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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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
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:1311
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: 0.262 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00278 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: 0.000727 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00414 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: 0.000198 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000399 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 = 31494.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33009.8 31078.2 0.010264 0.00102832 86621.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32461.6 30503.9 0.0103694 0.00101806 85549.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31788 29840.2 0.0103993 0.00102682 85356.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31065.7 29250.6 0.0104006 0.00102429 85321 0
: 5 Minimum Test error found - save the configuration
: 5 | 30369 28592 0.0105592 0.00102372 83897 0
: 6 Minimum Test error found - save the configuration
: 6 | 29600.9 27710.7 0.0103457 0.00103098 85885.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28805.1 26945.3 0.0102571 0.000995804 86381.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28281.6 26540.4 0.010131 0.000982193 87443.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 27911 26210.7 0.0100511 0.000997364 88360.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27586.4 25905.8 0.0100265 0.000982491 88456 0
: 11 Minimum Test error found - save the configuration
: 11 | 27277.7 25623.3 0.0100942 0.000985253 87825.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 26990.6 25349.2 0.010065 0.000989133 88145.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26707 25090.4 0.0100528 0.000987083 88244.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26441 24833.9 0.00999477 0.000975943 88703.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26179.2 24583 0.0100049 0.000971823 88563.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 25920.1 24342.1 0.0100834 0.000970683 87789.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25670.5 24104.8 0.00996911 0.000973822 88935.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25425.3 23871.5 0.00995632 0.000967254 88997 0
: 19 Minimum Test error found - save the configuration
: 19 | 25182 23645.4 0.0100564 0.00100792 88413 0
: 20 Minimum Test error found - save the configuration
: 20 | 24948.3 23418.6 0.0100442 0.000981253 88271.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24710.8 23201.8 0.00998499 0.000975312 88793.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24483.7 22984.2 0.00996681 0.000972794 88948 0
: 23 Minimum Test error found - save the configuration
: 23 | 24258.4 22768.3 0.00996701 0.000970941 88927.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24035.2 22555.8 0.00998429 0.000972944 88776.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23813.7 22348.5 0.0100735 0.000975003 87926.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23598.6 22141.1 0.0100645 0.000967133 87937.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23382.8 21938.8 0.00998186 0.000968544 88757.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23168.7 21742.6 0.0099646 0.000976134 89002.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 22963.2 21543.5 0.0101108 0.000969802 87518 0
: 30 Minimum Test error found - save the configuration
: 30 | 22756.8 21346.7 0.0100285 0.000987623 88486.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22552.5 21152.8 0.0100085 0.000968224 88492.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22349.9 20962.6 0.0101113 0.000977713 87588.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22149.8 20775.6 0.0100258 0.000977083 88410 0
: 34 Minimum Test error found - save the configuration
: 34 | 21954.5 20587.9 0.0100156 0.000976193 88501.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21757.5 20405.4 0.0099976 0.000972713 88643.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21568.2 20219.8 0.01007 0.000978273 87992.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21374.6 20040.5 0.0100088 0.000971614 88523 0
: 38 Minimum Test error found - save the configuration
: 38 | 21184.1 19865.9 0.0100218 0.000977974 88457.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21000.8 19687.9 0.0100341 0.000979683 88355.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20815.6 19512.7 0.0100391 0.000977753 88287.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20631.3 19341.4 0.0100287 0.000974874 88360.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20452 19169.3 0.010111 0.000985393 87665.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20269.9 19002.9 0.0100459 0.000979913 88241.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20095.2 18832.3 0.010074 0.000983344 88002.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19915.7 18662.5 0.0100936 0.000988124 87859.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19736.8 18497 0.0102477 0.0010027 86533.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19563.8 18333.4 0.0102216 0.000990603 86665 0
: 48 Minimum Test error found - save the configuration
: 48 | 19391.6 18171.4 0.0101428 0.000989193 87397.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19221.6 18008.2 0.0101707 0.000992993 87168.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19057.6 17846.9 0.0102228 0.00102273 86955.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18883.2 17700.6 0.0101452 0.000989623 87378 0
: 52 Minimum Test error found - save the configuration
: 52 | 18722.9 17538.2 0.0102123 0.000998704 86828.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18559.8 17380.2 0.0101723 0.000994883 87171 0
: 54 Minimum Test error found - save the configuration
: 54 | 18390.6 17231.4 0.0104063 0.00113184 86258.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18232 17075.3 0.010215 0.000998584 86802.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18071.7 16921.9 0.0102146 0.00100248 86841.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17913.5 16770.4 0.0103942 0.0011515 86554.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17751.8 16618 0.0102356 0.00100708 86688.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17594.7 16467.4 0.0102706 0.00100067 86300.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17439.6 16322.3 0.0102593 0.00100386 86435.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17283.7 16171 0.010268 0.0010211 86515.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17130.3 16023.6 0.0102869 0.00103516 86470.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 16975.8 15876.3 0.010299 0.00101578 86177.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16823.8 15735.3 0.0102878 0.00100859 86214.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16673.5 15589.7 0.0102383 0.00100704 86662.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16525.4 15447.9 0.0103627 0.00101449 85578.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16373 15309.6 0.0103292 0.00101552 85894.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16228.6 15170.9 0.0102365 0.00100731 86681.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16084.7 15027.2 0.0102435 0.00100657 86608.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15936.8 14892.7 0.0102779 0.00100894 86309.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15793.8 14756.3 0.0103144 0.00102803 86148 0
: 72 Minimum Test error found - save the configuration
: 72 | 15651.3 14622.8 0.0103404 0.00102314 85862.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15512.4 14486.3 0.0102924 0.00100949 86179.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15369.3 14357 0.0103264 0.00102068 85968.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15233.5 14224.7 0.0102589 0.00100972 86494.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15093.7 14097.9 0.0102652 0.00100646 86405.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14959.7 13969.7 0.0107506 0.00102054 82219.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14825.5 13842.5 0.0102912 0.00101058 86201.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14692.9 13715.2 0.0102952 0.00101239 86180.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14558.6 13592.5 0.010315 0.00103489 86206.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14430.1 13467.2 0.010594 0.00101874 83548.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14299.6 13344.7 0.0103373 0.00101598 85825 0
: 83 Minimum Test error found - save the configuration
: 83 | 14169.2 13226.5 0.0102908 0.00100973 86197.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14044.2 13106.3 0.0103765 0.00101766 85480.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13917.5 12986.9 0.0103279 0.00105964 86316 0
: 86 Minimum Test error found - save the configuration
: 86 | 13792.9 12868.2 0.0104286 0.00103718 85183.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13669.7 12750 0.0104336 0.00102897 85064.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13546.2 12633.6 0.0102851 0.00101299 86280.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13422.5 12521.4 0.0103017 0.0010136 86131.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13304.3 12406.4 0.010725 0.00145586 86308.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13183.6 12294 0.0111787 0.00110469 79412.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13064.6 12183.4 0.0104205 0.00102229 85122.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12947.9 12072.6 0.0103271 0.00101357 85896.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 12832.2 11961.6 0.0103184 0.00101444 85985 0
