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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3786
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.26 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00349 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000714 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00492 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: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00115 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 = 31517.2
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33074.9 31175.4 0.010175 0.00102835 87463.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32615.4 30631.6 0.0102716 0.00102381 86507.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31929.4 29977.6 0.0104126 0.00103402 85300.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31208 29341.3 0.010451 0.00103419 84954.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30475.4 28621.3 0.0104671 0.00106229 85062.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29687.8 27752.8 0.0104159 0.00103685 85296.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29030.5 27223.8 0.0104409 0.00101973 84915.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28604.9 26863.3 0.0103592 0.00104296 85871.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28257.4 26542.2 0.0101999 0.000999105 86948.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27938.7 26242.9 0.0102474 0.00102163 86713.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27634.8 25963.4 0.0103327 0.000999416 85714.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27345.6 25695.8 0.0102597 0.0010058 86449.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27072.2 25431 0.0102854 0.00103421 86475.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26797.5 25180.4 0.0102512 0.00101394 86605.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26539.6 24929.6 0.0103367 0.00100302 85710.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26280.3 24688 0.0102151 0.00100227 86835.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 26033.3 24446.1 0.01018 0.000995654 87104.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25780.5 24218 0.0101661 0.000997765 87257.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25544.8 23985.3 0.0101694 0.000994395 87193.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25306.1 23758.4 0.0102111 0.0010171 87012.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 25068 23540.7 0.0101882 0.00100047 87072.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24841.8 23320 0.0102876 0.00101167 86244.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24611.5 23106.6 0.0102336 0.000998946 86629.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24390.1 22892.3 0.0102033 0.00100008 86925.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24166.3 22684.6 0.0102315 0.00100194 86678.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23948.2 22478.9 0.0102324 0.0010069 86716.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23735.8 22271 0.0102787 0.000998455 86204.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23518.5 22072.1 0.0101673 0.000994146 87211.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23309.9 21872.5 0.0102251 0.000998986 86710.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23103.1 21673.7 0.0102265 0.00102154 86909.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22895.1 21480.7 0.0103406 0.00101562 85791.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22693.9 21286.8 0.0103238 0.00101055 85899 0
: 33 Minimum Test error found - save the configuration
: 33 | 22490.5 21098.5 0.0102834 0.00101217 86288.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22294.6 20908.2 0.0103307 0.00101315 85859.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22094.2 20725.4 0.0102055 0.000997476 86880.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21902.8 20539.8 0.0101878 0.000997435 87047.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21708.7 20358.5 0.0102536 0.00100676 86516.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21519.4 20177.8 0.0102087 0.000999455 86869.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21328.3 20002.8 0.0102042 0.00100076 86924.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21145.3 19824.3 0.0102716 0.00102991 86564.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20958.3 19651.3 0.0102444 0.00102045 86731.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20776.3 19479.1 0.0103861 0.00103188 85522.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20597.6 19305.9 0.0102471 0.00101001 86607.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20416.5 19137.6 0.0102428 0.00100139 86567.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20238.8 18972.1 0.0102546 0.001005 86490.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20063.1 18808.8 0.010238 0.00100535 86648.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19892.7 18642.6 0.0103296 0.0010122 85860.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19717.6 18482.7 0.0102285 0.00100414 86726.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19549.1 18321.8 0.0102478 0.00100121 86518.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19379.4 18163.9 0.0102789 0.00102101 86412.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19211.5 18007.2 0.0103876 0.00101414 85347.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 19045.5 17844.2 0.010358 0.00101782 85651.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18871.9 17682.1 0.0103843 0.0010171 85404.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18713.9 17532.1 0.0103062 0.00102673 86211.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18544.8 17373.9 0.0103059 0.00101376 86094.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18395.9 17225.8 0.0103342 0.0010192 85882.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18234.7 17088.2 0.0103295 0.00102498 85979.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18076.6 16937.8 0.0104105 0.00102379 85227.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17913.1 16778.2 0.0103687 0.00103181 85681.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17755.9 16628.4 0.010351 0.00103123 85838.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17598.5 16481 0.0104232 0.00102633 85135.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17442.7 16327.3 0.0103773 0.00103173 85602.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17287 16189 0.0104827 0.00103374 84665 0
: 64 Minimum Test error found - save the configuration
: 64 | 17136.8 16034.8 0.0104618 0.00104194 84926.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16982.4 15890.6 0.0105036 0.00104513 84580 0
: 66 Minimum Test error found - save the configuration
: 66 | 16830.6 15741.9 0.0105114 0.00104902 84545.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16678.8 15597.9 0.0106187 0.00109434 83995.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16530 15456.3 0.0104805 0.00104069 84747.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16381.3 15318.4 0.010551 0.00104334 84142.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16235.9 15176.4 0.0105509 0.00106433 84329.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16090.9 15036.2 0.0105959 0.00104266 83741.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15946.3 14900.1 0.0105353 0.00105105 84350.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15798.9 14765.8 0.0105341 0.00104564 84312.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15658.9 14631.7 0.0104324 0.0010357 85136 0
: 75 Minimum Test error found - save the configuration
: 75 | 15519.3 14495.5 0.0105324 0.00104338 84307.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15376.1 14366.5 0.0104817 0.00104282 84755.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15240.9 14234 0.0104075 0.00103681 85372.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15102.8 14104.9 0.0104332 0.00103217 85097.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14966.6 13977.9 0.0104674 0.00103708 84832.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14834.2 13849.4 0.0105092 0.0010416 84498.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14699.8 13724.7 0.0112723 0.00108321 78515.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14569.7 13598.3 0.0133489 0.00107112 65158.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14437.4 13476.1 0.0109456 0.00115167 81683.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14307.1 13355.5 0.0105338 0.00104867 84342.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14181.5 13232.7 0.0105356 0.00104155 84263 0
: 86 Minimum Test error found - save the configuration
: 86 | 14052.6 13114 0.0105118 0.00104183 84477.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13926.6 12996.4 0.0105387 0.00104031 84225 0
: 88 Minimum Test error found - save the configuration
: 88 | 13802.9 12878.2 0.0104372 0.00103643 85099.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13680 12759.9 0.0104473 0.0010344 84990 0
: 90 Minimum Test error found - save the configuration
: 90 | 13554.7 12646.6 0.010669 0.00120293 84512.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13435.8 12531.3 0.0104723 0.00103934 84808.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13315.2 12416.5 0.0104826 0.001058 84884 0
: 93 Minimum Test error found - save the configuration
: 93 | 13193.8 12305.9 0.010457 0.00104189 84969.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13077.2 12193.9 0.0104759 0.00103928 84776.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12960.9 12081.8 0.0104881 0.00104065 84679 0
: 96 Minimum Test error found - save the configuration
