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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: 0.247 sec
: Elapsed time for training with 1000 events: 0.251 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00249 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: 0.000761 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.000309 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 = 31517.1
: --------------------------------------------------------------
: 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 | 33074 31174.3 0.00994028 0.00103622 89846.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32561.5 30593.2 0.00999923 0.00101074 89002.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31830 29866.8 0.0101611 0.00101766 87494.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31028.9 29187.7 0.0102531 0.00102741 86714.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30274 28447.9 0.0103336 0.00105526 86222.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29455.3 27562.3 0.0101478 0.00101443 87590.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28754.6 26940.5 0.0100747 0.000994082 88099.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28298.1 26569.5 0.00986915 0.000976051 89957.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27950.6 26247.9 0.00984732 0.000978132 90200 0
: 10 Minimum Test error found - save the configuration
: 10 | 27626.8 25956 0.00990719 0.000977002 89583.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27328.2 25676 0.0100655 0.000979941 88051.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27046.5 25401.1 0.00985068 0.00097379 90121.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26764.6 25143 0.00994877 0.000978392 89182.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26496.5 24892.2 0.00988405 0.000974501 89791.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26238.6 24643.2 0.0099364 0.00100702 89592 0
: 16 Minimum Test error found - save the configuration
: 16 | 25983.7 24400 0.0101291 0.00101642 87789.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25728.9 24169.4 0.00994783 0.00098287 89236.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25489.1 23935.6 0.00990281 0.000977962 89637.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25246.6 23709.3 0.00985914 0.000971261 90010.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25012.6 23483.6 0.00985007 0.000972312 90112.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24778.7 23263.5 0.00985006 0.000965751 90046.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24550.6 23045.8 0.00987775 0.000976221 89872.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24324.3 22832.3 0.00986135 0.000973792 90013.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24101.5 22622.3 0.00986722 0.000975102 89967.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23882.1 22415.1 0.00983989 0.000971992 90213.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23667.1 22208.2 0.00995084 0.000984552 89223.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23451 22007.2 0.00986512 0.000976172 89999.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23240.8 21807.2 0.00987034 0.000974222 89926.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23032.2 21609.6 0.00987147 0.000973181 89904.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22825.7 21415 0.00986402 0.000975911 90007.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22623.9 21220.1 0.0100591 0.00100444 88352.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22420.4 21030.7 0.00991267 0.000980051 89559.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22222.8 20841.3 0.009948 0.000981492 89220.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22025.4 20655 0.0100867 0.00098787 87923.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21829.9 20472 0.00991224 0.000979902 89562.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21638.4 20289.6 0.0100075 0.00098441 88661.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21445.9 20112.1 0.00989548 0.000977292 89704.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21259.1 19933.9 0.00989357 0.000979131 89742 0
: 39 Minimum Test error found - save the configuration
: 39 | 21071.4 19759.2 0.00990142 0.000975042 89622.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20891.4 19580.1 0.00991215 0.000998812 89753.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20704.7 19408.9 0.00990698 0.000976532 89581.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20523.6 19240.3 0.00991741 0.000986181 89573.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20345.7 19072 0.00996607 0.000990852 89134.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20168.9 18905.3 0.00993971 0.0009807 89295.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19995 18738.5 0.00990723 0.000981022 89623.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19819.2 18577.1 0.00997723 0.000986092 88976.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19649 18415.1 0.00990082 0.000980553 89683.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19481.3 18251.9 0.00989304 0.000978771 89743.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19308.8 18096.6 0.00990225 0.000978921 89652.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19144.3 17939.9 0.00996923 0.00100184 89212.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18977.6 17787.6 0.0100942 0.000988212 87854.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18818 17631.4 0.00990036 0.000980542 89688 0
: 53 Minimum Test error found - save the configuration
: 53 | 18653 17481.3 0.00989029 0.000974811 89731.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18494.7 17328.9 0.00990644 0.000978901 89610.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18331 17176.3 0.00992541 0.000983972 89471 0
: 56 Minimum Test error found - save the configuration
: 56 | 18169.3 17015 0.0100806 0.000999541 88095.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18009.9 16873.4 0.0100047 0.000989182 88736 0
: 58 Minimum Test error found - save the configuration
: 58 | 17856.8 16713.6 0.0100549 0.00100202 88369.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17695.8 16587.1 0.00999578 0.000992081 88852.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17544.5 16432.4 0.010006 0.000996252 88793.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17384.3 16277.4 0.0101062 0.00100805 87930 0
: 62 Minimum Test error found - save the configuration
: 62 | 17241.2 16130.8 0.0100625 0.000997992 88256.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17085.4 16001.2 0.0101313 0.00106002 88190.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16929.1 15841.5 0.0100779 0.00100008 88127.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16776.3 15691.6 0.0100622 0.0010041 88318.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16624 15548.7 0.0101538 0.00100607 87453.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16477.5 15406.2 0.0102916 0.00103495 86424.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16332.3 15264.2 0.0102142 0.00101084 86924.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16182.8 15126 0.0101102 0.00100732 87884.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16037.3 14991.2 0.0101096 0.00101382 87952.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15896.5 14856.1 0.0101235 0.00101348 87815.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15753.7 14717.4 0.0101417 0.00101809 87684.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15610.2 14586.7 0.0100882 0.00100476 88072.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15471.4 14452.8 0.0102987 0.00101928 86212.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15330.7 14322.8 0.0102087 0.00108506 87684.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15193.4 14192.3 0.0102186 0.00102018 86971.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15057.2 14060.7 0.0102108 0.00101298 86976.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14921.3 13930 0.0102099 0.00101296 86985.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14784.5 13804.5 0.0101365 0.00100881 87645.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14650.1 13677.9 0.0102148 0.00101616 86969.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14518.6 13552.4 0.0101939 0.00102743 87274.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14387.6 13428.4 0.010149 0.00101049 87541.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14257.4 13305.8 0.0101672 0.00101331 87394.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 14128.1 13185.2 0.0101013 0.00100538 87951.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14001.8 13063.4 0.0101833 0.00101893 87294.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13875.1 12944 0.0101708 0.00100873 87316.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13749.8 12827.5 0.0101224 0.00102064 87895 0
: 88 Minimum Test error found - save the configuration
: 88 | 13626.4 12710.2 0.0102163 0.00101819 86974.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13503.2 12595.3 0.01013 0.0010057 87677.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13382.7 12479.6 0.0101563 0.00100931 87460.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13261.1 12367.2 0.010133 0.00100627 87654.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13141 12257.4 0.0101709 0.00100673 87296.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13024.4 12144.9 0.0101413 0.00101141 87623.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12908.9 12031.1 0.0101247 0.00100677 87739.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12788.5 11924.7 0.0102133 0.00101589 86981.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12676.2 11814.8 0.0101828 0.00102501 87357.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12560.8 11707.9 0.0101794 0.00101607 87304.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12449.4 11599.6 0.0102448 0.0010218 86739.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12335.2 11495.3 0.0101545 0.00101026 87486.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12225 11390.3 0.0101938 0.00101705 87177 0