: 95 Minimum Test error found - save the configuration
: 95 | 12715.5 11853.3 0.0103308 0.00101447 85870.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12601 11745.7 0.0103535 0.0010159 85674.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12486.8 11640.4 0.010371 0.00100596 85424.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12375.8 11533.6 0.0130028 0.00145974 69305.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12264.3 11428.3 0.0151074 0.00175904 59932.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12153.7 11323.6 0.0149458 0.00165168 60176.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12043 11221.7 0.0107253 0.00102847 82500.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11935 11119.7 0.0103392 0.00102587 85898 0
: 103 Minimum Test error found - save the configuration
: 103 | 11828.2 11017.6 0.0103087 0.00101636 86092.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11720.8 10917.6 0.0103131 0.00101124 86004.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11614 10819.9 0.010417 0.00102212 85152.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11510.6 10720.9 0.0104193 0.00101679 85083.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11406 10624 0.0103419 0.00101487 85771.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11303.2 10527.7 0.0103378 0.00102137 85869.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11201.9 10431 0.0103401 0.00101736 85811.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11099.7 10336.8 0.0103891 0.00104415 85607.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 10999.7 10242.8 0.0103505 0.00101737 85716.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10900.8 10148.9 0.0103442 0.00101377 85741.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10800.9 10058 0.0103263 0.00101592 85926 0
: 114 Minimum Test error found - save the configuration
: 114 | 10704.5 9965.72 0.0103229 0.00101112 85912.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10607 9875.29 0.0103625 0.00101441 85579.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10511.9 9784.3 0.0104092 0.00101968 85201.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10416.3 9694.78 0.01034 0.001016 85799.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10320.8 9607.86 0.0103091 0.00101119 86040.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10228.5 9519.89 0.0102904 0.00101116 86214 0
: 120 Minimum Test error found - save the configuration
: 120 | 10136.2 9432.24 0.0103636 0.00102798 85693.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10043 9347.25 0.0102849 0.00100888 86244 0
: 122 Minimum Test error found - save the configuration
: 122 | 9952.44 9262.39 0.0102818 0.0010123 86305 0
: 123 Minimum Test error found - save the configuration
: 123 | 9863.59 9176.18 0.0103413 0.00101739 85800.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9773.1 9092.3 0.0103476 0.00101304 85703.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9684.82 9008.66 0.01043 0.00102708 85080.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9595.77 8927.58 0.0105294 0.00103036 84219 0
: 127 Minimum Test error found - save the configuration
: 127 | 9509.94 8845.36 0.0103716 0.00102039 85550.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9423.96 8763.24 0.0103647 0.00101825 85593.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9337.13 8683.87 0.0103527 0.00102269 85745.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9252.73 8604.69 0.0103955 0.00103584 85473 0
: 131 Minimum Test error found - save the configuration
: 131 | 9167.59 8527.55 0.0103663 0.00102019 85597.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9086 8448.45 0.010389 0.00102232 85409 0
: 133 Minimum Test error found - save the configuration
: 133 | 9002.75 8371.41 0.010367 0.00102022 85591.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8921.5 8293.93 0.0103917 0.00102211 85382.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8839.53 8218.38 0.010362 0.0010164 85601.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8758.9 8143.6 0.0104461 0.00102874 84949.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8679.63 8068.89 0.0103807 0.00101566 85424.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8600.33 7995.28 0.0103763 0.00102022 85505.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8522.07 7922.35 0.0103905 0.00101956 85370.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8445.71 7847.82 0.0104167 0.00103879 85307.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8367.97 7775.28 0.0103793 0.00102079 85483.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8291.09 7704.34 0.0104385 0.00102942 85024.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8215.02 7634.56 0.0103771 0.00102147 85510.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8141.54 7563.12 0.0104428 0.00103013 84992.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8066.73 7492.99 0.0104995 0.00102966 84478.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 7992.77 7424.28 0.01051 0.0010263 84355.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7919.68 7356.03 0.0104142 0.00102536 85207.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7849.01 7286.31 0.010476 0.00106045 84966 0
: 149 Minimum Test error found - save the configuration
: 149 | 7774.86 7220.47 0.0104408 0.00102601 84972.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7704.79 7153.87 0.0104684 0.00104716 84914.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7634.44 7087.59 0.0104216 0.00102267 85116.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7565.11 7021.37 0.0104417 0.00102472 84952.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7494.9 6957.45 0.0104071 0.00102224 85243.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7427.14 6892.51 0.0104261 0.00102777 85121.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7358.63 6829.33 0.0103996 0.0010187 85279.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7291.18 6766.54 0.0105287 0.00102765 84201.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7225.65 6702.73 0.0104132 0.00102488 85212.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7158.72 6640.88 0.0105259 0.00103534 84294.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7091.94 6581.01 0.0104999 0.00106004 84747.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7027.98 6520.42 0.0104248 0.00102543 85111.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 6964.43 6458.87 0.0104628 0.0010431 84928.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6899.72 6398.99 0.010419 0.00103724 85272.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6836.88 6339.23 0.0104751 0.00103813 84773.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6773.46 6281.07 0.01047 0.00103021 84747.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6711.78 6222.54 0.0105496 0.00105554 84263.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6649.88 6164.9 0.0105425 0.00102963 84096.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6589.26 6107.29 0.0104355 0.00102817 85039.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6528.75 6050.19 0.0104872 0.00103253 84614.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6468.64 5993.52 0.0105126 0.00106857 84709.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6408.18 5939.07 0.0104356 0.00103196 85073.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6350.35 5883.54 0.0104453 0.00102407 84914.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6291.12 5829.37 0.0104589 0.00103496 84890.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6234.48 5773.92 0.0104513 0.00103219 84933.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6176.15 5720.56 0.0104575 0.00103327 84887.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6118.97 5667.82 0.0104547 0.00103395 84918.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6063.24 5614.89 0.010464 0.00102 84710.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6007.58 5562.16 0.0104046 0.00103611 85392.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5951.86 5510.47 0.0104474 0.00102924 84942.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5897.55 5458.54 0.0105234 0.00104651 84416 0
: 180 Minimum Test error found - save the configuration
: 180 | 5842.37 5408.11 0.0104593 0.00102886 84831.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5789.32 5357.26 0.0104632 0.00103613 84861.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5735 5307.83 0.0104822 0.00104596 84779.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5682.23 5258.85 0.0104825 0.00105081 84820.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5630.17 5209.95 0.0104573 0.00103027 84862 0
: 185 Minimum Test error found - save the configuration
: 185 | 5578.7 5160.74 0.0105441 0.00103462 84126.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5526.48 5112.94 0.0105279 0.00102884 84218.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5475.33 5065.71 0.0104984 0.0010284 84476.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5426.63 5016.57 0.0104567 0.00102947 84860.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5374.6 4970.5 0.0104868 0.00102832 84580.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5325.44 4924.15 0.0104839 0.00104837 84785.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5276.26 4878.3 0.0104542 0.00102636 84855.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5227.35 4833.1 0.0104611 0.0010431 84943.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5180.24 4787.4 0.0104425 0.00102582 84955.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5132.02 4741.87 0.0104425 0.00102692 84965.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5084.62 4696.99 0.0105183 0.00104327 84432.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5036.41 4654.69 0.0105529 0.00103982 84094.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4990.98 4610.68 0.0104651 0.00103262 84813.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4944.14 4568.93 0.0104497 0.0010269 84900.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4899.69 4525.08 0.0105229 0.00104771 84431.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4853.96 4482.83 0.010449 0.00102693 84906.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4809.1 4441.23 0.0104413 0.00102385 84949.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4764.03 4400.87 0.0105084 0.00103607 84456.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4721.35 4359.35 0.0104619 0.00104086 84916 0