: 96 | 12842.3 11973.7 0.0104572 0.00103393 84896.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12727.9 11865.5 0.010519 0.00104189 84414.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12612.3 11760.5 0.0104777 0.00104288 84792.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12502.3 11651.6 0.0105352 0.00104441 84292.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12388.7 11545.7 0.0105042 0.00105514 84664.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12277.9 11440.2 0.0105717 0.00104763 83997.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12165.3 11339.2 0.0106769 0.00104937 83094.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12057.5 11236.6 0.0105351 0.00104624 84309.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11949.3 11134.6 0.0104899 0.00104113 84666.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11841.8 11033.7 0.0105767 0.00105381 84007.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11735.9 10933.1 0.0104817 0.0010454 84779.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11628.9 10835.4 0.0105947 0.00105357 83847.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11525.2 10737.1 0.0104837 0.00104762 84781 0
: 109 Minimum Test error found - save the configuration
: 109 | 11422.2 10638.7 0.0105074 0.0010451 84546.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11317.8 10543.4 0.0106509 0.0010793 83580.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11217.3 10447.2 0.010597 0.00104366 83740.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11116.8 10351 0.0104948 0.00104045 84617.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 11014.6 10258.9 0.0104842 0.00104644 84766 0
: 114 Minimum Test error found - save the configuration
: 114 | 10917.2 10164.6 0.0105301 0.00104462 84339.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10817.2 10073.7 0.0104957 0.00104385 84639.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10720.7 9982.22 0.0105252 0.0010444 84380.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10624.9 9889.96 0.0105244 0.00104419 84386.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10527.2 9801.56 0.0105017 0.00104224 84571 0
: 119 Minimum Test error found - save the configuration
: 119 | 10432.9 9712.52 0.0106225 0.00108942 83918.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10338.8 9624.51 0.0106027 0.00104484 83700.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10246.1 9536.18 0.0105264 0.00105126 84431 0
: 122 Minimum Test error found - save the configuration
: 122 | 10153.7 9448.22 0.0105392 0.00105159 84320.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10059.7 9364.57 0.0105345 0.0010436 84291.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9971.01 9278.33 0.0104874 0.00104185 84696.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9880.95 9192.91 0.0105168 0.00104962 84502.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9791.53 9108.3 0.01093 0.00111952 81545.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9700.42 9028.06 0.0105869 0.00105601 83937.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9615.39 8944.32 0.0105757 0.00104772 83963.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9526.39 8864.37 0.0105591 0.00106781 84287.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9441.17 8783.37 0.0107127 0.00105671 82850.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9356.83 8701.53 0.0105242 0.00106235 84550.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9270.18 8622.98 0.0105089 0.0010453 84534.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9186.21 8545.35 0.0105819 0.00104999 83928.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9104.94 8465.19 0.0105191 0.00104368 84428.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 9020.09 8389.03 0.0105383 0.00104539 84273.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8939.08 8312.19 0.010524 0.00104432 84391.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8858.51 8235.31 0.0105373 0.0010431 84261.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8777.02 8160.7 0.0105266 0.00104722 84393.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8698.03 8085.52 0.0105847 0.00107006 84080.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8618.14 8012.3 0.0106129 0.00105301 83682.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8541.49 7937.3 0.0105532 0.00105123 84193 0
: 142 Minimum Test error found - save the configuration
: 142 | 8461.81 7866.31 0.0105299 0.00104411 84336.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8386.61 7792.89 0.0105353 0.00104505 84296.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8309.22 7721.78 0.0105261 0.00104407 84370.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8233.05 7652.18 0.0105551 0.00104594 84129.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8160.26 7580.09 0.0106593 0.00105408 83287.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8085.13 7509.57 0.0105435 0.00105309 84295.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 8010.61 7441.13 0.010698 0.00107133 83102 0
: 149 Minimum Test error found - save the configuration
: 149 | 7938.19 7372.73 0.0106493 0.00112766 84019 0
: 150 Minimum Test error found - save the configuration
: 150 | 7866.54 7303.7 0.010609 0.00104762 83669.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7792.64 7238.71 0.0105784 0.00105035 83962.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7723.39 7171.64 0.0105725 0.00105131 84022.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7652.85 7104.93 0.0105788 0.00104956 83951.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7582.31 7040.07 0.010632 0.00106861 83652.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7513.42 6975.56 0.010794 0.00104837 82087.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7445.69 6910.19 0.0105339 0.00104711 84327.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7376.4 6847.69 0.0105519 0.00105339 84224.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7309.77 6784.27 0.0105232 0.00104587 84412.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7243.8 6720.48 0.0106129 0.00104944 83651.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7176.61 6658.49 0.0105706 0.00105867 84104.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7110.91 6597.33 0.0105309 0.00104693 84353.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7045.42 6537.76 0.0105435 0.00104995 84267.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6981.83 6477.32 0.0105329 0.00104601 84326.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6918.3 6417.24 0.0105799 0.00105424 83983.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6854.54 6357.51 0.0105848 0.00104908 83895.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6792.13 6298.1 0.0106261 0.00104972 83538.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6729.99 6239.29 0.0107365 0.00111912 83182.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6667.98 6181.64 0.0105454 0.00104838 84236.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6605.97 6125.82 0.0107254 0.00107711 82916.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6546.95 6068.17 0.0105909 0.00105146 83862.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6486.7 6011.24 0.0105357 0.00104776 84317.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6426.03 5956.69 0.010568 0.00105235 84071.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6367.48 5901.97 0.0105651 0.00104946 84071.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6309.31 5847.35 0.0105484 0.00104746 84202.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6253.01 5790.73 0.0107081 0.00118768 84029.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6193.24 5738.29 0.0106141 0.00105235 83667 0
: 177 Minimum Test error found - save the configuration
: 177 | 6137.19 5684.54 0.0105893 0.00105903 83943.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 6080.91 5631.71 0.0105984 0.001083 84074 0
: 179 Minimum Test error found - save the configuration
: 179 | 6026.07 5577.76 0.0105542 0.0010485 84160.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5968.52 5527.5 0.0105936 0.00110716 84331 0
: 181 Minimum Test error found - save the configuration
: 181 | 5914.66 5476.03 0.0106896 0.00106602 83129 0
: 182 Minimum Test error found - save the configuration
: 182 | 5860.48 5424.92 0.0105842 0.00105213 83927.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5805.45 5375.82 0.0105342 0.00104602 84315.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5753.42 5325.24 0.0106258 0.00105647 83600.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5700.2 5275.23 0.0106548 0.00105642 83347.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5648.4 5225.18 0.0106658 0.00106317 83310.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5595.55 5176.82 0.0113774 0.00108839 77753.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5544.45 5128.09 0.0124108 0.0012027 71377.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5492.45 5081.8 0.0106086 0.00106086 83789.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5443.42 5033.13 0.0105498 0.00104814 84196.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5392.17 4986.19 0.0105568 0.0010474 84126.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5342.03 4941.23 0.0106107 0.00108446 83978.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5293.86 4894.78 0.0105998 0.00105616 83825.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5244 4850.31 0.0106232 0.00104819 83550.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5196.87 4804.23 0.010604 0.00105594 83786.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5148.36 4759.48 0.0106895 0.00106266 83101.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5101.62 4714.54 0.0105809 0.00107056 84118.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5053.98 4670.4 0.010648 0.00107331 83553.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 5007.67 4626.77 0.0106134 0.00105514 83696.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4960.52 4584.87 0.0105955 0.00106452 83936.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4916.16 4541.96 0.0106055 0.00105226 83741.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4871.18 4499.02 0.0106294 0.00105971 83597.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4824.98 4457.73 0.010671 0.00106233 83258.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4781.11 4416.46 0.0106756 0.00112443 83759.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4737.73 4375.46 0.010698 0.00105106 82928 0
