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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:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
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:3765
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:72
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:1174
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: 0.265 sec
: Elapsed time for training with 1000 events: 0.269 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00305 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: 0.000731 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.004 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: 0.000192 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000413 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 = 31518.2
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33085.6 31129.7 0.0102121 0.00104595 87277.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32592 30615.2 0.0102817 0.00102475 86421.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31945.5 29998.6 0.0103923 0.00104093 85548.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31254 29379.5 0.0104335 0.00103209 85093.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30528.6 28664.5 0.0104196 0.00103376 85234.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29726.7 27783.1 0.0103829 0.00105255 85741.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 29023.8 27203.8 0.0103275 0.00102804 86026.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28580.7 26830.6 0.0102273 0.0010161 86850.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28221.9 26511.3 0.0101798 0.000998043 87129.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27902.2 26212.3 0.010173 0.000998893 87202.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27597.2 25931.2 0.010167 0.000996543 87236.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27311.2 25657.2 0.0102992 0.00100727 86096.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 27029.2 25396.6 0.0104249 0.00100857 84958.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26758.9 25142.9 0.0101848 0.000998203 87083 0
: 15 Minimum Test error found - save the configuration
: 15 | 26499.9 24890.1 0.0101692 0.000997473 87224.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26241.1 24646.2 0.0102905 0.00100961 86198.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25988.4 24409.4 0.0102169 0.00101579 86945.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25743.9 24174 0.0101966 0.00101653 87145.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25498.8 23947 0.0102412 0.00101864 86743.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25261.5 23722.3 0.0102755 0.00100186 86265.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 25029.3 23498.4 0.0101791 0.000996964 87126 0
: 22 Minimum Test error found - save the configuration
: 22 | 24797.7 23279.2 0.0101673 0.000997583 87243.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24568.7 23065.4 0.0102148 0.000997674 86795 0
: 24 Minimum Test error found - save the configuration
: 24 | 24344.3 22854.4 0.0101704 0.000998274 87220.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24124.9 22643.2 0.0101826 0.000997524 87098 0
: 26 Minimum Test error found - save the configuration
: 26 | 23906.6 22434.7 0.0101734 0.000998962 87198.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23689.1 22231.7 0.0102229 0.00101816 86911.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23477.7 22028.6 0.0104092 0.00100353 85054.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23265.5 21830.5 0.0102097 0.00100026 86867.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 23057.8 21634.3 0.0102379 0.00100913 86685.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22852.5 21439.9 0.0102016 0.000999864 86939.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22650.6 21245.9 0.0103326 0.00100725 85787.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22447.8 21056.8 0.010254 0.00100227 86470 0
: 34 Minimum Test error found - save the configuration
: 34 | 22250.7 20867.4 0.0102195 0.00100103 86781.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 22055 20679.3 0.0102165 0.00100196 86819.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21855.6 20500.8 0.0102218 0.00100007 86751.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21666.1 20319.7 0.0102515 0.00102578 86713.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21476.5 20139.4 0.0102123 0.00100544 86892.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21288.3 19960.9 0.0102292 0.00100234 86703.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21102.6 19783.7 0.0102986 0.00107935 86775.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20918.3 19608.4 0.0102197 0.0010049 86816.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20733.7 19438.2 0.0102406 0.00100434 86615 0
: 43 Minimum Test error found - save the configuration
: 43 | 20554 19268.4 0.0102209 0.00100421 86799.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20376.6 19098.2 0.0102511 0.00100565 86529 0
: 45 Minimum Test error found - save the configuration
: 45 | 20197.9 18932 0.0102372 0.00100627 86665.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20021.6 18767.8 0.0102567 0.00101745 86586.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19848.1 18600.2 0.0102565 0.00101342 86550.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19670.1 18431.9 0.0103333 0.00103606 86047.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19505.9 18271 0.0103294 0.00101729 85909.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19329.7 18112.5 0.0103127 0.00101709 86061.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19158.1 17953.4 0.0103607 0.00102554 85697.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18990.9 17789.7 0.0104912 0.00103293 84582.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18824.4 17634.3 0.0103424 0.0010213 85826.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18658.7 17475.9 0.0103564 0.00102088 85693.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18495.5 17323.4 0.0103756 0.00102647 85569.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18333.1 17168.9 0.0104191 0.00102939 85200 0
: 57 Minimum Test error found - save the configuration
: 57 | 18172.2 17016.1 0.0103972 0.00102508 85359.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 18009.8 16863.9 0.0104165 0.00104594 85374.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17852.8 16709.8 0.0103999 0.00102902 85371.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17693.2 16561.4 0.0104048 0.0010272 85309.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17538.8 16410.1 0.0105091 0.00103673 84456.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17381.2 16259.6 0.0106709 0.00103946 83061.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17227.8 16113.2 0.0104398 0.00103471 85060 0
: 64 Minimum Test error found - save the configuration
: 64 | 17071.8 15969.2 0.0105602 0.00104053 84036.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16920.8 15827.1 0.0104615 0.00103622 84878.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16770.1 15681.7 0.0104274 0.00103378 85163.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16620.1 15537.8 0.0104761 0.00107648 85110 0
: 68 Minimum Test error found - save the configuration
: 68 | 16470.4 15397.2 0.0104769 0.00103693 84746 0
: 69 Minimum Test error found - save the configuration
: 69 | 16322.5 15258.3 0.0104883 0.00106321 84879.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16177.3 15120.6 0.0104333 0.00104625 85223.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 16031.5 14982.2 0.0105801 0.00103886 83846.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15887.7 14846.5 0.0105625 0.00103907 84003.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15746.2 14710.6 0.0104868 0.00103556 84645.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15603.8 14578.6 0.0105499 0.00104475 84165 0
: 75 Minimum Test error found - save the configuration
: 75 | 15465.9 14444.9 0.0104462 0.00103664 85019.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15327 14313.4 0.0104605 0.0010401 84922.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15189.3 14184.1 0.0104993 0.00105754 84729.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15053.3 14056.5 0.0104672 0.00103767 84839.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14919.4 13928.9 0.0104628 0.00103854 84886.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14783.7 13805.4 0.0105425 0.00104276 84212.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14654.4 13679.4 0.0104468 0.00103558 85005.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14523.1 13554.4 0.0104462 0.00104039 85053.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14392.2 13432.7 0.0105579 0.00105534 84187.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14264.7 13310.2 0.0105267 0.00104368 84361.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14135 13191.8 0.0104708 0.00103767 84807.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 14009.6 13072.8 0.0105327 0.00103912 84267.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13884.9 12954 0.0105193 0.00109285 84867.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13759.6 12838.3 0.0104919 0.00103759 84617.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13636.6 12723.2 0.0104573 0.00103681 84920.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13515.4 12608.2 0.0104723 0.00103727 84790.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13394 12494.2 0.0104626 0.00103754 84879.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13275.1 12379.7 0.0106371 0.0010657 83582.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13154.2 12269.3 0.0106722 0.00104458 83094.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 13036.8 12159.4 0.0105055 0.00104253 84539.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12921.5 12048.3 0.010499 0.00106667 84814.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12804.7 11939.2 0.0104845 0.0010414 84718.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12689.2 11832.2 0.0105252 0.00106131 84532.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12575.1 11726.9 0.0105024 0.00104467 84587 0