: 101 Minimum Test error found - save the configuration
: 101 | 12114.1 11287.6 0.0103088 0.00101915 86117.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 12005.8 11184.4 0.0102616 0.0010174 86540.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11896.9 11083.3 0.0101904 0.00101671 87206 0
: 104 Minimum Test error found - save the configuration
: 104 | 11790.5 10981.9 0.0101578 0.00101061 87458.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11684.4 10881.2 0.0103201 0.00102966 86109.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11578.2 10782.3 0.0101739 0.00101162 87314.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11473.5 10684.9 0.010161 0.00100924 87415.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11369.5 10588.9 0.0103306 0.00108646 86540.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11268.2 10492.1 0.0103193 0.00101983 86026.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11164.9 10398.4 0.0102094 0.00102451 87099.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 11067.1 10301.1 0.0103793 0.00102174 85492.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10964.3 10209 0.0103656 0.0010372 85759.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10866.4 10115.7 0.0102773 0.00104999 86698.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10768.3 10023.5 0.0101869 0.00101482 87221.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10671.3 9931.28 0.0102729 0.00102507 86506.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10574.2 9841.07 0.0101712 0.00101078 87332.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10477.7 9752.79 0.0101983 0.00102108 87172 0
: 118 Minimum Test error found - save the configuration
: 118 | 10384.6 9662.67 0.0102211 0.00101864 86933.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10289.9 9574.47 0.0101682 0.00101448 87396.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10195.5 9489.16 0.0101763 0.00101321 87306.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10104.6 9402.08 0.0101853 0.00101628 87249.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10013.8 9314.9 0.0101703 0.00101377 87368.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9922.59 9229.35 0.0101584 0.00101131 87459.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9833.05 9144.06 0.0101538 0.00101192 87509.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9741.71 9062.48 0.0102562 0.00102101 86625.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9655.41 8978.68 0.010165 0.00101567 87438.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9567.91 8895.45 0.0101646 0.00101166 87403.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9480.25 8814.27 0.0102731 0.00104147 86658.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9394.01 8734.1 0.0102628 0.00101939 86548.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9308.98 8654.24 0.0102629 0.00101926 86545.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9223.96 8575.82 0.0102108 0.00101701 87015.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9140.09 8498.03 0.0101587 0.001015 87492.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9058.18 8419.21 0.0101563 0.00101232 87488.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8975.29 8341.9 0.0102025 0.00102097 87131.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8892.72 8266.74 0.0101603 0.00101096 87438.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8813.21 8189.96 0.0101827 0.00101196 87234.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8733.25 8113.7 0.0101936 0.00101913 87198.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8652.49 8039.85 0.0102401 0.00102018 86768.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8573.45 7967.2 0.010174 0.00101845 87378.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8496.94 7892.68 0.0101966 0.00101482 87128.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8418.58 7820.31 0.01021 0.00102028 87054 0
: 142 Minimum Test error found - save the configuration
: 142 | 8341.59 7748.89 0.010163 0.00101429 87444 0
: 143 Minimum Test error found - save the configuration
: 143 | 8265.63 7678.01 0.0101693 0.00101531 87393.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8191.1 7606.48 0.0101715 0.0010141 87361.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8116.3 7535.69 0.0104507 0.00102781 84899.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8041.61 7466.7 0.0101988 0.00101646 87123.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7967.95 7398.49 0.0102287 0.00105618 87217.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7894.89 7331.52 0.0102141 0.00102905 87097.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7824.68 7262.24 0.0103105 0.0010334 86233.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7751.87 7195.4 0.0102473 0.00104245 86911.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7680.98 7129.27 0.0102267 0.00101525 86848.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7611.76 7062.27 0.0102471 0.00104299 86918 0
: 153 Minimum Test error found - save the configuration
: 153 | 7540.06 6999.24 0.0102776 0.00102143 86429.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7473.06 6933.55 0.0102932 0.00101923 86262.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7404.53 6868.75 0.0102424 0.00101562 86704.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7335.69 6806.26 0.0103091 0.00102507 86169.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7270.36 6741.7 0.0102373 0.00102542 86844.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7203.3 6678.67 0.010204 0.00101411 87052.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7136.37 6617.87 0.0102146 0.00101783 86987.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7071.1 6557.03 0.0102215 0.00106377 87358.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7006.63 6496.5 0.0102167 0.00101688 86958 0
: 162 Minimum Test error found - save the configuration
: 162 | 6942.08 6437.12 0.0105233 0.00107815 84699.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6880.12 6375.92 0.0102217 0.00101804 86922.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6815.32 6317.86 0.0104605 0.00103808 84903.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6753.6 6259.11 0.0102993 0.00106185 86603.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6691.88 6200.68 0.0102417 0.0010193 86744.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6630.34 6142.91 0.0103442 0.00102864 85877.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6569.78 6085.68 0.0103079 0.00107499 86646.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6508.35 6030.14 0.0102342 0.00102093 86831.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6449.58 5973.83 0.0103326 0.00102772 85976.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6390.05 5918.44 0.0102545 0.0010201 86633 0
: 172 Minimum Test error found - save the configuration
: 172 | 6331.46 5863.46 0.0102508 0.00102154 86681.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6273.1 5809.26 0.0102432 0.00103128 86844.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6215.06 5755.8 0.010203 0.00102339 87149.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6158.33 5702.23 0.0102328 0.00101905 86827.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6101.7 5649.25 0.0102046 0.00101687 87072.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6045.03 5597.44 0.0102877 0.00102596 86376.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5990.18 5544.78 0.0102521 0.00103505 86796 0
: 179 Minimum Test error found - save the configuration
: 179 | 5934.97 5492.59 0.0102104 0.00102757 87118.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5879.74 5442.25 0.0102001 0.0010188 87133.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5826.06 5391.42 0.0103887 0.00104353 85605.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5772.11 5341.6 0.0101934 0.00101615 87172.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5719.77 5290.55 0.0103342 0.00103173 85999.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5665.75 5242.27 0.011912 0.00174844 78712.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5614.27 5193.33 0.0108476 0.00103896 81561.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5562.42 5144.64 0.0120692 0.00112701 73111.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5511.42 5096.16 0.0113345 0.00108239 78032.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5460.43 5048.31 0.0105365 0.00104827 84314.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5409.79 5001.43 0.0113306 0.00125004 79360.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5360.48 4954.37 0.0104354 0.00103665 85117.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5309.88 4909.27 0.0106237 0.00106652 83706.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5262.06 4862.81 0.0104897 0.00104408 84694.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5213.01 4817.89 0.0107607 0.00109901 82801.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.31 4773.95 0.0116173 0.00111362 76163.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5117.91 4728.62 0.0103428 0.00103852 85981.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5070.29 4684.81 0.0106559 0.00106561 83417.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5023.63 4640.57 0.0104007 0.00103532 85420.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4976.7 4598.13 0.0103287 0.00102979 86031.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4931.3 4555.01 0.010631 0.00103895 83402.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4885.98 4512.25 0.0102425 0.00106205 87141.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4840.96 4469.82 0.011566 0.00103828 75990 0
