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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 ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
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: 0.258 sec
: Elapsed time for training with 1000 events: 0.262 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00298 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: 0.000793 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00413 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: 0.000199 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000327 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 = 31510.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33009.3 31083.3 0.0112433 0.00117065 79422.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32448.9 30444.9 0.0107061 0.00106698 82995.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31680.6 29745.1 0.0116027 0.00106067 75886.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 30930 29106.7 0.0106411 0.00108625 83727.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30202.2 28409.6 0.0117455 0.00108757 75061.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29385 27481.6 0.0105394 0.00106432 84432.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28603.9 26757.1 0.0106933 0.00119745 84247.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28096.1 26367.2 0.0112745 0.00103452 78125 0
: 9 Minimum Test error found - save the configuration
: 9 | 27733.3 26037.4 0.0103741 0.00107744 86052 0
: 10 Minimum Test error found - save the configuration
: 10 | 27406.6 25736.4 0.0104468 0.00104133 85057.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27101.2 25454.5 0.0105304 0.00103213 84226.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26814.2 25181.9 0.0104053 0.00105393 85548.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26533.5 24923.2 0.0103665 0.0010272 85659.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26269.5 24665.7 0.0107518 0.00131201 84747.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26003.6 24421.5 0.0105081 0.00104459 84535.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25748 24183.4 0.0103439 0.00100707 85682.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25502.7 23944.3 0.0102573 0.00100601 86474.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25256 23713.3 0.0102746 0.00101414 86389 0
: 19 Minimum Test error found - save the configuration
: 19 | 25015.3 23487.8 0.0103277 0.00100416 85804.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24780.7 23264.3 0.0102712 0.00100382 86324.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24549.6 23043.4 0.0104333 0.00104172 85182.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24319 22829.5 0.0104516 0.0010249 84865.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24097.9 22613.7 0.0102707 0.00100426 86332.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 23875.1 22403.2 0.0103925 0.00104007 85539.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23655.7 22197.1 0.0103984 0.00101462 85253.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23439.9 21994.3 0.0102922 0.00102445 86321.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23228.6 21792 0.0102847 0.001003 86190.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23017.2 21594 0.0103523 0.00100734 85608.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22809.2 21398.9 0.0102797 0.00104792 86656.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22607.3 21201.8 0.0102923 0.00102956 86367.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22400.3 21013.2 0.0102435 0.00100237 86569.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22203.4 20821.8 0.0103117 0.00100762 85983.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22003.3 20635.5 0.0103826 0.00102356 85479.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 21809.4 20448.6 0.0106375 0.00101272 83118.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21614.8 20265.3 0.0105255 0.00108147 84709.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21421.6 20086.6 0.0103345 0.00105506 86212 0
: 37 Minimum Test error found - save the configuration
: 37 | 21232.4 19909.4 0.01047 0.00102336 84686.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21046 19732.6 0.0104493 0.00104676 85083.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 20861.3 19556.7 0.0103009 0.00102499 86245.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20676 19385.3 0.0103732 0.00101312 85469.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20496 19213.5 0.0103775 0.00101001 85401.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20317 19042.6 0.0105077 0.00105819 84660.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20138.7 18874.4 0.0108574 0.00100767 81220.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 19960.1 18712 0.0104331 0.00102934 85072.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19789.6 18545.9 0.0103855 0.00104184 85619.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19615.4 18384.5 0.010285 0.00102295 86374.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19445.3 18224.1 0.0103868 0.00104477 85634.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19275.9 18066.4 0.010355 0.00100773 85586.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19109.5 17909.2 0.0102798 0.00101023 86303.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 18945.1 17752.3 0.0105063 0.00106081 84696.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18778.4 17601.3 0.0104865 0.00104623 84743.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18618.4 17448.8 0.0104607 0.00103402 84865.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18459 17296.1 0.0108772 0.00106891 81563.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18299.1 17146.5 0.010445 0.00102478 84924 0
: 55 Minimum Test error found - save the configuration
: 55 | 18142.9 16996.4 0.0104741 0.00106373 85012.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 17982.7 16850.5 0.0103962 0.00106802 85762.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17824.4 16691.4 0.0104028 0.0010473 85511.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17665.2 16548.3 0.0104335 0.00104746 85232.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17507.2 16398.5 0.011211 0.00105286 78754.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17356.3 16250.9 0.010559 0.00104328 84071.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17199.3 16113.1 0.0105971 0.00111526 84371.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17049.6 15951.3 0.0106626 0.00103252 83073.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 16890.4 15810.3 0.0106298 0.00103582 83385.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16739.3 15663.9 0.0106293 0.00108874 83852.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16588.3 15515.2 0.0106395 0.00104936 83419.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16442.6 15368.5 0.0108479 0.00108183 81916.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16290.7 15228.9 0.0107109 0.00108266 83088.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16142.2 15092.5 0.0108417 0.00108995 82036.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16000.8 14949.3 0.0106832 0.00110208 83497.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 15850.2 14813.2 0.0105698 0.00106575 84175 0
: 71 Minimum Test error found - save the configuration
: 71 | 15707.7 14678.6 0.0108635 0.00107536 81731.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15566.6 14543.3 0.0105878 0.00105322 83904.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15425.5 14409.3 0.010575 0.0010569 84050.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15283.3 14278.4 0.0106605 0.00108302 83528.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15146.7 14147 0.0107012 0.00106216 82996 0
: 76 Minimum Test error found - save the configuration
: 76 | 15007.8 14018.8 0.0107867 0.00111886 82748.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14874.3 13887.8 0.0107585 0.00109792 82811 0
: 78 Minimum Test error found - save the configuration
: 78 | 14736.9 13761.6 0.0107801 0.00106716 82364.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14604.3 13636.5 0.0106002 0.0010464 83736 0
: 80 Minimum Test error found - save the configuration
: 80 | 14471.9 13510.4 0.010634 0.00106061 83565.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14341.4 13386 0.0111246 0.00105478 79445.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14210.1 13264.6 0.0106992 0.00104789 82890.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14083.6 13141.5 0.0106272 0.00104581 83495.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 13955.5 13020.7 0.0105877 0.00108708 84204.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13828.9 12902.1 0.010545 0.00106449 84383.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13703.2 12785 0.0105891 0.00105763 83932.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13579.5 12669.5 0.0107718 0.00111603 82852 0
: 88 Minimum Test error found - save the configuration
: 88 | 13457.5 12553.4 0.0106741 0.00106662 83268.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13337.2 12436.8 0.0106748 0.00104806 83102.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13214.5 12324.8 0.0107116 0.00106382 82920.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13095 12214.4 0.0107187 0.00105113 82750.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 12979.5 12100 0.0107431 0.00111724 83109.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 12860.2 11990.3 0.0106718 0.00104579 83107.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12743.8 11881.7 0.0107569 0.00108515 82714.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12628.8 11774.3 0.0107135 0.0011072 83279.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12515.7 11665.8 0.0106217 0.00106368 83699.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12402.1 11559.3 0.0108101 0.00108206 82236.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12289 11455.2 0.0106331 0.0010795 83738 0
: 99 Minimum Test error found - save the configuration