: 99 Minimum Test error found - save the configuration
: 99 | 12463.4 11620.3 0.0106081 0.00104948 83694.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12351.3 11515.1 0.010576 0.00104611 83946 0
: 101 Minimum Test error found - save the configuration
: 101 | 12241.7 11409.1 0.0104896 0.00104135 84671.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12129.5 11308 0.0105109 0.00105646 84616.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 12021.4 11205.8 0.0105123 0.001046 84510.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11912.9 11105.7 0.0104829 0.00104208 84738.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11806.8 11005.2 0.0105119 0.0010432 84488.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11700.3 10905.2 0.0105128 0.00104618 84507.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11595.9 10805.9 0.0105482 0.00106124 84326.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11490.6 10708.9 0.0105159 0.00104755 84492.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11387.8 10612 0.0105049 0.00104236 84544.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11283.7 10518.4 0.0107117 0.00105546 82848.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11183 10424.3 0.0105254 0.00104692 84401.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11084.5 10327.5 0.0106401 0.00104973 83416.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10981.7 10236.5 0.0105152 0.00104384 84464.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10883.7 10144.3 0.0105277 0.00104428 84357.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10786.9 10050.1 0.0105148 0.0010452 84481 0
: 116 Minimum Test error found - save the configuration
: 116 | 10687.8 9961.29 0.0105312 0.00104532 84335.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10592.1 9871.36 0.0106108 0.00108013 83939.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10496.6 9781.73 0.0105697 0.00105035 84039.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10401.6 9693.27 0.010531 0.00104382 84324.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10307 9607 0.0106051 0.00105107 83734.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10215.5 9517.93 0.010566 0.00104569 84030.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10122.5 9433.67 0.0105192 0.00104837 84470.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 10030.8 9347.46 0.0105824 0.00105583 83975.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9941.54 9260.41 0.0105399 0.00105212 84318.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9849.79 9177.79 0.01057 0.00104879 84022.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9760.63 9096.56 0.0105335 0.001055 84401.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9672.6 9014.76 0.0105596 0.00107964 84388.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9585.15 8933.4 0.0105407 0.00106026 84384.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9499.64 8851.13 0.0105348 0.00104969 84342.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9412.68 8770.85 0.0105429 0.00104578 84236.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9327.72 8691.32 0.01066 0.00106496 83376.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9242.3 8613.33 0.0105649 0.00104887 84068.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9158.63 8536.6 0.0105565 0.0010592 84234.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 9075.86 8458.74 0.0105363 0.00104867 84320.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8993.3 8383.53 0.0105409 0.00104667 84261.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8912.68 8305.96 0.0105356 0.00104785 84319.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8830.91 8230.83 0.0105904 0.00106775 84010.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8750.91 8156.42 0.0105298 0.0010475 84367.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8671.36 8083.76 0.0105502 0.00104718 84184.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8592.36 8010.09 0.0107111 0.00105571 82855.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8514.34 7938.21 0.0106197 0.00105317 83624.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8435.93 7868.42 0.010559 0.00105017 84131.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8361.19 7795.12 0.0105609 0.001048 84096.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8285.99 7720.76 0.0106063 0.00105587 83765.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8208.07 7653.2 0.0105798 0.00105495 83990.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8134.53 7584.23 0.0107565 0.00107795 82657.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 8059.62 7516.18 0.0105812 0.00104896 83926 0
: 148 Minimum Test error found - save the configuration
: 148 | 7987.01 7447.26 0.010565 0.00106554 84215.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7913.39 7380.83 0.0105756 0.00104944 83979 0
: 150 Minimum Test error found - save the configuration
: 150 | 7842.02 7311.38 0.0105486 0.00105089 84231.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7770 7244.07 0.0107079 0.00105484 82875.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7699.26 7178.82 0.0105983 0.00105278 83808.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7629.14 7114 0.0105392 0.00104985 84304.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7559.65 7049.79 0.0105491 0.00105054 84223.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7491.53 6981.56 0.0105573 0.00104743 84123.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7421.67 6921.12 0.0106078 0.00107344 83907.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7353.76 6859.03 0.010822 0.00107999 82118.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7287.48 6795.69 0.0105868 0.00105259 83908.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7220.59 6732.11 0.0106634 0.00105925 83297.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7154.07 6674.65 0.0105583 0.00104853 84123.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7090.58 6609.18 0.0105636 0.00105958 84174.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 7024.15 6548.64 0.0105894 0.00105179 83878.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6959.81 6490.99 0.0105599 0.00105233 84143.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6896.68 6434.48 0.0105748 0.00104967 83988.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6833.48 6373.8 0.010557 0.00105115 84158.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6769.77 6316.34 0.0105914 0.00107049 84025.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6708.62 6260.96 0.0105777 0.00105013 83966.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6647.83 6199.89 0.0106248 0.001059 83631.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6585.45 6148.03 0.0107376 0.00105932 82659.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6526.51 6085.92 0.0106022 0.00105232 83770.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6466.21 6027.47 0.010724 0.00105251 82717 0
: 172 Minimum Test error found - save the configuration
: 172 | 6407.74 5976.31 0.0105824 0.00105274 83948.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6348.22 5916.89 0.0105765 0.00105109 83986.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6289.08 5863.79 0.0105467 0.00104954 84235.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6232.08 5809.89 0.0105619 0.00105025 84107.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6174.92 5753.24 0.010619 0.00106982 83776.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6118.71 5702.49 0.0105609 0.00104973 84111.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6061.5 5650.71 0.0105895 0.001051 83871 0
: 179 Minimum Test error found - save the configuration
: 179 | 6006.66 5597.6 0.010653 0.00105648 83364 0
: 180 Minimum Test error found - save the configuration
: 180 | 5950.37 5544.7 0.0105771 0.00105355 84002.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5895.55 5494.11 0.0105775 0.00105006 83968.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5841.95 5449.66 0.0105679 0.00104893 84042.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5787.88 5393.25 0.0105485 0.00104959 84220.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5735.79 5342.21 0.0105421 0.00105158 84294.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5682.69 5292.76 0.0105692 0.00105422 84078.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5628.86 5244.5 0.0105835 0.00107277 84115.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5578.85 5196.74 0.0107985 0.00105207 82081.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5526.03 5149.15 0.0105688 0.00105091 84052.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5476.13 5100.84 0.0105543 0.00105093 84181 0
: 190 Minimum Test error found - save the configuration
: 190 | 5425.24 5054.3 0.0107089 0.00105559 82873.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5375.89 5002.61 0.010605 0.00105284 83750.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5325.64 4959.94 0.0105525 0.00104964 84184.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5277.21 4913.3 0.0105833 0.00107824 84165.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5226.65 4865.99 0.0105763 0.00105557 84027.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5181.3 4819.37 0.0106349 0.00107526 83685 0
: 196 Minimum Test error found - save the configuration
: 196 | 5131.69 4777.15 0.0106221 0.00105106 83585.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5084.4 4730.54 0.0105717 0.0010556 84068.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5038.41 4688.12 0.0106587 0.0010591 83336.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4991.36 4643.88 0.0105472 0.0010521 84254.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4946.24 4602.25 0.0105791 0.00106219 84060.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4900.07 4554.74 0.0105926 0.00104964 83831.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4854.88 4515.78 0.0105436 0.00105045 84271 0