: 202 Minimum Test error found - save the configuration
: 202 | 4796.22 4428.01 0.0103782 0.00102694 85550 0
: 203 Minimum Test error found - save the configuration
: 203 | 4752.35 4387.15 0.010348 0.00103991 85947.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.08 4347.51 0.0102895 0.00103176 86413.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4665.03 4306.94 0.0103668 0.00107102 86060.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4623.53 4265.1 0.0103511 0.00105871 86091.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4578.72 4225.71 0.0103724 0.00103602 85686.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4537.54 4185.82 0.0101888 0.00101626 87216.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4494.55 4148.01 0.0102139 0.00103724 87177.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4454.07 4109.31 0.0102072 0.00102429 87118.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4413.2 4070.77 0.0101898 0.00101744 87218.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4372.68 4032.68 0.0102042 0.0010178 87085.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4331.58 3996.33 0.010202 0.00101641 87093.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4293.44 3958.23 0.0103461 0.0011071 86589.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4252.62 3921.73 0.010634 0.00104912 83464.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4215.12 3883.54 0.0104373 0.00104138 85143.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4174.9 3848.07 0.0103809 0.00104811 85719.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4136.96 3812.61 0.0103331 0.00104026 86088.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4098.58 3777.8 0.0103683 0.00103233 85689.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4062.57 3741.54 0.0103498 0.00102909 85830.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4024.03 3707.55 0.0104049 0.00110612 86032.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3987.82 3672.66 0.010453 0.00104202 85007.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3951.91 3637.31 0.0104046 0.00104626 85485 0
: 224 Minimum Test error found - save the configuration
: 224 | 3914.37 3604.59 0.0103553 0.00102819 85771.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3879.47 3570.91 0.0103414 0.00103463 85958.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3843.9 3537.61 0.0102982 0.00102786 86296.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.38 3505.34 0.0102445 0.00102059 86731.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3774.29 3472.65 0.010333 0.00104017 86087.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3739.2 3441.11 0.0103961 0.00105602 85652.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3705.77 3408.95 0.0103501 0.00105743 86089.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3672.21 3376.38 0.0106696 0.00105926 83244.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3638.98 3345.94 0.0104754 0.00104389 84821.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.84 3314.44 0.0103935 0.00103475 85481.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.96 3282.9 0.0104774 0.00105386 84893.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3539.29 3253.56 0.0103457 0.00103204 85894.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3508.56 3222.4 0.0103182 0.00103258 86155.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.93 3192.81 0.0103104 0.00103138 86216.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3443.95 3163.79 0.0109859 0.0012817 82438.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3413.42 3134.1 0.0109599 0.00103225 80583.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3381.89 3105.16 0.0102281 0.00101641 86846 0
: 241 Minimum Test error found - save the configuration
: 241 | 3351.94 3075.98 0.0102256 0.00101862 86890.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3321.09 3046.86 0.0102325 0.00101744 86814 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.73 3018.79 0.0102311 0.00102776 86924.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3260.85 2991.12 0.0102664 0.00102174 86536.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3231.97 2962.8 0.0102124 0.00101907 87019.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3201.91 2935.36 0.0102428 0.00101663 86709.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3172.88 2908.16 0.0102243 0.00102033 86919.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3143.79 2882.45 0.0102285 0.00102147 86890.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3115.65 2855.03 0.0102249 0.00101659 86877.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3087.01 2829.31 0.0102122 0.0010234 87062.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3059.63 2802.44 0.0102311 0.00101889 86841.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.79 2776.25 0.0102277 0.00101966 86880.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3003.62 2751.08 0.0102052 0.00101686 87067 0
: 254 Minimum Test error found - save the configuration
: 254 | 2977.07 2725.18 0.0102117 0.00101475 86985.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2950.65 2698.75 0.0102187 0.00101856 86954.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2921.91 2675.62 0.0102063 0.00101676 87055.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2897.14 2650.1 0.010213 0.00102576 87077.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2870.6 2625.64 0.0102047 0.00101814 87083.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.16 2601.68 0.0102104 0.00101775 87025.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.11 2577.2 0.0102125 0.00101596 86989.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2793.32 2553.23 0.0104329 0.00104756 85239 0
: 262 Minimum Test error found - save the configuration
: 262 | 2767.5 2530.08 0.0104348 0.00104702 85217.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2742.86 2506.87 0.0104939 0.00105648 84769.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2717.81 2483.99 0.0103383 0.00103452 85986.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2693.77 2460.66 0.0104439 0.00104099 85080.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2668.6 2438.56 0.0104249 0.00104466 85285.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2645.18 2416.31 0.0104159 0.00103965 85321.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.6 2392.82 0.0106064 0.00120282 85073.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.07 2371.2 0.0103851 0.00104872 85686.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2573.66 2349.48 0.0104335 0.0010553 85303.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.64 2327.55 0.0103631 0.00102967 85713.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.21 2306.23 0.0102931 0.00103323 86394.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2504.28 2285.42 0.0103406 0.001033 85951 0
: 274 Minimum Test error found - save the configuration
: 274 | 2481.98 2263.9 0.0103248 0.00104158 86177.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.02 2243.63 0.0103419 0.00102989 85910.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2437.31 2222.81 0.0103216 0.00103164 86114.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2414.36 2202.34 0.0103497 0.00103027 85842.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.7 2182.41 0.0103044 0.0010303 86261.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2371.08 2162.32 0.0103055 0.00102994 86247.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2349.6 2142.19 0.0103937 0.00104178 85544.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2327.87 2122.48 0.0104639 0.00104695 84953.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.94 2102.89 0.0106018 0.00102664 83549.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.74 2083.52 0.0102966 0.00110169 87004.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2264.47 2064.95 0.0102729 0.00102603 86515.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2243.75 2046.25 0.0102328 0.00101797 86816.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.86 2026.79 0.0102178 0.00101842 86962.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2202.73 2008.74 0.0102464 0.00102317 86737.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2182.8 1990.31 0.0103527 0.00102626 85778.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2163.43 1971.71 0.0102272 0.00101637 86854.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2142.95 1953.29 0.0103315 0.00107986 86471.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2122.91 1935.63 0.0102383 0.00101636 86749.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2103.73 1917.41 0.0102245 0.00101873 86902.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2084.05 1900.23 0.0102584 0.00104467 86826.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2065.15 1882.57 0.0102278 0.00102127 86894.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2045.71 1865.6 0.0102434 0.00102058 86741 0
: 296 Minimum Test error found - save the configuration
: 296 | 2026.82 1848.57 0.0103491 0.00102977 85843 0
: 297 Minimum Test error found - save the configuration
: 297 | 2007.89 1832.37 0.0104693 0.00103908 84833.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1989.86 1815.28 0.0102702 0.00102284 86511 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.32 1798.26 0.0103266 0.00102781 86033.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.74 1781.74 0.010354 0.00102422 85746.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1934.43 1765.57 0.0105606 0.00102761 83918.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1916.87 1749.17 0.0102438 0.0010204 86736 0
