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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.274 sec
: Elapsed time for training with 1000 events: 0.278 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00267 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: 0.000781 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00415 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: 0.000208 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000308 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 = 31535.2
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33077.9 31080.6 0.0103789 0.00106426 85886.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32461 30421 0.0104523 0.00104487 85039.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31666.1 29699.6 0.0106021 0.00107225 83946.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 30872.5 29041 0.0112204 0.00110957 79123.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30118.1 28305.1 0.0108806 0.00116524 82344 0
: 6 Minimum Test error found - save the configuration
: 6 | 29266.8 27351.7 0.0116737 0.00114754 76001.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28483.5 26659.5 0.0113975 0.00113428 77948.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28005 26269.2 0.0107284 0.00106585 82793.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27640.1 25948.2 0.0111235 0.00139459 82228.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27314.3 25656.9 0.0111684 0.00104772 79045.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27021.5 25370.5 0.0105056 0.00105306 84633 0
: 12 Minimum Test error found - save the configuration
: 12 | 26729.1 25104.3 0.0107453 0.00103826 82414.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26455.8 24843.1 0.0106299 0.00104895 83499.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26188 24590.2 0.0106676 0.00106362 83298.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 25927.2 24345 0.011016 0.00104365 80221.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25671.6 24107.6 0.0109303 0.00104577 80934.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25427.4 23869.5 0.0105955 0.00103727 83697.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25180.7 23640.5 0.0106302 0.00104509 83462.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 24942.9 23413.9 0.0104749 0.00102592 84664.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24708.2 23191.1 0.010906 0.00108215 81434.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24475.9 22973.5 0.0110121 0.00107008 80466.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24249.4 22757.7 0.0109696 0.00104957 80644.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24023.3 22547.6 0.0111975 0.00104301 78783.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 23803.7 22338.2 0.0106137 0.00104186 83578.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23587.7 22128.8 0.010644 0.0010563 83440 0
: 26 Minimum Test error found - save the configuration
: 26 | 23370.6 21925.1 0.0109996 0.00106504 80527.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23157.5 21725.1 0.0107216 0.00105065 82722.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 22947.6 21527.6 0.0106236 0.00105796 83632.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22741 21331.5 0.0104322 0.00109742 85701.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22535.8 21138.5 0.0106676 0.00104359 83125.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22334.2 20946.8 0.0106365 0.00106373 83570.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22133.2 20758.6 0.010504 0.00102969 84438.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 21936.6 20570.7 0.0108365 0.00104973 81743 0
: 34 Minimum Test error found - save the configuration
: 34 | 21738.2 20388.9 0.0113996 0.0010508 77303.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21547.3 20204.7 0.0108008 0.0010416 81973.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21356.5 20021 0.0107832 0.00110943 82697.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21164.3 19841.5 0.0108921 0.00105605 81333.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 20976.5 19660.1 0.0120561 0.00121186 73772 0
: 39 Minimum Test error found - save the configuration
: 39 | 20785.1 19487.5 0.0124443 0.00113522 70739.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20605.4 19309.4 0.0115623 0.00114326 76782.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20420.2 19137.7 0.0110952 0.001151 80448.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20238.1 18968.8 0.0114325 0.001103 77448.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20061.2 18799.6 0.0112057 0.00128212 80616.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 19882.3 18633.7 0.0109534 0.00109956 81186.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19706.4 18470.3 0.0108283 0.00133626 84281.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19534.9 18304.9 0.0106684 0.00105676 83232.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19362.7 18140.3 0.0105759 0.00105687 84042.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19191.2 17984.3 0.0106214 0.00107803 83827.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19022 17821.8 0.0110596 0.00109997 80324 0
: 50 Minimum Test error found - save the configuration
: 50 | 18857.6 17660.7 0.0108353 0.00110468 82214.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18686.9 17510 0.0116798 0.00107933 75468.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18524.1 17349.6 0.0109912 0.00113074 81131.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18362.4 17195.3 0.0105442 0.00105065 84268 0
: 54 Minimum Test error found - save the configuration
: 54 | 18197.8 17045.4 0.0112967 0.00109761 78438.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18036.5 16889.1 0.0106578 0.00108616 83580.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 17879 16734.1 0.0110221 0.00113224 80891 0
: 57 Minimum Test error found - save the configuration
: 57 | 17716 16585.4 0.0144453 0.00174857 63008.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17560.4 16434 0.0127399 0.00125517 69657.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17404.4 16284.6 0.0121049 0.00115798 73080 0
: 60 Minimum Test error found - save the configuration
: 60 | 17249.1 16136.7 0.0108889 0.00112014 81893.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17094 15992.8 0.0106735 0.00107046 83307.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 16944.3 15846.2 0.0109112 0.00112539 81750.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 16794 15709.3 0.0116552 0.00145596 78437.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16641.5 15559 0.0112186 0.00114857 79443.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16491.4 15417.1 0.0108304 0.00107336 81992.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16342.7 15278.4 0.0109204 0.00111498 81587.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16197.3 15137.2 0.0108162 0.00110648 82391.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16050.5 14999.9 0.0136222 0.00115894 64188.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 15904.4 14864.9 0.0114724 0.00117332 77676.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15763.2 14728.5 0.0111013 0.00107095 79758.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15622.4 14592.3 0.0112318 0.00107336 78751.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15478.7 14462.1 0.0115178 0.00111452 76898.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15340.9 14331 0.0108257 0.00107818 82071.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15203.2 14200.9 0.0108853 0.00119156 82527.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15068.1 14069.2 0.0106675 0.00108075 83448.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 14930.3 13943.6 0.0109569 0.00109413 81112.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 14798.3 13814.5 0.0107688 0.00107392 82517.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14663.2 13689.8 0.0114778 0.0014386 79687.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14531.9 13565.6 0.0116318 0.00109053 75892.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14400.5 13444 0.0130776 0.00162517 69854 0
: 81 Minimum Test error found - save the configuration
: 81 | 14273.1 13319.6 0.0135505 0.00123005 64933 0
: 82 Minimum Test error found - save the configuration
: 82 | 14143.2 13199.2 0.0126681 0.00172755 73122.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14016.7 13078.8 0.0131557 0.00115119 66641.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 13891.7 12958.2 0.0108117 0.00106748 82100 0
: 85 Minimum Test error found - save the configuration
: 85 | 13763.4 12843.7 0.0117278 0.0010593 74987.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13642.7 12725.6 0.0105613 0.0010523 84130.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13519.2 12609.9 0.0106097 0.00107945 83943.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13397.1 12496.2 0.0106338 0.0010696 83645.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13277.2 12382.6 0.0110861 0.00107818 79936.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13156.4 12272.2 0.010749 0.00106924 82646.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13039.2 12160.7 0.0107517 0.00107805 82698.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 12922.3 12049.6 0.0105847 0.00105163 83918.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12805.1 11940.8 0.0106459 0.00106152 83468.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12690.4 11832 0.0105718 0.00105776 84085.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12575.4 11725.1 0.010732 0.00107772 82864.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12462.6 11618.9 0.0106889 0.00106451 83122 0
: 97 Minimum Test error found - save the configuration