: 203 Minimum Test error found - save the configuration
: 203 | 4810.86 4474.37 0.0105724 0.00105064 84018.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4765.67 4429.62 0.0108668 0.00107254 81680.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4722.41 4389.68 0.0105887 0.00107121 84056.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4679.22 4349.48 0.0106364 0.00105772 83518.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4635.97 4306.15 0.0106056 0.00106259 83831.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4592.42 4268.83 0.0105997 0.00105515 83817.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4551.72 4230.22 0.0106393 0.00107208 83619.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4509.25 4184.62 0.0107302 0.00106485 82769.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4467.37 4145.8 0.0105589 0.00104959 84127.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4426.26 4110.31 0.0105783 0.00105105 83969.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4386.27 4070.09 0.0105637 0.0010572 84152.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4345.44 4040.19 0.0105785 0.00105603 84011.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4305.9 3994.68 0.0106158 0.00107651 83863.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4266.64 3956.58 0.0105678 0.00105331 84082.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4227.02 3919.6 0.0106351 0.00109171 83827.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4189.24 3886.97 0.0106379 0.00105476 83480.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4150.19 3848.36 0.0106971 0.00105666 82983.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4111.42 3811.22 0.0105945 0.00105578 83868.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4074.15 3776.45 0.0105438 0.00105294 84291.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4037.51 3741.94 0.0106119 0.00109627 84072 0
: 223 Minimum Test error found - save the configuration
: 223 | 4000.38 3704.83 0.0105946 0.00105803 83888 0
: 224 Minimum Test error found - save the configuration
: 224 | 3963.79 3669.21 0.010597 0.00105321 83824.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3927.36 3637.54 0.0105875 0.00106864 84043.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3892.18 3601.17 0.010568 0.00104998 84051.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3855.72 3570.34 0.0105745 0.00105083 84001.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3820.8 3537.4 0.0105546 0.00105307 84196.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3785.64 3502.55 0.0107467 0.00119643 83767.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3752.27 3466.8 0.010581 0.00105135 83948.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3717.33 3434.45 0.0105776 0.00105445 84006.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3684.44 3402.04 0.0105771 0.00105549 84019.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3650.11 3372.95 0.0105373 0.00105189 84340.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3616.78 3340.57 0.0105773 0.00105073 83975.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3584.15 3307.19 0.0106107 0.00107596 83903.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3551.57 3277.17 0.0105801 0.00105185 83961 0
: 237 Minimum Test error found - save the configuration
: 237 | 3519.74 3247.89 0.0105716 0.00105281 84044.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3487.5 3217.92 0.0106815 0.00106543 83193.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3455.57 3187.85 0.0105961 0.00105324 83831.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3423.76 3158.77 0.0105932 0.001054 83864.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3393.37 3129.08 0.0107009 0.00105772 82960.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3362.44 3099.96 0.0105775 0.00105416 84004.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3332.23 3070.45 0.0106129 0.00105912 83736.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3301.82 3040.12 0.0105883 0.00107103 84058 0
: 245 Minimum Test error found - save the configuration
: 245 | 3271.57 3013.16 0.0106145 0.00105535 83689.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3241.93 2984.57 0.0106058 0.00106737 83870.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3212.15 2957.97 0.010574 0.00105211 84017.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3183.48 2929.45 0.0105849 0.00105756 83969.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3154.52 2903.21 0.0106913 0.00105554 83023.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3126.69 2873.61 0.0105708 0.00105225 84046.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3097.14 2847.19 0.0105796 0.00105545 83997.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3070.14 2819.77 0.0105911 0.00105283 83872.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3041.85 2794.16 0.0105796 0.00105209 83967.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3013.83 2769.18 0.0106157 0.001069 83798.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2986.53 2743.03 0.0105914 0.00105258 83868.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2961.22 2716.96 0.0105788 0.0010566 84014.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2931.98 2693.87 0.0106515 0.00105373 83353 0
: 258 Minimum Test error found - save the configuration
: 258 | 2907.35 2667.82 0.0106263 0.00104923 83532.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2880.12 2642.93 0.0106291 0.00105285 83540.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2853.97 2618.15 0.0105853 0.0010538 83932.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2828.42 2592.98 0.010556 0.00105262 84180.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2802.91 2569.62 0.0105752 0.00105266 84011.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2777.19 2545.89 0.0106885 0.00105819 83071.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2751.71 2524.47 0.010663 0.0010792 83474.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2727.5 2500.29 0.0106553 0.00106338 83403.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.29 2476.52 0.0105848 0.0010508 83910.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2677.91 2453.94 0.0106234 0.00105528 83610.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2654.37 2430.39 0.01059 0.00106018 83946.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2630.33 2408.17 0.0106878 0.0010567 83063.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2606.24 2386.29 0.0105844 0.00105266 83930.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2582.98 2364.18 0.0106568 0.00106296 83387.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2558.93 2342.72 0.0105973 0.0010528 83818.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2536.65 2320.15 0.0105918 0.00105305 83868.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2512.7 2300.12 0.010627 0.00107571 83758.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2490.31 2278.92 0.0105617 0.00105279 84131.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2468.17 2257.44 0.0106014 0.00105301 83784 0
: 277 Minimum Test error found - save the configuration
: 277 | 2445.65 2235.7 0.0109082 0.00113311 81841 0
: 278 Minimum Test error found - save the configuration
: 278 | 2423.25 2215.18 0.0106169 0.00106498 83752.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2401.01 2195.54 0.0106001 0.00105028 83771.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2379.54 2175.87 0.010584 0.00106432 84036.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2357.44 2155.7 0.0107857 0.0010684 82327.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2336.61 2135.9 0.0106631 0.00105666 83277.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2315.12 2115.36 0.0106082 0.00108479 84003.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2293.73 2097.26 0.0105862 0.0010524 83912.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2272.39 2077.67 0.0105724 0.00105178 84028.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2252.52 2058.38 0.0105763 0.00105314 84006 0
: 287 Minimum Test error found - save the configuration
: 287 | 2231.46 2038.96 0.0105997 0.00104995 83771.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2210.96 2020.89 0.0105742 0.00104998 83996.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2190.93 2001.51 0.0105663 0.00105307 84093 0
: 290 Minimum Test error found - save the configuration
: 290 | 2170.43 1983.52 0.0106077 0.00106312 83817.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2150.67 1965.18 0.0105837 0.00105581 83964.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2131.06 1948.24 0.0105769 0.0010562 84027.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2110.96 1930.13 0.0106084 0.00106464 83824.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2092.3 1912.54 0.0105702 0.00104991 84030.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2072.48 1894.27 0.010604 0.00105675 83793.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2053.42 1877.32 0.010646 0.00105469 83408.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2034.31 1860.72 0.0105791 0.00105787 84022.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2015.76 1843.43 0.0107282 0.00106334 82774.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1996.89 1826.31 0.0112626 0.00115535 79150.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1978.65 1809.57 0.0129751 0.00180957 71649 0
: 301 Minimum Test error found - save the configuration
: 301 | 1959.8 1793.92 0.0139642 0.00107431 62064.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1942.31 1776.97 0.010715 0.00109134 83128.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1923.68 1760.39 0.010863 0.00106165 81621.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1906.35 1743.88 0.0110066 0.00107534 80553.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1887.78 1728.42 0.0114107 0.00107279 77385.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1870.99 1712.9 0.0106561 0.00106226 83386.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1852.94 1696.84 0.0106763 0.00111082 83634 0