: 303 Minimum Test error found - save the configuration
: 303 | 1898.6 1733.3 0.0103093 0.00104325 86337 0
: 304 Minimum Test error found - save the configuration
: 304 | 1880.92 1717.71 0.0102681 0.0010243 86544.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.58 1702.87 0.0102483 0.00102277 86715.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1846.29 1687.3 0.0102371 0.00102512 86843.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.66 1671.36 0.0105727 0.0010337 83866.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1811.35 1656.59 0.0104072 0.00106344 85618.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.82 1641.41 0.0104686 0.00103469 84800.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1777.72 1626.45 0.0103204 0.00102751 86087.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1761 1611.56 0.0102507 0.00102178 86683.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1744.48 1596.13 0.0102522 0.00102432 86693.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1727.65 1581.71 0.0102812 0.00102226 86403 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.58 1566.72 0.0102768 0.0010233 86453.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.03 1552.51 0.0103497 0.00104185 85949.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.21 1538.11 0.0102377 0.00101752 86766.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1663.1 1524.16 0.0102582 0.00103822 86767.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1647.53 1510.02 0.0102635 0.0010219 86565.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1631.74 1496.19 0.0102618 0.00101915 86554.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.29 1482.39 0.0103562 0.00103146 85793.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.61 1469.03 0.0102721 0.00102171 86482.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1585.56 1455.76 0.0103427 0.00112978 86834.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1570.77 1442.07 0.0105551 0.00104356 84108.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1555.62 1428.37 0.0104501 0.00105219 85125.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1540.8 1415.38 0.0104109 0.00103306 85307.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1525.3 1403.1 0.0102449 0.00101918 86714.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.47 1390 0.0103723 0.00104832 85800 0
: 328 Minimum Test error found - save the configuration
: 328 | 1496.64 1377.72 0.0102434 0.00102419 86775.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.54 1364.9 0.0103255 0.00105767 86320.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.52 1351.86 0.0102918 0.00102471 86326.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.2 1339.74 0.0102276 0.00101955 86880.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.65 1326.83 0.0102751 0.0010242 86477.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.46 1314.68 0.0102328 0.00102024 86838.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1412.6 1302.75 0.0103635 0.00104164 85820.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.48 1290.03 0.0102302 0.00102051 86865 0
: 336 Minimum Test error found - save the configuration
: 336 | 1385.27 1278.61 0.0102324 0.0010202 86841.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.18 1267.02 0.0102469 0.00102408 86741.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.16 1255.21 0.0103769 0.00104882 85763 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.27 1243.36 0.0104099 0.00103416 85326.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1332.97 1231.48 0.010392 0.00104352 85575.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1320.1 1220.04 0.010393 0.00105227 85646.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1307.25 1209 0.0103831 0.00104245 85647.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1294.97 1197.51 0.0103599 0.00106582 86076.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.13 1186.67 0.010448 0.00103485 84987.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.21 1175.13 0.0103441 0.00103853 85970.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.5 1164.42 0.0102959 0.00102935 86331.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1245.5 1153.39 0.0103488 0.00104016 85941.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.38 1142.79 0.0103907 0.00103938 85549 0
: 349 Minimum Test error found - save the configuration
: 349 | 1221.59 1131.83 0.01036 0.00103194 85762.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1209.41 1121.49 0.0103617 0.00103138 85742 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.37 1110.54 0.010355 0.00104688 85946.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1186.45 1100.33 0.0103271 0.00103457 86090.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1174.59 1090.27 0.0103366 0.0010321 85979.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1163.53 1079.75 0.0103202 0.00102737 86087.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1152.34 1069.39 0.0103741 0.00105245 85822.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.07 1059.3 0.0103792 0.00103305 85596.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1129.66 1049.51 0.0103432 0.00103439 85940.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1119.15 1039.19 0.0103894 0.00103379 85510.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1107.92 1029.53 0.0103346 0.00103229 86000.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.39 1019.46 0.0108122 0.00103787 81847.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1086.39 1010.25 0.0103478 0.00103074 85864.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1075.97 1000.74 0.0103504 0.00103648 85893.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.25 991.538 0.0103305 0.00104528 86158.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.41 981.567 0.0103578 0.00104339 85888.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1044.66 972.475 0.0104511 0.00103503 84961 0
: 366 Minimum Test error found - save the configuration
: 366 | 1034.77 962.979 0.0103604 0.00104226 85854 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.33 954.155 0.0102783 0.00102636 86468.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.68 944.862 0.0102817 0.0010225 86401 0
: 369 Minimum Test error found - save the configuration
: 369 | 1004.56 935.774 0.0102378 0.00102052 86793.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 994.231 927.599 0.0102507 0.00101795 86647.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.782 917.665 0.0102548 0.00102656 86690 0
: 372 Minimum Test error found - save the configuration
: 372 | 975.183 908.969 0.0102122 0.00101893 87020.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 965.59 900.568 0.0102586 0.00101642 86559.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.335 892.334 0.0102506 0.00102021 86670.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.134 883.019 0.0102218 0.00101878 86928.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 937.372 874.992 0.0102992 0.00103915 86392.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.375 865.996 0.0102848 0.00103514 86489.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.37 857.444 0.0102627 0.0010306 86654 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.213 849.201 0.0102405 0.00102198 86781.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 900.895 841.444 0.0102141 0.00101897 87002.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.769 832.698 0.0102302 0.00101667 86829 0
: 382 Minimum Test error found - save the configuration
: 382 | 883.156 824.77 0.0102274 0.00102086 86894.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 874.362 817.327 0.0102227 0.00102796 87006.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.36 809.288 0.0102233 0.00101685 86895.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.481 800.885 0.0103988 0.00102307 85327.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 849 793.546 0.0102311 0.0010176 86829.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 840.824 785.003 0.0102922 0.00102169 86295.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 831.942 778.185 0.010306 0.00102601 86206.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 823.86 770.131 0.0103062 0.00102109 86159.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 816.077 762.604 0.010219 0.00101945 86960.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.559 754.867 0.0102532 0.00101827 86627.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 799.557 747.15 0.0102187 0.00101936 86963 0
: 393 Minimum Test error found - save the configuration
: 393 | 791.472 740.508 0.0102296 0.00101804 86847.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 784.052 732.61 0.0102161 0.00101527 86948.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 775.873 725.093 0.0102161 0.00101541 86950.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.06 717.902 0.0102248 0.00101707 86883.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.356 711.018 0.0102729 0.00101915 86451.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 752.773 703.676 0.0102573 0.00102806 86680.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.333 696.932 0.0102988 0.00103001 86311.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 737.73 689.503 0.0102245 0.00101698 86885.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.402 682.699 0.0102217 0.00101883 86929 0
: 402 Minimum Test error found - save the configuration