: 97 | 12349.7 11514 0.0113245 0.00125842 79474.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12240.1 11407.7 0.0128884 0.00127575 68890.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12128 11305.1 0.0119837 0.0011504 73846.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12019.7 11201.8 0.0112296 0.00113853 79277.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 11910.1 11101.2 0.012192 0.0014277 74319.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11804.1 10998.9 0.0128879 0.00146635 70042.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11695.9 10900.7 0.0127607 0.00124056 69443.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11591.9 10801 0.012671 0.00149989 71613.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11487.1 10701.9 0.0141288 0.00160513 63879 0
: 106 Minimum Test error found - save the configuration
: 106 | 11381 10607.3 0.0158539 0.00179227 56892.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11280.3 10510.9 0.0132725 0.00174316 69388.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11178 10416 0.0149876 0.00150704 59344.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11077.8 10319.5 0.0134796 0.00149135 66731.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 10976.6 10226.4 0.0137072 0.0012031 63979.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 10878.1 10132.5 0.0135666 0.00115275 64444.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10779.6 10039.3 0.0119705 0.00119629 74251.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10681.7 9948.16 0.0112251 0.00109636 78982.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10584.7 9857.87 0.0116831 0.00110066 75597.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10489.5 9767.55 0.0132936 0.00117875 66034.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10394 9677.99 0.0134125 0.00143361 66784.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10299.8 9589.88 0.0134008 0.00168641 68292.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10207.7 9501.46 0.0154086 0.0012044 56321.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10112.9 9415.95 0.0121238 0.00111326 72657.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10021.3 9331.56 0.0106264 0.00106432 83664.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 9931.36 9246.62 0.0106865 0.00107293 83215.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9841.65 9161.57 0.0126699 0.00143493 71206.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9751.27 9079.3 0.014484 0.0017547 62847.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9663.36 8996.16 0.0162407 0.00147128 54166.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9575.84 8912.24 0.0124881 0.00119744 70855.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9488.78 8830.43 0.0118716 0.00134847 76022.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9402.24 8749.71 0.0114745 0.00120312 77886.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9315.41 8671.39 0.0116555 0.00119258 76460.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9232.43 8590.77 0.0123504 0.00170456 75146.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9147.49 8513.35 0.0158906 0.00171411 56431.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9064.52 8435.06 0.0164802 0.00170235 54135.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 8982.02 8358.34 0.0163409 0.0013587 53396.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 8901.07 8280.76 0.0112002 0.00111744 79343.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8819.39 8204.16 0.0114192 0.00110373 77553.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8738.24 8129.78 0.0110143 0.00108362 80558.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8659.6 8055.31 0.0110767 0.00113233 80447.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8579.56 7981.3 0.0111252 0.00109209 79735.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8501.59 7908.84 0.0129004 0.00136363 69343.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8425 7835.39 0.0141173 0.0017342 64604.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8346.14 7765.35 0.0126943 0.00140395 70856.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8271.92 7692.69 0.0145737 0.00140466 60748.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8197.14 7619.76 0.0139805 0.00164106 64832.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8119.8 7551.43 0.0133059 0.00179631 69507.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8047.23 7480.94 0.0121014 0.00117489 73216.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 7972.93 7412.72 0.0115113 0.00111863 76977.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 7900.16 7344.33 0.0125559 0.00166558 73459.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7828.6 7275.95 0.0128887 0.00109924 67857.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7756.24 7209.84 0.0109683 0.00109306 81011 0
: 149 Minimum Test error found - save the configuration
: 149 | 7685.4 7142.69 0.0109622 0.00115848 81601.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7615.33 7076.03 0.0108924 0.00108978 81610.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7545.35 7010.76 0.0110666 0.00111452 80385 0
: 152 Minimum Test error found - save the configuration
: 152 | 7475.74 6947.04 0.0109572 0.00110611 81209.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7407.53 6882.7 0.0109627 0.00109456 81068.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7340.26 6818.98 0.01118 0.00111624 79492.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7271.76 6757.18 0.0160556 0.0018441 56292.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7207.25 6693.27 0.013955 0.00163165 64917.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7140.5 6630.16 0.0138826 0.00119363 63047 0
: 158 Minimum Test error found - save the configuration
: 158 | 7073.32 6570.6 0.0126104 0.0013181 70844.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7010.75 6507.45 0.0112741 0.00111199 78723.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 6944.86 6447.12 0.0117295 0.00118858 75895 0
: 161 Minimum Test error found - save the configuration
: 161 | 6881.8 6388.12 0.0113381 0.00120521 78950.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6817.72 6329.98 0.0111222 0.00109567 79788.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6755.79 6270.76 0.0107265 0.00106668 82817.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6693.27 6212.95 0.0109299 0.00130431 83112 0
: 165 Minimum Test error found - save the configuration
: 165 | 6632.9 6154.93 0.0110782 0.00139786 82641.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6571.97 6095.81 0.0130607 0.001116 66975.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6510.26 6040.12 0.0108829 0.00107521 81568.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6451.31 5982.74 0.0106588 0.00106693 83404.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6391.82 5927.76 0.0105965 0.00105741 83865.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6332.49 5872.5 0.0106526 0.00110081 83754.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6274.7 5817.53 0.0106775 0.00106966 83265.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6216.91 5762.97 0.0107104 0.00108792 83139 0
: 173 Minimum Test error found - save the configuration
: 173 | 6158.93 5709.77 0.0108869 0.0011049 81782.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6102.73 5656.65 0.0111921 0.00117201 79839.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6046.51 5603.37 0.0110528 0.00120628 81247.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 5991.13 5551.75 0.0122536 0.00120455 72404.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 5935.44 5499.24 0.0111331 0.00115352 80164.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5880.41 5449.37 0.0108704 0.00110681 81937.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5826.39 5398.35 0.0112696 0.00134811 80632.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5773.19 5347.51 0.0110594 0.00112987 80567.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5719.18 5299.03 0.0108227 0.00108646 82166.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5667.72 5247.19 0.0120819 0.00169547 77023.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5614.93 5197.85 0.0130427 0.00115033 67270.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5562.18 5150.19 0.0115345 0.00114859 77027.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5511.59 5101.76 0.0116762 0.00115773 76056.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5460.41 5053.6 0.0125008 0.00180414 74789.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5409.95 5007.01 0.0150191 0.00119123 57854.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5359.76 4960.38 0.0110145 0.00110257 80710.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5310.94 4913.35 0.011024 0.00109287 80554.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5261.39 4868.03 0.0109311 0.00126786 82787.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5212.16 4823.27 0.0110984 0.0011499 80413.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5165.17 4778.52 0.0128145 0.00130292 69495.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5116.69 4734 0.0125988 0.00123343 70389.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5069.92 4689.09 0.0112912 0.00110922 78570.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5023.5 4644.58 0.0108302 0.00109404 82168 0
: 196 Minimum Test error found - save the configuration