: 308 Minimum Test error found - save the configuration
: 308 | 1835.62 1681.18 0.011061 0.0010686 80060.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1818.76 1666.64 0.0105946 0.00105093 83825.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1801.67 1650.31 0.0106123 0.00105456 83701.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1784.52 1635.95 0.0105826 0.001053 83948.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1768.01 1620.21 0.0106072 0.00107186 83898 0
: 313 Minimum Test error found - save the configuration
: 313 | 1750.73 1606.32 0.0105751 0.00105091 83997.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1735.05 1591.83 0.0105978 0.00105482 83831.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1717.84 1577.04 0.0106811 0.00105475 83105.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1702.26 1561.59 0.0105596 0.00105249 84147.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1685.85 1548.17 0.0105974 0.00105473 83834.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1669.97 1533.08 0.0105643 0.00105364 84116 0
: 319 Minimum Test error found - save the configuration
: 319 | 1653.64 1520.64 0.0105916 0.00105327 83871.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1639.06 1505.66 0.0105997 0.00105161 83786.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1622.24 1493.66 0.0105928 0.00105012 83833.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1607.8 1478.82 0.0106274 0.00107902 83784.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1592.04 1465.1 0.0105924 0.00106295 83950.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1576.93 1451.54 0.0105808 0.00105277 83962.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1561.96 1438.68 0.0105997 0.0010547 83813.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1547.37 1424.69 0.0105876 0.0010512 83888.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1532.29 1411.72 0.0105989 0.00105349 83809.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1517.14 1399.74 0.0106003 0.00105941 83849.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1503.31 1386.11 0.0106082 0.00105488 83740.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1488.47 1373.63 0.010591 0.00105751 83914.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1474.9 1360.1 0.0105862 0.00106455 84018.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1459.71 1349.09 0.0106345 0.00107386 83676.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1446.18 1336.37 0.0105883 0.00105461 83913.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1432.57 1323.18 0.0106064 0.00105334 83742.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1418.91 1311.16 0.0106703 0.0010579 83225.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1405.18 1299.07 0.0105818 0.00105049 83934 0
: 337 Minimum Test error found - save the configuration
: 337 | 1391.32 1286.49 0.0105933 0.00105451 83867.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1377.77 1275.2 0.0106544 0.00107008 83469.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1365.03 1262.74 0.0105936 0.00106503 83957.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1351.42 1251.35 0.0106009 0.00105699 83822.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1338.58 1240.28 0.0106167 0.00107551 83846.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1326.15 1228.47 0.0106407 0.00105329 83443.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1313.26 1216.64 0.0105944 0.00105544 83866.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1300.25 1205.12 0.0106018 0.00106178 83856.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1287.96 1193.71 0.0107899 0.00105878 82210.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1275.13 1183.15 0.0106223 0.00105528 83620.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1262.93 1171.87 0.0105832 0.00105986 84004 0
: 348 Minimum Test error found - save the configuration
: 348 | 1250.94 1161.17 0.0106186 0.00105508 83651.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1238.87 1150.33 0.0106014 0.00105487 83800 0
: 350 Minimum Test error found - save the configuration
: 350 | 1227.33 1138.89 0.0105733 0.00105394 84038.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1214.75 1128.74 0.0106519 0.00108156 83591.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1203.4 1117.7 0.0106895 0.00105524 83036.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1191.3 1108.17 0.0106877 0.00105824 83078.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1180.67 1096.9 0.010715 0.00106243 82879.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1168.34 1087.23 0.0105967 0.0010544 83837.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1157.43 1076.66 0.010596 0.00105411 83841 0
: 357 Minimum Test error found - save the configuration
: 357 | 1146.27 1066.26 0.010659 0.00105574 83305.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1134.75 1056.16 0.0106433 0.00106542 83525.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1123.77 1046.63 0.0105665 0.00105211 84083 0
: 360 Minimum Test error found - save the configuration
: 360 | 1112.97 1036.3 0.0105916 0.00105061 83849 0
: 361 Minimum Test error found - save the configuration
: 361 | 1102.73 1026.02 0.0106335 0.00107401 83686.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1091.01 1017.12 0.0106598 0.00105836 83320.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1080.83 1007.03 0.0106197 0.00105559 83646.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1070.42 997.394 0.0105919 0.00105646 83897.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1059.99 989.054 0.0106174 0.00105964 83701.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1049.93 978.86 0.0107148 0.00105682 82833.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1039.33 968.903 0.0106044 0.0010536 83763 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.84 960.168 0.0106267 0.00105604 83589 0
: 369 Minimum Test error found - save the configuration
: 369 | 1019.13 950.623 0.0105948 0.00105756 83882.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1009.24 941.561 0.0106022 0.00105403 83785.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 999.546 931.94 0.0106479 0.00108262 83635.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 989.448 922.882 0.0105855 0.0010547 83938.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 979.563 914.187 0.0106081 0.00105449 83738.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 969.975 906.049 0.0106835 0.00105811 83113.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 960.626 896.831 0.0109671 0.00106498 80791.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 951.359 887.806 0.0106454 0.00105556 83421.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 941.677 879.549 0.010617 0.00105707 83682.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 932.47 871.069 0.0106122 0.00105683 83723 0
: 379 Minimum Test error found - save the configuration
: 379 | 923.255 862.669 0.0105837 0.00105337 83942.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 914.233 854.576 0.0106225 0.0010659 83711.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 905.896 845.536 0.0106287 0.00107139 83705.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 896.035 838.254 0.0105987 0.00105445 83820 0
: 383 Minimum Test error found - save the configuration
: 383 | 887.75 830.022 0.010609 0.00106162 83792.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 878.98 821.593 0.0106175 0.00105266 83640.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 870.448 813.465 0.0106047 0.00106017 83817.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 861.645 805.105 0.0105916 0.00106435 83970.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 852.853 797.351 0.0106039 0.00105408 83771.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 844.29 789.508 0.0106047 0.00105337 83757.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.123 781.798 0.0105932 0.00105972 83914.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 827.882 774.099 0.0106393 0.00107414 83637.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 819.552 765.98 0.010617 0.00105278 83644.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 811.163 758.95 0.0106166 0.001053 83650.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 802.881 751.817 0.0107064 0.00106212 82951.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 795.642 744.151 0.0105987 0.00105912 83861.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.399 736.273 0.0105903 0.00105352 83885.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 779.497 729.013 0.010609 0.00105302 83717.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 771.757 721.618 0.0106273 0.001056 83583 0
: 398 Minimum Test error found - save the configuration
: 398 | 763.938 714.564 0.010584 0.00105578 83961.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.355 707.426 0.0106107 0.0010578 83744.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 748.671 700.286 0.0106552 0.0010732 83490.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.249 692.903 0.0106208 0.00105389 83621.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 733.459 686.259 0.0105888 0.00105475 83909.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 726.523 678.997 0.0105862 0.00105599 83943.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 719.099 672.177 0.0105913 0.00106078 83941 0
: 405 Minimum Test error found - save the configuration
