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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:131
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: 0.293 sec
: Elapsed time for training with 1000 events: 0.298 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00363 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: 0.00111 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00483 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: 0.000209 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000334 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 = 31541.1
: --------------------------------------------------------------
: 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 | 33089.4 31128.2 0.0103067 0.00104059 86335.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32566.1 30541.1 0.0104021 0.00104227 85471.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31848.8 29879.7 0.0106543 0.00109011 83645 0
: 4 Minimum Test error found - save the configuration
: 4 | 31133 29279.7 0.0111713 0.00112909 79663.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30413.8 28597.4 0.0130491 0.00147592 69125.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29625.9 27692.3 0.0118362 0.00128319 75808 0
: 7 Minimum Test error found - save the configuration
: 7 | 28886.3 27053.1 0.0110954 0.00107079 79803.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28416 26668.9 0.0119589 0.00110441 73702.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28053.7 26346.5 0.0110336 0.00114152 80872.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27729.6 26049.9 0.0112308 0.00141021 81461.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27427.2 25767.8 0.0108665 0.00106664 81634.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27138.4 25496.6 0.0106944 0.00103475 82818.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26859.1 25235.3 0.0111452 0.00136324 81783.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26588.4 24982.1 0.0111675 0.00104496 79031.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26329.7 24729.5 0.0111718 0.0010308 78887.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26072.3 24484.5 0.0113672 0.00145179 80682.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25820 24247.2 0.0106752 0.00105482 83156.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25575.2 24013 0.0138637 0.00135889 63975.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25332.7 23784.6 0.0123228 0.00130405 72603.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25091.3 23565.8 0.0116979 0.00113068 75706 0
: 21 Minimum Test error found - save the configuration
: 21 | 24864.3 23340.6 0.010688 0.0010417 82933.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24630.3 23124.8 0.0110603 0.00107974 80155.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24405.6 22908.9 0.0106871 0.0010226 82777.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24180.8 22697.9 0.0120707 0.00155052 76044.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23960 22490 0.010647 0.00105205 83376.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23742 22285.2 0.0115047 0.00103316 76397.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23530.3 22078.6 0.0108968 0.00105115 81254.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23316.2 21877.7 0.0118174 0.00144393 77119.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23106.4 21679.6 0.0108805 0.00105945 81457.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22898.8 21484.7 0.0106873 0.00107713 83245.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22695 21290.7 0.0108233 0.00111183 82376.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22492.6 21099.3 0.0108152 0.00105641 81977.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22293.4 20908.7 0.0111546 0.00113855 79872.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22093.8 20723 0.0109923 0.00108166 80720.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21899.2 20537.7 0.0113518 0.00117176 78585 0
: 36 Minimum Test error found - save the configuration
: 36 | 21706.7 20353.1 0.0110554 0.00112915 80594.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21514.2 20172 0.0108144 0.00108112 82192.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21324.1 19993.5 0.0106149 0.00103972 83549.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21134.5 19819 0.010701 0.00110932 83405.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20952 19638.3 0.0106541 0.0011382 84069.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20762.1 19464 0.0107996 0.00107158 82237 0
: 42 Minimum Test error found - save the configuration
: 42 | 20580.8 19289.4 0.0112602 0.00120556 79565.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20398.7 19117.9 0.0115001 0.00112418 77101.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20217.4 18951.5 0.0108059 0.00104477 81957.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20042 18782.7 0.0103565 0.00103719 85842.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19865.1 18616.7 0.011044 0.00117401 81053.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19692.2 18453 0.0112247 0.00113312 79273.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19517.9 18292.5 0.0110703 0.00112113 80408.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19352 18123.5 0.0112524 0.00119165 79517.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19175.1 17970.7 0.0111053 0.00115204 80375.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19009.2 17809.5 0.0125342 0.00111751 70072.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18843.8 17649.7 0.0113947 0.00149721 80828.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18677.5 17491.5 0.0126922 0.00106324 68793.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18510.7 17339.3 0.0106069 0.00108059 83977.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18350.8 17182.3 0.0125781 0.001644 73165.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18189.2 17024.1 0.0134566 0.00151521 66993.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18025.6 16881 0.012664 0.00137021 70835.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17867.3 16721.1 0.0113737 0.00142818 80438.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17708.2 16571.1 0.0122737 0.00120259 72260 0
: 60 Minimum Test error found - save the configuration
