824 | 5.02792 3.51113 0.0103539 0.000999771 85523.9 17
: 825 | 4.64026 4.23581 0.0103465 0.00100273 85618.3 18
: 826 | 4.71982 4.11831 0.0103989 0.00100271 85141.1 19
: 827 | 4.66753 4.34114 0.0104021 0.00101219 85197.7 20
: 828 | 4.53829 3.75579 0.0104183 0.00100348 84972.1 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: 0.839 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.163 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= 3.29935e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07886e+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: 0.0396 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: 0.0375 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: 0.00157 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: 0.0981 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: 0.912 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: 0.0211 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00275 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: 0.0385 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00449 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: 0.00198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000408 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: 0.102 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.919 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.107 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 : -0.851 0.00268 5.90 1.63 | 3.221 3.218
: 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 : -0.128 0.0976 2.22 1.15 | 3.343 3.334
: 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.