: 206 Minimum Test error found - save the configuration
: 206 | 4693.16 4334.76 0.010575 0.0010524 84010.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4650.85 4294.05 0.0106459 0.00108532 83677.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4608.29 4253.04 0.0107195 0.00106095 82828.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4564.92 4214.08 0.0105809 0.00106551 84074 0
: 210 Minimum Test error found - save the configuration
: 210 | 4523.09 4175.33 0.0106878 0.00111475 83567.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4482.01 4136.21 0.0105836 0.00105271 83937.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4440.43 4098.28 0.0106267 0.0010574 83600.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4400.03 4060.09 0.0106724 0.00105565 83188.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4359.54 4022.39 0.0106029 0.0010532 83772.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4319.57 3984.81 0.0105675 0.00104999 84055.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4279.21 3948.9 0.0105668 0.00105124 84073 0
: 217 Minimum Test error found - save the configuration
: 217 | 4241.35 3911.27 0.0106446 0.00107633 83609.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4201.83 3874.67 0.0105788 0.00105496 84000.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4163.87 3837.94 0.0105752 0.00105055 83992.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4125 3802.46 0.0108731 0.00107268 81628.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4086.98 3768.03 0.01073 0.00106667 82787.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4050.3 3732.69 0.010692 0.00105784 83037.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4012.9 3697.94 0.0107403 0.00107679 82785.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3976.43 3663.32 0.0107477 0.0010613 82590.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3939.81 3630.24 0.0105737 0.00105343 84031.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3904.24 3595.53 0.0106202 0.00105563 83641.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3867.83 3563.11 0.0106174 0.00107271 83816.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3833.3 3529.79 0.0107433 0.00106127 82627.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3798.55 3496.13 0.0106471 0.00106537 83492.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3763.25 3463.86 0.0105779 0.00104929 83957.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3729.55 3432.62 0.0106088 0.00105426 83729.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3695.59 3400.15 0.0105998 0.00105791 83840.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3661.7 3368.39 0.0106345 0.00105961 83551.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3628.83 3336.28 0.010626 0.0010547 83583.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3595.22 3307.22 0.0106558 0.00106072 83376.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3563.25 3274.47 0.0106196 0.00105441 83636.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3530.09 3245.2 0.0106308 0.00106905 83666.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3498.16 3215.1 0.0106181 0.00105289 83636 0
: 239 Minimum Test error found - save the configuration
: 239 | 3466.47 3184.94 0.010634 0.00105376 83504.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3434.69 3155.82 0.0106702 0.001079 83409.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3404.2 3126.23 0.0107003 0.00105837 82970.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3372.7 3097.93 0.010628 0.00106907 83691.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3342.8 3068.2 0.0107809 0.00113644 82949.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3311.49 3040.2 0.0106462 0.00105938 83447.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3281.75 3012.08 0.0106382 0.00105503 83480 0
: 246 Minimum Test error found - save the configuration
: 246 | 3252.85 2983.25 0.0107028 0.00109232 83242.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3222.98 2955.03 0.0107141 0.00106771 82932.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3193.01 2928.37 0.0107427 0.00106636 82675.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3164.55 2900.78 0.0106063 0.00106398 83836.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3135.33 2874.55 0.0106484 0.00106164 83448.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3107.54 2847.47 0.010664 0.0010606 83304.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3079.04 2821.16 0.0106631 0.00106123 83317.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3051.5 2794.81 0.0106128 0.00105386 83691.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3023.51 2769.23 0.0106239 0.0010701 83735.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2995.98 2743.9 0.010669 0.00106173 83270.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2969.23 2718.01 0.0106384 0.0010758 83659 0
: 257 Minimum Test error found - save the configuration
: 257 | 2941.85 2693.11 0.0106195 0.00105358 83629.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2915.5 2668.74 0.0105857 0.00105283 83920.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2889.27 2643.48 0.0106246 0.00108189 83833.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2862.95 2619.26 0.0106135 0.00105003 83651.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2837.26 2595.06 0.010797 0.00106535 82205.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2810.99 2570.87 0.0106145 0.00105325 83671.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2786.11 2547.43 0.0107306 0.00105886 82715.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2760.8 2523.4 0.0106261 0.00105568 83590.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2735.3 2501.03 0.010611 0.00105264 83696.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2710.91 2477.46 0.0106533 0.00107366 83510.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2686.87 2455.44 0.0106207 0.00106117 83686.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2662.38 2431.89 0.0106081 0.00105158 83712.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2637.94 2409.27 0.0107448 0.00106772 82669.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2614.27 2386.72 0.0106081 0.00106276 83810.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2590.76 2364.4 0.0106122 0.00105398 83697.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2567.07 2343.62 0.0106312 0.00106059 83589 0
: 273 Minimum Test error found - save the configuration
: 273 | 2543.72 2321.68 0.0106348 0.0010524 83486.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2520.86 2300.02 0.0107011 0.00105966 82975.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2498 2278.74 0.0106195 0.00106534 83733 0
: 276 Minimum Test error found - save the configuration
: 276 | 2474.7 2258.53 0.0106252 0.00107278 83748 0
: 277 Minimum Test error found - save the configuration
: 277 | 2452.9 2237.29 0.0106419 0.0010541 83439.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2430.19 2216.93 0.0106298 0.00105317 83536.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2408.65 2195.99 0.0106077 0.00106521 83835.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2386.47 2175.7 0.0106148 0.00105857 83714.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2363.98 2156.85 0.0106011 0.00106001 83848 0
: 282 Minimum Test error found - save the configuration
: 282 | 2343.37 2136.48 0.0106331 0.00105813 83550.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2321.72 2116.91 0.0107159 0.0010589 82841.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2300.45 2097.44 0.0106436 0.00107027 83565.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2279.05 2078.86 0.0105918 0.00105404 83877.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2258.63 2059.62 0.0107953 0.00108138 82355.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2238.21 2040.47 0.0106392 0.00105819 83498.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2217.09 2021.9 0.0106769 0.00107309 83300.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2197.14 2003.34 0.0106897 0.00106967 83159.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2176.95 1984.83 0.0107261 0.0010737 82881 0
: 291 Minimum Test error found - save the configuration
: 291 | 2156.86 1966.77 0.0106168 0.00105421 83659.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2136.92 1948.56 0.010624 0.00105371 83592.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2117.67 1930.18 0.0107203 0.00106161 82827 0
: 294 Minimum Test error found - save the configuration