: 196 | 4976.11 4601.96 0.0110797 0.00114832 80552.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 4930.55 4558.69 0.0110254 0.00109275 80542.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4884.62 4516.97 0.0109569 0.00109436 81115.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4840.84 4473.17 0.0112371 0.0011278 79134.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4794.1 4433.49 0.0109752 0.00109392 80961.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4751.93 4391.89 0.0111029 0.00115068 80384.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4707.29 4349.9 0.0108787 0.00109461 81765.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4663.53 4310.3 0.011588 0.00128808 77670.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4621.33 4268.51 0.0113633 0.00119276 78658.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4578.4 4229.28 0.0116538 0.00123484 76782.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4535.85 4189.81 0.0123526 0.00120768 71781.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4494.31 4150.32 0.012618 0.00181655 74063.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4452.98 4111.37 0.0169972 0.00184298 52790.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4411.53 4073.35 0.0140945 0.00125972 62330.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4371.36 4034.96 0.0111057 0.00122651 80978 0
: 211 Minimum Test error found - save the configuration
: 211 | 4330.51 3999 0.0128832 0.00117542 68330.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4292.1 3959.83 0.0138664 0.00172358 65882.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4251.65 3923.27 0.0147282 0.00185364 62137.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4212.3 3887.14 0.016952 0.00184516 52956 0
: 215 Minimum Test error found - save the configuration
: 215 | 4174.08 3851.12 0.0149368 0.00184399 61102.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4136.08 3814.59 0.0136457 0.00110287 63781.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4097.42 3780.02 0.0107067 0.00107719 83077.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4060.66 3744.1 0.0107272 0.00106979 82837.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4023.88 3707.85 0.0107132 0.00106949 82956 0
: 220 Minimum Test error found - save the configuration
: 220 | 3985.43 3674.92 0.0107175 0.00107065 82928.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 3950.17 3639.87 0.0107021 0.00107001 83055.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3913.42 3606.45 0.014881 0.00179582 61137.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3877.71 3572.5 0.0162957 0.00177861 55107.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3842.41 3539.43 0.0162654 0.00178702 55254.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3807.2 3506.72 0.0162429 0.0017825 55323.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3773.87 3472.66 0.016257 0.0017546 55163.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3738.16 3439.89 0.0153374 0.00116419 56444.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3703.16 3409.61 0.0110971 0.00113204 80280.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3670.58 3377.62 0.0109671 0.00110327 81104.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3637.07 3346.2 0.0111842 0.00123248 80388.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3604.26 3315.04 0.0111353 0.00111904 79870 0
: 232 Minimum Test error found - save the configuration
: 232 | 3571.14 3283.69 0.0119451 0.00110486 73799.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3538.46 3253.22 0.0110163 0.00112767 80901.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3506.4 3222.75 0.0125856 0.00173992 73762.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3474.31 3193.52 0.0109564 0.00108313 81027.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3442.64 3164.22 0.0107294 0.00107441 82858.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3412.18 3133.78 0.0111561 0.00112042 79715.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3380.13 3105.3 0.0110658 0.00115556 80724.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3350.31 3075.92 0.0109214 0.00109016 81373.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3319.49 3047.27 0.0114168 0.00116682 78049.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3288.86 3019.77 0.0119061 0.00110727 74081.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3259.76 2990.69 0.0112642 0.00110903 78777.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3229.61 2963.1 0.0117866 0.00111804 74986.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3200.4 2935.45 0.0111608 0.00121821 80462.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3171.29 2908.3 0.0112384 0.00120391 79724.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3142.07 2882.24 0.011063 0.001115 80418.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3114.98 2854.14 0.0109376 0.00112091 81493.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3085.39 2828.36 0.0108909 0.00111493 81833.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3057.67 2801.77 0.0115922 0.00164507 80424.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3029.99 2775.49 0.011478 0.00121678 77963.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3002.11 2750.2 0.0116327 0.00117562 76503 0
: 252 Minimum Test error found - save the configuration
: 252 | 2975.37 2724.26 0.0114326 0.00113332 77675.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 2948.06 2700.1 0.0110783 0.00116719 80717.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2921.41 2674.77 0.0111052 0.00112593 80165.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2895.47 2649 0.0112079 0.00124295 80281.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2868.59 2624.55 0.01124 0.00112801 79113.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2842.36 2600.29 0.0118692 0.00118763 74895.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2816.78 2576.12 0.0115431 0.00151088 79742.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2791.58 2552.32 0.0110101 0.00109742 80704.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2765.95 2528.4 0.0111721 0.00110227 79445.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2740.94 2505.04 0.0111326 0.00110802 79803.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2715.67 2482.76 0.0109532 0.00116368 81719.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2691.52 2459.89 0.0110627 0.00114691 80679.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2667.11 2437.16 0.0111668 0.00114594 79833.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2643.16 2414.34 0.0111353 0.00109633 79689.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2619.09 2392.19 0.0111591 0.00109528 79492.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2595 2370.94 0.0107241 0.00107269 82889.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2571.92 2349.39 0.0107186 0.00107281 82937.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2548.6 2327.43 0.0108926 0.00109156 81624.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2526.04 2304.74 0.0107363 0.00107543 82808 0
: 271 Minimum Test error found - save the configuration
: 271 | 2502.23 2283.68 0.0107531 0.00108483 82744.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2479.65 2262.73 0.0109344 0.00117761 81994.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2456.9 2242.16 0.010836 0.00108978 82083.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2434.89 2221.6 0.0108182 0.00109031 82237.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2412.74 2200.87 0.0110574 0.00127932 81815.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2390.43 2181.26 0.0112069 0.0011058 79199.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2368.91 2160.84 0.011109 0.00112929 80162.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2347.51 2141.53 0.0112158 0.00133208 80941.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2325.74 2121.46 0.0112595 0.00114859 79122.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2304.49 2102.35 0.01119 0.00113394 79553.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2283.7 2082.32 0.0114599 0.0011135 77321.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2262.5 2063.87 0.0108983 0.00113761 81961.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2242.25 2044.36 0.0111824 0.00114004 79662.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2220.91 2026.16 0.011033 0.00110904 80613 0
: 285 Minimum Test error found - save the configuration
: 285 | 2200.94 2007.4 0.0110586 0.00112039 80497.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2181 1989.1 0.0112264 0.00110148 79012.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2160.33 1970.81 0.0112898 0.0010968 78485.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2140.51 1953.05 0.0111805 0.00114381 79707.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2121.42 1934.49 0.0120454 0.00113561 73328.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2101.53 1917.89 0.0110024 0.00111166 80883.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2082.43 1899.82 0.011261 0.00119314 79461.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2063.28 1881.15 0.0114256 0.00110526 77516.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2043.92 1863.51 0.0111965 0.00114856 79618 0
: 294 Minimum Test error found - save the configuration
: 294 | 2024.68 1846.89 0.011235 0.00111435 79046.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2005.42 1830.65 0.0110187 0.00111115 80746.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 1987.7 1813.77 0.0113428 0.00112161 78268.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 1969.16 1797.49 0.0109825 0.00111053 81037.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1950.68 1780.58 0.0119898 0.00111244 73547 0
: 299 Minimum Test error found - save the configuration
: 299 | 1932.55 1764.37 0.0114235 0.00110334 77518.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1914.57 1748.11 0.0112534 0.0011753 79380.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1896.75 1731.81 0.0123484 0.00124008 72018.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1878.5 1716.96 0.0114593 0.00115505 77638.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1861.6 1700.75 0.0117681 0.00126322 76155 0