: 405 | 711.602 665.287 0.010591 0.00105845 83923.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.576 658.494 0.010615 0.00105437 83676.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.257 651.924 0.0105912 0.00105226 83866.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.521 645.33 0.0105955 0.00105358 83840.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 683.247 639.097 0.010612 0.00107518 83885.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.546 632.398 0.0106523 0.00107464 83528.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 669.648 625.569 0.0106122 0.00105704 83724.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 662.716 619.426 0.0106036 0.00105418 83774.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.142 613.049 0.0107382 0.00105874 82649.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.325 606.796 0.0106512 0.00110106 83768.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 642.789 600.489 0.0106092 0.00105502 83733.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.348 594.159 0.0105986 0.00105355 83813 0
: 417 Minimum Test error found - save the configuration
: 417 | 629.408 588.04 0.0105971 0.00105379 83828.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.218 581.774 0.0105877 0.00105397 83912.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 616.589 575.749 0.0106008 0.0010554 83809.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.592 569.406 0.010627 0.00108103 83804.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.034 563.707 0.0105805 0.00105355 83972.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.053 557.749 0.0105771 0.00105368 84003.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 591.729 551.953 0.0105899 0.00105153 83871.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.808 546.129 0.0105889 0.0010534 83897.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 579.775 540.442 0.0105875 0.00105255 83901.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.715 534.857 0.010606 0.00105343 83747.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.875 530.684 0.0106082 0.00105169 83712.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.228 523.639 0.0105798 0.00105317 83975.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.995 518.571 0.0106021 0.00105318 83778.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.513 512.561 0.0106286 0.00107504 83738.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.569 507.688 0.0105908 0.00104958 83847.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.199 501.959 0.0106414 0.00106752 83560.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.572 496.48 0.0106729 0.00105391 83168.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.201 491.256 0.010602 0.0010536 83783.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 522.372 486.38 0.0106116 0.00105528 83714.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.257 481.083 0.0106017 0.00105569 83804.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.737 475.691 0.0105941 0.00105332 83850.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.571 470.507 0.0105824 0.00105046 83928.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.893 465.677 0.0106376 0.00107231 83635.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.075 460.496 0.0106164 0.00105379 83659.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.707 455.892 0.0106487 0.00105814 83415.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.889 451.083 0.0106103 0.00106025 83769.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.715 445.621 0.0106263 0.00105981 83625.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 475.326 441.305 0.0106031 0.00105377 83775.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 470.596 436.081 0.0106027 0.00105624 83801.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.592 431.753 0.0106026 0.0010544 83785.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.783 426.798 0.0106051 0.00105712 83787 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.956 422.503 0.0105956 0.00105233 83829 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.191 418.084 0.0106325 0.00107033 83663.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 446.332 413.423 0.010621 0.00106113 83683.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.98 408.331 0.0106664 0.00105265 83213.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.199 404.024 0.0106793 0.0010647 83207.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.624 399.329 0.0105958 0.00105579 83857.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.868 395.044 0.0106047 0.00106012 83817.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.544 390.696 0.0105875 0.0010516 83893.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.484 388.046 0.0105907 0.00105211 83870 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.983 382.316 0.0106818 0.00105993 83144.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.071 378.023 0.0106056 0.00105556 83769.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.854 373.843 0.010632 0.00106929 83658.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.558 369.507 0.0105845 0.00104995 83905.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.413 365.634 0.0105974 0.00105262 83815.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.054 361.6 0.0105933 0.00105792 83898.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.021 357.62 0.010625 0.00105266 83574 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.799 353.983 0.01059 0.0010532 83885.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.914 349.908 0.0105815 0.00105321 83960.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.71 346.296 0.0105989 0.00105336 83808.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.934 342.362 0.0105759 0.00105544 84029.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.835 337.757 0.0106125 0.00105654 83717.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.918 334.413 0.0108259 0.00107347 82031.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.747 331.879 0.010575 0.00105034 83992.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.865 326.919 0.0106048 0.00105941 83810.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.226 323.265 0.0106813 0.00105587 83112.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.572 319.212 0.0105851 0.00105591 83952.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.801 316.31 0.0105824 0.00105265 83947.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.031 312.024 0.0106005 0.00106919 83934.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.231 308.844 0.0105845 0.00104956 83901.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.012 305.524 0.0105984 0.0010528 83808 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.438 301.8 0.0106195 0.00107859 83849.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.769 297.869 0.0106522 0.0010718 83504 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.082 294.905 0.0105965 0.00105137 83812.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.48 291.522 0.0105947 0.00105895 83894.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.099 287.954 0.0105975 0.00105588 83843.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.509 285.065 0.0105886 0.0010522 83889.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.261 281.564 0.0106065 0.00104898 83703.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.775 278.374 0.0106005 0.00105349 83796.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.677 275.69 0.0106063 0.00105239 83735.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.228 272.084 0.0106185 0.00105463 83648.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.137 268.953 0.0106163 0.00107762 83868.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.052 266.196 0.0105856 0.00105565 83946.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.885 262.617 0.010604 0.00105395 83769.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.382 259.824 0.0106623 0.00106072 83319.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.548 257.342 0.0106225 0.00105215 83591.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.554 254.188 0.0106293 0.00105101 83522.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.626 251.387 0.0105922 0.00105655 83895.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.402 248.15 0.0106005 0.00105022 83767 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.094 245.438 0.0105762 0.00104976 83977.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.195 243.046 0.0105932 0.00105173 83844.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.674 240.058 0.0106192 0.00106719 83752.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.948 236.689 0.0105687 0.00105065 84050.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.886 234.165 0.010598 0.00105048 83791.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.958 232.038 0.0105813 0.00104825 83918.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.069 228.869 0.0106377 0.00105219 83459.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.082 226.246 0.010627 0.00105591 83584.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.573 223.625 0.0105855 0.00105206 83914.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.687 220.613 0.0106233 0.00105435 83603.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.072 218.976 0.0105964 0.00106414 83925.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.632 215.972 0.0105813 0.0010533 83962.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.515 213.274 0.0106269 0.00106831 83694.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.977 210.595 0.010593 0.00106516 83964.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.193 208.277 0.010598 0.00105085 83794.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.759 205.977 0.0106919 0.00105639 83025.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.186 203.192 0.0105862 0.00105168 83905.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.63 201.242 0.010605 0.00106542 83861.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.267 199.208 0.0106038 0.00105627 83791.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.942 196.208 0.0106194 0.00105327 83628 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.533 193.894 0.0106339 0.00105412 83509.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.307 191.439 0.0106069 0.00105169 83723.