: 99 | 12178.7 11350.7 0.0106794 0.00115914 84031.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12069.1 11246.4 0.0109549 0.00105705 80825.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 11959.4 11143.8 0.0106165 0.00105519 83670.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11851.5 11041.9 0.0106187 0.00106937 83775.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11744.6 10940.4 0.0107461 0.00110147 82947.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11637.6 10840.9 0.0106656 0.00107314 83398.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11532.7 10741.7 0.0106163 0.0010733 83830.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11428.2 10643.4 0.010966 0.00107673 80896.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11323.3 10548.1 0.0107009 0.00105809 82963.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11221.7 10452.2 0.0106204 0.00107444 83805.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11121.7 10354.7 0.0110678 0.00107493 80057 0
: 110 Minimum Test error found - save the configuration
: 110 | 11019.4 10260.1 0.0105948 0.00105302 83842 0
: 111 Minimum Test error found - save the configuration
: 111 | 10919.9 10166 0.0106764 0.0010518 83120.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10819.1 10075.5 0.0106088 0.00105696 83753.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10723.2 9982.15 0.0106604 0.00107333 83445.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10625.1 9891.02 0.0106191 0.00105013 83603.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10529.2 9800 0.0108348 0.00109668 82151.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10433.3 9710.19 0.010673 0.00106446 83259.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10338 9622.27 0.0107196 0.00109209 83094.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10245.1 9533.63 0.0109485 0.00106018 80903.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10152.3 9445.71 0.0107617 0.00107544 82590.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10059.3 9359.27 0.0112506 0.00109239 78754.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 9966.99 9275.21 0.0106634 0.00107668 83449.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 9877.11 9190.73 0.0107297 0.00105859 82720.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9787.12 9107.39 0.0106601 0.00107691 83479.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9698.89 9023.38 0.0106724 0.00105375 83172.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9611.67 8938.85 0.0107826 0.00107533 82412.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9522.42 8857.59 0.0106775 0.00105855 83169.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9435.91 8776.9 0.0107291 0.00105619 82705.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9350.74 8695.75 0.011245 0.00107103 78632.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9265.86 8614.96 0.0107034 0.00106384 82991.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9180.29 8536.73 0.0106236 0.00105539 83610.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9096.69 8458.93 0.0107176 0.00105745 82814.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9013.93 8381.79 0.0109937 0.00112045 81027.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 8932.72 8303.7 0.0107764 0.00110992 82759.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8851.27 8226.55 0.0124149 0.00128244 71861.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8769.44 8151.82 0.0119114 0.00124324 74989.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8690.34 8075.82 0.0122492 0.00146054 74152 0
: 137 Minimum Test error found - save the configuration
: 137 | 8609.96 8002.43 0.0113739 0.00107995 77715.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8532.74 7927.6 0.0107731 0.00115867 83208.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8452.48 7856.98 0.0108187 0.0010687 82051.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8377.39 7784.04 0.0107955 0.00111145 82610.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8300.51 7711.75 0.0107311 0.00111296 83176 0
: 142 Minimum Test error found - save the configuration
: 142 | 8224.24 7640.76 0.0107724 0.00107615 82506.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8149.46 7569.74 0.0109737 0.00114628 81404.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8074.77 7499.57 0.0107725 0.00116655 83281.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8000.26 7430.99 0.0110049 0.00133972 82771.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 7927.8 7361.86 0.0109752 0.00107872 80837 0
: 147 Minimum Test error found - save the configuration
: 147 | 7854.51 7294.4 0.0107191 0.00105879 82812.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7783.16 7226.65 0.0107615 0.00110803 82872 0
: 149 Minimum Test error found - save the configuration
: 149 | 7711.44 7160.15 0.0108167 0.00107321 82106.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7640.79 7094.43 0.0107163 0.00105962 82844.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7571.47 7028.13 0.0108247 0.0010863 82149.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7501.01 6963.96 0.0110646 0.00106443 79998.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7433.58 6898.52 0.0108439 0.00110908 82179.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7365.09 6834.29 0.0107554 0.00108315 82710.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7296.86 6771.5 0.0110768 0.00106588 79912.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7230.51 6708.54 0.0107575 0.00108178 82681 0
: 157 Minimum Test error found - save the configuration
: 157 | 7163.9 6646.6 0.0107028 0.00107312 83076.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7098.39 6584.99 0.010833 0.00111396 82312.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7032.57 6524.79 0.0107765 0.00110399 82708.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 6970.08 6462.37 0.0107454 0.00108067 82774.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6904.96 6402.22 0.0109881 0.00114269 81256.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6841.13 6343.03 0.0113109 0.00111105 78432.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6777.92 6285.06 0.0108704 0.00111141 81975.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6716.04 6226.91 0.0111692 0.00107221 79231.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6654.7 6168.9 0.0107702 0.00107141 82484.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6593.33 6111.66 0.0106987 0.00106567 83047.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6531.68 6056.53 0.0107803 0.00108449 82509.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6473.77 5998.41 0.010708 0.00106189 82935.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6412.68 5943.32 0.0107087 0.00107311 83025.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6354.37 5887.25 0.0111969 0.00112323 79414.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6295.03 5833.3 0.0114965 0.0012235 77874.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6237.75 5778.76 0.0109897 0.00109084 80817.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6180.12 5724.4 0.0108773 0.00108629 81707.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6123.64 5670.38 0.0107897 0.00109063 82481.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6065.65 5619.03 0.0107693 0.00107979 82563.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6010.68 5566.65 0.0107429 0.00107043 82709.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 5955.7 5514.02 0.0107854 0.00106497 82300.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5899.96 5463 0.0107356 0.00107609 82820.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5846.07 5411.74 0.0107436 0.00106444 82652.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5791.56 5361.73 0.0109273 0.00108951 81319.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5738.15 5312.16 0.0106974 0.00108627 83236.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5684.97 5263.05 0.0108001 0.00113429 82766 0
: 183 Minimum Test error found - save the configuration
: 183 | 5633.5 5213.08 0.0108381 0.0010666 81870.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5580.63 5164.44 0.0107274 0.00109836 83082.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5529.14 5116.86 0.0106926 0.00108927 83304.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5478.2 5068.61 0.0107694 0.0010764 82533.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5427.24 5021.92 0.0107771 0.00108982 82582.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5377.53 4974.74 0.0107598 0.00108024 82648.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5328.68 4926.74 0.0108426 0.00111331 82226.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5278.36 4881.06 0.0107848 0.00110026 82605.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5229.47 4835.76 0.0107894 0.00110754 82628.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5181.05 4791.11 0.0108754 0.00107905 81663.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5134.35 4745.43 0.0108757 0.00106411 81536.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5085.79 4701.29 0.0107111 0.00106225 82911 0
: 195 Minimum Test error found - save the configuration
: 195 | 5038.95 4657.56 0.0107326 0.00108716 82941 0
: 196 Minimum Test error found - save the configuration
: 196 | 4992.19 4614.53 0.0108557 0.00106875 81741.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 4946.07 4571.47 0.0107247 0.00106597 82826.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4900.18 4529.49 0.0108835 0.00110331 81798 0
: 199 Minimum Test error found - save the configuration
: 199 | 4856.31 4485.81 0.0109656 0.00109768 81070.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4810.5 4444.24 0.0107244 0.00108644 83005 0
: 201 Minimum Test error found - save the configuration
: 201 | 4765.95 4402.68 0.0108369 0.00111858 82318.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4721.8 4361.81 0.010823 0.00108859 82183 0
: 203 Minimum Test error found - save the configuration
: 203 | 4678.69 4320.67 0.0107327 0.00107875 82867.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4634.7 4281.06 0.0107425 0.00106589 82673.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4592.27 4241.79 0.0106442 0.00107126 83569 0
: 206 Minimum Test error found - save the configuration