: 304 Minimum Test error found - save the configuration
: 304 | 1844.15 1684.87 0.0125983 0.00157433 72568.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1826.63 1669.63 0.0138384 0.00152257 64957.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1809.35 1654.69 0.0138036 0.00173812 66305 0
: 307 Minimum Test error found - save the configuration
: 307 | 1792.65 1639.46 0.0119845 0.00114296 73790 0
: 308 Minimum Test error found - save the configuration
: 308 | 1775.54 1624.83 0.0117054 0.00114385 75746.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1759.15 1609.66 0.011418 0.0011178 77668.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1742.39 1595.2 0.0113717 0.0012908 79357.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1726.52 1580.17 0.012026 0.0011558 73595.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1709.55 1565.56 0.0114279 0.00127825 78820.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1693.41 1551.84 0.0111031 0.00110959 80051.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1677.84 1536.95 0.0112815 0.00120189 79368.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1661.41 1523.21 0.0109719 0.00109703 81014 0
: 316 Minimum Test error found - save the configuration
: 316 | 1646.05 1508.97 0.0111094 0.00113799 80229.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1629.57 1495.8 0.0114186 0.00115485 77944.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1614.79 1481.54 0.0112199 0.00109924 79046.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1598.93 1468.91 0.0109009 0.0010966 81597.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1584.31 1455 0.0109194 0.00114233 81823.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1568.66 1441.6 0.0111966 0.00112613 79440.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1554.23 1428.64 0.0110034 0.00110837 80848.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1539.6 1414.92 0.0109114 0.00109893 81528.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1524.57 1401.15 0.0109296 0.00113698 81694.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1509.12 1389.04 0.0110656 0.00109611 80245.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1495.2 1376.46 0.0110765 0.00112565 80395.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1481.06 1363.42 0.0109986 0.00110482 80858.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1466.52 1350.89 0.0111052 0.00123244 81031.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1453.12 1337.93 0.0110335 0.00110037 80538.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1438.75 1325.5 0.011345 0.00114631 78441.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1424.71 1313.68 0.012947 0.00124746 68378.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1411.54 1301.86 0.0114675 0.0011025 77182.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1397.58 1289.21 0.0110803 0.00110954 80234.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1384.19 1276.86 0.0110436 0.00109645 80424.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1370.41 1265.61 0.0111699 0.00114005 79761.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1357.53 1253.83 0.0110464 0.00118591 81131.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1344.8 1241.71 0.0121822 0.00131045 73585.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1331.29 1230.42 0.0117467 0.00113439 75384.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1318.65 1218.89 0.012324 0.00111049 71342.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1305.83 1207.79 0.0110006 0.00115099 81221.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1293.24 1196.49 0.0122756 0.00116069 71975.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1281.08 1184.99 0.0111875 0.00112191 79479 0
: 343 Minimum Test error found - save the configuration
: 343 | 1268.08 1174.56 0.0115323 0.00118172 77290.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1256.33 1163.18 0.0143347 0.00178844 63763.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1244.48 1151.61 0.0116777 0.00109339 75583.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1231.47 1141.49 0.0110326 0.00111863 80694.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1220.13 1130.81 0.0111395 0.00111617 79814.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1208.25 1119.71 0.0114126 0.00120707 78388.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1196.34 1109.4 0.0119421 0.00125288 74841.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1184.68 1099.02 0.0114775 0.00114794 77447.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1173.44 1088.91 0.0112335 0.00112867 79170 0
: 352 Minimum Test error found - save the configuration
: 352 | 1162.09 1078.53 0.0108712 0.00110823 81941.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1150.49 1068.94 0.0110628 0.00111523 80421.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1139.64 1058.07 0.0109321 0.00108409 81234.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1128.17 1048.32 0.0108701 0.00109706 81857.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1117.34 1038.64 0.0108853 0.00112606 81973.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1106.25 1029.04 0.0110743 0.00109705 80182.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1096.17 1018.61 0.011038 0.00108803 80402.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1084.85 1009.44 0.0110121 0.00113334 80981.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1074.59 999.886 0.0108726 0.00107811 81678.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1064.19 989.731 0.0111043 0.0011004 79969.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1053.4 980.559 0.0112123 0.00112842 79334.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1043.31 970.899 0.0114697 0.00123321 78151.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1032.95 961.796 0.0127661 0.00127778 69636 0
: 365 Minimum Test error found - save the configuration
: 365 | 1023.22 952.15 0.0112889 0.00113866 78815.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1012.61 943.63 0.0112574 0.00111595 78884.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1002.97 934.414 0.0111719 0.00110282 79451.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 993.061 925.816 0.0113821 0.00134999 79744.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 983.249 917.045 0.0121545 0.00110329 72390.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 974.033 907.726 0.011213 0.00118964 79813.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 963.877 899.336 0.0112943 0.00111392 78582.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 954.821 890.507 0.0113335 0.00118908 78860.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 945.365 882.114 0.0110988 0.00112809 80234.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 935.945 873.753 0.0110914 0.00116362 80581.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 927.159 864.814 0.011729 0.00118565 75876.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 917.813 856.796 0.0112685 0.00114037 78987.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 908.932 848.327 0.0109137 0.00109157 81448.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 899.768 840.081 0.0119791 0.00114526 73843 0
: 379 Minimum Test error found - save the configuration
: 379 | 891.03 832.142 0.0127561 0.00113404 68834.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 882.23 823.561 0.0108698 0.00108589 81766.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 873.125 815.895 0.0108416 0.00108946 82033.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 864.895 807.377 0.0108596 0.00112373 82170.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 856.252 799.27 0.0109192 0.00115798 81957.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 847.238 791.633 0.0116075 0.00123925 77158.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 838.956 783.889 0.0111617 0.00117052 80070.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 830.561 776.057 0.0117527 0.00109689 75076.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 822.412 769.092 0.0114265 0.00127647 78817.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 814.639 761.794 0.01088 0.00109191 81731.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 806.231 753.613 0.0108183 0.00108501 82192.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 798.502 746.508 0.0118614 0.00111817 74465.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 790.45 738.149 0.0110378 0.00112007 80663.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 782.17 731.516 0.0111521 0.00113778 79885.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 774.29 724.068 0.0109868 0.00111248 81018.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 766.933 716.505 0.011465 0.00114207 77497.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 758.912 709.24 0.0115046 0.00108127 76751 0
: 396 Minimum Test error found - save the configuration
: 396 | 751.102 702.439 0.0121266 0.00180401 77499.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 743.542 695.929 0.0117896 0.00110067 74844 0
: 398 Minimum Test error found - save the configuration
: 398 | 736.434 688.554 0.0112586 0.00110556 78794.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 728.846 681.483 0.010855 0.00108753 81904.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 721.45 674.555 0.010769 0.00107419 82518 0
: 401 Minimum Test error found - save the configuration