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.467 189.777 0.0106604 0.00107476 83458.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.323 187.081 0.0106117 0.00105332 83696.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.975 184.679 0.0106052 0.00105712 83786.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.436 182.559 0.0106262 0.00105541 83587.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.192 180.672 0.0105828 0.00105365 83953 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.842 178.245 0.0105944 0.00105403 83854.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.904 176.136 0.0106026 0.00106215 83853.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.554 174.382 0.0105946 0.00105779 83885.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.563 173.036 0.0106425 0.00106944 83567.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.353 170.268 0.0106866 0.00108167 83291 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.062 169.477 0.0106145 0.00105397 83677.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.082 166.648 0.0105927 0.00105625 83888.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.607 164.197 0.0105924 0.00106289 83950 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.658 162.008 0.010682 0.00105755 83121.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.511 160.341 0.010602 0.00105179 83767.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.22 158.05 0.0105974 0.00105497 83836.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.184 156.378 0.0106235 0.00105463 83604.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.251 154.339 0.0106194 0.00105306 83626.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.228 152.514 0.0106053 0.00105742 83788.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.191 150.935 0.0106393 0.00107266 83623.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.155 149.476 0.0105827 0.00105546 83970.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.239 147.749 0.0105912 0.00105128 83857.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.328 145.74 0.0106255 0.00105117 83557.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.535 144.664 0.0106169 0.00105388 83655.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.851 142.684 0.0106838 0.00106377 83159.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.753 140.307 0.0106913 0.0010606 83067.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.919 138.802 0.0106412 0.00106413 83533.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.315 137.321 0.010668 0.0010579 83245.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.15 135.473 0.0106196 0.00105436 83636.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.334 134.128 0.0106523 0.00107375 83519.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.552 132.23 0.0106261 0.00105458 83581.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.959 130.823 0.0105999 0.00106568 83908.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.254 129.319 0.0108397 0.00106019 81803.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.336 127.734 0.010597 0.00105454 83835.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.758 126.759 0.0105983 0.00105408 83820.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.415 124.586 0.0105793 0.00105612 84005.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.613 123.384 0.0106321 0.00105427 83525.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.551 121.746 0.0105866 0.00105998 83975.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.005 121.111 0.0105868 0.00105648 83942.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.859 119.902 0.0106396 0.00107128 83609.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.861 117.917 0.0105958 0.00105815 83877.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.31 116.687 0.0106369 0.00105506 83491.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.916 114.987 0.0106201 0.00106218 83700.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.226 113.21 0.0105831 0.00105784 83987.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.364 111.96 0.0106012 0.00105485 83801.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.135 110.487 0.0108252 0.00105558 81886.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.49 109.563 0.01061 0.00105396 83716.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.966 107.838 0.010614 0.00105388 83680.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.617 106.864 0.0105928 0.00105863 83908.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.001 106.365 0.0106288 0.00107302 83719.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.776 104.352 0.0106144 0.00105634 83698.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.448 103.446 0.0106079 0.00105907 83779.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.71 102.145 0.0106957 0.00105886 83014.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.598 101.575 0.0106072 0.00105613 83760 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.175 99.1614 0.0105864 0.001053 83915.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.783 98.5351 0.0106179 0.00105262 83635.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.394 97.8784 0.0106249 0.00106649 83695.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.196 96.2589 0.0105947 0.00105268 83839.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.649 94.6736 0.0106609 0.00108493 83542.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.586 93.8324 0.0106147 0.00105791 83710.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.019 93.3133 0.0106078 0.00105324 83729.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.607 91.506 0.0106086 0.00105866 83770.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.654 90.7261 0.010596 0.00105339 83834.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.478 90.3265 0.0107806 0.00106492 82341.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.254 88.803 0.0107172 0.00109021 83099.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.9257 88.3536 0.0109182 0.00111122 81574.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.7328 86.0604 0.0117238 0.00107695 75139.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.5232 84.6107 0.0106478 0.00105812 83423.2 0
: 586 | 96.5844 85.4975 0.01062 0.00102244 83354.7 1
: 587 Minimum Test error found - save the configuration
: 587 | 95.5603 83.4225 0.010623 0.00105751 83633.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.0573 82.3421 0.0106241 0.00105974 83643.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.9491 80.8962 0.0107144 0.00106097 82871.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.9107 79.6848 0.0106078 0.00105398 83735.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.8311 78.5316 0.0106148 0.00105755 83706.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.5705 77.9452 0.0106334 0.00105876 83554.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.6489 77.0105 0.010641 0.00106947 83580.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7571 76.1545 0.0106735 0.00107195 83320.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.6016 75.3796 0.0106299 0.00105529 83554.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.7655 74.5007 0.0106615 0.00107709 83469.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.5984 73.4945 0.0106437 0.00105598 83439.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8645 71.3705 0.0106234 0.00107203 83758 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.5935 70.9101 0.0106235 0.00106126 83662.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.6351 70.124 0.0106171 0.00105317 83647.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.5577 69.9412 0.0106305 0.00105842 83576.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.7312 68.2145 0.0107751 0.00106573 82394.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.5767 67.3087 0.0106509 0.00105413 83361.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.6143 66.257 0.0106081 0.00105426 83735.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.728 65.5134 0.0106474 0.00105487 83398.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.8669 64.3186 0.0106497 0.00107112 83519.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.0018 63.3028 0.0145021 0.00179684 62966.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.175 63.2564 0.0165527 0.00174673 54032.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.2251 61.7814 0.0153719 0.00107163 55943 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.3318 61.254 0.0106233 0.00105527 83611.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.479 60.3275 0.0106529 0.00106401 83430 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.7262 59.8282 0.0106281 0.0010622 83630.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6983 59.1791 0.0106332 0.00105692 83539.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.8887 57.8399 0.0106347 0.00107781 83709.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.1547 56.8511 0.0106523 0.00107003 83487.4 0
: 616 | 67.3322 56.8813 0.0105818 0.00102203 83683.7 1
: 617 Minimum Test error found - save the configuration
: 617 | 66.6949 56.1705 0.0105987 0.00105426 83818.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.7159 54.8454 0.0106023 0.00105246 83771.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.1045 54.3576 0.0105969 0.00105755 83863.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.2487 53.3324 0.0106667 0.00105465 83228.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.4114 52.9094 0.0105934 0.00105294 83853.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.4749 52.1456 0.01059 0.00105397 83892.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.7624 51.4051 0.0106233 0.00105686 83625.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.3479 50.4304 0.0106379 0.00107991 83699.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.574 49.5619 0.0106059 0.00105441 83756.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7604 48.8212 0.0106031 0.00105495 83785.8 0