: 206 | 4550.87 4201.07 0.0106938 0.00107368 83158.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4508.31 4161.64 0.0107333 0.0010797 82870.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4466.19 4123.59 0.0108021 0.00108322 82314 0
: 209 Minimum Test error found - save the configuration
: 209 | 4425.45 4084.98 0.0108153 0.00113874 82674.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4385.12 4046.4 0.0107812 0.00106318 82321.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4344.63 4008.36 0.0107502 0.00106388 82590.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4304.23 3971.17 0.0107672 0.00108936 82662.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4264.29 3935.03 0.0126173 0.0015179 72075.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4226.13 3897.7 0.0125484 0.00109244 69832.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4187.28 3860.93 0.0109995 0.00108467 80686.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4147.58 3826.77 0.0107217 0.00108701 83033.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4111.55 3789.15 0.0107512 0.0010769 82693.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4072.45 3754.07 0.0108236 0.00108236 82124.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4035.05 3719.69 0.0110664 0.00114563 80638.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 3998.85 3684.46 0.0106989 0.00108312 83196.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3961.44 3650.68 0.0107198 0.00107761 82968.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3926.72 3614.75 0.0107514 0.00108012 82719.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3889.25 3581.53 0.0106446 0.00106175 83482.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3853.32 3549.33 0.0107276 0.00106322 82777.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3819.62 3515.22 0.0107611 0.00107883 82624.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3783.9 3482.89 0.0108792 0.00107928 81633.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3749.32 3450.55 0.0108326 0.0011517 82637.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3715.78 3418.08 0.0111339 0.00141253 82293 0
: 229 Minimum Test error found - save the configuration
: 229 | 3681.24 3386.26 0.0107756 0.0011085 82754.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3647.22 3355.62 0.0107588 0.001065 82527.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3614.6 3324.66 0.010703 0.00106175 82976.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3582.08 3293.04 0.0106741 0.00105924 83204.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3549.72 3261.65 0.0106551 0.00106429 83413.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3516.89 3231.12 0.0112618 0.00149895 81943 0
: 235 Minimum Test error found - save the configuration
: 235 | 3483.83 3202.67 0.0114303 0.00111808 77577.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3453.84 3171.82 0.0108582 0.00108983 81897.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3421.4 3143.02 0.0107871 0.00109729 82560.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3390.45 3113.69 0.0127984 0.00165792 71810.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3360.69 3084.12 0.0133441 0.00142788 67135.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3329.23 3055.68 0.0115526 0.00111137 76619.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3298.03 3028.5 0.0109112 0.00112861 81777.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3269.47 2999.39 0.0110026 0.00110091 80794.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3238.8 2972.34 0.0113216 0.00108576 78156.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3210.3 2944.08 0.0108502 0.00110324 82076.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3180.73 2916.73 0.0107059 0.00108122 83119.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3152.03 2889.59 0.0110887 0.00112058 80255.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3123.36 2862.34 0.0108843 0.00107594 81563.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3094.5 2836 0.0106747 0.00107943 83374.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3066.65 2809.41 0.0107602 0.00110163 82828.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3038.9 2783.13 0.0107449 0.00107702 82748.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3010.47 2758.11 0.0107701 0.00109357 82674.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 2983.76 2732.96 0.0107607 0.0010984 82795.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2956.92 2707.25 0.0109842 0.00109244 80875.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2929.87 2682.32 0.0110107 0.00108092 80566 0
: 255 Minimum Test error found - save the configuration
: 255 | 2903.54 2657.91 0.010939 0.00128082 82831.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2876.99 2632.76 0.0110599 0.00110348 80350 0
: 257 Minimum Test error found - save the configuration
: 257 | 2851.22 2608.25 0.0119606 0.0015392 76765.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2825.39 2583.56 0.0118708 0.00177174 79215.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2799.42 2559.79 0.0111189 0.00108018 79691.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2774.11 2536.38 0.0107017 0.00105781 82954.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2749.37 2512.58 0.011361 0.00106801 77722.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2723.79 2489.81 0.010882 0.00110042 81786.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2699.7 2466.47 0.0106659 0.0010596 83279.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2675.17 2443.59 0.0113287 0.00109047 78138.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2650.57 2421.33 0.0110585 0.00109956 80330 0
: 266 Minimum Test error found - save the configuration
: 266 | 2627.11 2398.45 0.0156449 0.00179893 57778.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2602.33 2377.46 0.0127061 0.00107539 68783.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2579.63 2355.24 0.0105921 0.00106278 83951.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2556.23 2333.15 0.0105982 0.00105499 83828.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2532.69 2311.82 0.010623 0.00110436 84045.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2509.51 2291.17 0.0109324 0.00117618 81999.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2487.27 2270 0.0106786 0.00107062 83264.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2464.5 2248.75 0.0107143 0.00108015 83038 0
: 274 Minimum Test error found - save the configuration
: 274 | 2442.48 2227.4 0.0107128 0.00110163 83236.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2419.78 2207.65 0.0106665 0.00106435 83314.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2397.65 2187.63 0.0107206 0.00107965 82979.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2375.72 2167.73 0.0106859 0.00107197 83212.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2354.66 2147.35 0.0108297 0.0010792 82047.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2332.64 2128.37 0.011104 0.00106369 79679 0
: 280 Minimum Test error found - save the configuration
: 280 | 2311.96 2107.74 0.0107351 0.00109055 82948.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2290.44 2088.32 0.0107686 0.00108248 82592.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2269.05 2069.92 0.0107559 0.00106417 82544.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2248.62 2051.04 0.0106586 0.00106081 83352.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2227.9 2032.34 0.0106923 0.0010816 83240.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2208.24 2012.85 0.0106454 0.00105553 83421.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2186.78 1995.25 0.0106319 0.00105945 83573 0
: 287 Minimum Test error found - save the configuration
: 287 | 2167.83 1976.33 0.010877 0.00111352 81938 0
: 288 Minimum Test error found - save the configuration
: 288 | 2147.23 1958.25 0.0107471 0.00106755 82648.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2127.73 1940.09 0.0107324 0.00107543 82842.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2107.75 1922.33 0.0109757 0.00114422 81371.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2088.37 1905.13 0.0107469 0.00107199 82687.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2069.29 1887.94 0.0110895 0.00109164 80016.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2050.1 1870.29 0.0108926 0.00112397 81895 0
: 294 Minimum Test error found - save the configuration
: 294 | 2030.92 1853.48 0.0108262 0.00108956 82163.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2012.58 1836.25 0.0106693 0.00106272 83276 0
: 296 Minimum Test error found - save the configuration
: 296 | 1993.56 1819.58 0.0125552 0.00175685 74085.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 1975.57 1803.09 0.0162625 0.00175062 55127.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1956.57 1786.76 0.0156972 0.00162447 56847.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1939.27 1769.59 0.0155833 0.00165181 57423.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1920.37 1753.6 0.0139371 0.00108302 62237 0
: 301 Minimum Test error found - save the configuration
: 301 | 1902.66 1737.53 0.0106666 0.00108062 83454.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1884.9 1721.58 0.0106047 0.00105827 83801.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1867.49 1705.48 0.010611 0.00105781 83741.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1849.4 1690.52 0.0106013 0.00105747 83823.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1832.33 1675.24 0.0105704 0.00105366 84062.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1815.4 1660.03 0.0105922 0.00105479 83880.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1798.6 1644.13 0.0105999 0.00105385 83804.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1781 1629.56 0.0106999 0.0010605 82992.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1764.64 1614.11 0.0105887 0.00105417 83905.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1747.72 1599.87 0.0105826 0.00105514 83967.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1732.11 1584.8 0.0106313 0.00106824 83655 0
: 312 Minimum Test error found - save the configuration