: 60 | 17550.1 16420.8 0.0124566 0.00126951 71510.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17393.8 16273.5 0.0106192 0.00104835 83587.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17239.4 16125.4 0.0121293 0.0011119 72612.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17084.6 15978.8 0.0109853 0.00108172 80778.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16932.4 15835.2 0.0108453 0.0011424 82449.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16778.8 15693.1 0.0118821 0.00143002 76539.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16632.7 15547.7 0.0107419 0.00107274 82737.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16483 15404.8 0.010779 0.00131129 84497.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16333.1 15266.3 0.0113392 0.00107659 77952.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16184.5 15132.7 0.0110104 0.0010676 80460.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16045.6 14990.8 0.0108076 0.00105785 82053.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15898.2 14856.2 0.0107451 0.00110712 83004.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15758.7 14719.6 0.0107317 0.00114435 83443.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15614.4 14588.4 0.0115289 0.0011514 77089.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15476.1 14456.7 0.0109848 0.00116894 81500.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15338.2 14324.6 0.0111696 0.00108409 79321.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15199.7 14196.8 0.011012 0.00113385 80987.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15064.4 14068.5 0.0113937 0.00115032 78099.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14931.1 13939.2 0.0118026 0.00114897 75092 0
: 79 Minimum Test error found - save the configuration
: 79 | 14794.2 13816.3 0.0120903 0.00111314 72878.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14665.8 13688.4 0.0114218 0.00112214 77672.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14533.1 13564.4 0.0108785 0.00112924 82057.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14402.9 13441.9 0.0112823 0.00107974 78411.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14273.2 13322 0.0110721 0.00107937 80058.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14145.9 13202.2 0.0108137 0.0010638 82052 0
: 85 Minimum Test error found - save the configuration
: 85 | 14020.2 13082.8 0.0110648 0.00109221 80219.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13895.2 12963.1 0.0119535 0.00175044 78408 0
: 87 Minimum Test error found - save the configuration
: 87 | 13770.1 12846 0.0129818 0.00109176 67283.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13646.6 12730.2 0.0109536 0.00107474 80981 0
: 89 Minimum Test error found - save the configuration
: 89 | 13525.1 12614.6 0.0135172 0.00167816 67572.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13403.5 12500.9 0.0119571 0.00172155 78158.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13282.9 12388.8 0.0125814 0.0016905 73456 0
: 92 Minimum Test error found - save the configuration
: 92 | 13165.2 12276 0.014079 0.001701 64630.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13045.8 12166.2 0.0130052 0.00117262 67609.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12930.1 12055.5 0.0116549 0.00108764 75705.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12814.4 11945.6 0.0112119 0.00129682 80685.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12698.1 11838.6 0.0117509 0.00177015 80154.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12585.8 11730.4 0.0114793 0.00124161 78142.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12471 11625.8 0.0118328 0.00109739 74519.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12359.6 11521.6 0.0114062 0.00116782 78137.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12249.1 11417.4 0.0106799 0.00111319 83623.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12138.4 11315.1 0.0109484 0.00113855 81550.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12031.6 11210.6 0.0116166 0.00133979 77844.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11922.6 11108.6 0.0114651 0.00133778 78994.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11813.5 11010 0.0124232 0.00137193 72390.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11709.4 10909.1 0.011157 0.00107919 79382.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11603.4 10810.6 0.0114145 0.00108927 77479.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11499.8 10711.6 0.0107375 0.00110013 83010.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11395.6 10614.5 0.0149653 0.00174662 60520.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11292.8 10518.9 0.0155617 0.00159473 57278.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11191.5 10423.6 0.0110515 0.00108531 80271.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11089.1 10331.7 0.0108863 0.00108343 81608.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10991.3 10236.9 0.0105721 0.00104905 84006.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10891.3 10145.2 0.0106007 0.00105005 83764.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10792.8 10053.8 0.010988 0.00108442 80778.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10697.1 9961.11 0.0105962 0.00105247 83824.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10599.7 9870.75 0.0106354 0.00115471 84382.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10503.6 9781.63 0.0105654 0.0010494 84069 0
: 118 Minimum Test error found - save the configuration
: 118 | 10409.9 9691.88 0.0105524 0.0010739 84401.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10314.7 9604.58 0.0105564 0.00106641 84299.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10221.8 9517.25 0.0106793 0.00106315 83193.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10130 9429.99 0.0105292 0.001051 84404.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10038.1 9344.82 0.010596 0.00105215 83823.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9946.52 9260.86 0.0105279 0.00105131 84418.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9857.45 9176.68 0.0106346 0.00106671 83613.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9767.33 9093.75 0.0105895 0.00105683 83921.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9680.75 9009.52 0.010522 0.00105163 84473.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9591.45 8928.79 0.0105727 0.00106734 84163.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9505.81 8846.88 0.0105652 0.0010526 84099.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9417.72 8768.06 0.0106064 0.00105549 83761.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9333.71 8687.95 0.011163 0.0010892 79414.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9249.96 8608.26 0.0106253 0.00105905 83627.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9164.25 8530.6 0.0108985 0.00107881 81468.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9083.73 8450.38 0.0108462 0.00106278 81770.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8999.5 8374.39 0.0106798 0.00105877 83151 0