: 402 | 723.013 675.579 0.0102173 0.00101863 86969.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.7 668.75 0.0102244 0.00101678 86884.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.441 661.957 0.0102107 0.00101622 87008.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.353 655.228 0.010235 0.00101625 86779.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.199 648.697 0.0102396 0.00103886 86949.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.218 641.978 0.0102698 0.00102121 86500.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 680.44 635.463 0.010232 0.00101824 86826.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.178 629.304 0.0102334 0.00101684 86800 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.384 623.139 0.0102188 0.00101772 86946.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 660.005 616.139 0.0103639 0.00102937 85703.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.182 609.623 0.010243 0.00102183 86756.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.354 603.875 0.0102677 0.00101858 86494.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.965 597.453 0.0102306 0.00101866 86843.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.383 591.078 0.0102475 0.00101854 86684.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.832 585.343 0.0103794 0.00104933 85744.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.422 579.239 0.010319 0.00102798 86104.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 614.309 573.121 0.0102642 0.0010267 86603.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 607.843 566.905 0.0102184 0.00102269 86997.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.598 561.068 0.0102303 0.00101977 86857.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.324 555.174 0.0102257 0.00101872 86890.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.133 549.519 0.0102359 0.00101679 86776 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.163 544.079 0.0102363 0.00101796 86783.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.212 538.2 0.0102293 0.00101786 86848.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.16 532.73 0.0102202 0.00101869 86941.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.505 526.859 0.0104046 0.0010984 85964.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.449 522.087 0.0103599 0.00102018 85655.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.955 515.811 0.0102419 0.00101957 86746.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.012 510.572 0.0102524 0.00102193 86669.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.337 505.362 0.0102388 0.00102591 86835 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.642 500.201 0.0103121 0.00102857 86173.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.237 494.43 0.0102321 0.00102692 86907.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.904 489.018 0.010256 0.00101812 86599.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.187 484.231 0.0102513 0.00102163 86677.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.663 479.041 0.0102259 0.00101674 86870.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.608 473.659 0.0104631 0.00102748 84785 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.336 468.25 0.0102514 0.00102346 86693.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.819 463.625 0.0103095 0.00102495 86164.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.829 458.727 0.0102428 0.00102036 86744.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.756 453.756 0.0102445 0.00101872 86713.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.649 449.263 0.0102783 0.00102433 86449.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.607 443.957 0.0102577 0.00102092 86610.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.876 439.117 0.0102483 0.00101754 86666.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.808 434.089 0.0102422 0.00101761 86725.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.707 430.378 0.01023 0.0010272 86930 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.227 425.438 0.010424 0.00103614 85216.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.212 420.185 0.0103462 0.00102281 85805.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.7 415.224 0.0102492 0.00101924 86674.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.27 411.307 0.010242 0.00101879 86737.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 439.716 406.728 0.0102734 0.00105649 86797.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.284 402.163 0.0102281 0.00101709 86852.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.703 397.704 0.0103615 0.00103548 85781.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.195 393.56 0.0102679 0.00101989 86505.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.568 389.11 0.010243 0.00101718 86712.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.147 385.176 0.0102662 0.00104391 86746.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.128 380.842 0.0102482 0.00102173 86707.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.565 376.313 0.0102183 0.0010206 86977.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.215 372.168 0.0102872 0.00102764 86397.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.93 368.362 0.0103278 0.00102596 86004.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.02 363.897 0.0102763 0.00106141 86816.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.45 360.548 0.0102766 0.00102697 86489.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.004 356.045 0.0102323 0.00102202 86859.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.729 351.989 0.0103032 0.00103521 86318.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.495 348.527 0.0103197 0.00102226 86045.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.56 344.424 0.0103097 0.00103569 86262.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.236 340.632 0.0102868 0.00101976 86327.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.41 336.555 0.0102476 0.00102163 86711.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.219 333.061 0.0102331 0.00101641 86799 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.676 329.053 0.0105016 0.00104561 84602.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.71 325.071 0.0103619 0.00103345 85759.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.648 322.305 0.0102591 0.00102163 86603.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.023 318.235 0.0102752 0.00105937 86807.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.663 314.311 0.0103446 0.00103466 85930.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.626 310.83 0.0102651 0.00102101 86541.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.965 307.176 0.0103542 0.00102718 85772 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.515 304.804 0.0102327 0.0010186 86823.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.126 300.885 0.0102846 0.0010291 86434.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.431 297.518 0.0102967 0.00102238 86259.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.014 293.705 0.0102778 0.00102373 86448.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.478 289.894 0.0102487 0.00102025 86688.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.894 287.012 0.0102623 0.00102014 86560.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.586 283.545 0.0102803 0.00102426 86430 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.815 280.366 0.0102721 0.00102124 86478.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.859 277.198 0.0102311 0.00101678 86821 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.436 274.491 0.0104022 0.00104986 85540.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.169 270.912 0.010293 0.0010392 86451.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.801 268.13 0.0102493 0.00101847 86666.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.783 264.682 0.0103579 0.00103578 85817.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.608 261.565 0.0102694 0.00102464 86535.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.328 258.607 0.0102675 0.00101832 86494.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.359 255.484 0.0103664 0.00102447 85635.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.05 252.608 0.0103143 0.00103811 86242.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.317 249.9 0.0103248 0.00102436 86017.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.421 248.073 0.0102606 0.00102653 86635.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.463 244.436 0.0103261 0.00103093 86066.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.366 241.542 0.0102511 0.00101954 86658.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.449 238.78 0.0102344 0.00102092 86829.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.386 236.049 0.0102354 0.00101853 86797.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.616 232.808 0.0102329 0.00102065 86840.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.819 230.325 0.0103472 0.00103817 85938.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.014 227.672 0.01036 0.0010282 85728.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.614 224.665 0.0102499 0.00101871 86662.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.687 222.447 0.0103047 0.00102469 86207.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.318 220.14 0.0105631 0.00104718 84070 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.33 217.511 0.0106498 0.00104684 83308 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.492 214.585 0.0104689 0.00103524 84802.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.932 212.269 0.0104593 0.00102769 84821 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.466 209.42 0.010401 0.00104741 85529.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.61 207.152 0.011206 0.00107634 78975.