: 294 | 2097.57 1912.77 0.0106365 0.00106058 83542.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2078.4 1895.29 0.0107036 0.00108264 83151.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2058.59 1878.78 0.0106189 0.001054 83638.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2040.85 1860.95 0.0106108 0.00105442 83713.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 2021.37 1843.65 0.0106199 0.00105851 83669.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 2002.28 1827.29 0.0107333 0.00106292 82726.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1984.2 1810.3 0.0105915 0.00105902 83923.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1965.66 1793.88 0.010613 0.00105182 83671.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1947.05 1777.88 0.0108089 0.00105977 82058.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1929.98 1760.92 0.0106483 0.00106249 83456.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1911.27 1744.91 0.0106158 0.00105391 83665.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1893.86 1729.02 0.0106509 0.00106971 83496.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1875.74 1713.38 0.0107489 0.00106329 82596.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1858.11 1697.7 0.0107299 0.00110372 83106.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1840.94 1682.08 0.0107174 0.0010594 82833.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1823.78 1666.76 0.010617 0.00105678 83680.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1806.47 1651.89 0.0106454 0.00105441 83411.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1789.65 1636.59 0.010619 0.00105525 83649.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1772.78 1621.45 0.0105982 0.00104981 83783.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1756.57 1606.46 0.0106133 0.00105173 83668.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1739.11 1592.32 0.0108847 0.0010721 81527.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1723 1577.9 0.0107231 0.00108384 82994 0
: 316 Minimum Test error found - save the configuration
: 316 | 1707.07 1563.01 0.0106675 0.00106176 83283.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1690.72 1548.75 0.0106046 0.00105219 83748.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1674.87 1534.77 0.0106321 0.00106191 83592.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1658.5 1521.07 0.0106002 0.00105672 83827.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1643.02 1507.25 0.0105961 0.00105222 83823.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1628.01 1493.91 0.0105887 0.00105201 83886.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1612.13 1479.74 0.0107678 0.0010673 82469.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1596.93 1465.63 0.0106502 0.0010587 83406.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1581.66 1451.92 0.0106136 0.00106749 83804.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1566.34 1438.59 0.010812 0.0010854 82248.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1551.47 1426.09 0.0106865 0.00106599 83155.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1536.49 1412.63 0.0106395 0.00106632 83567 0
: 328 Minimum Test error found - save the configuration
: 328 | 1522.22 1399.51 0.0105966 0.00105123 83809.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1507.6 1386.26 0.0106502 0.00106183 83434.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1492.7 1373.96 0.0105863 0.00105559 83939.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1479.17 1360.75 0.0106101 0.0010521 83699.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1464.35 1348.74 0.0106022 0.00105341 83780 0
: 333 Minimum Test error found - save the configuration
: 333 | 1450.61 1335.88 0.0106126 0.00105464 83699.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1436.2 1324.02 0.010653 0.0010702 83483.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1422.75 1311.74 0.0106103 0.00106717 83829.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1409.42 1298.96 0.0106456 0.00105436 83409 0
: 337 Minimum Test error found - save the configuration
: 337 | 1395.27 1287.42 0.0106361 0.00105281 83479 0
: 338 Minimum Test error found - save the configuration
: 338 | 1382.81 1274.88 0.0106259 0.00105848 83616.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1368.28 1263.64 0.0106149 0.00105411 83674.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1355.87 1252.07 0.0106873 0.00107053 83188.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1342.9 1239.79 0.0107571 0.0010769 82643.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1329.48 1228.46 0.0106526 0.00106015 83399.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.56 1217.47 0.0106558 0.00106849 83443.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1304.21 1205.87 0.0106346 0.00107982 83727.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1291.51 1194.99 0.0108201 0.00109146 82231.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1279.57 1183.61 0.010632 0.00105998 83577.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1267.11 1172.47 0.0106268 0.00105459 83575.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1254.55 1161.84 0.0106096 0.00105521 83731.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1242.66 1150.75 0.0106129 0.00105349 83687.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1230.69 1140.61 0.010619 0.00105521 83648.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1219.01 1129.4 0.0106106 0.00106212 83782.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1207.03 1118.94 0.010594 0.0010493 83816.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1195.38 1108.93 0.0105961 0.00105365 83835.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1183.72 1097.8 0.0106471 0.00107267 83556.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1172.25 1087.18 0.010647 0.00105717 83421.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1160.58 1077.34 0.0106126 0.00105142 83671.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1149.32 1067.53 0.0106181 0.00105595 83662.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1138.61 1056.96 0.0106198 0.00105718 83659 0
: 359 Minimum Test error found - save the configuration
: 359 | 1126.89 1047.49 0.0106003 0.00105207 83785.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1116.36 1037.73 0.0106183 0.00105064 83615.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1105.87 1027.14 0.0106737 0.00105451 83166.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.47 1017.76 0.0106117 0.00105748 83732.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1083.82 1008.1 0.0107811 0.00106987 82378.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1073.65 998.172 0.0107578 0.00108742 82726.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1062.96 989.787 0.0106179 0.00105314 83640.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1052.84 979.628 0.0106217 0.00106012 83668.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1042.49 970.042 0.0105848 0.00105773 83970.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1032.04 961.31 0.0106277 0.00105235 83548.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1022.65 951.926 0.0106525 0.00106402 83433.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1012.43 942.429 0.010632 0.00105368 83521.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 1002.32 934.034 0.0106261 0.00105886 83619 0
: 372 Minimum Test error found - save the configuration
: 372 | 992.743 925.219 0.0106146 0.00105359 83673.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.943 915.775 0.0106705 0.00106971 83326 0
: 374 Minimum Test error found - save the configuration
: 374 | 973.135 907.132 0.0106148 0.00105369 83672.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 963.968 898.163 0.0106584 0.0010646 83386.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 954.078 889.129 0.0106126 0.001053 83685.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 944.42 881.066 0.0106373 0.00105882 83520.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 935.326 873.13 0.0105999 0.00105046 83774.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 926.388 864.498 0.0106208 0.00105387 83620.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 916.921 856.407 0.0106995 0.00105459 82944.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 908.372 847.963 0.0106054 0.00105312 83749.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 899.062 839.946 0.0107171 0.00114146 83545.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 890.628 831.477 0.0107986 0.00114005 82828.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 881.365 823.17 0.0107935 0.00105945 82185.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.913 815.049 0.0106067 0.00105462 83751.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 864.006 807.672 0.0106949 0.001101 83386.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 855.808 799.139 0.0106383 0.0010932 83812.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.998 791.223 0.0106445 0.00107768 83622.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.543 784.03 0.0106369 0.00105336 83476 0
: 390 Minimum Test error found - save the configuration
: 390 | 830.631 776.564 0.010604 0.00106079 83829.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.33 768.316 0.0106613 0.00105738 83299.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.914 761.351 0.0107219 0.00106414 82834.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 806.116 752.903 0.0107343 0.00107369 82810.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.585 745.756 0.0106401 0.00105921 83499.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.878 737.983 0.0106236 0.00105384 83596.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 781.872 730.787 0.0106089 0.00105332 83720.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 774.12 723.228 0.0106002 0.00105251 83789.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 766.263 716.11 0.0106827 0.00107829 83295.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.794 708.645 0.0106221 0.00106059 83669 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.988 701.818 0.0107139 0.00105656 82838.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.151 695.298 0.0107123 0.00106358 82912.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 736.17 687.996 0.0105996 0.00105298 83799.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 728.54 681.285 0.0108474 0.00110482 82113.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.372 675.127 0.0106354 0.00105281 83485 0
: 405 Minimum Test error found - save the configuration