: 135 Minimum Test error found - save the configuration
: 135 | 8916.96 8298.43 0.010614 0.00105615 83701 0
: 136 Minimum Test error found - save the configuration
: 136 | 8836.78 8224.48 0.0109024 0.00107671 81418.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8757.1 8148.66 0.0107679 0.00106687 82465.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8677.39 8074.46 0.0106094 0.0010572 83750.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8599.27 7999 0.0108358 0.00117691 82825.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8519.66 7928.01 0.0107411 0.00105602 82601.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8442.88 7854.86 0.0106998 0.00108086 83169.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8365.86 7783.62 0.0105484 0.00107122 84413.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8289.47 7713.39 0.0105765 0.00106192 84081.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8215.61 7641.77 0.0106142 0.00106188 83749.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8139.52 7572.83 0.0108278 0.00109272 82177.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8065.44 7503.25 0.0108804 0.00110367 81826.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7993.74 7432.41 0.0108406 0.00115492 82596.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7918.23 7366.87 0.0107487 0.00108205 82758.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7847.11 7298.47 0.0109327 0.0010967 81333.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7775.48 7233.32 0.0113242 0.00110279 78267.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7704.74 7165.19 0.0117382 0.00138066 77238.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7634.11 7100.35 0.0111884 0.00109779 79281.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7565.51 7033.88 0.0116088 0.00125574 77271.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7495.6 6971.34 0.0117198 0.00119621 76019.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7426.55 6907.02 0.0106973 0.00108595 83235.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7359.98 6842.48 0.0107952 0.00107309 82286.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7291.8 6780.12 0.0108473 0.00111079 82165.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7225.11 6719.42 0.0110092 0.00122509 81765.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7159.52 6656.78 0.0109937 0.00115351 81299 0
: 160 Minimum Test error found - save the configuration
: 160 | 7093.99 6596.94 0.0111226 0.00114251 80159.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7029.25 6535.79 0.0109914 0.00108888 80787.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6965.11 6475.73 0.0108666 0.00107833 81730.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6901.66 6414.3 0.0111017 0.00113147 80238.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6837.87 6355.21 0.0110083 0.00118261 81419.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6775.39 6297.02 0.0109508 0.00107213 80982.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6712.89 6237.59 0.0107479 0.00107772 82728.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6651.52 6181.51 0.011138 0.00114047 80019.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6591.15 6123.99 0.01086 0.00107654 81770.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6529.95 6067.38 0.0107542 0.00111988 83036.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6471.16 6010.11 0.0108288 0.00110379 82261.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6410.73 5957.46 0.010701 0.00111661 83469.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6352.94 5897.52 0.0106991 0.00110207 83359.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6292.74 5845.67 0.0105282 0.00105179 84420 0
: 174 Minimum Test error found - save the configuration
: 174 | 6236.61 5791.4 0.0106832 0.00106589 83183.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6179.39 5736.69 0.0106776 0.00106967 83264.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6120.54 5687.59 0.011102 0.00120295 80815.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6066.72 5630.86 0.0109498 0.00112812 81452.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6009.88 5581.02 0.0108415 0.00116941 82711.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5954.54 5526.44 0.0110454 0.00109026 80360.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5899.72 5477.88 0.011089 0.00114302 80434.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5845.58 5426.19 0.0108052 0.00108915 82337.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5791.68 5374.7 0.0111251 0.00112447 79994.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5738.46 5325.36 0.0112232 0.00112277 79204.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5685.7 5275.65 0.0108914 0.00112502 81914 0
: 185 Minimum Test error found - save the configuration
: 185 | 5633.36 5227.96 0.0111575 0.00115141 79951.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5581.97 5179.06 0.0111636 0.00108555 79380.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5528.96 5129.23 0.0111183 0.00109312 79799.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5478.89 5086.48 0.0110512 0.00110709 80449.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5429.76 5033.82 0.011222 0.00132869 80862.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5377.95 4990.08 0.0130311 0.00119302 67578.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5328.58 4942.54 0.0112524 0.00156235 82558.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5279.96 4897.85 0.0114895 0.0011038 77028.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5230.79 4852.56 0.0107297 0.00113483 83377.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5183.33 4803.43 0.0113558 0.00123982 79082.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5134.97 4762.7 0.0120579 0.00147648 75603.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5087.13 4717.21 0.0154142 0.00180273 58774 0
: 197 Minimum Test error found - save the configuration