: 204 Minimum Test error found - save the configuration
: 204 | 4677.65 4317.99 0.0104254 0.00102524 85105 0
: 205 Minimum Test error found - save the configuration
: 205 | 4633.33 4279.47 0.0104978 0.00102785 84477.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4592.11 4238.82 0.0105256 0.00103588 84302.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4549.11 4199.2 0.0104769 0.00103039 84687.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4507.41 4160 0.0104494 0.00102833 84916.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4466.05 4120.7 0.0110378 0.00109743 80480.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4424.81 4082.05 0.0104856 0.00104801 84767.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4384.15 4044.23 0.0104603 0.00104246 84944.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4342.86 4007.86 0.0105042 0.00102896 84430.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4303.85 3971.69 0.0104692 0.00103125 84764.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4265.16 3932.89 0.0105011 0.00103484 84510.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4224.54 3896.49 0.0105255 0.0010274 84227.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4186.13 3860.51 0.0104856 0.00102849 84592.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4147.49 3825.18 0.0104831 0.00105798 84879.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4110.54 3788.17 0.0104528 0.00103112 84910.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4072.18 3752.65 0.0105213 0.00104781 84446.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4034.49 3717.8 0.0104559 0.00102833 84857.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 3998.54 3682.09 0.0107503 0.00123565 84081 0
: 222 Minimum Test error found - save the configuration
: 222 | 3960.83 3648.26 0.0104539 0.00104769 85050.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3925.42 3613.62 0.0104609 0.00105977 85096.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3888.57 3580.71 0.0105968 0.00103707 83684.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3853.55 3547.03 0.0106038 0.00102618 83528 0
: 226 Minimum Test error found - save the configuration
: 226 | 3817.54 3515.37 0.010452 0.00102927 84901.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3783.8 3481.89 0.0104536 0.00102563 84854.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3749.02 3449.01 0.0104592 0.00102233 84773.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3714.39 3417.45 0.0105112 0.00106639 84703 0
: 230 Minimum Test error found - save the configuration
: 230 | 3680.71 3385.75 0.0104534 0.00103287 84921.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3647.71 3353.28 0.0104617 0.00103655 84879.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3613.48 3323.71 0.0104762 0.00103005 84690.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3581.42 3291.61 0.0104585 0.00102882 84838.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3548.68 3261.03 0.0104967 0.00103319 84534.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3515.84 3231.31 0.010583 0.00104192 83848.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3484.97 3200.54 0.0105064 0.00103278 84444.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3452.04 3171.97 0.0105406 0.00103235 84137.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3422.24 3140.87 0.010444 0.00103196 84997.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3389.75 3111.97 0.0104626 0.0010536 85025 0
: 240 Minimum Test error found - save the configuration
: 240 | 3359.01 3083.62 0.0103935 0.00103569 85489.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3329.6 3054.62 0.0106148 0.00104468 83593.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3298.06 3026.72 0.0104769 0.00104859 84851.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3268.24 2998.77 0.0104869 0.00104445 84724.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3238.83 2970.6 0.0105926 0.00103477 83700.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3209.42 2943.07 0.0105016 0.00102261 84397.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3180.36 2915.92 0.0104157 0.00102359 85177.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3151.36 2889.23 0.0103965 0.00102202 85337.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3123.44 2861.5 0.0104648 0.00104285 84908.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3093.91 2835.37 0.0107012 0.00126768 84803.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3066.18 2809.3 0.0104723 0.00103086 84733.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3038.71 2782.96 0.0104442 0.0010272 84953 0
: 252 Minimum Test error found - save the configuration
: 252 | 3010.69 2757.26 0.0104521 0.0010252 84864 0
: 253 Minimum Test error found - save the configuration
: 253 | 2983.45 2731.57 0.0105024 0.00105576 84686.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2955.85 2707.02 0.0104748 0.00105059 84888.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2930.04 2681.12 0.0105398 0.00102681 84095.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2902.36 2657.63 0.010461 0.00102989 84825.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2877.36 2631.91 0.0105098 0.00106691 84720.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2850.47 2607.5 0.010484 0.00102768 84599.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2825.07 2583.21 0.0104843 0.00105576 84848.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2799.27 2559.36 0.0104789 0.00102978 84664.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2774.29 2534.93 0.0104927 0.00105226 84741.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2748.24 2512.24 0.0104789 0.00104442 84795.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2724.3 2488.55 0.010508 0.00103182 84422.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2699.34 2465.44 0.0105849 0.00103461 83767.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2674.67 2442.9 0.0105358 0.00102981 84157.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2650.53 2420.04 0.0104585 0.001031 84857.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2626.08 2398.29 0.0104492 0.00102762 84911.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2602.76 2376.33 0.0105097 0.0010579 84640.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2579.09 2354.33 0.0104734 0.00102935 84709.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2555.92 2332.32 0.0104759 0.00102975 84690.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2532.38 2311.05 0.0104898 0.00103077 84575.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2509.17 2290.35 0.0104737 0.00102936 84707.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2487.34 2268.89 0.010506 0.0010318 84439.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2464.07 2247.95 0.0104698 0.00102905 84738.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2442.09 2226.83 0.0105652 0.0010314 83911.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2419.6 2206.59 0.0104558 0.00103085 84881.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2397.13 2186.69 0.0105297 0.00103327 84242.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2375.54 2166.75 0.0105222 0.00107144 84649.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2354.23 2146.74 0.010512 0.00105235 84570 0
: 280 Minimum Test error found - save the configuration
: 280 | 2332.47 2127.08 0.0104825 0.00105804 84885.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2311.22 2107.32 0.0104748 0.00104942 84877 0
: 282 Minimum Test error found - save the configuration
: 282 | 2289.99 2088.15 0.0104836 0.00104914 84795.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2269.7 2068.25 0.0105633 0.00103654 83973.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2248.37 2049.25 0.0105803 0.00104092 83862.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2227.34 2031.03 0.0105524 0.00102593 83976.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2207.2 2012.76 0.0104875 0.00103319 84617.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2186.87 1994.14 0.0104532 0.00102968 84893.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2167.12 1975.62 0.0104982 0.00104667 84642.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2146.77 1957.83 0.0105068 0.00103076 84423.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2127.29 1940.16 0.0104994 0.00104348 84603.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2107.63 1921.66 0.0104783 0.00103673 84732 0
: 292 Minimum Test error found - save the configuration
: 292 | 2087.75 1904.56 0.0104926 0.00103667 84602.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2068.7 1887.14 0.0104927 0.00102879 84531.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2050.05 1869.17 0.0105878 0.00112271 84521.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2030.07 1852.98 0.0104755 0.00102845 84682.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2012.37 1835.49 0.0104615 0.00102484 84775.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 1992.92 1818.8 0.0105123 0.00103092 84376 0