: 405 | 714.372 667.501 0.0106019 0.00105369 83785.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.939 660.803 0.0106062 0.00105579 83766.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.346 653.674 0.0106422 0.00105325 83429.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 692.518 647.399 0.0108864 0.00108107 81588.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.72 640.525 0.0106789 0.00107587 83307.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.762 634.362 0.0106968 0.00106685 83074.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.954 627.604 0.0106343 0.00105379 83502.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.852 620.99 0.0106586 0.00108118 83529.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.276 615.001 0.0106415 0.00105993 83493.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.392 608.903 0.0106828 0.00105437 83087 0
: 415 Minimum Test error found - save the configuration
: 415 | 645.183 602.781 0.0106357 0.00105971 83542.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.239 596.072 0.010645 0.00107782 83618.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.72 589.858 0.0106497 0.00105838 83409 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.159 584.264 0.0106321 0.0010566 83546.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.97 578.023 0.0107208 0.00105362 82754.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.529 571.766 0.0106483 0.00105712 83410.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.402 565.867 0.0106272 0.00105445 83570.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.209 559.377 0.0106562 0.00106814 83437.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.813 553.825 0.0107726 0.00106943 82447.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 588.074 548.049 0.0106323 0.00105503 83530.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.969 542.458 0.0106233 0.0010546 83606 0
: 426 Minimum Test error found - save the configuration
: 426 | 575.937 536.623 0.0106065 0.00105729 83776.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.078 530.991 0.0106121 0.00105158 83677.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.745 525.558 0.0106694 0.00105772 83232.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.176 520.125 0.0106072 0.00105364 83738.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.541 514.776 0.010614 0.00105305 83673.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.903 509.363 0.0106244 0.00105108 83565.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.137 504.078 0.0106562 0.00108171 83555 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.586 498.451 0.0106572 0.00106189 83374 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.959 493.503 0.0106179 0.00105146 83625.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.639 487.928 0.0106808 0.00105797 83135.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.926 482.875 0.0106139 0.0010522 83666.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.93 477.098 0.0107002 0.00106318 83013.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.185 472.399 0.0106072 0.00106054 83799.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 502.723 467.509 0.0107869 0.0010647 82286 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.819 462.306 0.0106226 0.00105602 83624.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.477 457.314 0.0106608 0.00107815 83484.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.306 452.669 0.0107825 0.00109554 82585.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.25 447.534 0.0106051 0.00105711 83787.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.294 442.812 0.0106667 0.0010586 83263 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.51 437.848 0.010608 0.0010555 83747.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.428 433.598 0.0106878 0.00106568 83141.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.555 428.818 0.0106058 0.0010567 83777.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.77 423.699 0.0106235 0.00105452 83603.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.979 419.037 0.0106762 0.00105892 83183.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.251 414.587 0.0106103 0.00105341 83709.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.722 410.038 0.010697 0.00107757 83164.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.793 405.482 0.0106545 0.00106506 83425.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.257 401.694 0.0106195 0.00106698 83747.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.788 397.011 0.010614 0.00104947 83642.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.353 392.689 0.0106271 0.00106575 83669.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.615 388.548 0.0106159 0.00106595 83770.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.428 384.458 0.0107658 0.00110242 82786.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 411.91 379.979 0.010801 0.00106477 82167.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.593 375.485 0.0106619 0.00105392 83263.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.412 371.296 0.0106168 0.00105164 83636.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.108 367.668 0.0106409 0.00105598 83464 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.287 363.082 0.0107732 0.00106025 82363.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.781 359.672 0.0106386 0.0010554 83479.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.56 355.7 0.0106607 0.00105859 83314.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.486 351.562 0.0106177 0.00105299 83640.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.698 347.294 0.0106094 0.00105471 83728.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.655 343.215 0.0106186 0.001052 83624.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.664 339.63 0.0106321 0.00106249 83598.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.432 336.029 0.0106241 0.00105736 83623 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.82 331.877 0.0106167 0.00105612 83676.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.555 328.341 0.0106609 0.00107615 83465.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.869 324.647 0.0106215 0.00105361 83613 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.132 321.141 0.0106617 0.00105813 83302.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.214 317.343 0.0106221 0.00105218 83595.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.504 314.034 0.0106619 0.00105708 83291.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.83 310.2 0.010692 0.00106338 83085.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.051 306.691 0.0107271 0.00107631 82894.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.731 302.973 0.0106833 0.00105309 83071.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.063 299.862 0.01066 0.00106258 83355.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.437 296.399 0.0106777 0.00107252 83288.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.902 293.453 0.010796 0.0010939 82456 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.636 289.616 0.0106734 0.00106003 83217.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.043 286.219 0.0106184 0.00105264 83631.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.753 282.819 0.0106744 0.00108469 83422.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.555 279.829 0.0106129 0.00105384 83689.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.953 276.244 0.0106254 0.00105261 83570.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.54 273.571 0.0107015 0.00105512 82932.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.585 270.327 0.0106554 0.00105408 83321.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.404 267.509 0.0105966 0.00105019 83801.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.261 263.836 0.0106285 0.00106899 83685.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.922 260.779 0.0106036 0.00105744 83803.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.712 258.206 0.0106006 0.00105502 83808.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.495 255.148 0.0105995 0.00105093 83782.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.48 252.109 0.0106372 0.00105272 83467.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.345 249.304 0.0106445 0.00106273 83492.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.556 246.57 0.0106145 0.00105164 83656.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.51 243.451 0.010715 0.00106942 82939.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.523 240.499 0.0106309 0.00105451 83539.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.489 237.926 0.0106435 0.00107171 83579.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.99 235.751 0.0106701 0.0010752 83377.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.969 233.889 0.0107594 0.00106196 82495.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.925 229.603 0.0109311 0.00108942 81286.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.343 226.942 0.0107089 0.00106642 82966.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.603 224.034 0.0106946 0.00106658 83091.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.448 221.778 0.0106126 0.00105451 83699.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.707 219.226 0.0106401 0.00105369 83451.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.048 216.756 0.0107771 0.00107561 82461.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.492 214.363 0.0106301 0.00105774 83574.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.2 211.384 0.0106317 0.00105353 83523 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.666 209.565 0.0106888 0.00107704 83231.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.107 207.449 0.0111729 0.0010667 79159.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.222 204.978 0.0107285 0.00105661 82714.