: 312 | 1714.68 1570.71 0.0106096 0.00105076 83691.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1698.59 1556.77 0.0108165 0.00105651 81967.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1682.93 1541.89 0.0105906 0.00105306 83878.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1666.78 1527.61 0.0106289 0.00105922 83597.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1650.91 1513.47 0.010625 0.00106043 83642.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1635.13 1499.84 0.010605 0.00105494 83769.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1619.63 1485.95 0.0106258 0.0010613 83642.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1604.25 1472.02 0.0106315 0.00106065 83587.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1588.64 1459.27 0.0106192 0.00105488 83644.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1573.66 1445.61 0.0106509 0.00107931 83580.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1558.67 1432.27 0.0106143 0.00105915 83724.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1543.73 1419.28 0.0106113 0.00105721 83733.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1529.03 1406.04 0.0106034 0.00105276 83764.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1514.32 1393.02 0.0105948 0.00105849 83890.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1500.22 1379.87 0.0105953 0.00105329 83839.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1485.43 1367.5 0.0106947 0.00108029 83208.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1471.33 1354.34 0.0106253 0.00106318 83663.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1457.02 1341.92 0.0106062 0.00105488 83758 0
: 330 Minimum Test error found - save the configuration
: 330 | 1442.7 1330.2 0.010613 0.0010656 83792.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1429.52 1317.54 0.0105984 0.00105831 83857.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1415.48 1305.38 0.0106264 0.00105934 83620.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1401.74 1294.09 0.0106163 0.00105596 83679.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1388.35 1281.47 0.0106423 0.00105561 83449.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1375 1269.98 0.010618 0.00105849 83686.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1361.8 1258.03 0.0106086 0.00105318 83722.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1349.23 1245.59 0.0105987 0.00105141 83793.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1335.83 1234.93 0.0105903 0.00105085 83862.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1323.1 1222.54 0.0105929 0.00106859 83995.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1309.88 1211.49 0.0106575 0.00107065 83447.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1297.26 1200.07 0.0106257 0.00105761 83610.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1285.05 1188.66 0.0106336 0.00105418 83512.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1272.44 1177.57 0.0105887 0.00105917 83949.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1260.2 1166.31 0.0106286 0.00105585 83570.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1248.08 1155.27 0.0106582 0.00106689 83409.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1235.54 1145.17 0.0106356 0.00105269 83481.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1223.9 1134.45 0.0106783 0.00106323 83202.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1212.03 1123.8 0.0105937 0.001055 83868.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1200.47 1112.91 0.0105837 0.00105371 83945.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1188.41 1102.76 0.0106215 0.00106887 83746.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1177.03 1092.71 0.0106132 0.00105873 83730.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1165.76 1082.38 0.0106096 0.00107028 83863.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1155.01 1071.36 0.0106078 0.00105186 83717.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1142.98 1061.55 0.0106304 0.00105634 83558.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1131.9 1051.74 0.0106176 0.00105513 83660.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1120.72 1042.06 0.010634 0.00105998 83559.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1110.15 1032.13 0.0106206 0.00105932 83670.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1099.16 1022.03 0.0106525 0.00106389 83432.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1088.39 1012.66 0.0106337 0.00105321 83502.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1077.77 1002.99 0.0106641 0.00107399 83419.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1067.43 993.437 0.0106312 0.00106511 83628.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1057.35 983.695 0.0106047 0.00104883 83718.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1046.78 974.83 0.010634 0.00105742 83537.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1036.8 964.502 0.0105703 0.00105204 84048.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1025.85 955.699 0.0106106 0.00106326 83792.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1016.18 946.562 0.0107088 0.00113138 83529.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1006.22 937.691 0.01062 0.00105811 83665.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 996.711 928.501 0.0106492 0.00105886 83417.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 986.824 919.732 0.0106822 0.00109189 83417.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 977.215 910.591 0.0106178 0.00105303 83640.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 967.547 901.875 0.0106608 0.00106877 83402.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 957.728 893.255 0.0105934 0.00105306 83854.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 948.426 885.042 0.0106146 0.00106276 83753.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 939.492 875.659 0.0106317 0.00105532 83538.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 929.736 867.094 0.0107263 0.0010698 82845.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 920.334 859.517 0.010631 0.00105801 83568.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 911.584 850.984 0.0106018 0.00105387 83787.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 902.235 843.024 0.0105787 0.00106187 84061.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 894.137 834.042 0.0107962 0.00107891 82327.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 884.601 826.599 0.0106149 0.00105645 83695.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 876.77 818.146 0.0106079 0.00105641 83757 0
: 382 Minimum Test error found - save the configuration
: 382 | 867.678 810.403 0.0106252 0.00106532 83683 0
: 383 Minimum Test error found - save the configuration
: 383 | 859.334 802.034 0.0106247 0.00105414 83589.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 850.011 794.531 0.010578 0.00105423 84000.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 841.803 786.512 0.010588 0.00105019 83876.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 833.647 778.486 0.0106668 0.00105547 83235.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.792 771.114 0.0106351 0.00105811 83534 0
: 388 Minimum Test error found - save the configuration
: 388 | 816.885 763.324 0.0106367 0.00105405 83483.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 808.631 755.726 0.0106677 0.00108209 83458.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 800.606 748.077 0.0107075 0.00106638 82977.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 792.491 741.004 0.0106536 0.0010587 83377.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 784.645 733.718 0.0106357 0.00106337 83573.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 776.77 726.222 0.0106035 0.00105424 83776.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 769.219 718.954 0.0105977 0.00105675 83849.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 761.142 711.622 0.0106275 0.00105758 83595.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.75 704.403 0.0106361 0.00106111 83551.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 746.164 697.291 0.0106269 0.00106779 83689.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 738.503 690.523 0.0107405 0.00119458 83805.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 731.172 683.625 0.0106849 0.00107895 83282 0
: 400 Minimum Test error found - save the configuration
: 400 | 723.944 676.517 0.0106363 0.00105845 83526.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 716.693 669.285 0.0106341 0.00105776 83539 0
: 402 Minimum Test error found - save the configuration
: 402 | 708.957 662.822 0.0106655 0.00106728 83349.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 702.134 655.873 0.0106479 0.00105898 83429.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 695.056 649.373 0.0106519 0.00106339 83433.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 688.052 642.642 0.0106103 0.0010579 83749 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.98 636.094 0.0107086 0.00106341 82942.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 674.152 629.553 0.0106496 0.0010705 83515.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 667.271 623.437 0.0108346 0.00108911 82089.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.478 616.952 0.0107761 0.00107416 82457.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 653.605 610.696 0.0106568 0.00105688 83333.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 647.038 604.289 0.0108619 0.00108564 81830.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 640.538 597.583 0.011634 0.00108324 75823.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 633.589 591.987 0.0107114 0.00107776 83042.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.543 585.798 0.0148169 0.00179836 61451 0
: 415 Minimum Test error found - save the configuration