: 298 Minimum Test error found - save the configuration
: 298 | 1974.69 1801.88 0.0105306 0.0010513 84394.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1956.4 1785.27 0.0105181 0.00103806 84387.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1937.86 1769.46 0.010481 0.00104374 84770.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1919.91 1753.46 0.0105825 0.0010492 83916.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1902.33 1736.89 0.0104983 0.0010534 84701.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1884.34 1721.22 0.0105805 0.00112011 84563.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1866.85 1704.92 0.0106305 0.00112444 84156.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1849.23 1689.38 0.0104717 0.00103245 84752.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1832.23 1673.58 0.0104752 0.00103075 84706.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1814.51 1658.91 0.0104666 0.0010295 84772.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1797.6 1644.03 0.0105368 0.00106878 84495.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1780.7 1628.88 0.01063 0.00103861 83408 0
: 310 Minimum Test error found - save the configuration
: 310 | 1764.31 1613.2 0.0104851 0.00103381 84644.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1746.88 1599.39 0.0104842 0.00102685 84590.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1731.13 1584.45 0.0104991 0.00103031 84488 0
: 313 Minimum Test error found - save the configuration
: 313 | 1714.6 1570.02 0.0104998 0.001033 84506.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1698.54 1555.24 0.0105635 0.00103533 83961.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1682.13 1540.85 0.0104724 0.00102637 84691.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1666.11 1527.06 0.0105112 0.00104144 84479.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1650.09 1513.41 0.0104587 0.0010248 84800.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1635.14 1498.99 0.0105361 0.00106019 84425 0
: 319 Minimum Test error found - save the configuration
: 319 | 1618.82 1485.82 0.0104648 0.00103267 84816.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1604.07 1471.95 0.0105205 0.00105067 84478.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1588.28 1458.5 0.0104863 0.0010345 84640.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1573.26 1445.07 0.010468 0.00104099 84862.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1558.4 1431.51 0.010585 0.00104021 83815 0
: 324 Minimum Test error found - save the configuration
: 324 | 1543.03 1418.87 0.0106472 0.00103086 83191.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1528.99 1405.21 0.010449 0.00102858 84922.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1513.87 1392.54 0.0104397 0.00103476 85062.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1499.3 1379.72 0.0104613 0.00104083 84921.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1485.18 1367.14 0.0105282 0.00105744 84470.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1470.82 1354.49 0.0104648 0.0010427 84906.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1456.89 1341.63 0.0104854 0.00102978 84605.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1442.2 1330.19 0.0104767 0.00103958 84771.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1429.26 1316.95 0.0104629 0.00103174 84825.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1415.31 1305.01 0.0104555 0.00103029 84879 0
: 334 Minimum Test error found - save the configuration
: 334 | 1401.59 1292.57 0.0105695 0.00103181 83877.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1387.53 1280.83 0.0104592 0.00103396 84878.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1374.71 1268.74 0.0105121 0.00103506 84414.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1361.3 1257.23 0.0104489 0.00102604 84900 0
: 338 Minimum Test error found - save the configuration
: 338 | 1348.33 1246.08 0.0105044 0.00104918 84609.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1335.89 1234.15 0.0104841 0.00103942 84703.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1322.41 1222.03 0.0105268 0.00105119 84427 0
: 341 Minimum Test error found - save the configuration
: 341 | 1309.4 1210.74 0.0104671 0.00104636 84919.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1296.71 1199.84 0.0104836 0.00104181 84729.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1284.33 1188.7 0.010543 0.0010395 84179.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1271.93 1177.79 0.0105175 0.0010236 84264.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1259.93 1166.64 0.0104198 0.00102502 85154.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1247.66 1155.64 0.0104198 0.00103127 85210.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1235.78 1144.06 0.0112509 0.00104331 78373.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1223.23 1134.08 0.0104846 0.00105176 84810.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1211.69 1123.31 0.0104806 0.00102838 84636.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1200.25 1112.59 0.0105532 0.00103376 84038.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1188.12 1102.23 0.0104767 0.00104123 84786.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1176.92 1091.5 0.0105034 0.00102542 84406.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1165.48 1081.15 0.0104604 0.00103087 84839.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1153.74 1071.36 0.0105199 0.00102407 84247.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1142.75 1061.4 0.0104632 0.00103005 84807.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1131.75 1051.06 0.0105032 0.00103147 84462.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1120.71 1041.47 0.0104925 0.00106973 84900.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1109.81 1031.98 0.0104882 0.0010424 84694.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1099.01 1021.74 0.0104797 0.00104936 84832.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1088.37 1011.93 0.0104674 0.00103704 84832.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1077.58 1002.59 0.01044 0.00102575 84977.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1067.15 992.862 0.0105001 0.00102846 84462.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.03 983.163 0.0105798 0.00103772 83839 0
: 364 Minimum Test error found - save the configuration
: 364 | 1046.13 974.12 0.0105443 0.00103195 84101.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1036.3 964.559 0.0104476 0.00102899 84938.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1026 955.29 0.0104482 0.0010301 84943.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1016.39 945.96 0.0105093 0.00105056 84577.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1005.87 937.658 0.0104706 0.00103013 84741.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 996.269 928.235 0.0104566 0.00102402 84812.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 986.862 919.069 0.0104584 0.00102281 84785.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 976.62 910.455 0.0104892 0.00103972 84661.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 967.217 901.504 0.0105399 0.00103835 84197 0
: 373 Minimum Test error found - save the configuration
: 373 | 957.589 892.964 0.0104669 0.0010226 84707.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 947.947 885.057 0.0104998 0.00102402 84426.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 939.041 876.101 0.010399 0.0010218 85313.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 929.783 867.682 0.0104128 0.00102702 85235.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 920.821 858.896 0.0104729 0.00103886 84799.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 911.451 850.763 0.0104251 0.00102646 85118.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.58 842.579 0.0104156 0.00102148 85160 0
: 380 Minimum Test error found - save the configuration
: 380 | 893.576 834.358 0.0104281 0.00102835 85108.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 884.771 826.02 0.0104161 0.00102278 85167.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 876.156 817.98 0.0104196 0.00102575 85161.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 867.112 810.14 0.0105406 0.00103446 84155.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.072 802.248 0.0105227 0.00102712 84249.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 850.173 794.157 0.0104287 0.00103462 85160.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 841.898 786.25 0.0104461 0.00102937 84955.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 833.472 778.579 0.0104611 0.00104666 84976.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 825.315 771.064 0.010428 0.00102758 85102.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 816.931 763.087 0.0104266 0.00102832 85121.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 808.627 756.012 0.0104525 0.0010295 84898.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 800.695 748.573 0.0104722 0.00103245 84747.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 792.79 740.862 0.0104548 0.00102537 84841.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 784.888 733.417 0.0105382 0.00112265 84966.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.985 726.641 0.010457 0.00102464 84814.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.531 719.405 0.0104536 0.00103061 84899.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 761.352 712.089 0.0104732 0.00103443 84757.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 753.977 705.104 0.0104694 0.00104436 84880.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.309 697.72 0.0104755 0.00103505 84741.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 738.723 690.192 0.0104687 0.00103148 84771.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.218 683.616 0.0104442 0.00102409 84925.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 723.91 676.805 0.0104246 0.00102659 85124 0