: 401 | 714.249 667.309 0.010797 0.00108017 82331.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 706.852 660.889 0.0108079 0.0010891 82314.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 700.067 654.037 0.0108183 0.00108154 82162.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 692.876 647.601 0.010984 0.00110649 80992.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 686.114 641.398 0.0109088 0.00112611 81777.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 679.076 634.03 0.0112703 0.00109148 78594.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 672.115 628.225 0.0110355 0.00111156 80613.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 665.131 621.079 0.0111666 0.0011178 79611.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 658.182 615.148 0.0110891 0.00113995 80408.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 651.512 608.745 0.0109571 0.00111006 81243 0
: 411 Minimum Test error found - save the configuration
: 411 | 645 602.32 0.0109361 0.00108885 81241 0
: 412 Minimum Test error found - save the configuration
: 412 | 638.506 596.211 0.0109878 0.00106586 80629.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 631.885 590.176 0.0110918 0.00106985 79824.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 625.397 584.772 0.0110573 0.00111087 80430.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 619.233 577.749 0.0108079 0.00107467 82192.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 612.575 571.769 0.0110378 0.00114363 80855.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 606.326 566.087 0.0113132 0.00110541 78371.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 600.255 560.693 0.0110174 0.00108041 80506.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 594.128 554.56 0.0112048 0.00113106 79414.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 588.217 548.181 0.0111053 0.00112973 80195.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 581.944 542.381 0.0109234 0.00111009 81521.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 575.953 536.817 0.0112504 0.00109382 78766.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 569.872 531.651 0.0110468 0.00107299 80210 0
: 424 Minimum Test error found - save the configuration
: 424 | 564.325 525.38 0.0108427 0.0011035 82142.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 558.349 520.72 0.0109603 0.00108196 80985 0
: 426 Minimum Test error found - save the configuration
: 426 | 552.416 514.646 0.0109029 0.00111228 81710.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 547.028 509.135 0.0112627 0.00108433 78597.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 540.994 503.652 0.0109931 0.00107571 80666 0
: 429 Minimum Test error found - save the configuration
: 429 | 535.23 498.306 0.0109535 0.00111439 81308.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 530.027 492.974 0.0111763 0.00110841 79460.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 524.423 487.92 0.0111817 0.00113183 79603.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 518.908 482.688 0.0109858 0.00108505 80801.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 513.53 477.968 0.0124378 0.001086 70473.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 508.481 472.229 0.0107573 0.00106377 82529 0
: 435 Minimum Test error found - save the configuration
: 435 | 502.852 467.119 0.0110843 0.00109798 80109.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 497.508 462.291 0.0108977 0.00107424 81437.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 492.541 457.099 0.0111471 0.00108113 79475.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 487.363 452.49 0.011565 0.00115184 76825.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 482.159 447.519 0.0110874 0.00110992 80180.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 477.285 442.74 0.0109915 0.00112256 81062.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 472.395 439.041 0.0113867 0.00110644 77819.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 467.627 433.542 0.0113821 0.00112494 77994.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 462.322 428.863 0.0109751 0.00109252 80950.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 457.732 424.365 0.01129 0.0011528 78917.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 452.998 419.4 0.0113358 0.00117095 78702.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 448.379 414.303 0.0112029 0.00112937 79416.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 443.36 410.376 0.0111247 0.00113421 80076.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.016 405.766 0.0110256 0.0010843 80472.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 434.641 401.334 0.0110453 0.0010915 80371.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 429.794 396.485 0.0111119 0.00108941 79820.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 424.748 392.536 0.0110807 0.00110547 80198.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 420.781 388.047 0.0111918 0.00114331 79614.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 416.148 384.403 0.0112925 0.0011455 78840.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 411.843 379.715 0.0110194 0.00112323 80839.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 407.791 375.127 0.0113388 0.00116075 78600.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 402.971 371.35 0.0111489 0.00116429 80123.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 398.776 367.523 0.0112561 0.00114515 79122.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 394.713 363.372 0.0111127 0.00120467 80742.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 390.886 358.901 0.0113222 0.00111158 78350.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 386.713 354.684 0.0128669 0.00160676 71047.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 382.08 351.324 0.0114761 0.0011325 77342.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 378.246 347.107 0.0110536 0.00114061 80702.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 374.178 343.258 0.0119852 0.00116763 73953.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 370.149 339.419 0.0119414 0.00115443 74163.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 366.539 335.975 0.0109975 0.00117308 81429.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 362.832 332.104 0.0111059 0.00109389 79904.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 358.834 328.859 0.0109389 0.0010845 81182.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.232 324.39 0.0130961 0.00146392 68774.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 351.219 320.354 0.0150357 0.00140182 58677.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 347.427 317.428 0.0115443 0.0014435 79201.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 343.936 313.86 0.01199 0.0011786 73996 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.08 310.356 0.0110466 0.0011019 80444.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 336.239 306.358 0.0109915 0.00110354 80906.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 332.574 303.232 0.0109012 0.00107618 81425.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.322 299.342 0.0109152 0.00108016 81342 0
: 476 Minimum Test error found - save the configuration
: 476 | 325.68 295.753 0.0118746 0.00109788 74234.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.091 292.621 0.0112409 0.0010905 78814.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 318.601 289.909 0.0111578 0.00121515 80461.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.196 286.401 0.011296 0.00115888 78918.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 311.696 282.898 0.0117737 0.00113503 75197.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 308.377 279.561 0.0110967 0.00112137 80197.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.091 276.56 0.0112806 0.0011511 78977.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 301.661 273.529 0.0114881 0.00114458 77343.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.485 270.462 0.0114181 0.00112124 77693.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.414 268.13 0.0114951 0.00111295 77055.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.086 264.568 0.0111766 0.00109343 79339.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.018 260.923 0.0112007 0.00121842 80142.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 285.869 257.806 0.011385 0.00114217 78103.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 282.635 255.152 0.0121115 0.00115767 73034 0
: 490 Minimum Test error found - save the configuration
: 490 | 279.675 251.81 0.0110971 0.00114944 80421.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.454 249.166 0.0109413 0.00110622 81341.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 273.698 246.626 0.0116224 0.00111695 76150.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 270.807 243.731 0.0118457 0.00166694 78595.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.02 240.76 0.0120738 0.00109241 72850.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 264.946 238.265 0.0108633 0.00107733 81749.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 261.984 234.939 0.011057 0.00111985 80505.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.122 232.37 0.0108806 0.0010934 81739.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.673 229.751 0.0110984 0.00110818 80078.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.312 227.386 0.0107055 0.00106394 82973.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.509 224.252 0.0107687 0.00113414 83034.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 247.62 221.785 0.0109795 0.00108918 80887 0
: 502 Minimum Test error found - save the configuration