: 197 | 5040.33 4672.57 0.0163585 0.00176321 54812.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4995.02 4630.93 0.0164154 0.00177781 54653.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4947.61 4588.42 0.0163071 0.00177583 55053.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4903.07 4542.42 0.0163396 0.00174627 54819.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4857.79 4500.36 0.0163636 0.00176023 54781.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4812.65 4458.33 0.0109755 0.00108735 80904.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4767.72 4415.97 0.0106004 0.00105889 83844 0
: 204 Minimum Test error found - save the configuration
: 204 | 4724.61 4377.61 0.0105582 0.00105332 84167.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4680.72 4336.2 0.0105492 0.00105618 84272.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4639.2 4294.08 0.0106484 0.00106503 83477.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4594.09 4254.03 0.0105562 0.00105717 84218.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4553.83 4217.26 0.0105573 0.00105497 84189.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4511.1 4175.25 0.0107124 0.00109222 83158.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4469.3 4133.89 0.010743 0.00107396 82738.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4428.9 4098.37 0.0106154 0.00107466 83850.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4387.09 4061.42 0.0106819 0.00106818 83214.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4347.91 4021.17 0.0106618 0.00107147 83417.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4307.76 3982.85 0.0107016 0.00106598 83025.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4267.55 3951.9 0.0112264 0.00137574 81213.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4229.66 3911.07 0.0108934 0.00109594 81653.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4190.69 3872.87 0.0107537 0.00108052 82702.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4151.33 3838.89 0.0106116 0.00106087 83763.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4114.53 3800.7 0.0113811 0.00113932 78111.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4075.84 3768.7 0.0119677 0.00110478 73645.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4038.92 3732.06 0.0115042 0.00110047 76895.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4001.83 3695.74 0.0110573 0.00110217 80360.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3965.84 3662.21 0.011487 0.00109339 76970.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3928.92 3626.31 0.0112076 0.00114261 79483.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3892.93 3593.36 0.0111565 0.00113167 79801.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3857.2 3558.61 0.0109945 0.00111694 80991.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3822.37 3527.36 0.0114323 0.00124231 78508.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3788.16 3493.78 0.0114589 0.00121687 78109.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3752.93 3460.71 0.0111286 0.00109811 79756.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3718.85 3429.45 0.0107546 0.00108475 82731.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3684.63 3396.54 0.0109455 0.00114992 81669.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3652.05 3364.97 0.0107711 0.00108017 82551.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3618.01 3332.61 0.0108966 0.00108339 81523 0
: 234 Minimum Test error found - save the configuration
: 234 | 3584.99 3302.18 0.0108166 0.0010698 82078.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3552.77 3271.99 0.010859 0.00112219 82162.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3520.27 3242.55 0.0108528 0.00111564 82159.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3488.83 3210.98 0.0113939 0.00118219 78341.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3456.45 3181.05 0.0109715 0.00119218 81805.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3424.67 3151.94 0.0112306 0.00109009 78891.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3394.9 3121.32 0.0108753 0.00109861 81827.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3363.18 3092.68 0.0114871 0.00114037 77318.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3332.14 3064.23 0.0109405 0.00108834 81200.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3302.59 3035.79 0.0105992 0.0010568 83836.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3272.39 3007.41 0.0111564 0.00128139 81012.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3243.34 2978.52 0.0108972 0.00114579 82039.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3212.86 2951.61 0.0117808 0.00107535 74728.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3184.29 2923.82 0.0109234 0.00116372 81969.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3155.02 2897.44 0.0111679 0.00109451 79416.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3126.62 2869.51 0.0108432 0.00107049 81861 0
: 250 Minimum Test error found - save the configuration
: 250 | 3098.65 2843.23 0.011285 0.00110479 78584.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3070.1 2817.34 0.0118035 0.00118651 75351.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3042.09 2790.64 0.0110711 0.00117549 80843.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3014.96 2764.2 0.0108981 0.00124642 82886.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2987.07 2738.88 0.0110222 0.00112598 80839.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2960.47 2713.22 0.0110145 0.00120438 81548.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2932.95 2688.54 0.0109611 0.00112337 81319.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2906.9 2663.45 0.0108442 0.00109397 82049.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2880.72 2638.33 0.0109359 0.00108789 81234.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2854.41 2614.1 0.010743 0.00106505 82662.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2828.1 2590.3 0.0109631 0.00113508 81399.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2803.22 2565.84 0.0108937 0.00109753 81664.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2777.05 2542.94 0.0108883 0.00107718 81540.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2752.78 2518.86 0.0109592 0.00110247 81162.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2727.43 2495.96 0.0109283 0.00115017 81815.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2702.75 2472.86 0.0109745 0.00118467 81717.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2678.52 2449.78 0.010861 0.00109423 81910.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2654.14 2427.17 0.0111229 0.00121302 80727.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2629.63 2405.58 0.0110438 0.00109785 80434.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2607.13 2381.96 0.0110467 0.00110027 80430.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2582.78 2360.58 0.0115296 0.00123554 77714.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2558.96 2339.16 0.011164 0.0011856 80173.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2536.47 2317.19 0.0113486 0.00109844 78047.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2513.24 2295.68 0.0109153 0.00109768 81486.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2490.54 2274.42 0.0112633 0.00115334 79130 0