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.006 204.63 0.0104533 0.00103733 84961.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.697 203.127 0.0102364 0.00101822 86784.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.383 199.932 0.0102298 0.00101806 86845.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.775 197.832 0.0102599 0.00104245 86791.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.093 195.686 0.0103402 0.00103621 85985 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.933 193.069 0.010299 0.00102591 86271.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.339 190.912 0.0102496 0.001019 86667.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.912 188.705 0.0102496 0.00105208 86980 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.876 186.706 0.0102468 0.00101896 86694.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.517 184.986 0.0103484 0.00109483 86452.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.188 182.27 0.0105187 0.00104452 84440 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.646 179.994 0.0104613 0.0010732 85214 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.292 178.075 0.0104358 0.001042 85163 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.125 175.767 0.0103682 0.00104035 85764.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.952 173.308 0.0104207 0.00103652 85249.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.489 172.17 0.0105702 0.00106274 84144.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.3 169.868 0.0103989 0.00102938 85383.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.218 167.525 0.010402 0.00102417 85307.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.124 165.974 0.0104724 0.0010392 84806.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.225 163.965 0.0103454 0.00102305 85815.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.157 161.84 0.0104657 0.00104869 84952.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.157 159.607 0.0104091 0.00103011 85297 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.847 157.581 0.0103251 0.00102413 86012.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.629 156.126 0.0103554 0.00102749 85763.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.703 154.807 0.0103345 0.00102603 85943.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.656 152.898 0.0102408 0.0010205 86764.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.619 151.261 0.0102785 0.00102399 86444.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.753 148.955 0.0103345 0.00102921 85972.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.664 146.74 0.0102375 0.00102856 86872 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.934 145.408 0.0102798 0.00102856 86474.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.401 143.61 0.0102574 0.00103804 86773.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.299 142.56 0.01023 0.00101673 86831.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.458 140.585 0.0102274 0.00101791 86867.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.433 139.032 0.0102219 0.00101723 86912.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.427 137.185 0.0102774 0.00102617 86475.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.719 135.889 0.0102434 0.00101847 86721.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.99 133.829 0.0102395 0.00101959 86769 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.178 131.811 0.0102398 0.00101765 86747.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.398 131.377 0.0102234 0.00102015 86926.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.992 129.846 0.010264 0.00101963 86539.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.022 128.634 0.0102425 0.00101683 86714.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.254 126.603 0.0102258 0.00101739 86877.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.57 125.374 0.0102595 0.001057 86933.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.947 123.239 0.0103496 0.00102632 85807 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.184 121.335 0.0102883 0.00102295 86343.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.727 119.881 0.0102379 0.00103111 86892.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.044 119.25 0.0102483 0.00102285 86716.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.427 116.811 0.0102132 0.00101656 86987.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.223 116.303 0.0102393 0.00102588 86830 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.215 114.32 0.0102727 0.00102369 86495.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.605 113.968 0.0102575 0.00101839 86588 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.39 111.866 0.0103192 0.00104041 86217.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.704 110.059 0.0105057 0.00106509 84740.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.087 109.874 0.0104548 0.00103107 84891.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.7 107.615 0.0103805 0.00104867 85727.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.128 106.569 0.0102476 0.0010205 86701.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.237 106.149 0.0102243 0.00101625 86880.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.718 105.451 0.0102594 0.00101849 86571.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.115 102.656 0.0102929 0.00104603 86515.4 0
: 569 | 116.67 103.239 0.0103068 0.000988831 85855.9 1
: 570 Minimum Test error found - save the configuration
: 570 | 116.09 102.277 0.0104461 0.00102798 84942.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.255 100.357 0.0103642 0.00107854 86154.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.963 98.2039 0.0105074 0.00106519 84726.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.335 97.2143 0.0106608 0.00103917 83146 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.944 95.5711 0.0102948 0.00102231 86276.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.362 94.8902 0.0102555 0.0010215 86636.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.252 92.4329 0.010248 0.00101572 86652.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.99 91.5641 0.0102326 0.0010167 86806.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.619 90.0669 0.0102859 0.00102427 86377.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.514 90.0254 0.0102606 0.00102046 86578.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.627 89.0888 0.0102761 0.00102177 86446.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.056 87.2637 0.0102336 0.00101857 86814.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.6024 86.0308 0.0107556 0.0010733 82625 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.5632 85.6023 0.0105513 0.00113143 84926.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.4466 84.7462 0.0103463 0.00102403 85815.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.4005 83.134 0.0103209 0.00102076 86019.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.304 81.9322 0.0103757 0.0010332 85630.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0984 81.1238 0.0102949 0.0010211 86264.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.0114 79.7488 0.0104852 0.00115306 85725.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.7707 78.9556 0.0103436 0.0010243 85843.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.7307 78.1231 0.0103262 0.0010314 86069.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8103 77.4938 0.0103546 0.00109232 86371.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.9174 76.6052 0.0102476 0.00101744 86672.3 0
: 593 | 88.0602 77.0889 0.0102451 0.000986582 86406.8 1
: 594 Minimum Test error found - save the configuration
: 594 | 86.5725 73.9314 0.0103264 0.00102627 86020.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.3408 73.099 0.0104086 0.00103909 85383 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.5041 72.6711 0.0102538 0.0010199 86637 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.538 71.2086 0.0102471 0.00105118 86995.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.648 70.7444 0.0102444 0.00101805 86708.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.6754 69.8427 0.0103651 0.00103236 85720.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7936 68.353 0.0103134 0.00102385 86118.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.8575 68.0317 0.0104561 0.00103281 84895.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9595 67.1472 0.0103444 0.0010375 85957.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.035 65.6613 0.0104189 0.00103033 85209.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7652 65.1445 0.0102748 0.00102864 86522.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.8355 64.7472 0.0102945 0.00102315 86287.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.1523 64.087 0.0102336 0.00101978 86825.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.257 63.0149 0.0104665 0.00105455 84998.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.4463 61.9281 0.0104093 0.00103855 85371.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.4708 60.8659 0.0103746 0.00104063 85708.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.5374 60.0483 0.010267 0.00101985 86513.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8017 59.6481 0.0102789 0.00102234 86425 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.0126 58.5086 0.0102059 0.00101546 87046.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1104 57.7114 0.0103057 0.00102669 86215.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2274 57.0772 0.0102423 0.00101975 86744.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4658 56.5069 0.0102326 0.00101795 86818.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.6783 55.5079 0.0102277 0.00102515 86932.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.0723 54.9136 0.0102375 0.00101836 86776.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1946 54.5387 0.0102901 0.00103181 86409.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.4175 53.234 0.0102565 0.00103823 86784.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.6376 52.7514 0.0104755 0.00107124 85067.7 0