: 415 | 620.832 579.548 0.0158655 0.00150985 55727.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.465 573.835 0.0107098 0.0010622 82922.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 608.357 567.741 0.0108169 0.00108561 82208.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 602.015 561.87 0.0106498 0.00106006 83422.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.826 555.958 0.0106158 0.00106131 83730.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.535 550.767 0.0106166 0.00105601 83676.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 583.816 544.185 0.0106099 0.00105451 83722.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 577.668 538.68 0.010616 0.00106483 83759.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 571.842 532.443 0.0106431 0.00105806 83463.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.339 527.509 0.0107286 0.0010522 82675.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 559.918 521.641 0.0105808 0.00105187 83955.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 554.034 516.129 0.0106312 0.00105941 83578.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 548.335 511.439 0.0106454 0.00107914 83627.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 542.947 505.164 0.0106115 0.00105785 83738 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.97 500.298 0.0106155 0.00105599 83686.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.682 494.729 0.0105906 0.00105162 83866.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 525.993 489.545 0.0106037 0.00104982 83735.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.76 484.085 0.0106458 0.00106554 83505.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 515.134 479.175 0.0106132 0.00105265 83677.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 509.651 474.193 0.0106233 0.00105358 83597.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 504.579 468.753 0.0106039 0.00106073 83829.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.27 463.464 0.0107777 0.00117985 83352.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 494.011 458.792 0.0107135 0.001074 82991.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.979 453.7 0.0106447 0.00105588 83430.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 483.866 448.638 0.0106038 0.00105021 83738.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.789 444.261 0.0106 0.00104806 83752.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.743 439.18 0.010662 0.00105728 83292.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 468.666 434.781 0.0107954 0.0010579 82156.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.01 430.021 0.0106818 0.00105652 83114.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 459.206 424.928 0.0107256 0.00105899 82759.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 454.228 420.61 0.0106455 0.00105288 83397.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 449.432 416.252 0.0106952 0.00105589 82993.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 445.115 411.528 0.0107227 0.0010684 82864.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.883 407.007 0.0106232 0.00106239 83674.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.502 402.896 0.0106311 0.00105505 83541.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 431.03 398.27 0.01064 0.00105393 83454.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 426.26 393.373 0.0106441 0.00106203 83489.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.615 389.267 0.010673 0.00106624 83274.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.611 385.618 0.0106685 0.00105327 83201 0
: 454 Minimum Test error found - save the configuration
: 454 | 413.149 381.164 0.0109466 0.00108027 81083.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 408.582 376.467 0.0106092 0.00105494 83732.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.415 371.953 0.0107911 0.00107534 82340.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 399.924 367.904 0.0106479 0.0010558 83402.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 395.794 364.824 0.0105991 0.00105204 83795.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.703 360.353 0.0106189 0.00105281 83628.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.352 356.357 0.0106168 0.00104897 83613.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.468 352.086 0.010625 0.00105332 83579.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.525 348.012 0.0106078 0.00105274 83725.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.144 344.19 0.0106699 0.00105196 83178.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.088 340.539 0.0106127 0.00105374 83690.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.387 337.178 0.0106542 0.00105307 83323.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 363.226 333.165 0.0106432 0.00107552 83614.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.685 328.929 0.01065 0.00108448 83633.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.598 325.371 0.0106374 0.00104959 83439.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.035 321.689 0.0106084 0.00105533 83743.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.119 317.957 0.0106026 0.00105126 83757.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.301 314.557 0.0105918 0.00105374 83874.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.69 310.823 0.0105721 0.00105103 84024.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 336.928 307.784 0.0106033 0.0010543 83778 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.737 304.186 0.0105729 0.00105179 84024.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.007 300.756 0.0106564 0.00108202 83556.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.15 297.616 0.0107865 0.00107135 82345.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.884 294.443 0.0106742 0.00105662 83181.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.068 290.437 0.0106201 0.00105451 83633.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.871 286.954 0.0106264 0.00105224 83558.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.379 283.853 0.0106117 0.00105958 83750.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.082 280.658 0.0106252 0.00105976 83634.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.5 277.411 0.0106103 0.00105044 83683.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.196 273.778 0.0106698 0.00106002 83248.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.34 270.734 0.0105991 0.00105288 83803 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.79 267.627 0.0106139 0.00105313 83675.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.393 264.882 0.0106286 0.00107329 83723.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.338 262.295 0.0105962 0.00105557 83852.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.323 258.707 0.0106283 0.00105682 83581.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.183 255.462 0.0106436 0.00105489 83431.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.129 252.594 0.0106514 0.00105473 83361.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.813 249.987 0.0106211 0.00105216 83603.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.361 248.176 0.0106115 0.00105211 83687.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.155 244.354 0.0106257 0.00105878 83621.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.183 241.14 0.0106091 0.00104777 83670.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 264.799 238.34 0.0107674 0.00107258 82518.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.039 235.622 0.0106426 0.00105364 83429.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.348 232.43 0.0106382 0.00106797 83592.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.169 229.93 0.0106312 0.00105471 83538.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.475 227.366 0.010631 0.00106292 83611.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.665 224.783 0.0108635 0.00106854 81674.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 247.851 221.949 0.0106627 0.00105514 83267.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.209 219.22 0.0107188 0.00105295 82765.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.663 217.104 0.0105737 0.00104762 83979.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 239.794 214.202 0.0106087 0.00105522 83738.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.152 211.512 0.0106227 0.00107024 83748.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.348 209.491 0.0105961 0.00105378 83837.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 231.968 206.902 0.0106003 0.00105354 83797.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.326 204.55 0.0105929 0.00106123 83930.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.845 202.02 0.0106036 0.00105218 83757.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.286 199.399 0.0106028 0.0010559 83796.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.775 197.052 0.0105727 0.00104832 83995.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.378 195.213 0.0106114 0.00105494 83713.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 216.954 192.788 0.0106052 0.00107265 83923.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.871 190.692 0.0106142 0.00105353 83675.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.349 188.009 0.0107945 0.0010721 82284.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 209.672 185.635 0.0106237 0.00105352 83593.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.311 183.704 0.0106057 0.0010532 83748 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.485 181.596 0.0106167 0.00105093 83631.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.746 179.35 0.010592 0.00105144 83852.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.435 177.165 0.010646 0.00105573 83417.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.352 174.616 0.0106161 0.00105482 83671 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.191 172.551 0.0106982 0.00105938 82997.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 193.887 171.354 0.0106466 0.00105495 83406 0
: 524 Minimum Test error found - save the configuration
: 524 | 191.611 168.779 0.0106326 0.00105576 83534.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.575 167.047 0.0106222 0.00106569 83712.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.283 164.934 0.0106036 0.00105342 83768.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.306 162.817 0.0106101 0.00105531 83727.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.079 160.891 0.0106277 0.00105052 83531.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 180.905 159.329 0.0106061 0.00105164 83730.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 178.952 156.964 0.0106022 0.00105406 83786.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 176.713 155.168 0.0106215 0.0010503 83583.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 174.676 153.789 0.0106203 0.00105884 83669 0