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.796 202.121 0.010747 0.00112012 83100.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.119 199.364 0.010639 0.00105552 83477 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.663 197.06 0.010707 0.00106097 82935.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.136 194.928 0.010636 0.00105576 83505.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.924 192.544 0.0107092 0.00105548 82869.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.616 190.229 0.0106083 0.00105549 83745.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.111 188.185 0.0106551 0.00105613 83342.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.727 185.507 0.0107954 0.00107964 82340.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.253 183.475 0.0107626 0.00106106 82460.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.975 181.314 0.0106719 0.00105551 83191.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.8 179.366 0.0107484 0.00107838 82729.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.538 177.229 0.0108904 0.0010621 81397.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.3 175.038 0.0106542 0.00105448 83335.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.07 173.048 0.0106073 0.00105646 83762.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.963 171.115 0.0106402 0.00106306 83532 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.945 168.959 0.0106233 0.0010612 83663.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.612 166.994 0.0107348 0.00108384 82892.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.497 164.966 0.0106138 0.00105284 83673.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.382 163.106 0.0107055 0.0010774 83089.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.258 160.924 0.010699 0.00107412 83117.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.435 158.771 0.0107198 0.00105501 82774.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.244 156.988 0.0106409 0.00105555 83460.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.366 155.234 0.0107209 0.00106793 82876.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.586 153.83 0.0106851 0.00106021 83117.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.547 152.09 0.0105908 0.00105049 83854.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.312 150.464 0.0105994 0.00105153 83788.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.322 148.231 0.0107552 0.00106139 82526.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.493 146.226 0.0108094 0.001066 82106.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.303 144.64 0.0106095 0.00105138 83698.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.65 142.993 0.0106528 0.00107408 83518.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.558 140.799 0.0108035 0.00114688 82845 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.01 139.625 0.0106725 0.00105196 83155.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.912 138.114 0.010613 0.00105087 83663.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.003 135.779 0.0106031 0.00105084 83749.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.198 134.945 0.0106065 0.0010531 83740.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.979 133.345 0.0106067 0.00105779 83779.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.206 132.094 0.0106401 0.00107048 83598 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.27 130.633 0.0116894 0.00175037 80490.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.387 128.208 0.0110177 0.00106149 80351.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.576 126.479 0.0106179 0.00106014 83701.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.647 125.001 0.0105907 0.00105155 83865.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.929 123.455 0.0106136 0.00105333 83679.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.594 122.046 0.010752 0.00105991 82541.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.594 120.907 0.0105972 0.00104855 83781.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.188 119.509 0.0105927 0.00105006 83834 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.678 118.438 0.0106481 0.00107855 83598.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.116 116.708 0.0108752 0.00106482 81546.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.527 116.353 0.0106357 0.00105905 83536.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.025 113.07 0.0105959 0.00104984 83803.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.216 112.306 0.0107123 0.00106522 82926.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.002 110.837 0.0106371 0.0010682 83604.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.121 109.22 0.0106022 0.00105302 83776.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.659 108.239 0.0105988 0.00105014 83781.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.195 106.483 0.0106195 0.00108183 83877.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.644 105.16 0.0106236 0.00105212 83581.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.195 104.399 0.010648 0.00106983 83523.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.001 102.791 0.0107066 0.00105568 82894 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.656 101.656 0.0106157 0.00105357 83662.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.072 100.393 0.0106812 0.0010538 83095.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.694 99.3204 0.0105993 0.00104853 83762.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.299 97.8717 0.0106383 0.00105255 83457.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.027 96.6932 0.0106691 0.00107109 83351 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.717 96.4447 0.0107194 0.00105668 82792.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.457 95.056 0.0106051 0.00105206 83742.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.069 93.1422 0.01065 0.00106563 83469.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.847 91.8843 0.0108012 0.00121318 83437.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.654 90.941 0.0106257 0.00105498 83588.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.484 89.3378 0.0107359 0.00105628 82647.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.975 88.3828 0.0107014 0.00112394 83529.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.899 87.6061 0.0106915 0.00110955 83490.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.103 86.4996 0.0106267 0.0010528 83560.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.4937 85.1845 0.0105932 0.00104859 83817.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.1367 83.828 0.0106014 0.00105188 83773.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.8935 83.1581 0.0106085 0.00105416 83731.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.9367 81.8575 0.0106013 0.00104791 83740.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.7976 81.2151 0.0106649 0.00105736 83267.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.63 79.8568 0.0106159 0.00105912 83710.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.4642 79.244 0.0106089 0.00105992 83778.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.6239 78.2337 0.0106128 0.00105073 83663.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.4046 77.0507 0.0106177 0.00104979 83613.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.3961 75.9166 0.0105964 0.0010539 83835.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.2874 74.9848 0.0107205 0.00107153 82910.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.022 73.9303 0.0106693 0.00105899 83244.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.0832 73.1036 0.0108991 0.00107226 81409.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.2721 71.8621 0.010733 0.00107798 82858 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.268 71.4935 0.0108143 0.00106275 82038.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.3104 70.8757 0.0106432 0.00105451 83431.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.3102 69.3356 0.010615 0.00106002 83725.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.3281 68.8437 0.010712 0.00106923 82963.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.4341 67.8748 0.0106141 0.00105475 83687.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.4723 66.5352 0.0106428 0.00106705 83544.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.3185 65.5144 0.0106475 0.00105215 83373.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.4414 65.4379 0.0106297 0.0010594 83591.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5776 63.8694 0.0106039 0.00104867 83723.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.6124 63.3885 0.0106448 0.00107037 83555.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.8 62.7367 0.0106237 0.00105475 83603.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.1944 62.1565 0.0106417 0.00105276 83429.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.1275 61.0043 0.010637 0.00105399 83481.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.4473 60.5073 0.0105854 0.00105053 83902.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.5719 59.5557 0.0106126 0.00105932 83740.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.5859 58.5869 0.0106474 0.00106018 83444.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.517 57.9532 0.0106972 0.00106082 83018.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.7469 56.9775 0.010638 0.00105587 83489.2 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.0243 56.3495 0.0107081 0.00106524 82963.1 0
: 617 | 67.2081 56.353 0.0107536 0.00116259 83411.2 1
: 618 Minimum Test error found - save the configuration