: 621 | 63.305 53.479 0.0103153 0.000989691 85785.7 1
: 622 Minimum Test error found - save the configuration
: 622 | 62.6791 51.7724 0.0102522 0.00101812 86636 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4061 50.6271 0.0103005 0.00102293 86229.5 0
: 624 | 60.5707 50.8915 0.0102246 0.000985671 86590.4 1
: 625 Minimum Test error found - save the configuration
: 625 | 59.9151 49.573 0.0102822 0.00103492 86511.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0831 49.0091 0.0102266 0.00101738 86869.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6141 48.4638 0.0102666 0.0010251 86566.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.9391 47.0547 0.0102499 0.00102156 86689.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2251 46.4957 0.0102219 0.0010178 86917.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.3708 46.0727 0.0102854 0.00102842 86421.7 0
: 631 | 55.9922 46.2039 0.0104713 0.00100134 84478.1 1
: 632 Minimum Test error found - save the configuration
: 632 | 55.2106 44.7989 0.0103715 0.00104737 85798.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4005 44.1652 0.010234 0.00101707 86797 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.8166 43.7149 0.0102821 0.00102661 86434.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.2584 42.4747 0.0103469 0.00103408 85903 0
: 636 | 52.4444 42.5994 0.0102564 0.000986712 86303.2 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.7833 41.6568 0.0102353 0.00102059 86818 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.3099 41.2451 0.0102737 0.00102182 86469 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.6384 40.3262 0.0102534 0.00101844 86626.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.026 39.5742 0.0104315 0.00104925 85267.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.3111 39.2428 0.0103057 0.00103139 86260 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7232 38.5626 0.0107226 0.00104587 82672.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2392 37.9631 0.0104231 0.00103408 85206 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.8947 37.7787 0.0103393 0.00103522 85983.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.1355 37.559 0.0102413 0.00102313 86785.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.1031 36.9165 0.0104237 0.00103075 85169.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.152 36.317 0.010234 0.00102427 86864.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2935 35.3092 0.0102578 0.00102432 86641.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.768 35.011 0.0103942 0.00117506 86776.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.3816 34.5322 0.010747 0.00105813 82568.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.8841 34.1443 0.0103736 0.00103274 85645.6 0
: 652 | 43.3386 34.663 0.0103445 0.000995662 85572.5 1
: 653 Minimum Test error found - save the configuration
: 653 | 43.1249 33.3957 0.0103528 0.00103705 85875.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3067 32.9034 0.0103774 0.00103295 85611.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.8477 32.1323 0.0105634 0.00104738 84068.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.1936 31.8385 0.0104 0.00103424 85417.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.7837 31.1699 0.0104763 0.00104654 84837.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2318 30.5981 0.010447 0.00105023 85136.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.6429 30.1329 0.0104346 0.00104348 85187.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2706 30.0642 0.0104146 0.00103691 85308.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.02 29.4202 0.0103592 0.00103554 85803.1 0
: 662 | 38.52 29.6674 0.0103428 0.00100017 85629 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.0711 28.3589 0.0104209 0.00104173 85295.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.4314 28.2401 0.0103736 0.00104802 85785.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.165 27.2564 0.0103754 0.00104272 85720.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.5245 27.0385 0.0103239 0.00103258 86102.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.2032 27.0099 0.0103604 0.00102577 85702.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8559 26.1674 0.010294 0.00102587 86316.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3859 25.8883 0.0106987 0.00107523 83130.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.0066 25.5471 0.0104725 0.00105132 84914.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4926 25.388 0.0103821 0.00105544 85775.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0757 25.3231 0.0104296 0.00103884 85190.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.7919 24.566 0.0105015 0.00103539 84512.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2514 23.864 0.0103706 0.0010378 85718.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9202 23.7402 0.0105723 0.00105192 84030.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.5308 23.3702 0.0103565 0.00103966 85866.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.2931 23.1732 0.0103747 0.00103509 85656.3 0
: 678 | 31.7073 23.306 0.0104901 0.000994473 84249.2 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.3659 22.0292 0.0104567 0.001063 85163.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7398 21.7032 0.010508 0.00104897 84575.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.5527 21.5735 0.0105977 0.0011848 84989.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2782 21.4242 0.010305 0.00103784 86326.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.7942 20.6298 0.0102406 0.00101929 86755.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.3963 20.6065 0.0102685 0.00102987 86592.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.1676 20.2231 0.0102373 0.00102839 86872.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5784 19.88 0.0102856 0.00106948 86804.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.2458 19.8226 0.0103042 0.00101908 86159.5 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9335 19.6977 0.0108921 0.00136937 84009.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.7318 19.0709 0.0104073 0.00102838 85298.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.372 18.8791 0.0103173 0.00102427 86085.9 0
: 691 | 26.9813 18.9161 0.0103218 0.000986471 85696.1 1
: 692 | 26.6392 19.0007 0.0103027 0.00098691 85875.7 2
: 693 Minimum Test error found - save the configuration
: 693 | 26.1922 18.2205 0.0102363 0.00102175 86819.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7463 17.7701 0.0105666 0.00104339 84005.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4557 17.3817 0.0103309 0.0010334 86044.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3831 17.3275 0.0109628 0.00110646 81166.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.8594 16.9969 0.0106405 0.00104958 83412.4 0
: 698 | 24.4987 17.0939 0.0108346 0.0010413 81688.4 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.2638 16.4815 0.010542 0.00104202 84210.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.8728 16.4023 0.0104021 0.00105388 85577.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.56 16.2703 0.0106817 0.00105539 83105.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.1115 15.9167 0.0102874 0.00102355 86357.3 0
: 703 | 23.0331 16.0815 0.0103077 0.00101279 86068.5 1
: 704 | 22.773 16.7689 0.0102657 0.000987771 86225.8 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.8177 15.564 0.0103257 0.00103907 86145 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.4338 14.9423 0.0103838 0.00103805 85600.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7149 14.65 0.0103959 0.00104102 85516.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4234 14.518 0.0104341 0.0010399 85158.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.1451 14.2298 0.0104541 0.00108761 85410.6 0
: 710 | 20.9815 14.2816 0.0102765 0.00100453 86281.3 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.9567 14.0574 0.0102831 0.00102451 86406.5 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.3558 14.0449 0.0102913 0.00104646 86534.9 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.025 13.4882 0.0102487 0.00102166 86701.4 0
: 714 | 19.7869 14.2922 0.0102283 0.000986951 86567.4 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.83 13.4301 0.0103203 0.00102967 86108.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.5382 13.1829 0.0102831 0.00102307 86392.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.1044 12.9929 0.0106288 0.001044 83465.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.7751 12.8827 0.0103355 0.00102715 85944 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.4742 12.7701 0.010351 0.00109247 86407 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3018 12.7066 0.0102854 0.00102221 86362.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.112 12.2241 0.0103743 0.00111388 86389.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.7474 12.1733 0.0104113 0.00102724 85250.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.7538 12.0734 0.0103618 0.00103389 85764.1 0
: 724 | 17.5952 12.1705 0.010227 0.00098443 86556 1
: 725 | 17.3644 12.2092 0.0102494 0.00100731 86560.9 2
: 726 | 17.3842 12.2879 0.0102107 0.000985592 86719.6 3
: 727 Minimum Test error found - save the configuration