: 533 Minimum Test error found - save the configuration
: 533 | 172.8 151.376 0.0106337 0.00105349 83505.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 170.815 149.908 0.0107973 0.00108803 82395.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 168.84 147.802 0.0106056 0.00105362 83752.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 166.895 146.123 0.0106004 0.00105396 83800.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 164.958 144.355 0.0106226 0.00105352 83602.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 162.923 142.499 0.0106059 0.0010512 83728.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.116 141.049 0.01061 0.00104947 83677.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.247 139.282 0.0106226 0.00105516 83617.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.282 137.728 0.0107209 0.00106761 82873.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.603 136.167 0.0106406 0.0010509 83423.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.826 134.303 0.0106231 0.00105977 83653.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 151.831 132.633 0.010652 0.00107216 83508.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.101 130.838 0.0106408 0.00105885 83489.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.544 130.005 0.0106265 0.00105477 83579.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.025 128.126 0.010848 0.00106065 81738.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 144.994 126.205 0.0106497 0.00106171 83438 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.231 124.703 0.0106172 0.0010522 83638.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.56 124.012 0.0105956 0.00105 83808.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.018 122.019 0.0106529 0.00105871 83383.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.275 120.682 0.0107653 0.00106262 82451.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 136.62 118.71 0.0106095 0.00106073 83780.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.207 117.899 0.0107993 0.00107392 82259 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.494 115.753 0.010623 0.00105697 83629.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 131.941 114.964 0.0106073 0.00105239 83726.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.629 113.459 0.0106091 0.00105284 83714.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.932 112.044 0.0106067 0.00105102 83720 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.434 111.151 0.0105917 0.00105444 83881.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.94 109.626 0.0107576 0.00108785 82732.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.255 108.221 0.0111108 0.00111363 80022.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.024 106.924 0.0107375 0.0010594 82661 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.386 105.294 0.0106436 0.00105714 83450.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.847 103.762 0.0106335 0.0010778 83719.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.339 102.471 0.0106226 0.00105766 83638.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 116.937 101.197 0.0109089 0.00109507 81517.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.674 100.618 0.0106163 0.00106954 83798.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.518 99.2112 0.0105915 0.00105494 83888 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.119 97.6387 0.0105918 0.00105284 83866.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.618 96.2611 0.0106097 0.00105412 83720.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.114 95.2998 0.0107137 0.00106598 82921 0
: 572 Minimum Test error found - save the configuration
: 572 | 108.946 94.089 0.0106201 0.0010594 83676.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.573 92.8463 0.010703 0.00109609 83273.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.155 92.0774 0.0106225 0.00106519 83705.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.018 90.789 0.010608 0.00105733 83763.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.982 89.5399 0.0105899 0.00105495 83902.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.746 88.6575 0.0107221 0.00107056 82888.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.561 87.0074 0.0106158 0.0010557 83680.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.247 85.9385 0.0107336 0.00106477 82739.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.9931 84.7469 0.0107389 0.0010617 82668.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.6623 83.9574 0.0106623 0.00106925 83393.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.8129 83.6158 0.0105978 0.00106394 83911.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.5121 81.9088 0.0106892 0.0010779 83235.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.3448 80.3992 0.0106408 0.00106051 83505.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.1324 79.6332 0.0106168 0.0010537 83654.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.0611 78.5866 0.0107423 0.00105952 82621 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.9303 77.7441 0.0106359 0.00105565 83505.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 89.973 76.4326 0.0107211 0.00106893 82882.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.7991 75.5478 0.0106594 0.00105636 83306.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.7465 74.4942 0.010772 0.00106121 82382.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.7002 73.6463 0.0107355 0.00107238 82789 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.76 72.662 0.0106216 0.00105599 83632.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.7706 71.5249 0.0106728 0.00108018 83397.1 0
: 594 | 83.7003 71.5505 0.0108549 0.00113301 82288.3 1
: 595 Minimum Test error found - save the configuration
: 595 | 82.8373 69.9802 0.0106742 0.0010623 83230 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.7212 69.1314 0.0106627 0.00106173 83325 0
: 597 Minimum Test error found - save the configuration
: 597 | 80.6773 68.2585 0.0107538 0.0010686 82599.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.7654 67.0904 0.0106192 0.00106816 83760.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 78.8772 66.1451 0.0106207 0.00105493 83631.6 0
: 600 | 77.8483 66.3644 0.0106824 0.00102361 82826.5 1
: 601 Minimum Test error found - save the configuration
: 601 | 77.087 64.5694 0.01064 0.00107121 83605.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.0386 63.6978 0.0106316 0.00105648 83549.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.3093 62.779 0.010661 0.00107283 83435.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.3346 62.1689 0.0106182 0.00105248 83631.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.3222 62.0059 0.0106365 0.00105121 83461.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.5656 60.6041 0.0106345 0.00105654 83525.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.7118 59.3565 0.0106307 0.00106138 83600.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.7177 59.1661 0.0106505 0.00105632 83384.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.9294 57.854 0.0107114 0.00106973 82972.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.0484 57.033 0.0106505 0.00105646 83385.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.2014 56.5363 0.0106614 0.00105386 83268.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.5078 55.5821 0.0106727 0.00107069 83315.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.6843 54.9146 0.0106377 0.00105436 83478.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.7411 54.1696 0.0106732 0.00106669 83276.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 64.9577 53.4248 0.0106329 0.00105998 83569.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.1566 52.4863 0.010723 0.00106804 82858.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.3786 51.8171 0.0106504 0.00105631 83384.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.6067 51.5982 0.0105981 0.0010528 83810.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.0795 50.4299 0.0106936 0.00106007 83043.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.3127 50.3562 0.0107227 0.00105807 82776.5 0
: 621 | 60.6935 50.4327 0.0106018 0.00101987 83490.6 1
: 622 Minimum Test error found - save the configuration
: 622 | 60.0498 48.8581 0.0106784 0.0010722 83279.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.1096 48.1516 0.0106351 0.0010588 83539.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.4951 47.1486 0.0106963 0.001118 83522 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.6295 46.4031 0.0106917 0.00107416 83181.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.0266 46.0404 0.0107035 0.00106556 83005.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.3575 45.4693 0.0106791 0.00106018 83169.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.6353 44.732 0.0106673 0.00107151 83370.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 54.8895 44.2877 0.01089 0.00107647 81520.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.2316 43.8357 0.0107229 0.00106346 82820.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.6278 43.111 0.0106571 0.00105832 83344.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 52.9878 42.8975 0.0108337 0.00107021 81937.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.335 41.7052 0.0106667 0.00106256 83297.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.6905 41.1386 0.0105951 0.0010551 83857.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.014 40.2896 0.0105845 0.00105792 83975.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.3928 39.9233 0.0106129 0.00106602 83796.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.8339 39.3432 0.0106474 0.0010559 83406.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.2873 38.9591 0.010643 0.00105792 83463.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.6904 38.2747 0.0107275 0.00105633 82720.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.025 38.1065 0.0106434 0.00105851 83464.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.5016 37.1753 0.0106286 0.00106339 83636.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.8815 36.5901 0.0106729 0.00107476 83349.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.3859 36.0542 0.0108216 0.00108111 82131.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.7714 35.6949 0.0107629 0.00106506 82492.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.1232 34.9139 0.0106377 0.00105572 83490.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.6405 34.5154 0.0106315 0.00105824 83566.1 0