: 502 | 244.842 219.19 0.0107265 0.00106985 82844.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.273 216.764 0.010717 0.00106975 82925.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 239.756 213.745 0.0106742 0.00106546 83257.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.148 211.305 0.0107424 0.00106861 82697.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.625 209.364 0.0110192 0.00111392 80764.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.03 207.592 0.0107751 0.00107589 82480.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.637 204.088 0.0107638 0.00107676 82584.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.724 201.87 0.0106649 0.00106373 83323.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.148 199.378 0.0107878 0.00110849 82650.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.638 197.398 0.0108554 0.00110503 82048 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.417 194.977 0.0108037 0.00108299 82298.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.162 192.739 0.0107221 0.00106993 82883.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.457 190.54 0.0106496 0.00106206 83441.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.48 188.26 0.0108294 0.00109549 82186.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 209.806 185.796 0.0109447 0.00108827 81165.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.937 184.296 0.0110075 0.00108799 80649 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.409 181.558 0.0107401 0.00106553 82691.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.932 179.595 0.0107449 0.00107304 82714 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.742 177.616 0.0107911 0.00107232 82314.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.095 175.301 0.0106827 0.00106067 83142.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.848 173.087 0.0106739 0.00105987 83212.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.131 171.013 0.0106914 0.00106667 83119.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 191.943 169.024 0.0107683 0.00107048 82492.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.652 166.842 0.0107644 0.00107677 82579.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.41 165.094 0.0106949 0.00106537 83077.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.493 163.055 0.0107242 0.00106949 82861.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.348 161.161 0.0115052 0.00108004 76737.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.312 159.751 0.011004 0.00107292 80554.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.069 157.117 0.0109425 0.00108772 81178.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.259 155.14 0.010943 0.00110897 81350.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 174.996 153.511 0.0112882 0.00110217 78538.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.154 151.613 0.0108894 0.00110172 81735.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.216 150.131 0.0113095 0.00114671 78718.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.375 147.99 0.0112833 0.00115853 79014 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.201 146.06 0.0111622 0.00110097 79513 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.443 145.184 0.0112629 0.00110252 78737.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.367 143.11 0.0110518 0.00111535 80511.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.631 141.175 0.0115735 0.00121912 77261.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.878 139.799 0.0115695 0.00119308 77097.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.554 137.684 0.0111882 0.00110186 79315.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.83 136.106 0.0113843 0.00112517 77979.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.38 135.578 0.0112669 0.00111789 78825.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.678 132.821 0.0119322 0.0011169 73969.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.534 131.496 0.0109457 0.00108892 81162.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.728 129.958 0.0109022 0.00109458 81569.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 146.825 128.317 0.0112167 0.00122569 80072.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.399 127.032 0.0117555 0.0011005 75082 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.49 125.06 0.0109641 0.00112411 81301.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.841 123.715 0.0110077 0.00114667 81127.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.243 121.961 0.0110277 0.00113646 80880 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.508 120.584 0.0109568 0.0010908 81086.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 136.972 119.422 0.011027 0.00111176 80683.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.308 117.76 0.0110606 0.00109668 80289.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.806 116.759 0.011411 0.00112529 77778.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.304 114.93 0.0116701 0.00114256 75990.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.387 113.029 0.012103 0.00151278 75541.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.182 111.85 0.0122726 0.00114262 71877.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.412 110.433 0.0130468 0.00118738 67457.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.875 109.238 0.0121401 0.00118484 73024.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.42 107.697 0.0114446 0.00114219 77652 0
: 562 | 122.956 107.81 0.0115119 0.00136056 78807.4 1
: 563 Minimum Test error found - save the configuration
: 563 | 121.697 105.345 0.0117332 0.00124624 76285 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.095 104.247 0.0115773 0.00118415 76973.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.927 103.301 0.0115343 0.00114682 77015.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.402 101.259 0.0112038 0.00119315 79914.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.915 99.8769 0.0112728 0.00114109 78959.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.306 98.9482 0.0117244 0.00115308 75676.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.157 98.4778 0.0119355 0.00118227 74396.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.866 96.1743 0.011642 0.00124492 76944.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.329 95.5574 0.012228 0.00114228 72165 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.084 94.1873 0.0112797 0.00112325 78767.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.917 92.6221 0.0110117 0.00114925 81115.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.382 91.5354 0.0114059 0.00122217 78556.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.101 90.6467 0.0108641 0.00110711 81992.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.811 89.284 0.0128506 0.00162549 71268.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.716 88.4058 0.0135476 0.00112952 64422.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.409 87.0851 0.01164 0.00117842 76470.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.333 85.818 0.0114031 0.0011557 78068.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.12 84.4977 0.011672 0.00126719 76887.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.9378 83.8062 0.0113842 0.00116096 78252.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.8078 82.7312 0.0111537 0.0011279 79793.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.5492 81.5408 0.0109894 0.00109447 80849.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.5262 80.6489 0.0110579 0.0010956 80303.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.5373 79.8229 0.0145215 0.00113837 59776.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.1412 78.4153 0.0111754 0.00111642 79530.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.0881 77.3204 0.0116205 0.00118303 76647.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.1443 76.3418 0.0114286 0.00118018 78060.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.0257 75.6143 0.0111505 0.0011293 79831.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.1368 75.0738 0.0110743 0.00111506 80327.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.9569 73.6309 0.0110385 0.00112616 80707.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.0181 72.6824 0.0109864 0.00109255 80857.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.9092 72.3835 0.010956 0.00110837 81237.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.9579 70.9828 0.0110571 0.00111355 80454.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.865 69.7261 0.0110191 0.00109365 80600.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.8558 68.8 0.0108603 0.0010804 81800.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 80.7051 67.7969 0.0108204 0.00107805 82115.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.863 67.1225 0.0107887 0.0010756 82363 0
: 599 Minimum Test error found - save the configuration