: 727 | 16.8607 11.4019 0.0104238 0.00103451 85203.6 0
: 728 | 16.4994 11.6602 0.0102219 0.000985511 86613.8 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.2111 11.2575 0.0102661 0.00102319 86552.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 16.0292 11.2558 0.0102407 0.00101683 86731.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.8435 11.0044 0.0102961 0.00102149 86256.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.6825 10.7911 0.0102754 0.00102827 86513.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.5098 10.7131 0.0102326 0.00101633 86802.8 0
: 734 | 15.3607 10.9514 0.0102092 0.000983722 86716.5 1
: 735 | 15.2157 10.82 0.0101989 0.000984051 86816.7 2
: 736 | 14.928 11.115 0.0102903 0.00105286 86603.7 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.7527 10.7096 0.0103776 0.00102986 85581.8 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.6281 10.2208 0.0105679 0.00104642 84020.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.4285 10.0754 0.0103808 0.00105312 85766.7 0
: 740 | 14.2242 10.117 0.0102512 0.00100619 86532.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.9185 10.0477 0.0102477 0.00102915 86781.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.6241 9.83153 0.0102501 0.00102517 86721.2 0
: 743 | 13.6914 9.84648 0.0102208 0.000989481 86661.3 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.2773 9.65913 0.0102798 0.00102834 86472.7 0
: 745 | 13.2159 9.70839 0.0102205 0.000989142 86661.6 1
: 746 | 13.2008 9.96145 0.0102254 0.000986241 86587.7 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.9152 9.59838 0.0102519 0.0010216 86671 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.8095 9.36864 0.0102665 0.00102805 86594.5 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.6481 9.30749 0.0102521 0.00102196 86673 0
: 750 | 12.3469 10.1307 0.0102444 0.00101948 86721.3 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.4283 9.25262 0.010304 0.00102315 86199.3 0
: 752 | 12.2585 9.65959 0.0102361 0.000988072 86505.2 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.8559 8.92611 0.010283 0.00102981 86456.6 0
: 754 | 11.6913 9.08332 0.0102143 0.000986571 86695.3 1
: 755 | 12.0446 9.33112 0.0102653 0.000985551 86209.5 2
: 756 Minimum Test error found - save the configuration
: 756 | 11.6408 8.70728 0.0105112 0.0010382 84450.4 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.3039 8.61026 0.0103831 0.00104595 85679.3 0
: 758 | 11.0405 8.64558 0.0103314 0.000999112 85723.6 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.8942 8.31925 0.0104009 0.0010285 85356.6 0
: 760 | 10.8517 8.45662 0.0102918 0.000996341 86063.2 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.76 8.06068 0.0104074 0.0010548 85537.4 0
: 762 | 10.5189 8.16851 0.0103056 0.000989991 85877.6 1
: 763 | 10.383 8.06587 0.0102107 0.000986022 86723.7 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.1309 7.73581 0.0102535 0.00102058 86646.8 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.99104 7.57073 0.0104067 0.00102672 85287.9 0
: 766 | 9.94334 7.69345 0.0103404 0.000989402 85552.1 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.84532 7.5672 0.0102852 0.00103601 86494.3 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.82256 7.37324 0.0102416 0.00101868 86740 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.62195 7.27236 0.0104508 0.00103016 84919.9 0
: 770 | 9.67394 7.36315 0.0103583 0.000988652 85382.5 1
: 771 | 9.47716 7.69724 0.0103003 0.00100861 86098.2 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.40396 6.70139 0.01026 0.00102392 86616.6 0
: 773 | 9.1982 6.90475 0.0102104 0.000986501 86731.6 1
: 774 Minimum Test error found - save the configuration
: 774 | 9.07452 6.51501 0.0102364 0.00101986 86800.1 0
: 775 | 8.84361 6.56373 0.0102277 0.000986181 86565.7 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.81416 6.3789 0.0103531 0.00104532 85949.4 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.68206 6.2075 0.01039 0.00103757 85538.9 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.44412 5.98885 0.0102853 0.00102312 86372.7 0
: 779 | 8.37075 6.4251 0.0102118 0.000987012 86722.5 1
: 780 | 8.45638 6.18328 0.0102464 0.000987672 86404.8 2
: 781 Minimum Test error found - save the configuration
: 781 | 8.24968 5.71173 0.0102993 0.00104249 86423.2 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.05075 5.42507 0.0102492 0.00103815 86852.4 0
: 783 | 7.94077 5.50354 0.0102325 0.000988812 86545.8 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.84824 5.09256 0.0102507 0.00102791 86742.1 0
: 785 | 7.87639 5.3983 0.0103198 0.000984442 85695.5 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.77276 5.07148 0.0103613 0.00103822 85808.5 0
: 787 | 7.62323 5.36129 0.0102323 0.000986962 86530.1 1
: 788 | 7.46071 5.7865 0.0103871 0.00100033 85226.5 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.51602 4.77896 0.0102919 0.00102873 86363.7 0
: 790 | 7.39461 5.90181 0.0102265 0.000986491 86579.7 1
: 791 | 7.3293 4.81588 0.010338 0.000989092 85571.6 2
: 792 Minimum Test error found - save the configuration
: 792 | 7.26058 4.69816 0.0102459 0.00101894 86702.8 0
: 793 | 7.01016 4.8391 0.0102134 0.000988582 86722.1 1
: 794 | 7.00733 4.85624 0.010253 0.000998592 86445.3 2
: 795 | 7.00478 4.93319 0.0103372 0.000988941 85577.5 3
: 796 | 6.72469 4.7807 0.0104123 0.00100039 84998.9 4
: 797 | 6.73453 4.78924 0.0102561 0.000987692 86314.3 5
: 798 Minimum Test error found - save the configuration
: 798 | 6.63666 3.99616 0.0102604 0.00103218 86690.2 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.52241 3.96368 0.0102605 0.00102478 86620.6 0
: 800 | 6.48246 4.51883 0.0102872 0.000990661 86053.8 1
: 801 | 6.35546 4.81009 0.0102781 0.000988432 86117 2
: 802 Minimum Test error found - save the configuration
: 802 | 6.43815 3.80612 0.0102697 0.00102728 86557.7 0
: 803 | 6.27929 4.18347 0.010245 0.000987921 86420.7 1
: 804 | 6.11757 4.57032 0.0104561 0.000998721 84590.2 2
: 805 | 5.99649 4.61232 0.0102339 0.000995522 86595.1 3
: 806 | 6.03409 4.17536 0.0103318 0.000988541 85623.5 4
: 807 | 5.85931 4.37954 0.0102352 0.000988452 86516.6 5
: 808 | 5.93294 4.28243 0.0102078 0.000985962 86750.3 6
: 809 | 5.7682 4.52348 0.0102711 0.00098969 86194.2 7
: 810 Minimum Test error found - save the configuration
: 810 | 5.64383 3.72282 0.0102653 0.00102526 86579.8 0
: 811 | 5.61818 4.18707 0.0102303 0.000989151 86568.9 1
: 812 | 5.60421 4.55664 0.0102268 0.000989721 86607.3 2
: 813 Minimum Test error found - save the configuration
: 813 | 5.68966 3.71235 0.0103405 0.00103105 85934.1 0
: 814 | 5.49271 3.94636 0.010454 0.00101534 84757.6 1
: 815 Minimum Test error found - save the configuration
: 815 | 5.4808 3.55014 0.0103507 0.00105103 86024.7 0
: 816 | 5.49815 4.01757 0.0103097 0.000989142 85832.1 1
: 817 | 5.42429 4.44185 0.010216 0.000988292 86695.1 2
: 818 | 5.26504 4.84828 0.0102065 0.000986721 86770 3
: 819 | 5.5003 4.36924 0.010238 0.000987791 86484.8 4
: 820 | 5.53418 3.99676 0.0103121 0.00100978 85999.6 5
: 821 | 5.22912 3.78077 0.0106668 0.00102796 82997.4 6
: 822 | 4.98095 3.8112 0.0105485 0.00101223 83890.6 7
: 823 Minimum Test error found - save the configuration
: 823 | 4.79021 3.48835 0.0106551 0.00105418 83325.7 0
: 824 | 4.74502 4.74189 0.0106076 0.00100955 83350.3 1
: 825 Minimum Test error found - save the configuration
: 825 | 4.83995 3.38562 0.0102997 0.00102692 86274.1 0
: 826 | 4.7502 5.01235 0.0102692 0.000986431 86180.8 1
: 827 | 4.89325 3.95855 0.0102728 0.00102134 86473 2
: 828 | 4.78856 3.64785 0.0102604 0.000992631 86321 3
: 829 | 4.6284 3.91938 0.0102423 0.000986792 86434.7 4
: 830 | 4.65422 3.65461 0.0102202 0.000988002 86653 5
: 831 | 4.52801 4.37662 0.0102483 0.000981102 86326.2 6
: 832 | 4.48698 3.68027 0.0102151 0.000987421 86695.4 7
: 833 | 4.37415 4.37346 0.0102379 0.000991222 86518 8
: 834 | 4.30194 3.8582 0.0102396 0.000988852 86479.3 9
: 835 | 4.26032 3.80963 0.0103523 0.00101573 85684.5 10
: 836 | 4.37134 4.71842 0.0102393 0.000987722 86471.9 11
: 837 | 4.47703 3.7818 0.0102179 0.000986651 86662 12
: 838 | 4.03779 4.31132 0.0101956 0.000987072 86875.8 13
: 839 | 3.96913 4.69386 0.0102613 0.000988762 86276.7 14
: 840 | 3.94944 3.75044 0.0102099 0.000987121 86741.9 15
: 841 | 3.8815 4.50598 0.0102125 0.000987442 86720.5 16
: 842 | 3.94466 4.39124 0.0102217 0.000986701 86626.9 17
: 843 | 3.88746 4.22214 0.0103132 0.00104776 86342.5 18
: 844 | 3.8959 5.45984 0.0102334 0.000988441 86533.7 19
: 845 | 3.95639 4.97195 0.0102192 0.000986491 86648.4 20
: 846 | 3.86516 4.39009 0.0102156 0.000987941 86695.5 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: 0.0109 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: 0.809 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.29418e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06952e+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: 0.0353 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: 0.0361 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: 0.00166 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.096 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.898 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0203 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00246 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: 0.0365 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00426 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: 0.00184 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000326 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: 0.0943 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.909 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.765 -0.0120 5.59 1.63 | 3.239 3.224
: 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 : -0.0633 0.0747 2.12 1.19 | 3.350 3.341
: 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.