: 647 | 44.1185 34.5537 0.0106244 0.00104647 83525.8 1
: 648 Minimum Test error found - save the configuration
: 648 | 43.4696 34.0043 0.0106343 0.00106837 83630.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.1812 33.0622 0.0107043 0.00106561 82999 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.5513 32.9869 0.0106656 0.0010615 83297.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 41.9179 31.8677 0.0108558 0.00109486 81959.1 0
: 652 | 41.3786 32.1935 0.0106432 0.00103263 83241.5 1
: 653 Minimum Test error found - save the configuration
: 653 | 40.9461 31.2876 0.0106527 0.00105576 83360 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.5768 30.7565 0.0106278 0.00106395 83648.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.0393 30.6056 0.0106199 0.00105665 83653.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.5564 30.1374 0.0106803 0.00105669 83128.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.0749 29.4911 0.0106761 0.00107303 83306.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.5297 29.2392 0.0107475 0.00106227 82599.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.0547 28.4932 0.0106692 0.00105692 83227.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.7359 28.1778 0.010648 0.00105428 83388.3 0
: 661 | 37.2979 28.4478 0.010646 0.00102024 83110.6 1
: 662 Minimum Test error found - save the configuration
: 662 | 36.9787 27.3502 0.0106371 0.00105638 83501.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.2162 26.8804 0.0106168 0.0010589 83700.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.9223 26.8391 0.0106112 0.00105347 83702.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5209 25.9466 0.0106092 0.00105246 83710.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 34.985 25.9007 0.0106415 0.00106084 83502 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.4461 24.9376 0.0106795 0.00105539 83124.2 0
: 668 | 34.0871 25.1938 0.0106061 0.0010209 83461.9 1
: 669 Minimum Test error found - save the configuration
: 669 | 33.6428 24.886 0.0105991 0.00105644 83834.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.2935 24.4092 0.0106208 0.00105605 83640.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.8224 24.2354 0.0108003 0.00107486 82258.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.5209 23.6057 0.0106286 0.00105471 83561 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.0178 23.01 0.0106491 0.00105574 83390.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.6792 22.9252 0.0106479 0.00105473 83393 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.2681 22.2367 0.0106094 0.00105096 83695.6 0
: 676 | 30.8397 22.8723 0.0106202 0.00102168 83346.6 1
: 677 Minimum Test error found - save the configuration
: 677 | 30.6551 22.0141 0.0106334 0.00105619 83531.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.0644 21.4144 0.0107234 0.00105894 82777.7 0
: 679 | 29.6776 21.4772 0.0105869 0.00102386 83655.4 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.4354 21.1097 0.0106579 0.00106121 83362.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 28.9918 20.5643 0.0106358 0.00106362 83575.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.7095 20.4639 0.0112988 0.0011039 78470.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.2981 20.4466 0.0111693 0.00106336 79161.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.095 19.7196 0.0106375 0.00106169 83544.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.5936 19.3026 0.0106475 0.00105723 83417.9 0
: 686 | 27.081 19.3314 0.0105765 0.00102167 83727.3 1
: 687 Minimum Test error found - save the configuration
: 687 | 26.7715 18.7134 0.0106114 0.00106374 83790.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.4289 18.6946 0.0106624 0.00105978 83311 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.0662 18.1055 0.0106836 0.00105667 83099.9 0
: 690 | 25.8573 18.4944 0.0108159 0.00102496 81708.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.5807 17.6196 0.0106849 0.00106423 83154 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.1415 17.2775 0.0106666 0.0010608 83283.4 0
: 693 | 24.9239 17.5375 0.0105829 0.00102205 83674.6 1
: 694 Minimum Test error found - save the configuration
: 694 | 24.4459 16.7919 0.0106236 0.00105917 83643.1 0
: 695 | 24.0659 17.0005 0.0105845 0.00102039 83646 1
: 696 Minimum Test error found - save the configuration
: 696 | 23.7444 16.6513 0.0106284 0.00105825 83593.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.3958 16.2552 0.0107298 0.00106057 82736.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.121 16.0222 0.0106503 0.00106289 83442.6 0
: 699 | 22.9137 16.1493 0.0106096 0.00102278 83447.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 22.5233 15.3118 0.0106888 0.00105728 83060.9 0
: 701 | 22.2454 15.7572 0.0106307 0.001022 83258.1 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.0912 15.0647 0.0106654 0.00106986 83372 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.8588 14.8993 0.010668 0.00106154 83277 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.4623 14.1086 0.0106876 0.00108866 83342.4 0
: 705 | 21.1394 14.1788 0.0106236 0.00102875 83378.5 1
: 706 Minimum Test error found - save the configuration
: 706 | 20.9643 13.7733 0.010667 0.00106082 83279.9 0
: 707 | 20.8512 14.0433 0.0107054 0.00103037 82687.1 1
: 708 | 20.2636 13.8417 0.0106135 0.00102223 83408.8 2
: 709 | 19.9675 13.7924 0.0107631 0.00116223 83326 3
: 710 Minimum Test error found - save the configuration
: 710 | 19.6685 13.2186 0.0107055 0.00108249 83134.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.4327 12.8798 0.0106072 0.00105558 83755.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.2808 12.8242 0.0106281 0.00105668 83582 0
: 713 Minimum Test error found - save the configuration
: 713 | 18.9481 12.4107 0.0106519 0.00107204 83508.8 0
: 714 | 18.6813 12.5991 0.0106273 0.00102591 83321.5 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.5239 12.243 0.0106708 0.00106583 83290.5 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.2582 11.9163 0.0107303 0.00113544 83377.9 0
: 717 | 17.9493 12.0177 0.010633 0.00102873 83296 1
: 718 Minimum Test error found - save the configuration
: 718 | 17.6917 11.4388 0.0106564 0.00106473 83405.6 0
: 719 | 17.4839 11.7128 0.0106635 0.00103249 83064.6 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.3662 11.2763 0.0106646 0.00106165 83307.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.2495 11.2536 0.0106789 0.0010611 83179.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 16.8977 10.6999 0.0106952 0.00106228 83048.7 0
: 723 | 16.6759 10.8303 0.0106349 0.00102751 83269.5 1
: 724 | 16.4441 10.9912 0.0107631 0.00102413 82144.1 2
: 725 | 16.1652 10.7016 0.0106306 0.00102409 83277.2 3
: 726 Minimum Test error found - save the configuration
: 726 | 15.9829 10.5012 0.0106887 0.00109983 83430.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 15.719 9.99161 0.0106811 0.00106426 83187.8 0
: 728 | 15.6898 10.2678 0.0106035 0.00102207 83494.7 1
: 729 | 15.3474 10.4729 0.010761 0.00102199 82143.5 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.056 9.22973 0.0106892 0.0010576 83059.6 0
: 731 | 14.8377 9.45129 0.0106265 0.00102684 83336.5 1
: 732 Minimum Test error found - save the configuration
: 732 | 14.6956 9.02796 0.0106785 0.00105913 83165.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.6176 8.92543 0.0106695 0.00106413 83286.5 0
: 734 | 14.4946 9.6116 0.0106572 0.00102708 83073 1
: 735 | 14.2621 8.93761 0.0106293 0.0010264 83308.2 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.0924 8.39304 0.0107614 0.00107347 82576.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 13.7679 8.01791 0.0106601 0.00106393 83366.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.6244 7.95395 0.0106756 0.00105545 83158.7 0
: 739 | 13.2847 8.36975 0.0106221 0.0010262 83369.3 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.0862 7.63065 0.0106787 0.00106101 83180 0
: 741 | 13.0512 7.63917 0.0106578 0.00103008 83093.1 1
: 742 Minimum Test error found - save the configuration
: 742 | 12.7314 7.32891 0.0107252 0.00110229 83134.7 0
: 743 | 12.7239 7.66164 0.010685 0.0010289 82849.1 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.4139 6.97649 0.0106984 0.00106751 83065.8 0
: 745 | 12.3229 7.1012 0.0107105 0.00103563 82688.1 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.2074 6.89871 0.0107158 0.00106752 82916.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 11.9372 6.83502 0.0107576 0.00106587 82544.8 0
: 748 Minimum Test error found - save the configuration
: 748 | 11.8118 6.36759 0.0106688 0.00105824 83241.7 0
: 749 | 11.5791 6.43663 0.0106443 0.00103182 83225.1 1
: 750 | 11.4954 6.51357 0.0106375 0.00102252 83203.7 2
: 751 | 11.3185 6.62877 0.0106783 0.00102897 82907.3 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.4986 5.94048 0.0106509 0.00107277 83523.5 0
: 753 | 11.242 6.25867 0.0106112 0.00102221 83428.8 1
: 754 | 10.9747 6.10135 0.0106014 0.00102224 83514.3 2
: 755 | 10.8899 6.46662 0.0107033 0.00110542 83351.5 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.8406 5.93262 0.0106633 0.0010604 83308 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.5785 5.59517 0.0106568 0.00106701 83422.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4516 5.32276 0.0106717 0.0010977 83559.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.3036 5.10703 0.0106316 0.00105349 83523.5 0
: 760 Minimum Test error found - save the configuration
: 760 | 9.91213 5.04187 0.0106489 0.00105973 83427.9 0