: 618 | 66.4436 54.6088 0.0106979 0.00107511 83135.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.6185 53.8458 0.0106822 0.00105953 83136.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.7203 53.2133 0.0107096 0.00109823 83234.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.9331 52.5799 0.0107548 0.00110654 82916.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.1734 51.6565 0.0106817 0.00106079 83152.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3561 51.0868 0.0106526 0.00105706 83372 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.712 50.6329 0.010967 0.00106234 80769.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.9916 49.8106 0.0107213 0.00106037 82807.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.234 49.0934 0.0106234 0.00106185 83668.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.4201 48.2929 0.0106714 0.00105849 83221.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.8545 47.9184 0.0106149 0.00105328 83667.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.0558 47.3107 0.010697 0.0010604 83017 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4166 46.1843 0.0107201 0.00109861 83147.3 0
: 631 | 56.6475 46.6349 0.0107669 0.00102961 82158.7 1
: 632 Minimum Test error found - save the configuration
: 632 | 56.2205 45.6471 0.0106126 0.00105679 83718.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.6083 44.3852 0.010792 0.00106194 82219.3 0
: 634 | 54.6869 44.6813 0.0106318 0.00101758 83210 1
: 635 Minimum Test error found - save the configuration
: 635 | 54.21 43.0699 0.0109354 0.00126602 82735.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.2537 42.6991 0.0109232 0.00109379 81388.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6979 42.4029 0.0108887 0.00106188 81410.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.1381 42.0345 0.0107086 0.00106145 82925.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.9226 41.5878 0.010732 0.0010604 82716.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.7979 40.6411 0.0106632 0.00106086 83312.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.2272 39.6467 0.010614 0.00105874 83723.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.5853 39.2331 0.0106565 0.00107628 83505.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.0365 38.9694 0.0108236 0.0010978 82255.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.4859 37.8884 0.0109138 0.0010776 81332.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.9078 37.6197 0.0106026 0.00105138 83758.5 0
: 646 | 47.3645 37.7563 0.0105964 0.00101665 83509.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.6617 36.5957 0.0106391 0.00105777 83495.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.0936 36.1671 0.0106492 0.00105631 83394.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.5603 35.6055 0.0106869 0.00107982 83272.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.929 35.1925 0.0107004 0.00105998 82983.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6151 34.58 0.0108305 0.00106668 81935.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.9034 33.9639 0.010777 0.00105991 82329 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3577 33.4176 0.0107731 0.00105737 82340.8 0
: 654 | 42.9351 33.5275 0.0106165 0.00103962 83534.6 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.555 32.804 0.0106591 0.00105737 83318.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0405 32.2255 0.0108436 0.00107922 81930.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.3353 31.4723 0.0106942 0.00106854 83111.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.6898 30.6761 0.0107228 0.00106801 82860.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1967 30.6379 0.0106865 0.00105866 83092.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.952 30.3383 0.0106845 0.00105798 83103.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.3486 29.2918 0.0107167 0.00105816 82828.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.8216 29.2791 0.0106805 0.00106362 83187 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.4185 28.9423 0.0106987 0.00106101 83007.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.0023 28.3716 0.0108918 0.00106974 81449 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.6202 27.9469 0.0106667 0.00107648 83417.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.0779 27.3776 0.0107698 0.00107254 82497.5 0
: 667 | 36.7047 27.5076 0.0108934 0.00102908 81100.5 1
: 668 Minimum Test error found - save the configuration
: 668 | 36.1419 26.4934 0.0107023 0.00106251 82989.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.6435 26.2188 0.0106245 0.0010537 83587.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.1633 25.6455 0.0107091 0.00107431 83032.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.8327 25.0931 0.0111198 0.00108273 79704.7 0
: 672 | 34.4419 25.4614 0.0108569 0.00103005 81409.6 1
: 673 | 34.2681 25.2818 0.0107467 0.00102463 82286.6 2
: 674 Minimum Test error found - save the configuration
: 674 | 33.7903 24.1087 0.0109223 0.00116683 82004.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.1385 23.796 0.011201 0.00122896 80224.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7888 23.2213 0.0106359 0.00105613 83508.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.3419 22.8587 0.0106062 0.00105691 83775.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.82 22.4739 0.010615 0.00105516 83683.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.4846 22.3305 0.0106285 0.00106331 83636.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.0402 21.8777 0.0106313 0.00105471 83536.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.7724 21.6074 0.0107193 0.00108517 83038.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4122 21.2215 0.0107678 0.00106207 82425.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.8815 20.5499 0.0107811 0.00110168 82649.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.5402 20.4466 0.0124639 0.00127812 71519.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.2055 19.785 0.0113041 0.0010645 78128 0
: 686 | 28.8403 19.9867 0.0106371 0.00101981 83183.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.6851 19.3693 0.0106504 0.00106091 83424.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.3618 19.3229 0.0106624 0.00105773 83292.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 28.2538 18.7656 0.0109436 0.00108993 81187.9 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.6256 18.572 0.0107948 0.0010755 82310.5 0
: 691 | 27.1607 18.598 0.0107073 0.0010209 82590.1 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.8284 17.6245 0.0106512 0.0010554 83370 0
: 693 | 26.3571 18.2251 0.0105837 0.00102955 83733.2 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.0588 17.3941 0.0107309 0.00113159 83339.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7352 16.8472 0.0107628 0.00106265 82473.1 0
: 696 | 25.4754 16.977 0.0105933 0.00102063 83571.7 1
: 697 Minimum Test error found - save the configuration
: 697 | 25.0724 16.1606 0.0106285 0.00105412 83556.7 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.6716 16.0651 0.0106081 0.00106038 83790 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.4211 15.8434 0.0107345 0.0010939 82982.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.0597 15.4268 0.0106224 0.00105433 83611.1 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.6468 14.9583 0.0107366 0.00107276 82782.4 0
: 702 | 23.4909 15.1436 0.0106121 0.00101987 83400.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.1912 14.4384 0.010657 0.00108889 83610.7 0
: 704 | 22.8488 14.7157 0.0106017 0.00102341 83521.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.5217 14.1431 0.0105983 0.00105211 83803.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.2486 13.7708 0.0106633 0.00105983 83302.9 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.9293 13.6702 0.0106258 0.00105805 83614.1 0
: 708 | 21.6712 13.8905 0.0105691 0.00101997 83777.3 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.4049 13.3427 0.0106306 0.00105793 83571.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.2302 12.759 0.0106249 0.00105474 83593.6 0
: 711 | 20.8306 12.9768 0.0106617 0.00101925 82966.1 1
: 712 | 20.8335 12.7823 0.0105639 0.00101885 83813 2
: 713 Minimum Test error found - save the configuration
: 713 | 20.462 12.4243 0.0106083 0.00105504 83741.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9553 11.8467 0.0108504 0.00110387 82080.1 0
: 715 | 19.6869 12.1619 0.0106562 0.00107111 83462.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.4985 11.5477 0.0106216 0.00105564 83629.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.2443 11.3517 0.0106368 0.00106033 83538.2 0
: 718 | 18.9677 11.4908 0.0106342 0.0010223 83229.7 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.8907 11.2539 0.01068 0.0010589 83150.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3781 10.6562 0.0106198 0.00105113 83605.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.1579 10.388 0.0106411 0.00105225 83430 0
: 722 | 17.8932 10.3944 0.0105829 0.00102112 83666.7 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.7298 10.1792 0.0106676 0.00107036 83356.8 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3898 9.97362 0.0106264 0.00105769 83605.4 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.2498 9.74192 0.0106167 0.00105113 83632.9 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.9761 9.41534 0.0106519 0.001053 83343 0
: 727 | 16.6925 9.76271 0.0106161 0.00101828 83352.5 1
: 728 | 16.6891 9.82656 0.0105843 0.00101787 83625.9 2
: 729 Minimum Test error found - save the configuration
: 729 | 16.379 9.1251 0.0106888 0.00106303 83109.9 0
: 730 | 16.1071 9.22618 0.0119035 0.00103185 73586.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.8455 8.78329 0.0106955 0.00106265 83049.1 0
: 732 | 15.704 8.82136 0.0105739 0.00102062 83740.8 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.5824 8.39603 0.0106656 0.00107607 83424 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.3497 8.1828 0.0106099 0.00106485 83812.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.0873 7.89294 0.0106479 0.00105919 83431.7 0