: 402 Minimum Test error found - save the configuration
: 402 | 716.855 669.76 0.0104603 0.00102688 84804.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.278 663.239 0.0106341 0.00110348 83940.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 702.265 656.069 0.0104937 0.0010349 84577 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.252 649.985 0.0104361 0.00102799 85032.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.236 643.51 0.010442 0.00102957 84994.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.161 636.799 0.0104847 0.0010432 84732.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.411 630.17 0.0104299 0.00102496 85062.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.588 624.444 0.0105714 0.001089 84366.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 660.821 617.377 0.0104613 0.0010202 84736.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.157 611.083 0.010424 0.00102334 85100.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.562 604.779 0.0104363 0.00102758 85027.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 640.668 598.088 0.0104963 0.00102427 84459.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.035 592.081 0.0104508 0.00102643 84886 0
: 415 Minimum Test error found - save the configuration
: 415 | 627.669 586.089 0.0104601 0.00102933 84828.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.117 580.023 0.0104882 0.00102834 84568.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 614.631 574.167 0.0104781 0.00104001 84762.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.76 568.001 0.010441 0.00102285 84942.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.288 562.877 0.010428 0.00101986 85032.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.339 555.932 0.010532 0.00103016 84194.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.132 550.317 0.0104461 0.00102739 84937.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.673 544.642 0.0105459 0.00103477 84111.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.551 538.789 0.0105476 0.00102661 84025.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 571.948 533.046 0.0104435 0.00102434 84933.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.827 527.861 0.0104434 0.00102866 84972.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.138 522.28 0.0104463 0.00102835 84944.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.455 516.866 0.010481 0.00104319 84765.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 548.652 511.026 0.0104434 0.00102952 84980.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.129 505.599 0.0104421 0.00102649 84965.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.597 500.774 0.0104643 0.00103019 84799.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.183 495.017 0.0104586 0.00102845 84834.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.524 490.374 0.0104631 0.00103461 84848.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.217 484.34 0.010536 0.00102041 84072.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.431 479.208 0.0104564 0.00102525 84825.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 509.916 474.344 0.0104501 0.00102329 84864.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 504.591 469.263 0.0104503 0.0010253 84880.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 499.522 464.072 0.0104802 0.0010449 84788.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.357 459.256 0.0104567 0.00102492 84819.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.088 454.427 0.0104274 0.00102207 85058.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.272 449.189 0.0104465 0.00102704 84931 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.215 444.017 0.0104891 0.00103082 84581.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 473.739 439.724 0.0105618 0.00103437 83968 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.221 434.725 0.0105175 0.00102702 84295.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.915 430.09 0.0104627 0.00104269 84926.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.253 425.643 0.0104523 0.00102872 84893.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.313 421.367 0.0104499 0.0010266 84895.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 449.918 416.557 0.0104872 0.00105022 84773.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.125 411.581 0.0104472 0.00103377 84984.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.32 407.006 0.0104509 0.00102585 84880.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.802 403.531 0.0104412 0.00102697 84977.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.375 398.272 0.010464 0.00102969 84797.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.698 394.156 0.0104617 0.00104086 84918.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.11 389.694 0.0105357 0.00103098 84168.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.56 385.361 0.0104638 0.00103118 84812 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.216 380.962 0.0104419 0.00102859 84985.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.808 377.252 0.0104593 0.00103251 84864.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.644 373.323 0.0104901 0.00104424 84693.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.378 368.931 0.0104413 0.00102452 84954.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.244 364.623 0.0104645 0.00102533 84752.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 392 360.561 0.0104544 0.00102853 84873.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.945 356.515 0.0104466 0.00102633 84923.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.699 352.844 0.0105613 0.00103799 84004.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.024 348.177 0.0105403 0.00102329 84060.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.536 344.519 0.0104521 0.00102686 84878.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.476 340.761 0.0104333 0.00102713 85050.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.747 336.949 0.0104292 0.0010248 85066.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.878 333.687 0.0105012 0.00104458 84597.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.852 329.61 0.010461 0.0010279 84807.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.986 325.977 0.010451 0.00103547 84965.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.311 322.466 0.0106277 0.00114732 84385.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.666 319.019 0.0105213 0.00103021 84289.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.958 314.867 0.0106044 0.00103273 83579.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.035 311.395 0.0107163 0.00103465 82630.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.633 308.15 0.0105322 0.00103295 84217.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.922 304.172 0.0107963 0.00111601 82642.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.214 300.755 0.0107247 0.00108073 82953.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.706 297.34 0.0108489 0.00113547 82360.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.425 293.69 0.0105185 0.00105329 84520.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.723 291.609 0.0104836 0.0010266 84593.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.223 287.585 0.0104589 0.00102523 84802.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.933 284.611 0.0104769 0.00103585 84736.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.626 280.911 0.0105664 0.00103665 83948.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.144 277.643 0.010618 0.00104906 83603.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 302.859 274.217 0.0104762 0.00102451 84641.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.572 271.07 0.0104412 0.00102159 84929.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.189 268.071 0.0105077 0.00105219 84606.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.108 265.557 0.0104752 0.00102753 84676.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.1 262.596 0.0104855 0.00102808 84589.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.911 259.378 0.0104642 0.00102519 84754.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.624 256.103 0.0104611 0.00102453 84776.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.474 253.354 0.0104813 0.00102158 84569.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.56 250.546 0.0105069 0.00102991 84415.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.503 247.419 0.0105453 0.00103266 84098.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.396 244.217 0.0104272 0.00102541 85090.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.492 241.683 0.0104342 0.00103275 85092.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.775 238.632 0.0104828 0.00104521 84767.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.774 236.079 0.0104578 0.00102618 84821.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.871 233.427 0.010471 0.00102921 84730 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.192 230.267 0.0104629 0.00102406 84756.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.342 227.779 0.0104603 0.00102826 84817.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.644 225.215 0.0104778 0.00102664 84645.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.766 223.202 0.0106895 0.00113177 83701.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.092 219.963 0.0105137 0.0010335 84386.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.413 217.577 0.0104358 0.00101794 84944.