: 275 Minimum Test error found - save the configuration
: 275 | 2467.19 2254 0.0118192 0.00144792 77135.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2445.32 2233.04 0.0124458 0.00114794 70810 0
: 277 Minimum Test error found - save the configuration
: 277 | 2423.01 2212.71 0.0126229 0.0011995 70031.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2401 2192.31 0.0117144 0.00116928 75864.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2379.13 2172.54 0.0121662 0.00108422 72189.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2357.36 2152.92 0.0117131 0.00140332 77596 0
: 281 Minimum Test error found - save the configuration
: 281 | 2336.58 2132.79 0.0112534 0.00108337 78662.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2314.57 2113.52 0.0109821 0.0011181 81102.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2293.62 2093.88 0.0113065 0.00111688 78511.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2272.65 2074.55 0.0108797 0.00110813 81870.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2251.53 2055.87 0.0111676 0.00109842 79450.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2231.77 2036.64 0.0112429 0.00112222 79045.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2210.84 2018.24 0.0112085 0.00115071 79540 0
: 288 Minimum Test error found - save the configuration
: 288 | 2190.64 1999.33 0.0109815 0.00120211 81805 0
: 289 Minimum Test error found - save the configuration
: 289 | 2170.35 1982.01 0.0111705 0.00110885 79510.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2150.86 1963.12 0.0121669 0.00111271 72370.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2130.57 1946.28 0.0125089 0.00118627 70655.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2111.32 1927.24 0.0110314 0.00113997 80877.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2091.55 1910.36 0.0109751 0.00110009 81012.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2072.58 1892.15 0.0112633 0.00114682 79078.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2052.82 1875.57 0.0116931 0.00113094 75742.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2034.8 1858.35 0.0110814 0.00111416 80262.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2015.79 1840.87 0.011133 0.00115106 80144.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1996.41 1824.23 0.0108591 0.00110091 81982.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1978.68 1807.33 0.01085 0.0011426 82411.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1959.85 1790.63 0.0108676 0.00111308 82013.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1941.16 1774.66 0.0111054 0.00111661 80089.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.05 1758.08 0.0113298 0.00109538 78167.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1905.6 1742.16 0.0110815 0.00113259 80410.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1887.71 1726.98 0.011061 0.00116394 80831.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1870.01 1711.26 0.0124881 0.00114488 70527 0
: 306 Minimum Test error found - save the configuration
: 306 | 1853.02 1694.73 0.012223 0.00115935 72309 0
: 307 Minimum Test error found - save the configuration
: 307 | 1835.06 1679.95 0.0120743 0.00126451 74007.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1818.25 1664.35 0.0123425 0.00110621 71197.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1800.72 1649.34 0.0110507 0.00111385 80508.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1783.88 1635.08 0.0111221 0.00111002 79903.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1767.76 1618.96 0.0108572 0.00108211 81840.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1750.48 1604.6 0.0119029 0.00174696 78772 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.08 1589.74 0.0121218 0.00142398 74781.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1718.02 1575.02 0.0109661 0.00109194 81019.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1701.42 1560.58 0.0110567 0.00110117 80357 0
: 316 Minimum Test error found - save the configuration
: 316 | 1685.12 1546.64 0.0108682 0.00108056 81735.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1669.68 1532.41 0.0109922 0.00111231 80972.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1653.62 1518.09 0.01148 0.00140545 79408 0
: 319 Minimum Test error found - save the configuration
: 319 | 1637.71 1504.33 0.0110336 0.0011162 80666.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1622.62 1490.65 0.0119324 0.00181018 79034.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1606.67 1477.89 0.011126 0.00110271 79813.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1592 1463.49 0.010905 0.00109394 81540.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1577.09 1449.23 0.0109769 0.00112094 81168.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1561.05 1436.53 0.0112881 0.00111022 78601.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1546.58 1423.32 0.0110652 0.00116734 80825.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1531.52 1410.43 0.0113521 0.00109855 78021.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.03 1397.77 0.0113032 0.00115467 78828.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1503.5 1383.59 0.0109883 0.00111952 81063.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1488.24 1371.04 0.0112923 0.00129826 80048 0
: 330 Minimum Test error found - save the configuration