: 627 | 59.0254 49.0363 0.0107025 0.00102906 82701.1 1
: 628 Minimum Test error found - save the configuration
: 628 | 58.2644 48.1824 0.0106043 0.00105629 83787.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.5722 46.8018 0.0106116 0.00105528 83713.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.8044 46.3514 0.0106735 0.0010567 83187.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.0714 45.5743 0.0106115 0.00105432 83706.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.4674 45.0139 0.0106133 0.00105321 83681.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.7387 44.1507 0.0106082 0.00105523 83744 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.0853 43.3801 0.010647 0.00107538 83580.1 0
: 635 | 53.4904 43.6039 0.0105812 0.00102238 83692 1
: 636 Minimum Test error found - save the configuration
: 636 | 52.8894 42.1542 0.0106168 0.00105746 83688 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.1069 41.7015 0.010615 0.00105812 83709.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.5255 41.4274 0.0105995 0.00105388 83808 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.8275 40.9085 0.0106774 0.0010596 83179.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3444 40.7681 0.0106217 0.00105471 83621 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.8484 40.0857 0.0106025 0.00105364 83779.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.3025 39.4952 0.010628 0.0010557 83574.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.6563 38.9186 0.0106503 0.00107659 83562.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1566 38.1366 0.0106297 0.00105701 83570.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.4248 37.6712 0.0106266 0.00105717 83599.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.7646 36.4988 0.0107017 0.00106667 83030.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.0891 36.088 0.0106161 0.00105613 83681.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.703 35.4491 0.0106887 0.00108726 83321 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0827 35.153 0.0106219 0.00105605 83631.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5552 34.5856 0.0106096 0.00105485 83727.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.8899 33.914 0.0106333 0.00105671 83537.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.3833 33.6124 0.0106157 0.00105863 83707.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.9437 33.607 0.0106526 0.00107454 83524.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.6614 32.5023 0.0106233 0.00105856 83640.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.0595 32.2143 0.0106215 0.00105909 83661.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4315 31.5594 0.0107125 0.00106889 82956.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.8972 31.3088 0.0106341 0.00105868 83547.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2893 30.4765 0.0106828 0.00105929 83129.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.9197 30.0502 0.0106478 0.00105857 83427.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.395 29.7438 0.0106303 0.00105932 83585.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.811 29.1037 0.0106352 0.00106451 83588.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6454 28.8649 0.0106247 0.0010581 83624.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9978 28.5722 0.0106915 0.00107429 83184.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6555 28.1885 0.0106208 0.00105362 83619.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.0948 27.4804 0.0106495 0.00105825 83409.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6321 26.9603 0.0107138 0.00106113 82878.3 0
: 667 | 36.2074 27.129 0.0106321 0.00102354 83258.7 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.693 26.3603 0.01064 0.00105909 83499.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3162 25.9085 0.0106312 0.00106387 83618.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.8422 25.6942 0.0106094 0.001057 83748.3 0
: 671 | 34.4798 25.8998 0.0105903 0.00102448 83631.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.4594 24.8661 0.0106175 0.00105655 83674 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.816 24.1377 0.0106608 0.00107122 83423.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.1433 23.5976 0.0106367 0.00105611 83502.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7498 23.4772 0.010614 0.00105674 83705.8 0
: 676 | 32.5838 24.2649 0.0105923 0.00102267 83597.8 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.1623 22.9716 0.0106917 0.00106482 83100.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.5274 22.3185 0.0106946 0.00105838 83019.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1018 21.9552 0.0106317 0.00105657 83550 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7344 21.6829 0.0106304 0.00105595 83555.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4571 21.2368 0.0106113 0.00105557 83719.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.9922 20.6941 0.0106678 0.00107467 83393.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.4998 20.3802 0.0106392 0.0010643 83551.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.2725 20.2186 0.0106156 0.00105648 83689.6 0
: 685 | 28.9105 20.5514 0.0107047 0.00102563 82652.5 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.5859 19.8147 0.0106894 0.00106609 83131.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0612 19.48 0.0106184 0.00105288 83633.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8218 18.951 0.0106302 0.00105548 83553.1 0
: 689 | 27.4328 19.0466 0.0105801 0.0010271 83743.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.5056 18.5127 0.0106417 0.00106099 83501.1 0
: 691 | 26.8602 18.583 0.0106176 0.00102225 83373.8 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.4547 17.6108 0.0107137 0.001079 83033.5 0
: 693 | 26.1552 17.6429 0.0105895 0.00102666 83656.8 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.6605 17.1836 0.0106231 0.00105583 83618.7 0
: 695 | 25.2852 17.3536 0.010656 0.00104879 83271 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.1334 16.6506 0.010643 0.00105873 83470.4 0
: 697 | 24.5573 16.8156 0.0106254 0.00102683 83345.6 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.443 16.2065 0.0106274 0.0010591 83609.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.0302 15.9305 0.0106406 0.00105466 83455.4 0
: 700 | 23.7261 16.2298 0.010594 0.00102349 83590.1 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.5581 15.4323 0.0106349 0.00106541 83598.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0257 15.3028 0.0107596 0.00110112 82828.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.6914 14.7566 0.0106407 0.00106339 83530.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4497 14.5697 0.010616 0.00105553 83678.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.1519 14.3242 0.0107735 0.00106345 82389.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.8172 13.9754 0.0106478 0.0010556 83401 0
: 707 | 21.6751 13.9952 0.0105901 0.00102333 83622.7 1
: 708 | 21.3217 14.0387 0.0105926 0.00102522 83617.6 2
: 709 Minimum Test error found - save the configuration
: 709 | 20.9583 13.1404 0.0106104 0.00106289 83791.9 0
: 710 | 20.7313 13.2934 0.0105968 0.00102315 83562.7 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.4806 12.9218 0.0106345 0.00105702 83529.5 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.3634 12.6971 0.0106456 0.00107261 83568.6 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.0288 12.6706 0.0106383 0.00105676 83494.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.6334 12.3705 0.0106824 0.00105807 83122.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.3234 11.9822 0.0106293 0.0010592 83593.6 0
: 716 | 19.2562 12.6274 0.0106022 0.00102271 83511.7 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.9787 11.7596 0.0106288 0.00106681 83664.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.5847 11.3882 0.0106324 0.00105886 83563.3 0
: 719 | 18.3187 11.4743 0.0105943 0.00102457 83597.2 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.173 11.1345 0.0106139 0.00106524 83781.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9714 10.5997 0.0107837 0.0010905 82531.7 0
: 722 | 17.7052 10.8331 0.010603 0.00102349 83511.8 1
: 723 | 17.4822 10.9782 0.0105978 0.00102381 83559.4 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.1964 10.4184 0.0107568 0.0011336 83132.4 0
: 725 | 16.952 10.5736 0.0106096 0.00102646 83480.2 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.67 9.82674 0.0106155 0.00105812 83705.3 0
: 727 | 16.4702 10.1072 0.0106053 0.00102593 83513 1
: 728 | 16.2949 10.4556 0.0106008 0.00102378 83533.5 2
: 729 Minimum Test error found - save the configuration
: 729 | 16.2806 9.55218 0.0106358 0.00105877 83533 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8437 9.26808 0.0106545 0.00106031 83383.7 0
: 731 | 15.6847 9.81821 0.0106223 0.0010246 83353.5 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.5504 8.95252 0.0106236 0.00106114 83660.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.1265 8.89285 0.0106854 0.00105954 83109.1 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8624 8.67876 0.0106484 0.0010571 83409.3 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.656 8.23029 0.0106313 0.00105896 83574.1 0
: 736 | 14.5897 8.59841 0.0105986 0.00102355 83550.5 1
: 737 | 14.3516 8.23859 0.0105947 0.00102537 83600.5 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.3361 7.99702 0.0106505 0.0010614 83428 0
: 739 | 14.0289 8.05173 0.0106106 0.00102355 83445.5 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.8991 7.77818 0.0106513 0.00106946 83491.1 0
: 741 | 13.5371 7.79122 0.0106157 0.00102379 83403.9 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.3967 7.19198 0.0106655 0.00108563 83508.2 0
: 743 | 13.149 7.67486 0.0106208 0.00102507 83370.8 1
: 744 | 13.1463 7.28911 0.0106752 0.00102465 82896.9 2
: 745 Minimum Test error found - save the configuration