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.547 214.992 0.0104518 0.00102541 84868.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.887 212.259 0.010489 0.00104828 84739.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.645 209.64 0.0104896 0.0010318 84586.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.7 207.391 0.0104345 0.00102209 84994.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.356 205.144 0.0104029 0.00102422 85300.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.979 203.122 0.010472 0.00102637 84695.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.219 200.506 0.010494 0.00102864 84519 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.924 198.051 0.0105328 0.00102486 84140.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.339 195.658 0.0104514 0.0010372 84977.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.817 192.963 0.010813 0.00137285 84744.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.557 190.764 0.0105735 0.00102712 83801.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.914 189.455 0.0104936 0.00104643 84681.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.948 186.728 0.010484 0.00105162 84814.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.418 184.177 0.0104756 0.00102447 84645.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.105 182.249 0.0103924 0.00101747 85334.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.713 180.119 0.0104102 0.00102352 85227.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.686 178.172 0.0105758 0.00103913 83886.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.418 176.327 0.0105612 0.00102785 83915.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.137 174.289 0.0104568 0.00102233 84795.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.035 171.646 0.0104442 0.00102437 84927.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.018 169.364 0.0104617 0.00102675 84790.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.615 168.002 0.0105499 0.0011046 84698.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.623 165.686 0.0104617 0.00102523 84777.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.676 164.01 0.0104422 0.00102332 84935.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.677 162.128 0.010463 0.00102589 84771.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.318 160.574 0.0104849 0.00102896 84602.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.389 158.163 0.0104972 0.00103125 84513.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.436 156.156 0.0105606 0.00103915 84020.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.927 154.775 0.0104797 0.00103343 84689.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.148 152.227 0.0104793 0.00103363 84695.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.028 150.483 0.0104812 0.00102615 84611.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.123 149.336 0.0104728 0.00104176 84826.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.185 146.867 0.0104445 0.00102485 84928.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.124 145.057 0.0104378 0.00102384 84979.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.114 143.628 0.0104559 0.00102096 84791.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.366 142.35 0.0105065 0.00104323 84537.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.753 140.093 0.0105599 0.00103649 84003.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.874 138.403 0.0106091 0.00103226 83535.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.181 137.034 0.0104553 0.00102713 84852.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.146 135.266 0.0104476 0.00102565 84908.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.5 133.751 0.0105184 0.00102878 84302.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.632 132.086 0.0104848 0.00104131 84714.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.002 130.292 0.0104778 0.00102734 84651.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.224 129.042 0.0104659 0.00102566 84744 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.377 127.673 0.0105078 0.00103059 84413.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.731 126.418 0.010457 0.00102617 84828.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.953 124.244 0.0104071 0.00103589 85368 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.114 122.883 0.0104539 0.0010181 84783.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.711 121.687 0.0104998 0.00103266 84502.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.046 119.575 0.0105004 0.00102661 84443.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.433 118.434 0.0104525 0.00102424 84850.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.706 117.126 0.0105197 0.00104556 84440.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.209 115.768 0.0104734 0.00102412 84662.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.366 113.969 0.0104517 0.00102612 84875.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.016 112.638 0.010502 0.00102759 84437.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.397 111.136 0.0105 0.001027 84450.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.058 111.057 0.0105629 0.00102952 83915.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.583 109.107 0.0105463 0.00102291 84003.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.747 107.386 0.0104477 0.00102339 84887 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.594 105.775 0.0104888 0.00102627 84543.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.271 104.909 0.0104869 0.00103173 84609.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.102 103.294 0.0105125 0.00104612 84509.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.205 101.818 0.010474 0.00104739 84866.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.768 100.744 0.0104827 0.00104609 84776.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.347 99.4738 0.0105012 0.00105418 84682.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.103 98.2546 0.0105153 0.00103257 84363.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.797 97.2978 0.010465 0.0010325 84812.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.68 96.2883 0.0105215 0.00102809 84269.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.271 95.5506 0.0104699 0.00102852 84733.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.772 93.9962 0.0105284 0.00104105 84322.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.46 92.3413 0.0104816 0.00105696 84883.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.22 91.0783 0.0104994 0.00102787 84463.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.035 90.298 0.0104922 0.0010279 84528.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.527 89.1144 0.0104781 0.00102587 84635.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.249 87.9372 0.0104741 0.00102662 84678.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.128 87.1322 0.0104651 0.00102471 84742.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.9143 85.549 0.0105654 0.00103338 83927.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.6438 84.6018 0.0105611 0.00102835 83921.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.5814 83.3015 0.0104633 0.00102628 84772.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.3338 82.414 0.0104479 0.00102387 84889.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.3764 81.5621 0.0104888 0.00104105 84676 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5172 80.568 0.0105005 0.00102747 84450.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.0018 79.3153 0.0105256 0.00103256 84272.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.9516 78.816 0.010536 0.00104061 84251.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8753 78.6115 0.0104774 0.0010277 84659 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.0887 77.4333 0.0104699 0.00102713 84720.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8611 75.5549 0.0104915 0.00102591 84516.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9521 75.1014 0.0105435 0.00102676 84062.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0556 74.0566 0.0104105 0.00101836 85177.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.812 72.9614 0.0104507 0.00106189 85207.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.6379 71.8987 0.0104746 0.00104528 84841.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.653 70.6453 0.0104933 0.00102823 84521.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6457 70.3497 0.0104786 0.00102944 84663.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.7936 68.9712 0.0104824 0.00103032 84637.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.925 68.3542 0.0104454 0.00102606 84931.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7263 67.3877 0.010475 0.00102682 84672.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.8608 66.4316 0.0105545 0.00103521 84040 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0565 65.72 0.0107753 0.00115337 83143.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.2912 64.7475 0.0104812 0.0010349 84689.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2097 63.8893 0.0104248 0.00101893 85053.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.4654 63.406 0.0105321 0.0010488 84358.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.3675 62.9901 0.010492 0.0010297 84546.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.4797 61.6032 0.010503 0.00103094 84458.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.5569 61.227 0.0105099 0.00103413 84426.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.747 59.7578 0.0104527 0.00102627 84867.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.8443 59.3658 0.0104623 0.00102345 84756.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.9586 58.6811 0.010576 0.00112635 84659.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.1622 57.5698 0.0104491 0.0010259 84896.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.3034 57.2079 0.01047 0.0010311 84756 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.6623 56.4145 0.0105192 0.00103286 84332 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.948 55.7739 0.0106091 0.00105137 83701.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.9581 54.9269 0.0105772 0.00105891 84049 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.1275 54.506 0.0105107 0.00103095 84390.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.4853 53.3601 0.0104692 0.00103202 84771.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.668 52.6436 0.0104884 0.00105362 84792.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3208 51.9363 0.0105744 0.00104406 83942.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.4802 50.8448 0.0105628 0.00102767 83900.6 0