: 330 | 1473.91 1358.65 0.0118161 0.0012652 75823.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1459.61 1346.33 0.0115559 0.00119074 77181.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1445.98 1333.9 0.0115372 0.00115596 77061.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.04 1321.68 0.0111134 0.00110615 79941.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.12 1309.47 0.0113677 0.00114022 78220.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1404.6 1297.72 0.011041 0.00109846 80462.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1391.15 1285.09 0.011619 0.00113545 76310.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1377.86 1273.67 0.0127381 0.0013704 70374.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1364.5 1261.69 0.0116153 0.00113439 76329.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.48 1249.72 0.0109314 0.00109954 81368.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1338.51 1237.97 0.0112168 0.00115444 79504 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.12 1226.83 0.0110186 0.00108795 80558.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.96 1214.7 0.0130299 0.00111761 67157.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1299.64 1203.59 0.0109824 0.00116314 81472.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1287.41 1192.38 0.0113323 0.00110764 78242.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.2 1180.94 0.0114043 0.00112023 77790.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1262.49 1170.73 0.0117356 0.00119353 75886.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1250.7 1159.79 0.0112403 0.00117213 79458.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1238.4 1149.43 0.0113867 0.00116593 78272.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1225.98 1138.85 0.0112616 0.0011347 78997.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1215.15 1127.11 0.0109772 0.0010944 80948.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.1 1116.79 0.0114592 0.00114587 77569.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1191.14 1106.44 0.0114568 0.00109145 77180.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1180.14 1095.28 0.0120087 0.00132854 74904.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1167.9 1085.11 0.0110335 0.00111752 80678.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1156.79 1075.29 0.0109886 0.0011249 81105.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1145.9 1065.14 0.011339 0.00127745 79510.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1134.68 1055.02 0.0113027 0.00122978 79420.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1123.73 1044.97 0.0119552 0.00120013 74383.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1112.62 1034.97 0.0115334 0.00121379 77522.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1101.89 1024.99 0.0112101 0.00113239 79383.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1091.28 1015.97 0.011903 0.00118182 74618.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1080.74 1005.4 0.0118118 0.00112628 74867.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1069.79 995.897 0.0115955 0.00117876 76799.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1059.37 986.318 0.0121186 0.00114737 72918.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1048.89 977.004 0.0152967 0.00168515 58773.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1038.72 967.899 0.0157977 0.00166656 56612.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1028.67 958.502 0.0154901 0.00128048 56300.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1018.75 949.216 0.0157478 0.00135338 55576.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1008.83 939.617 0.0154098 0.00153184 57645.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.767 930.602 0.0112267 0.00113285 79256.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 988.743 922.099 0.0111607 0.00118163 80167.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 979.488 912.975 0.0113158 0.00116982 78849.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.475 905.019 0.0110616 0.00116122 80805.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 960.556 896.01 0.0119237 0.00113459 74148.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 950.83 886.891 0.0115921 0.00132046 77884 0
: 376 Minimum Test error found - save the configuration
: 376 | 941.694 878.8 0.0112714 0.0011269 78860.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 932.197 870.531 0.0115379 0.00131419 78249.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 923.154 861.637 0.0111236 0.00110421 79845.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 914.215 853.415 0.0115414 0.00113556 76879.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.913 844.929 0.01126 0.0012595 79996.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 895.84 836.754 0.0116414 0.00116159 76337.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 887.168 828.667 0.0112869 0.00120519 79351.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 878.23 820.905 0.0113774 0.00120107 78614.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.985 812.781 0.0115656 0.00114741 76789 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.075 804.231 0.0111889 0.00108564 79182 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.442 796.456 0.0115198 0.0012682 78036.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.003 788.717 0.0115595 0.00132128 78138.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 835.712 780.689 0.0109812 0.0011038 80992.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 827.132 773.443 0.0113652 0.001138 78223.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 819.227 765.402 0.0109844 0.00111415 81051.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 810.709 757.931 0.0109551 0.0011588 81663.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 802.799 750.535 0.0110416 0.00111294 80575.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.912 743.001 0.0109751 0.00109132 80940.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.088 735.59 0.0109145 0.00108923 81422.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 779.219 728.401 0.0111858 0.00117249 79893.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 771.34 721.531 0.0112135 0.00110119 79111.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 763.634 714.042 0.0109505 0.00109428 81167 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.99 706.387 0.0112262 0.00112833 79224.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.401 699.932 0.0112404 0.00125691 80132.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.882 692.378 0.011048 0.00110001 80418.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.286 685.499 0.0114786 0.0012802 78444 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.836 679.045 0.011254 0.00112202 78957.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.741 671.913 0.0114199 0.00113673 77796.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.264 665.47 0.0113347 0.00114535 78513.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.567 658.4 0.0115137 0.00113749 77099.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 697.179 651.301 0.0111549 0.0012987 81167 0