: 599 | 78.9485 66.2167 0.0108689 0.00107976 81723.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.0631 65.3949 0.0109156 0.0011124 81605.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.252 64.4241 0.0111932 0.00110709 79317.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.482 63.6045 0.0110303 0.00109442 80516.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.2202 62.6751 0.011016 0.00110462 80715.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.3835 62.1633 0.0112479 0.00112062 78994.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.426 61.0599 0.0122685 0.00168832 75613.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.5746 60.3612 0.0114576 0.00117575 77807 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.6681 59.3868 0.0111153 0.00109488 79837.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.1355 59.3218 0.0111737 0.00113751 79711.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.1671 57.7942 0.0111806 0.00111728 79496.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.2558 57.2595 0.0113218 0.00114105 78579.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.3411 56.955 0.0111255 0.00110825 79862.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.6471 55.6088 0.0112798 0.00113591 78865 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.8197 54.9632 0.011369 0.00120551 78712.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.937 53.9647 0.0112075 0.00115285 79565 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.3393 53.8444 0.01102 0.00112677 80863.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.4028 52.4309 0.0112473 0.00132154 80598.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.5075 52.0915 0.0111035 0.00116317 80480.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.7886 51.8521 0.0111722 0.00111805 79568.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.128 50.47 0.0114315 0.00111532 77548.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.2832 50.0422 0.0110551 0.00108862 80268.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.7021 49.2556 0.0108008 0.00107199 82229.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.1432 48.7624 0.0108114 0.00109484 82334 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.2655 47.6903 0.0108718 0.00108163 81714.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.4309 47.029 0.0108196 0.001076 82105.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.7626 46.8638 0.0109066 0.00107875 81401.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.1871 46.0096 0.0108198 0.00107286 82077.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.515 45.3817 0.0107758 0.00106969 82422.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.8848 45.045 0.0108204 0.00107796 82114.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.2054 44.2002 0.011191 0.00111215 79373.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.4734 43.2802 0.0111091 0.0012757 81355.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.8053 42.8899 0.0177719 0.00144492 48998.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.1032 42.428 0.0113887 0.0010986 77745 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.4897 42.1655 0.0115679 0.00113447 76676.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.7511 41.0519 0.0114857 0.00116215 77492.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.174 40.428 0.0124773 0.00115736 70671.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.5505 39.774 0.0112402 0.00111563 79015.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.8675 39.4051 0.0111883 0.00111399 79409.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.3327 38.8086 0.0116588 0.00129723 77208.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.8923 38.3117 0.0117529 0.00129972 76532 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.3339 37.5741 0.0123638 0.00126885 72105 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.6157 37.5659 0.012165 0.00114421 72590.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.1172 37.1114 0.0114633 0.00121543 78065.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.5138 36.4267 0.0112184 0.00123815 80158 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.9217 35.7823 0.0119776 0.00112097 73687.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3386 35.3698 0.0110385 0.00109253 80434.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.7701 34.976 0.010971 0.00111791 81192.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.3194 34.0929 0.0113185 0.00114217 78614.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.8172 34.0267 0.0116812 0.00126486 76802.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.3258 33.2572 0.0112372 0.00110811 78980.3 0
: 650 | 42.6948 33.3463 0.0112023 0.00107317 78980.1 1
: 651 Minimum Test error found - save the configuration
: 651 | 42.1256 32.1443 0.0114843 0.00113331 77287.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.6959 31.6794 0.0114004 0.00114893 78037.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.1078 31.2769 0.0122005 0.00111388 72159 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.6681 31.2066 0.0114353 0.00108651 77303.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.2035 30.5999 0.0108247 0.0010769 82069.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.733 29.8502 0.0108683 0.00112033 82068.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.1673 29.5465 0.0115027 0.00111897 77043.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.674 28.9499 0.0110673 0.00118408 80945.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.2306 28.6521 0.0109033 0.00109013 81523.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.9276 27.9722 0.0108942 0.00108884 81587.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.6516 27.4843 0.0108592 0.0010778 81788.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.8172 27.2098 0.0108825 0.00106867 81517.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.3949 26.9588 0.0125084 0.00160038 73340.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.0273 26.801 0.0124555 0.00111462 70541 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5898 25.9899 0.0109133 0.00109077 81445.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 34.976 25.8963 0.0109123 0.00112813 81764.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.6237 25.2104 0.0108967 0.00109373 81607.6 0
: 668 | 34.2841 25.421 0.011344 0.00105252 77734.5 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.1651 24.8876 0.0108868 0.00111481 81866.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.4499 24.213 0.0110975 0.00108105 79868.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.1038 23.6121 0.0111178 0.00108336 79725.7 0
: 672 | 32.6585 23.6742 0.0109793 0.00104224 80506.9 1
: 673 | 32.4222 23.7069 0.0110609 0.00103226 79771.3 2
: 674 Minimum Test error found - save the configuration
: 674 | 32.356 23.1602 0.0112797 0.00109841 78575.6 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.4351 22.165 0.0109574 0.00111271 81262.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 30.8949 21.8157 0.0109293 0.00107608 81191.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.4874 21.3943 0.0108694 0.00107565 81684.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.1724 21.1458 0.0108129 0.00110716 82425.8 0
: 679 | 29.8503 21.1772 0.0108788 0.00103764 81291.4 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.6424 21.103 0.0109537 0.00109376 81136.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.2976 20.7174 0.0112678 0.00111866 78824.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.7408 20.0132 0.0108709 0.00108351 81737.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.4239 19.6545 0.0114321 0.00118388 78062.6 0
: 684 | 28.0759 19.9599 0.0114374 0.00103777 76926.2 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.62 18.9365 0.0109427 0.00109191 81211.5 0
: 686 | 27.1356 19.0839 0.01083 0.00103404 81666.7 1
: 687 Minimum Test error found - save the configuration
: 687 | 26.9336 18.5786 0.0108809 0.00108291 81649.5 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.5569 18.4561 0.0107533 0.00107291 82640.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.2358 18.0897 0.0110609 0.00112696 80532 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.9157 17.7237 0.0112722 0.00111483 78760.5 0
: 691 | 25.5919 17.9924 0.011076 0.00104692 79768.4 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.1579 17.0938 0.0110663 0.00111052 80355.5 0
: 693 | 25.0963 17.3509 0.0111481 0.00107681 79434 1
: 694 Minimum Test error found - save the configuration
: 694 | 24.6476 16.9836 0.0111784 0.0011589 79844.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.3932 16.7174 0.0111432 0.00118699 80351.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 23.9782 16.335 0.0113039 0.00115128 78797.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.5996 16.0283 0.0110462 0.00111527 80556.7 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.3344 15.8053 0.0110918 0.00109249 80005.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.9183 15.5796 0.0110199 0.00109437 80600.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.5828 15.5108 0.0110656 0.00111594 80405 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.4215 15.1576 0.0112216 0.00113291 79296.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.1236 15.0201 0.0110849 0.00111072 80207.1 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.8269 14.7519 0.0112856 0.00113683 78827.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.408 14.6634 0.0116929 0.00133624 77245.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.3008 14.1841 0.0109135 0.00107933 81348.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 20.8852 14.0479 0.0110161 0.00108642 80566.5 0
: 707 | 20.7727 14.3813 0.0114396 0.00107736 77203.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.4117 13.7397 0.011245 0.00111819 78998.3 0
: 709 | 20.1873 13.8124 0.0111232 0.00107667 79629.2 1
: 710 Minimum Test error found - save the configuration
: 710 | 19.8432 13.3359 0.0113652 0.00115633 78363.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.4424 12.9207 0.0114108 0.00110416 77620.1 0
: 712 | 19.204 12.9727 0.0110563 0.00106297 80053.7 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.0033 12.8318 0.0110737 0.00111661 80344.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.7512 12.2993 0.0110559 0.00115509 80801.6 0
: 715 | 18.5462 12.6857 0.0111006 0.00105916 79670.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.2529 12.2629 0.0136968 0.00179223 67201.2 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.0979 11.8816 0.0113832 0.0011082 77859.2 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.7673 11.8093 0.0111595 0.00110109 79535.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.574 11.3298 0.0108534 0.00108651 81909.5 0
: 720 | 17.3321 11.3304 0.012647 0.00119417 69851.7 1
: 721 | 17.1738 11.4438 0.0120721 0.00105201 72594.7 2
: 722 | 17.0529 11.5355 0.0113329 0.00109678 78154.7 3
: 723 Minimum Test error found - save the configuration
: 723 | 16.6721 11.0361 0.0112128 0.00116677 79633.2 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.4121 10.5411 0.0112627 0.00110345 78745.9 0
: 725 | 16.3857 11.1274 0.0112546 0.00105959 78469.8 1