: 622 | 61.2563 50.8502 0.0104342 0.000992394 84729.7 1
: 623 Minimum Test error found - save the configuration
: 623 | 60.6822 49.8835 0.0104681 0.00102658 84732 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0625 48.7899 0.0104634 0.00102822 84788.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2267 48.3267 0.0105935 0.00105526 83872.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.5422 48.1876 0.0105105 0.00102918 84376.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1858 47.6408 0.0104806 0.00103024 84653.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2673 46.5574 0.0104646 0.00102692 84766.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4483 46.5302 0.0105024 0.00102644 84424.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.7651 45.5926 0.0104893 0.001028 84555.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2077 44.9037 0.0104966 0.00102061 84424 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6764 44.1359 0.0103931 0.00101687 85321.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.8914 43.9032 0.0107597 0.00104898 82383.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1657 43.0918 0.0105571 0.00104442 84098.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.5001 42.041 0.0105443 0.00106559 84399.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.0742 41.91 0.0104541 0.0010252 84845.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3047 40.9947 0.0104502 0.00102554 84884 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.5524 40.5801 0.0104605 0.00102834 84816.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9884 40.2502 0.0104867 0.00103988 84685 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4432 39.6106 0.0105676 0.0010546 84095.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.8648 38.6625 0.0105283 0.00102609 84191 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4845 38.2279 0.010511 0.00102887 84369.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.7016 38.0242 0.0104493 0.00103113 84941.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.0582 37.3122 0.0105052 0.00103297 84457.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4884 36.5516 0.0105151 0.00104499 84476.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.9954 35.7715 0.0104908 0.0010344 84599 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.429 35.6243 0.0104538 0.00102726 84867.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1298 35.2656 0.010479 0.00102774 84645.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4071 34.5877 0.0105551 0.00104294 84103.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9728 34.3051 0.0104614 0.00102643 84790.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3546 33.2655 0.0105503 0.0010413 84130.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8772 33.0312 0.0104583 0.00102865 84839 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.571 32.5908 0.0105066 0.00103913 84500.2 0
: 654 | 41.8821 33.1956 0.0104334 0.000987603 84693.6 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.7529 32.1319 0.0104604 0.00102463 84784.1 0
: 656 | 41.2955 32.3815 0.0103899 0.000991423 85120.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.6569 30.8143 0.0104437 0.00102539 84941.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7673 30.5944 0.0104748 0.00102719 84677.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.303 29.7697 0.0105089 0.00103352 84429.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.0232 29.5769 0.0105592 0.00103624 84007.8 0
: 661 | 39.022 30.1522 0.0104804 0.000993634 84328.1 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.3198 28.2963 0.0104507 0.00102573 84880.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.8797 28.2927 0.0105129 0.00103151 84375.8 0
: 664 | 37.1557 28.2964 0.0105029 0.000994214 84134 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.8529 27.6487 0.0105224 0.00104975 84454.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2366 27.1298 0.0105311 0.00103708 84263.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6838 26.7496 0.0104608 0.00103418 84865.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.1169 26.0469 0.0104978 0.00103207 84515 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.855 25.5514 0.0104674 0.00102405 84715.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6523 25.295 0.0104036 0.00102164 85270.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0533 25.2901 0.0105369 0.00102866 84137.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6018 24.4914 0.0104827 0.00102983 84630.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.0986 24.3105 0.0105053 0.00102953 84426.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.8363 24.1541 0.0105077 0.0010634 84707.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5466 23.7711 0.0104492 0.00102738 84909.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1268 22.986 0.0104687 0.00102622 84723.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.611 22.937 0.0104506 0.00102728 84895.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.1647 22.1894 0.010481 0.00103065 84653.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6936 21.8263 0.0104582 0.00102772 84831.7 0
: 680 | 30.4453 21.8348 0.0105254 0.00100186 84002 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.0151 21.2575 0.0105322 0.00103202 84209.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.4644 21.0645 0.0105252 0.00103011 84254.3 0
: 683 | 29.3215 21.2035 0.0104607 0.000993332 84501 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.9495 20.6037 0.0105278 0.00104903 84398.9 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4277 20.1589 0.0104812 0.0010297 84642.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0304 19.7787 0.0104786 0.00103414 84705.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7311 19.4538 0.010536 0.00106283 84448.9 0
: 688 | 27.3066 19.6134 0.0105031 0.000999333 84176.9 1
: 689 | 27.3286 19.6146 0.0104565 0.000994653 84549.7 2
: 690 Minimum Test error found - save the configuration
: 690 | 27.059 18.5812 0.0104717 0.00102913 84723 0
: 691 | 26.4118 18.9148 0.0105474 0.000999613 83788.8 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.0152 17.9628 0.0105236 0.0010504 84448.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.5565 17.9134 0.0104614 0.00104265 84937.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2676 17.598 0.0104448 0.00103955 85059.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.798 17.3746 0.0104502 0.00102595 84887.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.6392 17.2632 0.0104615 0.00102658 84791.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2717 16.871 0.0107806 0.00133316 84679 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2127 16.6464 0.0104761 0.00102415 84639.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.7499 16.4561 0.0104782 0.00103095 84680.4 0
: 700 | 23.4575 16.5622 0.0106296 0.00108802 83843.9 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.0573 16.1668 0.0104958 0.00102937 84508.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7192 15.766 0.0105167 0.00102911 84320.4 0
: 703 | 22.532 15.7746 0.0104823 0.000989853 84277.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.1799 14.915 0.0105074 0.00104711 84564.4 0
: 705 | 21.8736 15.1332 0.0104201 0.000993423 84865.2 1
: 706 | 21.6547 15.2081 0.0104314 0.000995363 84781.1 2
: 707 | 21.5017 15.0305 0.0104457 0.000994483 84645.4 3
: 708 Minimum Test error found - save the configuration
: 708 | 21.3038 14.2811 0.0104765 0.00103187 84704 0
: 709 | 20.7428 14.4864 0.0104793 0.000992763 84330.2 1
: 710 | 20.5759 14.5356 0.0105319 0.00104844 84357.8 2
: 711 Minimum Test error found - save the configuration
: 711 | 20.3158 13.6892 0.0105123 0.0010313 84379.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9798 13.2223 0.0104938 0.00102946 84528.2 0
: 713 | 19.9002 13.3812 0.0105301 0.000995123 83901.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.5282 13.0032 0.0105151 0.00105176 84536.5 0
: 715 | 19.1439 13.066 0.0104401 0.000995643 84705.5 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.7545 12.3552 0.0104734 0.0010273 84690.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5053 12.1694 0.0105202 0.00103681 84357.7 0
: 718 | 18.4874 12.2728 0.0104427 0.000993414 84662.4 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.1618 11.87 0.0105778 0.00104949 83960.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.8184 11.6219 0.0106031 0.00103621 83622.1 0
: 721 | 17.5098 12.4388 0.0104381 0.000987263 84648.6 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5136 11.3523 0.0104435 0.00102721 84959.1 0
: 723 | 17.0236 11.5843 0.0104571 0.000990143 84504.7 1