: 407 Minimum Test error found - save the configuration
: 407 | 690.258 644.869 0.0142501 0.00130289 61789.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 683.296 638.4 0.0137552 0.00182995 67084.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.311 631.349 0.0112256 0.00118309 79661.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.116 625.387 0.0112519 0.00110928 78874.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.61 618.785 0.0113253 0.00111919 78384.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.737 612.518 0.0109802 0.00118156 81644.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.946 606.372 0.0112788 0.00111764 78730.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.399 600.152 0.0113986 0.00139883 80001.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 636.18 593.799 0.0122431 0.00113163 71997.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.606 587.704 0.0115732 0.00145784 79088 0
: 417 Minimum Test error found - save the configuration
: 417 | 623.237 581.206 0.011402 0.00113598 77927 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.737 575.535 0.0113034 0.00124593 79542.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.275 569.93 0.0123291 0.00119161 71829.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.123 563.691 0.011629 0.00122987 76929.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.925 558.293 0.014472 0.0017989 63125.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.17 552.423 0.0165164 0.00180034 54362.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.817 546.251 0.0125919 0.00112424 69761.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.752 540.166 0.0108218 0.00110597 82340.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.52 534.568 0.0107637 0.00107722 82589.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.736 528.629 0.0111348 0.00110167 79736.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.512 524.027 0.0125046 0.00135794 71770.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.993 518.199 0.0134592 0.00140713 66378.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.465 512.624 0.0151793 0.00168132 59268.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.735 507.171 0.0153759 0.00184618 59129.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.198 501.414 0.0166735 0.00182777 53887.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.209 496.371 0.0120481 0.00115371 73432.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.793 491.467 0.0144146 0.00123783 60713 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.311 485.906 0.0109859 0.00111449 81042 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.101 480.455 0.0108726 0.00110968 81942.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.399 475.47 0.0109697 0.00110236 81075.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.287 470.291 0.0113506 0.00113851 78338.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.356 464.985 0.0112461 0.00110511 78887.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.578 460.667 0.0109099 0.00115515 82010.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.551 455.871 0.0109373 0.0011032 81349.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.802 450.6 0.0113398 0.00114852 78498.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.387 445.468 0.0117422 0.00124592 76217.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.35 440.75 0.0111089 0.00119054 80658.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.396 436.142 0.0141212 0.00115524 61699.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.558 431.331 0.0109158 0.0010877 81399.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.776 426.59 0.0109553 0.00109805 81158.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.771 421.83 0.0111268 0.00123642 80886.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.895 417.812 0.0126011 0.00122614 70329.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.451 412.953 0.01134 0.00117875 78730.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.818 408.774 0.0112887 0.00121989 79453.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.277 404.21 0.0148317 0.00168308 60842.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.538 399.422 0.0125631 0.00113809 70022 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.921 395.263 0.0115141 0.00109228 76762 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.581 390.717 0.0120036 0.00113906 73634.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.941 386.36 0.0114756 0.00118768 77761.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.385 382.552 0.0113463 0.00112233 78247.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.171 378.261 0.0117997 0.00158437 78313.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.041 373.901 0.0134007 0.00171966 68487.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.622 369.56 0.0116798 0.00151364 78692.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.34 365.962 0.0113109 0.00113871 78645.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.32 361.512 0.0114955 0.00127148 78247.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.992 357.698 0.0116926 0.00119084 76177.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.148 354.102 0.0142109 0.00112603 61139.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.935 349.71 0.014045 0.00112224 61906.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.766 345.589 0.0108551 0.00108464 81879.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.72 341.886 0.0106639 0.00106359 83330.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.799 338.793 0.0106618 0.0010626 83340.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.283 334.835 0.0107717 0.00108043 82548.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.294 330.656 0.0108897 0.00115972 82220.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.218 327.116 0.0109152 0.00116316 82033.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.465 322.929 0.0137587 0.0017013 66349.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.735 319.53 0.012276 0.00116443 71997.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.12 316.331 0.0116954 0.00113175 75731.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.089 312.587 0.0113118 0.00113074 78576.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.594 308.832 0.0112596 0.00115285 79154.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.895 306.132 0.0113763 0.00121896 78760.