: 726 | 16.0551 10.822 0.011199 0.00104643 78798.1 2
: 727 Minimum Test error found - save the configuration
: 727 | 15.75 10.3176 0.0111459 0.00109568 79600.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.5434 10.0503 0.0109632 0.00108116 80955.2 0
: 729 | 15.4098 10.2383 0.0109975 0.00108617 80715.4 1
: 730 | 15.1472 10.3656 0.0113958 0.0010405 77254.9 2
: 731 Minimum Test error found - save the configuration
: 731 | 14.89 9.97415 0.0109674 0.00120542 81950.5 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.804 9.33327 0.011356 0.00109754 77984.1 0
: 733 | 14.6776 9.49361 0.0112827 0.00105798 78241.7 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.3639 9.21246 0.0113087 0.00113845 78660.8 0
: 735 | 14.2161 9.23593 0.0110345 0.00106347 80232.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 13.9913 8.91896 0.0112679 0.00114216 79006.2 0
: 737 | 13.7106 8.95572 0.0110658 0.00104514 79834.8 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.6623 8.84589 0.0111713 0.00112077 79597.4 0
: 739 | 13.4686 8.96567 0.0111653 0.00109484 79440.6 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.1338 8.72013 0.0112127 0.00113877 79413.1 0
: 741 Minimum Test error found - save the configuration
: 741 | 12.9175 8.4116 0.0112732 0.00115321 79051.5 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.7798 8.38983 0.011291 0.0011003 78503.1 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.8751 8.0293 0.0109488 0.00109676 81201.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.6413 7.5979 0.010936 0.0010805 81172.6 0
: 745 | 12.3651 8.28878 0.011014 0.00104701 80264.8 1
: 746 | 12.2244 8.03722 0.0108678 0.00104751 81464.4 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.0042 7.33816 0.0109565 0.00108537 81044.6 0
: 748 Minimum Test error found - save the configuration
: 748 | 11.9526 7.14799 0.0108883 0.00109094 81654.9 0
: 749 | 11.7485 7.88722 0.0108728 0.00104393 81392.9 1
: 750 | 11.6978 7.19249 0.0108641 0.00104643 81485.9 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.5073 6.45826 0.010973 0.0010928 80969.8 0
: 752 | 11.2053 6.76233 0.0110125 0.00105316 80326.3 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.2357 6.27843 0.0109293 0.00110385 81420.8 0
: 754 | 10.9479 6.60015 0.0110841 0.00105914 79801 1
: 755 | 10.7581 6.4843 0.0110419 0.00107838 80292.8 2
: 756 Minimum Test error found - save the configuration
: 756 | 10.5967 6.15118 0.010913 0.0010902 81443.6 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.4396 5.51382 0.0111215 0.00112593 80035.6 0
: 758 | 10.3344 5.92607 0.0111277 0.00108204 79636.5 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.2192 5.26771 0.011379 0.00113292 78079 0
: 760 | 9.97889 6.00336 0.0111036 0.00105279 79595.2 1
: 761 | 10.0488 6.08098 0.013693 0.00166333 66502.1 2
: 762 | 9.84572 5.3143 0.0119149 0.00105151 73641.9 3
: 763 | 9.70201 5.71616 0.0109434 0.00110432 81308.6 4
: 764 Minimum Test error found - save the configuration
: 764 | 9.67683 5.24086 0.0110573 0.00111323 80449.7 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.47571 4.75947 0.0110473 0.00111254 80525.2 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.55242 4.73692 0.0109235 0.00108477 81310.9 0
: 767 | 9.20746 4.96741 0.0114665 0.00106427 76906.6 1
: 768 | 9.23654 4.78704 0.0109798 0.00104049 80488.6 2
: 769 | 9.2301 4.96138 0.0108981 0.00105265 81256.2 3
: 770 | 8.91095 4.76088 0.0108711 0.00103376 81322.8 4
: 771 Minimum Test error found - save the configuration
: 771 | 8.6747 4.33025 0.0108297 0.0010848 82093.9 0
: 772 | 8.51971 4.59625 0.0108192 0.00107281 82081.4 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.50616 3.73487 0.011146 0.00110579 79679.3 0
: 774 | 8.33952 4.43735 0.0109182 0.0010403 80989.2 1
: 775 | 8.31681 3.97554 0.0107812 0.00103656 82096.2 2
: 776 | 8.38722 4.61683 0.0107713 0.00102918 82117.9 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.24912 3.46963 0.0110375 0.0011136 80613.8 0
: 778 | 7.96653 4.22555 0.0108703 0.00104862 81452.2 1
: 779 | 7.81331 4.11532 0.010882 0.00104601 81333.6 2
: 780 | 7.80105 3.71965 0.0109094 0.00104411 81092.4 3
: 781 | 7.66599 4.37182 0.0109522 0.00106961 80950.2 4
: 782 Minimum Test error found - save the configuration
: 782 | 7.74451 3.31236 0.0111069 0.00115846 80414.7 0
: 783 | 7.47264 3.40126 0.0109213 0.00103459 80916.7 1
: 784 | 7.3825 3.48164 0.01086 0.00103217 81401.1 2
: 785 | 7.4666 3.64563 0.0109213 0.00107656 81261.3 3
: 786 | 7.40766 3.37031 0.0109519 0.00106889 80947.2 4
: 787 Minimum Test error found - save the configuration
: 787 | 7.10463 3.02787 0.0108846 0.00109609 81728.7 0
: 788 | 7.04378 3.10401 0.0109499 0.00104767 80790.2 1
: 789 Minimum Test error found - save the configuration
: 789 | 6.84615 2.94822 0.0109805 0.00109625 80936.6 0
: 790 | 6.86739 3.35245 0.0124972 0.00105994 69947.1 1
: 791 | 6.72358 2.95992 0.0110652 0.00105133 79888.9 2
: 792 Minimum Test error found - save the configuration
: 792 | 6.5913 2.82532 0.0110682 0.00111033 80338.1 0
: 793 | 6.62085 2.9977 0.0109341 0.00105026 80940.1 1
: 794 | 6.62382 3.24941 0.0110248 0.00107362 80392.4 2
: 795 | 6.54918 3.15554 0.0109791 0.00106733 80711.8 3
: 796 | 6.39731 2.8878 0.0110246 0.00106469 80322 4
: 797 | 6.27523 3.47612 0.0111687 0.00109139 79386 5
: 798 | 6.26266 2.89298 0.0109672 0.00111258 81180.2 6
: 799 | 6.10989 3.07408 0.0111204 0.0011381 80141.5 7
: 800 Minimum Test error found - save the configuration
: 800 | 6.24899 2.75467 0.0114879 0.0011573 77440 0
: 801 Minimum Test error found - save the configuration
: 801 | 5.95064 2.61118 0.0114209 0.00115056 77894.3 0
: 802 | 5.92881 3.12752 0.0115818 0.00105522 75997.8 1
: 803 | 5.82439 2.78662 0.0111818 0.00105208 78975.7 2
: 804 Minimum Test error found - save the configuration
: 804 | 5.73264 2.35072 0.0112054 0.0011133 79269.8 0
: 805 | 5.66625 2.75604 0.0114271 0.00112682 77668 1
: 806 | 5.70448 2.47715 0.0120061 0.00121082 74106.7 2
: 807 | 5.55672 2.39966 0.0119973 0.00110564 73450.4 3
: 808 | 5.54092 3.07145 0.012339 0.00111764 71292.8 4
: 809 | 5.4994 2.61783 0.0110923 0.00106514 79783.5 5
: 810 | 5.48205 2.55948 0.0110105 0.00106581 80444.7 6
: 811 | 5.54223 2.83336 0.0112067 0.00107578 78966 7
: 812 Minimum Test error found - save the configuration
: 812 | 5.33798 2.09044 0.011328 0.00115589 78646.8 0
: 813 | 5.15091 2.45154 0.0112042 0.00107093 78947.8 1
: 814 | 5.21345 2.86699 0.0116019 0.00112641 76369.1 2
: 815 | 5.19215 2.55484 0.0110106 0.00105283 80339.4 3
: 816 | 5.01979 2.11711 0.0110346 0.0010501 80123.8 4
: 817 | 4.86104 2.8686 0.0109614 0.00106885 80869.2 5
: 818 | 4.87131 2.65068 0.0109217 0.00104658 81011.5 6
: 819 | 4.65972 2.32861 0.0109144 0.00104841 81086.4 7
: 820 | 4.59818 2.24816 0.0108855 0.00104214 81273.3 8
: 821 | 4.63463 2.23081 0.0110078 0.00109448 80699.8 9
: 822 | 4.63319 2.83986 0.0110246 0.00105241 80223.3 10
: 823 | 4.6587 3.06345 0.0108785 0.00105202 81412.8 11
: 824 | 4.59933 3.12728 0.0110636 0.00106137 79982.1 12
: 825 | 4.50702 2.12069 0.011031 0.00105528 80195 13
: 826 | 4.39374 2.6249 0.0112945 0.00104821 78077.2 14
: 827 | 4.3699 2.48445 0.0109345 0.00105211 80952.2 15
: 828 Minimum Test error found - save the configuration
: 828 | 4.22687 1.90058 0.0109819 0.00111286 81061.3 0
: 829 | 4.27242 2.2856 0.0111647 0.00115672 79936.6 1
: 830 | 4.25641 2.28913 0.0112316 0.00107918 78799.2 2
: 831 | 4.3245 2.05094 0.0111394 0.00106279 79391.7 3
: 832 | 4.29739 1.96307 0.0112196 0.00115825 79512 4
: 833 | 4.16728 2.621 0.0109846 0.00104505 80486.6 5
: 834 | 4.01691 2.34185 0.0109421 0.00105443 80908.9 6
: 835 | 3.97208 2.15568 0.0112362 0.00131805 80660.1 7
: 836 | 3.82674 2.21968 0.0115168 0.00105644 76479.4 8
: 837 | 3.71238 2.34479 0.0123273 0.00114937 71569.7 9
: 838 | 3.99238 1.94056 0.0136328 0.00127481 64735.3 10
: 839 | 4.22882 3.01424 0.0142019 0.00132701 62136.5 11
: 840 | 3.94032 2.44958 0.013096 0.0011384 66903.1 12
: 841 | 3.78451 2.20446 0.0120086 0.00111649 73447.9 13
: 842 | 3.60468 2.66895 0.0121407 0.00133057 74004.4 14
: 843 | 3.56748 2.6174 0.0112515 0.00104765 78401.5 15
: 844 | 3.56172 2.43939 0.0111232 0.00118906 80530.5 16
: 845 | 3.70127 3.401 0.0127662 0.0013916 70332.4 17
: 846 | 3.63121 2.37475 0.0140113 0.0015716 64310.1 18
: 847 | 3.44288 2.42337 0.0110178 0.0010352 80139.4 19
: 848 | 3.43035 3.1913 0.010963 0.00104511 80662.1 20
: 849 | 3.43296 2.6402 0.0108961 0.00105352 81279.4 21
:
: Elapsed time for training with 1000 events: 9.74 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: 0.0119 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: 0.852 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.191 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= 3.24331e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.02197e+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: 0.0475 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: 0.0394 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: 0.00164 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: 0.115 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: 0.963 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: 0.0228 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00308 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: 0.058 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00672 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: 0.00333 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000444 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: 0.136 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0157 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: 0.935 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.105 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 : -1.07 -0.284 5.51 1.53 | 3.234 3.233
: 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 : -0.369 -0.232 1.90 1.12 | 3.369 3.358
: 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.