: 724 | 17.1431 11.3558 0.0104494 0.000991253 84583.3 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.7347 11.1737 0.0104928 0.00103688 84603.2 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4328 10.7256 0.0105072 0.00103861 84489.8 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.3078 10.6064 0.0104906 0.0010283 84545.9 0
: 728 | 16.1835 10.6988 0.0104314 0.000992683 84757.1 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.7768 10.3943 0.0105153 0.00102984 84339.5 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.5785 10.3271 0.0105322 0.00102493 84146.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4607 9.84673 0.0105103 0.00102872 84373.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.073 9.65481 0.0105181 0.00103225 84336.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.9903 9.6153 0.0104795 0.00103018 84662.4 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8598 9.40753 0.0105061 0.00103887 84502.4 0
: 735 | 14.4535 9.89701 0.010447 0.000992493 84616 1
: 736 | 14.4478 9.43658 0.0104367 0.000984823 84639.1 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.1824 9.11441 0.0104399 0.0010238 84961.1 0
: 738 | 14.1346 9.12967 0.0103847 0.000987143 85128.8 1
: 739 | 14.1184 9.14364 0.0105004 0.000992263 84138.4 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.1116 9.01634 0.0105531 0.00102548 83966.5 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7726 8.69789 0.0104355 0.00102348 84997.9 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.2743 8.06934 0.0104095 0.00102217 85221.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2243 8.03729 0.0104043 0.00102112 85258.6 0
: 744 | 13.0598 8.05829 0.0104324 0.000991903 84741.4 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.8107 7.71046 0.0104651 0.001028 84771.7 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6732 7.47479 0.0104775 0.00102328 84617.9 0
: 747 | 12.4468 8.53995 0.0104269 0.000993783 84807.2 1
: 748 | 12.2535 7.56942 0.0104332 0.000999833 84805.6 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.1151 6.77701 0.0105069 0.0010297 84413.3 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.0167 6.66551 0.0105404 0.00102992 84117.5 0
: 751 | 11.8895 7.07705 0.0104871 0.00100079 84332.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4653 6.43408 0.0105945 0.00103264 83666.1 0
: 753 | 11.9047 7.10303 0.0104387 0.000995343 84715.4 1
: 754 | 11.8605 6.63239 0.01048 0.000999863 84387.2 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.2575 5.99655 0.0105038 0.0010574 84688.3 0
: 756 | 10.8596 6.29114 0.0104356 0.000993953 84730.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.8633 5.96169 0.0104714 0.00102782 84713.8 0
: 758 | 10.5947 6.45415 0.0105097 0.000992953 84062.7 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.5401 5.80408 0.010607 0.00103598 83585.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.4535 5.11445 0.0106419 0.00103223 83249.7 0
: 761 | 10.3229 5.4335 0.0104465 0.000992653 84621.3 1
: 762 | 10.2202 5.97983 0.0104155 0.000989863 84875.1 2
: 763 Minimum Test error found - save the configuration
: 763 | 10.129 5.05011 0.0104875 0.00102989 84588.2 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.92869 4.90484 0.0104994 0.00104481 84615.2 0
: 765 | 9.76958 5.528 0.0104384 0.000992923 84696.2 1
: 766 | 9.87742 5.02181 0.0104848 0.00101034 84437.3 2
: 767 | 9.53373 5.01557 0.0110321 0.00102138 79914.1 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.36615 4.29572 0.0105167 0.00103215 84347.3 0
: 769 | 9.1825 4.86206 0.0104566 0.000994213 84545.4 1
: 770 | 9.23354 4.39833 0.0105405 0.000994083 83801 2
: 771 | 9.09332 4.49051 0.010462 0.000994822 84502.8 3
: 772 | 9.00446 4.74679 0.0104702 0.000996593 84445.3 4
: 773 Minimum Test error found - save the configuration
: 773 | 8.90706 4.12435 0.0105398 0.00107014 84480.5 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.81975 4.02122 0.0104787 0.00102643 84636.2 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.70024 3.65918 0.0105089 0.00103479 84440.6 0
: 776 | 8.55826 3.71637 0.0104225 0.000995583 84863.5 1
: 777 | 8.49218 4.5767 0.0104583 0.000993883 84527.5 2
: 778 | 8.76849 4.24804 0.01049 0.000994513 84250.2 3
: 779 | 8.23304 3.79265 0.0105695 0.000994803 83553.2 4
: 780 Minimum Test error found - save the configuration
: 780 | 8.06804 3.49142 0.0106144 0.00103184 83484.6 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.05151 3.43819 0.0104949 0.00102885 84512.5 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.78639 3.17144 0.0104862 0.0010257 84561.8 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.73438 3.09694 0.0106453 0.00117845 84505.3 0
: 784 | 7.68728 3.2936 0.0104431 0.000991984 84646 1
: 785 Minimum Test error found - save the configuration
: 785 | 7.67947 3.04163 0.0104918 0.00102886 84540.7 0
: 786 | 7.66728 3.10842 0.010678 0.000999913 82660.9 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.5775 3.03937 0.0105404 0.00103616 84173 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.51321 2.57253 0.0105493 0.00103398 84074.9 0
: 789 | 7.36633 2.99137 0.0104447 0.000987633 84593.2 1
: 790 | 7.40638 3.0692 0.0105088 0.000992613 84067 2
: 791 | 7.36966 2.70136 0.0104465 0.000994863 84641.1 3
: 792 | 7.57759 2.76746 0.0105239 0.000993654 83943.3 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.98599 2.48548 0.0110661 0.00107983 80110.3 0
: 794 | 6.80456 2.48837 0.0105219 0.000996173 83982.9 1
: 795 | 6.84695 2.87184 0.0110126 0.000997723 79881.3 2
: 796 | 6.70315 2.56443 0.0105271 0.000996563 83940.6 3
: 797 Minimum Test error found - save the configuration
: 797 | 6.57561 2.20811 0.01051 0.0010383 84462 0
: 798 | 6.66385 2.725 0.0105368 0.00108363 84627.4 1
: 799 | 6.42338 2.50271 0.0105622 0.000996454 83632 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.45992 2.13039 0.0104914 0.00103512 84599.9 0
: 801 | 6.30358 2.49443 0.0105081 0.00102911 84397.5 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.27063 2.01944 0.0104987 0.00103157 84503 0
: 803 | 6.13381 2.1067 0.0104849 0.000994773 84297.8 1
: 804 | 6.22794 2.13345 0.0104733 0.000993584 84391.1 2
: 805 | 5.96164 2.14324 0.0104031 0.000987214 84963 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.79862 1.94226 0.0104393 0.00102665 84992.3 0
: 807 | 5.72396 2.26587 0.0104528 0.000988433 84528 1
: 808 Minimum Test error found - save the configuration
: 808 | 5.7077 1.93653 0.0105257 0.00103416 84285.5 0
: 809 | 6.05403 3.42862 0.0105414 0.000993883 83791.5 1
: 810 | 5.97056 2.01804 0.0105236 0.000995233 83960 2
: 811 | 5.57978 1.99398 0.0105117 0.00101317 84223.9 3
: 812 | 5.47394 2.12409 0.0106275 0.000994343 83046.5 4
: 813 | 5.66812 2.57674 0.010499 0.00100346 84249.9 5
: 814 | 5.75695 1.9775 0.0103927 0.00100587 85226.1 6
: 815 | 5.50584 2.05345 0.0104042 0.000989544 84973.5 7
: 816 | 5.44224 2.42474 0.0104879 0.000999982 84318.2 8
: 817 | 5.33549 2.22536 0.0106251 0.000995973 83081.4 9
: 818 | 5.32212 2.2871 0.0105466 0.000999093 83791.6 10
: 819 | 5.17901 2.21668 0.0104992 0.000995313 84176.4 11
: 820 | 4.99766 2.06344 0.0104491 0.000993713 84608.2 12
: 821 | 4.887 2.41674 0.0104522 0.000994953 84591.6 13
: 822 Minimum Test error found - save the configuration
: 822 | 4.82561 1.89793 0.0104555 0.00102824 84860.7 0
: 823 | 4.90604 2.38052 0.0104491 0.000984913 84529.5 1
: 824 | 5.10279 2.69113 0.0104252 0.000993003 84815.7 2
: 825 Minimum Test error found - save the configuration
: 825 | 4.84291 1.77627 0.0105126 0.00103007 84365.7 0
: 826 | 4.61368 2.77888 0.0104736 0.000993233 84384.5 1
: 827 | 4.7337 2.26951 0.0104884 0.000993164 84252.5 2
: 828 | 4.5062 2.22918 0.0104441 0.000994974 84664.2 3
: 829 | 4.50322 2.54483 0.0105245 0.000996363 83962.1 4
: 830 | 4.58475 2.61923 0.0105113 0.000994753 84064.3 5
: 831 | 4.37649 2.24392 0.010484 0.000993673 84296.5 6
: 832 | 4.75912 2.15917 0.0104296 0.000995953 84802.5 7
: 833 | 4.5156 2.53412 0.0104626 0.000993883 84488.9 8
: 834 | 4.48025 2.39784 0.0112578 0.000990134 77914.3 9
: 835 | 4.44323 2.12721 0.0106385 0.000996374 82969.4 10
: 836 | 4.31421 1.90807 0.0104799 0.00101085 84485.4 11
: 837 | 4.11505 2.58808 0.0104502 0.000993924 84599.9 12
: 838 | 3.93608 2.72079 0.0105309 0.000994563 83889.9 13
: 839 | 4.11444 3.15963 0.0105427 0.000994443 83784.8 14
: 840 | 4.00454 2.39259 0.0104541 0.00100024 84622 15
: 841 | 3.83391 2.6045 0.0104432 0.000993874 84662.1 16
: 842 | 3.85158 2.97725 0.0104658 0.000995803 84476.9 17
: 843 | 3.88513 2.64578 0.0104775 0.000993353 84351.6 18
: 844 | 4.0752 3.06893 0.0104797 0.000996683 84361.3 19
: 845 | 4.05886 3.1265 0.0105017 0.000996163 84161.1 20
: 846 | 3.78463 3.02683 0.0104726 0.000994343 84403.8 21
:
: Elapsed time for training with 1000 events: 8.87 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: 0.0111 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: 0.817 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= 3.2781e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05428e+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: 0.0398 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: 0.0362 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: 0.00159 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: 0.0949 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: 0.895 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: 0.0217 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00288 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00453 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: 0.00258 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000664 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: 0.0957 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: 0.897 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.662 0.124 5.57 1.59 | 3.230 3.222
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0162 0.155 2.01 1.15 | 3.353 3.337
: 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.