: 761 | 9.86924 5.26191 0.0106323 0.00102692 83286.6 1
: 762 Minimum Test error found - save the configuration
: 762 | 9.67299 4.81911 0.0106757 0.00106016 83198.9 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.64673 4.6229 0.0106343 0.0010527 83493.5 0
: 764 | 9.49663 4.69115 0.010576 0.00102401 83752.2 1
: 765 | 9.34708 4.67258 0.0105852 0.00102828 83708.9 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.1609 4.4861 0.0106653 0.00106264 83310.4 0
: 767 | 9.04639 4.97173 0.0106512 0.00102941 83145 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.03746 4.31036 0.0107153 0.00108063 83033.3 0
: 769 Minimum Test error found - save the configuration
: 769 | 8.8876 4.12064 0.0107002 0.00106352 83016.4 0
: 770 | 8.80062 4.37982 0.0106206 0.00102978 83413.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.84726 3.97498 0.0106678 0.00105881 83255.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.67459 3.6957 0.010693 0.00106218 83066.6 0
: 773 | 8.48114 4.37606 0.0106568 0.00102232 83034.8 1
: 774 | 8.6047 4.21128 0.0106583 0.00102265 83025.2 2
: 775 | 8.36343 4.02973 0.0107457 0.00102725 82317.4 3
: 776 | 8.19174 3.80509 0.0106565 0.00103155 83117.1 4
: 777 | 8.0509 3.76573 0.0106166 0.00102371 83395 5
: 778 Minimum Test error found - save the configuration
: 778 | 7.87761 3.45975 0.0107617 0.00110721 82862.7 0
: 779 | 7.94804 4.23519 0.0106114 0.00102376 83440.5 1
: 780 Minimum Test error found - save the configuration
: 780 | 7.91257 3.21811 0.0106975 0.00105876 82998.5 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.6921 3.14438 0.0107331 0.0010615 82716.5 0
: 782 | 7.57642 3.67233 0.0106829 0.0010302 82878.3 1
: 783 | 7.54478 3.34275 0.0106382 0.00102562 83224.6 2
: 784 | 7.31599 3.71867 0.0106425 0.00102827 83210.3 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.15003 2.92532 0.0106617 0.00109306 83606.6 0
: 786 | 7.10567 3.16741 0.010639 0.00102936 83249.7 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.11366 2.81175 0.0108163 0.00106964 82079.2 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.00897 2.6626 0.0107596 0.00109935 82813.9 0
: 789 | 6.72494 3.1313 0.0107079 0.00104374 82779.8 1
: 790 Minimum Test error found - save the configuration
: 790 | 6.80005 2.6598 0.0106497 0.00106145 83435.2 0
: 791 | 6.67092 2.85294 0.0106693 0.00102746 82972.1 1
: 792 Minimum Test error found - save the configuration
: 792 | 6.58602 2.47337 0.0106717 0.00106121 83242 0
: 793 | 6.5072 2.55329 0.0106365 0.00102945 83271.8 1
: 794 | 6.48474 2.86187 0.010733 0.00102289 82388.4 2
: 795 | 6.33571 2.51342 0.01067 0.00102955 82984 3
: 796 | 6.22016 2.70699 0.0106196 0.00102184 83352.8 4
: 797 | 6.14548 2.53027 0.0106476 0.0010299 83180.2 5
: 798 | 6.24663 3.13037 0.0106869 0.00102714 82818.1 6
: 799 | 6.24174 2.98557 0.0107151 0.00102963 82598.1 7
: 800 Minimum Test error found - save the configuration
: 800 | 6.12764 2.36801 0.010727 0.00108607 82979.3 0
: 801 | 6.07278 2.58735 0.0106439 0.0010256 83175.2 1
: 802 | 5.83398 2.4421 0.0106537 0.00103741 83192.4 2
: 803 Minimum Test error found - save the configuration
: 803 | 5.70393 2.20615 0.0106845 0.00106261 83143.9 0
: 804 | 5.67826 2.64049 0.0106834 0.00103022 82874.5 1
: 805 | 5.56774 2.23837 0.0106643 0.00102817 83020.5 2
: 806 | 5.57982 2.33314 0.01064 0.0010212 83170.8 3
: 807 Minimum Test error found - save the configuration
: 807 | 5.46843 2.05939 0.0108616 0.00109792 81936.6 0
: 808 | 5.45303 2.72605 0.0106244 0.00102376 83328 1
: 809 | 5.49504 2.26131 0.0105792 0.00102282 83713.7 2
: 810 | 5.40973 2.22469 0.0106878 0.00103336 82863.2 3
: 811 Minimum Test error found - save the configuration
: 811 | 5.43412 2.0184 0.0107003 0.00107714 83132.9 0
: 812 Minimum Test error found - save the configuration
: 812 | 5.30501 1.93445 0.0106537 0.00106023 83390.1 0
: 813 | 5.26175 2.1698 0.0107465 0.00102902 82325.5 1
: 814 | 5.14347 2.44325 0.0107064 0.00102278 82613.4 2
: 815 | 4.9341 2.12496 0.010633 0.00102544 83267.9 3
: 816 Minimum Test error found - save the configuration
: 816 | 4.8709 1.93179 0.0106428 0.00106121 83493.8 0
: 817 | 4.80875 2.14997 0.0106387 0.00102554 83219.3 1
: 818 | 4.76672 2.55868 0.0106265 0.00103698 83424.1 2
: 819 Minimum Test error found - save the configuration
: 819 | 4.89717 1.79722 0.010693 0.00106399 83082.3 0
: 820 | 4.68352 2.22423 0.0106348 0.00102744 83269.6 1
: 821 Minimum Test error found - save the configuration
: 821 | 4.53739 1.72939 0.0106703 0.00108949 83500.5 0
: 822 | 4.51633 1.73847 0.0106411 0.00103128 83247.8 1
: 823 | 4.47043 2.53999 0.0106403 0.00102804 83227.5 2
: 824 | 4.51088 1.9454 0.0105942 0.00102336 83587.6 3
: 825 | 4.48244 2.11806 0.0106374 0.00102454 83222.3 4
: 826 | 4.47957 2.10984 0.0107736 0.00102649 82075.9 5
: 827 | 4.45584 2.20753 0.0106288 0.00103899 83422.1 6
: 828 | 4.39069 2.28369 0.0108047 0.00117934 83114 7
: 829 Minimum Test error found - save the configuration
: 829 | 4.18586 1.70289 0.0107109 0.00106417 82929.4 0
: 830 Minimum Test error found - save the configuration
: 830 | 4.13369 1.65413 0.0107052 0.0010628 82966.9 0
: 831 | 4.25674 1.68247 0.0106787 0.00102451 82866 1
: 832 Minimum Test error found - save the configuration
: 832 | 4.05025 1.50385 0.010663 0.00105822 83292.3 0
: 833 Minimum Test error found - save the configuration
: 833 | 3.92541 1.47628 0.0107074 0.0010585 82911.3 0
: 834 | 3.95024 1.8479 0.010627 0.00104606 83499.4 1
: 835 | 4.13694 1.84283 0.0106414 0.00103429 83271.9 2
: 836 | 4.03904 1.95643 0.0106839 0.00102832 82853.4 3
: 837 | 3.96251 1.70324 0.0106702 0.00102848 82972.5 4
: 838 | 3.90919 2.07567 0.0106684 0.00102545 82962.6 5
: 839 | 3.85639 1.82962 0.0106587 0.00102583 83048.8 6
: 840 | 3.75256 1.59845 0.0106856 0.00103441 82891.3 7
: 841 | 3.65043 1.54614 0.01068 0.00103052 82906 8
: 842 | 3.79521 1.75818 0.0106672 0.00104071 83104.3 9
: 843 | 3.85922 1.53413 0.010676 0.00102891 82927 10
: 844 | 3.70367 1.68266 0.0106198 0.00102436 83372.7 11
: 845 Minimum Test error found - save the configuration
: 845 | 3.5283 1.47254 0.0106871 0.00107047 83189.6 0
: 846 | 3.49697 1.51988 0.0108171 0.00102247 81677.2 1
: 847 | 3.43643 1.65739 0.010661 0.00102662 83035.8 2
: 848 | 3.37608 1.76146 0.0106556 0.00102081 83032.8 3
: 849 | 3.37934 1.78286 0.010616 0.00102349 83398 4
: 850 | 3.30375 1.68371 0.0106095 0.00102221 83444.2 5
: 851 | 3.33001 1.58308 0.0106256 0.00102264 83307.5 6
: 852 | 3.46795 1.66551 0.010617 0.00102062 83365.1 7
: 853 | 3.26422 1.5098 0.0106838 0.00102132 82794.4 8
: 854 | 3.15688 1.68047 0.0106447 0.00102505 83163.3 9
: 855 Minimum Test error found - save the configuration
: 855 | 3.10429 1.45751 0.0106567 0.00106073 83368.2 0
: 856 | 3.24747 1.68428 0.010634 0.0010212 83222 1
: 857 Minimum Test error found - save the configuration
: 857 | 3.02655 1.40556 0.0106752 0.00106209 83219.6 0
: 858 | 2.94247 1.71042 0.0106281 0.00102579 83313.4 1
: 859 | 2.95918 1.51742 0.0106259 0.0010273 83345.5 2
: 860 | 2.99014 1.52417 0.0106463 0.0010321 83210.3 3
: 861 | 2.94453 1.63931 0.0108104 0.00102446 81749.8 4
: 862 | 3.0462 1.49714 0.010684 0.00102762 82846.5 5
: 863 | 2.97211 1.56211 0.0106952 0.00103161 82785.1 6
: 864 | 2.89015 1.60116 0.0107442 0.00104111 82447.7 7
: 865 | 3.05766 1.71158 0.010726 0.00106304 82790.1 8
: 866 | 2.81508 1.8814 0.0107719 0.00106702 82432.9 9
: 867 | 2.88228 1.74831 0.0107907 0.00102833 81947.5 10
: 868 | 2.83544 1.50151 0.0106732 0.00102655 82930 11
: 869 Minimum Test error found - save the configuration
: 869 | 2.72773 1.39949 0.0107644 0.00109932 82771.9 0
: 870 | 2.85778 2.44287 0.0107375 0.0010352 82454.4 1
: 871 | 2.93517 1.80659 0.0107066 0.00103109 82683.4 2
: 872 | 2.95654 2.03326 0.0107996 0.00104325 81998.1 3
: 873 | 2.80968 1.70893 0.0107115 0.00103573 82680.6 4
: 874 Minimum Test error found - save the configuration
: 874 | 2.89542 1.35969 0.0108017 0.00109527 82419.3 0
: 875 | 2.5748 1.47579 0.0108208 0.00103239 81729.4 1
: 876 | 2.59797 2.10036 0.0106966 0.00102445 82711.7 2
: 877 | 2.70745 1.49728 0.0107042 0.00103113 82703.7 3
: 878 | 2.57263 1.52184 0.011366 0.00102846 77387.7 4
: 879 | 2.52907 1.41547 0.0107699 0.0010613 82401.1 5
: 880 | 2.5586 1.86825 0.0107433 0.00103697 82420.2 6
: 881 | 2.57812 1.88784 0.010885 0.00106679 81481.6 7
: 882 | 2.53043 1.63785 0.0106842 0.00103878 82941 8
: 883 | 2.50099 2.01713 0.0107013 0.00103065 82724.3 9
: 884 | 2.3538 1.54947 0.0107049 0.00102391 82635.9 10
: 885 | 2.46692 1.45224 0.0107058 0.00102832 82665.9 11
: 886 | 2.44247 1.88899 0.0106702 0.00102581 82950 12
: 887 | 2.71778 1.89182 0.0106969 0.0010232 82698.8 13
: 888 | 2.53873 1.40467 0.0107561 0.00102899 82244.5 14
: 889 | 2.54721 1.63326 0.0107242 0.00102245 82459 15
: 890 | 2.46627 1.6184 0.0106898 0.00102738 82794.6 16
: 891 | 2.33474 2.00272 0.0108256 0.00111837 82412.7 17
: 892 | 2.29123 1.49753 0.0107547 0.00105302 82460 18
: 893 | 2.31434 1.64521 0.0107045 0.00102568 82654.8 19
: 894 | 2.28233 1.65405 0.0107154 0.00104659 82739.9 20
: 895 | 2.49363 1.93825 0.0107207 0.00102705 82528.6 21
:
: Elapsed time for training with 1000 events: 9.63 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: 0.0112 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: 0.824 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.149 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= 3.25515e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03288e+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: 0.0392 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: 0.0357 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: 0.00202 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: 0.0968 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: 0.89 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: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00249 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: 0.0363 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00428 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: 0.00181 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: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.897 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 DNN_CPU : -0.456 0.148 4.72 1.39 | 3.260 3.249
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : 0.0907 0.181 1.51 1.03 | 3.349 3.337
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.