: 736 | 14.9042 8.05744 0.010614 0.00101896 83376.7 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.6493 7.86374 0.0106346 0.00105621 83521 0
: 738 | 14.49 7.9811 0.0105899 0.00102123 83606.4 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.4736 7.48485 0.0106177 0.00105011 83616 0
: 740 | 14.2333 7.56114 0.0105827 0.00101857 83645.5 1
: 741 | 13.9923 7.78337 0.0105897 0.00102117 83607.7 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.8819 7.07808 0.010619 0.0010622 83710.4 0
: 743 | 13.6025 7.28196 0.0105881 0.00101946 83606.8 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.5026 6.85816 0.0106064 0.00105429 83750.9 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.1958 6.84162 0.0106228 0.00105586 83620.9 0
: 746 Minimum Test error found - save the configuration
: 746 | 13.0426 6.59223 0.0106165 0.00105281 83649.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.8491 6.26414 0.0106289 0.00105154 83530.5 0
: 748 | 12.6159 6.9773 0.0105518 0.0010173 83905.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.5578 6.11015 0.0106316 0.0010543 83530.7 0
: 750 | 12.3109 6.99702 0.0106671 0.00102037 82929.5 1
: 751 | 12.5129 6.44247 0.010568 0.00102206 83805.1 2
: 752 | 12.4992 6.2776 0.0106092 0.00101825 83411.5 3
: 753 | 12.0474 6.12723 0.0105745 0.00101941 83724.8 4
: 754 Minimum Test error found - save the configuration
: 754 | 11.6737 5.86338 0.0106115 0.00105843 83742.4 0
: 755 | 11.7161 6.30638 0.010647 0.00102022 83101.8 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.6139 5.43651 0.0106081 0.00105595 83750.7 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.2282 5.37132 0.0106136 0.00105369 83683.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.9494 5.14403 0.0106275 0.00106675 83675.4 0
: 759 | 10.7891 5.17415 0.0105915 0.00101946 83576.8 1
: 760 | 10.6462 5.23891 0.0106653 0.00101783 82923.7 2
: 761 | 10.5679 5.41505 0.0105856 0.00102279 83657.6 3
: 762 | 10.6031 5.52352 0.0105947 0.00101866 83541.4 4
: 763 | 10.3159 5.17562 0.0105679 0.001019 83779.5 5
: 764 Minimum Test error found - save the configuration
: 764 | 10.1069 4.83369 0.0105963 0.00105544 83849.5 0
: 765 Minimum Test error found - save the configuration
: 765 | 10.0671 4.6058 0.0106103 0.00105144 83692.1 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.97859 4.57801 0.0106397 0.00107767 83664.4 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.81378 4.45941 0.0106115 0.00105345 83698.8 0
: 768 | 9.66982 4.76236 0.0105705 0.0010193 83759 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.49905 4.21724 0.0106881 0.00105644 83059.7 0
: 770 | 9.47264 4.52798 0.0105822 0.00102351 83693.8 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.24529 4.1691 0.010603 0.00105214 83762.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.17707 3.81259 0.0106579 0.00106774 83418.7 0
: 773 | 8.97513 3.927 0.0105932 0.00101896 83557.3 1
: 774 | 9.03403 4.2514 0.0106166 0.00101921 83355.6 2
: 775 | 8.79631 4.49299 0.0105971 0.0010183 83517.3 3
: 776 | 8.97551 4.31033 0.0105883 0.00102031 83612 4
: 777 Minimum Test error found - save the configuration
: 777 | 8.56049 3.72329 0.0106327 0.00106002 83571.4 0
: 778 | 8.60354 3.88428 0.0106741 0.00103323 82979.7 1
: 779 | 8.79651 4.0268 0.0105771 0.0010175 83685.3 2
: 780 Minimum Test error found - save the configuration
: 780 | 8.25924 3.36264 0.0106119 0.00105498 83709.2 0
: 781 | 8.18573 3.3949 0.0105944 0.00101749 83534.5 1
: 782 Minimum Test error found - save the configuration
: 782 | 8.1082 3.15931 0.0106386 0.00107442 83645.6 0
: 783 | 7.87162 3.56384 0.0105791 0.00101974 83687.6 1
: 784 | 7.81328 3.23927 0.0105948 0.00102055 83557.4 2
: 785 | 7.76372 4.01195 0.0106008 0.0010202 83502 3
: 786 | 8.11552 3.75351 0.0105909 0.00101735 83563.6 4
: 787 | 7.73953 3.4852 0.0105901 0.00101601 83558.4 5
: 788 | 7.35473 3.41987 0.0105833 0.00101919 83646.2 6
: 789 | 7.21099 3.37801 0.0106786 0.00101965 82825 7
: 790 | 7.37747 3.90831 0.0105823 0.00101942 83656.8 8
: 791 | 7.47168 3.40262 0.010591 0.00101904 83577.7 9
: 792 | 7.28189 3.75893 0.0107686 0.00102348 82092.6 10
: 793 | 7.25955 3.16304 0.0106715 0.00104023 83062.5 11
: 794 Minimum Test error found - save the configuration
: 794 | 6.97199 3.06324 0.0106078 0.00105892 83779.5 0
: 795 | 6.7836 3.10121 0.0106116 0.00102055 83410.9 1
: 796 | 6.78315 3.19941 0.0105924 0.00102363 83605.3 2
: 797 | 6.66415 3.46011 0.0105994 0.00102267 83535.7 3
: 798 | 6.61998 3.18911 0.0105959 0.00102987 83628.9 4
: 799 | 6.37752 3.22869 0.0105632 0.00102092 83837.7 5
: 800 | 6.31844 3.34642 0.0105834 0.00101776 83632.7 6
: 801 Minimum Test error found - save the configuration
: 801 | 6.28801 2.95088 0.0106088 0.00105802 83763 0
: 802 | 6.10823 2.97095 0.010613 0.00101856 83381.7 1
: 803 | 6.0525 2.97137 0.010594 0.00101851 83546.8 2
: 804 | 5.97175 3.32474 0.0105836 0.00102073 83657 3
: 805 | 6.05552 3.09425 0.0105967 0.00101859 83523.7 4
: 806 | 5.96206 3.22212 0.0105705 0.00101935 83759.7 5
: 807 | 5.77002 3.3965 0.0105973 0.00102184 83546.6 6
: 808 Minimum Test error found - save the configuration
: 808 | 5.75474 2.85921 0.0107035 0.00105952 82953.3 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.72418 2.80557 0.0106215 0.00105459 83621.1 0
: 810 | 5.93319 3.35894 0.0106163 0.00101965 83362.2 1
: 811 | 5.67624 3.12907 0.0106396 0.00104926 83417.4 2
: 812 | 5.63289 3.62432 0.0106413 0.00102128 83160.2 3
: 813 | 5.49854 3.19929 0.0106386 0.00102085 83179.2 4
: 814 | 5.50135 3.28446 0.010616 0.00102041 83371.3 5
: 815 | 5.3051 2.98638 0.0105864 0.00101971 83623.7 6
: 816 | 5.4642 3.27851 0.0105954 0.00101903 83539.4 7
: 817 | 5.3608 3.06729 0.0105876 0.00102125 83626.4 8
: 818 | 5.31413 3.17735 0.0106194 0.00102356 83369.8 9
: 819 Minimum Test error found - save the configuration
: 819 | 5.22743 2.78683 0.0106264 0.0010585 83613.1 0
: 820 Minimum Test error found - save the configuration
: 820 | 4.92143 2.76181 0.0106305 0.00105147 83515.9 0
: 821 | 4.8102 3.13518 0.0106231 0.00101985 83305.1 1
: 822 | 4.9188 2.87108 0.0106027 0.00102268 83507.1 2
: 823 Minimum Test error found - save the configuration
: 823 | 4.97425 2.75076 0.0106482 0.00105569 83398.6 0
: 824 | 4.77127 3.04958 0.0106068 0.00102226 83467.3 1
: 825 | 4.98312 3.48747 0.0105974 0.00102062 83535.6 2
: 826 | 4.85693 3.06388 0.0106181 0.00102093 83357.5 3
: 827 | 4.56959 2.87892 0.0106453 0.00102494 83156.5 4
: 828 | 4.57037 3.4929 0.0106648 0.00102074 82952.7 5
: 829 | 4.52954 2.89122 0.0106441 0.00102051 83129.3 6
: 830 Minimum Test error found - save the configuration
: 830 | 4.44247 2.54465 0.0106575 0.00106986 83441.1 0
: 831 Minimum Test error found - save the configuration
: 831 | 4.37677 2.54232 0.0106701 0.00105717 83220.9 0
: 832 | 4.43358 2.86298 0.0106184 0.00102188 83363.3 1
: 833 | 4.42668 3.23652 0.0106374 0.00102167 83197.1 2
: 834 | 4.30853 2.65797 0.0106416 0.00104379 83352.1 3
: 835 | 4.16516 2.94377 0.0107887 0.00102483 81934.7 4
: 836 | 4.06624 3.41595 0.0106788 0.00102016 82827.6 5
: 837 | 4.12879 2.96787 0.0107601 0.00102318 82161.8 6
: 838 | 4.07274 2.71444 0.0106542 0.00104166 83225 7
: 839 Minimum Test error found - save the configuration
: 839 | 4.15585 2.4704 0.0107392 0.00108985 82907.2 0
: 840 | 4.06655 3.48837 0.010863 0.00103437 81394.4 1
: 841 | 4.01127 2.71496 0.0106913 0.00102576 82768.1 2
: 842 | 4.0663 3.82922 0.0106531 0.00104005 83220.3 3
: 843 Minimum Test error found - save the configuration
: 843 | 3.99223 2.05926 0.0106841 0.00106445 83163.2 0
: 844 | 3.72295 2.28747 0.0105901 0.00102178 83609.1 1
: 845 | 3.76575 2.44769 0.0106031 0.00102203 83497.6 2
: 846 | 3.73114 2.37726 0.0106191 0.00101997 83341 3
: 847 | 3.67697 2.41714 0.0106882 0.00102333 82773.6 4
: 848 | 3.66332 2.9434 0.0106252 0.0010226 83310.3 5
: 849 | 3.59278 2.54377 0.0106206 0.00102272 83351.5 6
: 850 | 3.69834 3.52253 0.0106018 0.00102159 83505.2 7
: 851 | 3.65358 2.66343 0.0105878 0.00102399 83648.9 8
: 852 | 3.44805 2.43401 0.0105982 0.0010215 83536 9
: 853 | 3.46504 2.47848 0.0105761 0.00102156 83730.1 10
: 854 | 3.35322 2.68727 0.0105961 0.00102089 83549.5 11
: 855 | 3.35217 2.44292 0.0105826 0.00102206 83677.6 12
: 856 | 3.32878 2.65168 0.0105792 0.00102105 83698 13
: 857 | 3.32172 2.81584 0.0106082 0.00102241 83456.7 14
: 858 | 3.21913 2.14135 0.0105792 0.00102232 83709.1 15
: 859 | 3.14797 2.41767 0.0106251 0.00103355 83407 16
: 860 | 3.18719 2.54202 0.010607 0.0010219 83463 17
: 861 | 3.28056 2.12975 0.0105825 0.00102133 83671.8 18
: 862 | 3.37884 2.15975 0.0106069 0.00101871 83435.9 19
: 863 | 3.29132 2.35285 0.0105882 0.00102085 83618 20
: 864 | 3.4068 3.25587 0.0106055 0.00102167 83473.7 21
:
: Elapsed time for training with 1000 events: 9.2 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: 0.0117 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= 3.33657e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10932e+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: 0.0332 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: 0.0384 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: 0.00135 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: 0.0973 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: 0.888 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: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00258 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00424 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: 0.00179 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000322 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: 0.0949 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.892 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 : -0.678 0.0788 5.31 1.53 | 3.222 3.230
: 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 : -0.0355 0.112 1.83 1.10 | 3.367 3.364
: 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.