: 745 | 12.8855 6.87134 0.0106713 0.00106235 83255.6 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6605 6.7389 0.0106364 0.00105929 83532.4 0
: 747 | 12.5281 6.80186 0.0105997 0.00102367 83541.5 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.4206 6.69728 0.0106358 0.00106249 83565.9 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.3248 6.38106 0.010614 0.0010583 83719.5 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.1236 6.208 0.0106483 0.00106473 83476.5 0
: 751 | 11.7725 6.25362 0.0106233 0.00103154 83404.8 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.662 6.07544 0.0106908 0.00105906 83059.1 0
: 753 | 11.6708 6.26231 0.0106338 0.00103069 83306.4 1
: 754 | 11.4521 6.35446 0.0106352 0.00102459 83241.2 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.4914 5.75533 0.0106486 0.00106272 83456 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.2179 5.37302 0.0106392 0.00106031 83516.8 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.9725 5.25132 0.0106297 0.00105846 83583.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.8744 5.05137 0.0106389 0.00105699 83490.3 0
: 759 | 10.7028 5.23492 0.0106302 0.00102662 83302.4 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.4499 4.99073 0.0106252 0.00106233 83657 0
: 761 | 10.4249 5.37917 0.0106742 0.00103426 82987.9 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.2224 4.77476 0.0106442 0.00106265 83493.5 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0784 4.66606 0.0106415 0.00106408 83530.1 0
: 764 | 10.0073 4.83511 0.0106763 0.0010256 82895.6 1
: 765 | 9.8041 4.87678 0.0106026 0.00102314 83512.1 2
: 766 | 9.65478 4.7937 0.0105888 0.0010241 83640.9 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.62654 4.53667 0.0106358 0.00106207 83562.1 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.53151 4.33489 0.0106425 0.00106371 83517.7 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.1786 4.25323 0.0106379 0.00105838 83511.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.10609 3.88685 0.0106758 0.0010754 83330.3 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.0325 3.87766 0.0106954 0.00106152 83040.2 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.80472 3.58858 0.0106219 0.00106 83665.3 0
: 773 | 8.68139 3.70342 0.0106047 0.00102441 83505.1 1
: 774 | 8.5918 3.717 0.0106058 0.00102833 83529.2 2
: 775 | 8.55027 3.83007 0.0105982 0.0010244 83561.4 3
: 776 | 8.65048 3.87288 0.0106001 0.00102595 83558.4 4
: 777 Minimum Test error found - save the configuration
: 777 | 8.41386 3.41451 0.0106335 0.00105917 83556.7 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.28905 3.24338 0.0106904 0.00109257 83352 0
: 779 | 8.10776 3.34888 0.0106001 0.00102435 83544.4 1
: 780 Minimum Test error found - save the configuration
: 780 | 7.94012 2.88777 0.0106999 0.00107868 83149.9 0
: 781 | 7.91252 2.98619 0.0106185 0.00102475 83387.5 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.81326 2.86643 0.0106381 0.00105986 83523 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.81999 2.70485 0.0107402 0.00106737 82705.5 0
: 784 | 7.62948 3.17356 0.0106243 0.00102735 83359.9 1
: 785 | 7.51066 2.81463 0.0106208 0.00102369 83358.8 2
: 786 | 7.50935 3.09002 0.0106458 0.00102417 83145.7 3
: 787 | 7.48776 2.86634 0.0106043 0.00102453 83509.5 4
: 788 Minimum Test error found - save the configuration
: 788 | 7.25295 2.53172 0.01064 0.00106695 83567.9 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.23122 2.32816 0.0106911 0.00108697 83297.9 0
: 790 | 7.04219 2.4776 0.0106724 0.0010247 82921.6 1
: 791 | 6.88514 2.4532 0.0106176 0.00103312 83467.9 2
: 792 | 6.9006 2.34773 0.0106288 0.00102921 83337.1 3
: 793 | 6.81607 2.46912 0.0106141 0.00102507 83428.7 4
: 794 | 6.76523 2.58848 0.0105956 0.00102646 83602.1 5
: 795 | 6.96002 2.56258 0.0105916 0.00102513 83625.6 6
: 796 Minimum Test error found - save the configuration
: 796 | 6.6931 2.13821 0.0106788 0.00106385 83203.6 0
: 797 | 6.51398 2.20367 0.0106109 0.00102592 83464.2 1
: 798 | 6.48731 2.297 0.0105933 0.00102401 83600.7 2
: 799 | 6.26516 2.31414 0.0106596 0.00102327 83019.6 3
: 800 | 6.25841 2.23934 0.010617 0.00102697 83420.4 4
: 801 | 6.15304 2.2258 0.0106338 0.00102571 83262.9 5
: 802 | 6.27294 2.55234 0.0106303 0.00102378 83276.5 6
: 803 | 6.71487 2.77018 0.0106638 0.0010254 83001.2 7
: 804 | 6.22882 2.1956 0.0106099 0.00102315 83448.9 8
: 805 Minimum Test error found - save the configuration
: 805 | 5.96243 1.89499 0.0106527 0.00107378 83516.3 0
: 806 | 5.82644 1.95913 0.0105869 0.00102533 83668.2 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.71446 1.80719 0.0106436 0.00106031 83478.9 0
: 808 | 5.60999 1.80943 0.0106763 0.00103407 82968.1 1
: 809 | 5.68477 1.92481 0.0106276 0.00102528 83312.9 2
: 810 Minimum Test error found - save the configuration
: 810 | 5.55716 1.72207 0.0106303 0.00106356 83623.2 0
: 811 | 5.533 1.85241 0.010615 0.00102562 83425.4 1
: 812 | 5.56752 2.2508 0.0106031 0.00102769 83547.6 2
: 813 | 5.39534 2.28934 0.0106134 0.00102547 83437.9 3
: 814 | 5.60948 2.61204 0.0105942 0.00102758 83623.7 4
: 815 | 5.2543 2.08823 0.0106102 0.00102644 83474.8 5
: 816 | 5.12109 1.74706 0.0106229 0.00102766 83374.8 6
: 817 Minimum Test error found - save the configuration
: 817 | 5.08205 1.6627 0.0108314 0.00107466 81994.6 0
: 818 Minimum Test error found - save the configuration
: 818 | 5.18836 1.569 0.0107398 0.00106418 82681.9 0
: 819 | 5.02876 1.64957 0.0106262 0.00102877 83355.4 1
: 820 | 5.02045 1.74827 0.010607 0.0010269 83506.5 2
: 821 | 4.89779 1.79857 0.01062 0.0010246 83373.5 3
: 822 | 4.7583 1.92591 0.010692 0.00102713 82774.2 4
: 823 | 4.95338 1.87209 0.0106026 0.00102918 83564.7 5
: 824 | 4.83224 1.93883 0.010611 0.00102752 83476.9 6
: 825 | 4.62575 2.1271 0.010609 0.00102453 83468 7
: 826 | 4.83075 1.70844 0.0106053 0.00102476 83502.6 8
: 827 | 4.77412 2.39836 0.0106979 0.00102508 82706.3 9
: 828 | 4.76783 2.03168 0.0106046 0.00102695 83527.5 10
: 829 | 4.57714 1.87707 0.0106318 0.00102547 83278.4 11
: 830 | 4.67429 1.83019 0.0106034 0.00102537 83524.5 12
: 831 Minimum Test error found - save the configuration
: 831 | 4.34418 1.47925 0.0106554 0.00107604 83512.8 0
: 832 | 4.22608 2.05167 0.0106216 0.00102828 83391.7 1
: 833 | 4.37148 1.61372 0.0106142 0.00102373 83415.8 2
: 834 Minimum Test error found - save the configuration
: 834 | 4.23599 1.43043 0.0106606 0.00106374 83360.4 0
: 835 | 4.22571 1.77621 0.0105951 0.00102479 83592.1 1
: 836 | 4.09194 1.84808 0.0106316 0.00102575 83282.6 2
: 837 | 4.26392 1.68201 0.0106629 0.00103318 83076.5 3
: 838 | 4.01952 1.5749 0.010618 0.00102654 83407.5 4
: 839 | 3.90234 1.51113 0.0106373 0.00102461 83222.9 5
: 840 | 3.87328 1.67356 0.0106079 0.00102516 83483.2 6
: 841 | 3.70325 1.46951 0.0106363 0.00103006 83279.4 7
: 842 | 3.75708 2.11016 0.0107017 0.00102537 82675.7 8
: 843 | 3.92335 1.83683 0.0106064 0.00102577 83501.9 9
: 844 | 3.77051 1.80236 0.0106088 0.00102763 83497.3 10
: 845 | 3.65944 1.52667 0.0106035 0.00102634 83532.1 11
: 846 | 3.8319 2.03279 0.0107775 0.00102855 82059.8 12
: 847 | 3.71983 1.95126 0.0106293 0.00102596 83304.7 13
: 848 | 3.57329 1.68674 0.0106474 0.00102544 83143.3 14
: 849 | 3.43048 1.69099 0.0106072 0.00102413 83480.3 15
: 850 | 3.4398 1.93804 0.0106371 0.00102554 83233.3 16
: 851 Minimum Test error found - save the configuration
: 851 | 3.30869 1.42375 0.0106679 0.00107039 83355 0
: 852 | 3.37357 1.47616 0.0106139 0.00102808 83456.6 1
: 853 | 3.38205 1.78164 0.0106195 0.00102675 83396.1 2
: 854 | 3.47494 1.61989 0.0106036 0.00102535 83522.4 3
: 855 | 3.44334 1.72955 0.0106723 0.00105637 83195.6 4
: 856 | 3.4029 1.77228 0.0106191 0.00102439 83378.9 5
: 857 Minimum Test error found - save the configuration
: 857 | 3.22088 1.42067 0.0106602 0.00106235 83352.1 0
: 858 | 3.13519 1.63246 0.0106108 0.00102823 83485.1 1
: 859 | 3.16143 1.52869 0.010612 0.00102976 83487.9 2
: 860 | 3.37297 1.90927 0.0106086 0.00102904 83510.9 3
: 861 | 3.25577 1.89699 0.0106889 0.00102649 82794.7 4
: 862 | 3.0855 1.52981 0.0106199 0.00103045 83425.2 5
: 863 | 2.93986 1.80602 0.010598 0.00102764 83591.1 6
: 864 | 2.94616 1.49221 0.0106166 0.00102813 83433.6 7
: 865 | 2.86283 1.72202 0.010701 0.00102587 82686.3 8
: 866 | 2.94934 1.90895 0.0106193 0.00102489 83382 9
: 867 | 2.93976 1.70043 0.010599 0.00102516 83561.4 10
: 868 | 2.79718 1.9482 0.0106301 0.0010267 83304.1 11
: 869 | 2.86987 1.8151 0.0106044 0.00102474 83510.1 12
: 870 | 2.93147 1.95639 0.0106047 0.00103081 83561 13
: 871 | 2.81457 1.793 0.0106278 0.001035 83396.3 14
: 872 | 2.83418 2.10845 0.0106557 0.0010276 83090.3 15
: 873 | 2.68157 1.78521 0.0106211 0.00103205 83428.4 16
: 874 | 2.76509 1.80388 0.0106621 0.00102709 83030.6 17
: 875 | 2.83562 2.23493 0.0106074 0.00102742 83507.8 18
: 876 | 2.78547 1.62778 0.0106085 0.00102622 83487.8 19
: 877 | 2.72983 1.71804 0.0106002 0.00102539 83552.4 20
: 878 | 2.67786 2.29044 0.0106192 0.00102491 83382.8 21
:
: Elapsed time for training with 1000 events: 9.34 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: 0.0132 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: 0.81 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.32824e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10525e+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: 0.03 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: 0.0356 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: 0.00146 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.096 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.88 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00271 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00443 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: 0.00221 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000543 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: 0.0962 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.887 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 : -0.857 -0.210 4.96 1.43 | 3.247 3.237
: 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 : -0.274 -0.170 1.64 1.06 | 3.373 3.363
: 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.