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.569 301.981 0.0119939 0.00112278 73589.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.75 298.255 0.0124136 0.0011437 70985.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.496 295.066 0.01541 0.0012303 56418.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.888 291.75 0.0165561 0.00178766 54169.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.396 288.729 0.0163225 0.00165246 54532.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.992 285.354 0.015743 0.00163324 56698.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.296 281.935 0.0122526 0.00113007 71926.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.4 278.392 0.0110056 0.00110107 80770.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.888 275.377 0.0109595 0.00108811 81042.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.368 271.808 0.0112642 0.00112778 78923.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.174 269.309 0.0116702 0.00115225 76060.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.035 266.111 0.011047 0.00108748 80324.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.909 263.161 0.0115668 0.00113855 76714.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.548 259.666 0.0109801 0.00112755 81197 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.397 257.184 0.0110358 0.00110321 80542.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.407 254.336 0.0110149 0.00110003 80686.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.472 250.887 0.0111003 0.00110971 80075.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.262 248.091 0.0108366 0.00107732 81973.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.293 245.884 0.0109742 0.00112241 81203.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.78 242.692 0.0109903 0.00114262 81237.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.433 239.754 0.0110563 0.00111396 80464.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.61 236.806 0.0109557 0.00108627 81058.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.554 233.908 0.0108726 0.00108118 81704 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.738 231.336 0.0108783 0.00109025 81732.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.969 228.926 0.0110036 0.00112018 80943.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.148 225.827 0.0110563 0.00119639 81136.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.435 223.084 0.0111479 0.00109677 79592.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.897 220.59 0.0111276 0.00111447 79895.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.147 218.752 0.0108642 0.00110641 81985.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.612 215.765 0.0133072 0.00173152 69110.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.85 213.509 0.0126342 0.00125111 70279.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.137 210.924 0.0132092 0.00130518 67204.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.725 208.733 0.0111332 0.00112329 79921.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.923 205.547 0.0110701 0.00115505 80685 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.129 203.496 0.0111286 0.00112563 79976.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.937 200.783 0.0113527 0.00127438 79378.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.155 198.752 0.011468 0.00114587 77503.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.909 196.553 0.0116148 0.00142479 78508.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.413 193.649 0.0115049 0.00109893 76879.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.931 191.309 0.0110534 0.0011226 80557.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.383 189.143 0.0115506 0.00115356 76944.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.474 187.607 0.0112352 0.00110481 78970.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.744 185.144 0.0110186 0.00110799 80721.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.515 182.786 0.0111483 0.00115064 80018.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.357 180.421 0.0111633 0.00112524 79696.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.022 178.597 0.0112374 0.00122243 79880.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.738 176.323 0.0114343 0.00113573 77680.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.602 174.607 0.0112937 0.00111561 78600.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.305 172.008 0.0116482 0.00152715 79043.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.015 170.201 0.0141254 0.00145197 63124.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.156 168.353 0.0127386 0.00114359 68995.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.783 166.185 0.0109419 0.00108529 81164.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.75 164.171 0.0109298 0.00109376 81333.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.732 162.411 0.0109602 0.00110922 81210.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.625 160.286 0.0107715 0.00106461 82415.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.634 158.052 0.0108576 0.00108875 81892.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.577 156.706 0.0107519 0.00107699 82687.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.374 154.317 0.0110939 0.00109631 80019.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.46 152.691 0.0109034 0.00111747 81750 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.361 151.417 0.0111685 0.00107923 79292.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.467 149.593 0.0108758 0.00107643 81638.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.514 147.259 0.0108905 0.0011268 81936.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.544 145.809 0.0108231 0.00109805 82261.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.599 144.365 0.0108118 0.00110254 82395.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.663 142.751 0.0109426 0.00109334 81224 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.01 141.432 0.0109854 0.00110471 80966.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.164 139.266 0.0109021 0.00110353 81644.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.331 137.488 0.0116888 0.00141487 77866.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.478 135.359 0.011218 0.00114295 79403.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.399 133.846 0.0126188 0.00114128 69701.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.642 132.279 0.0110021 0.0011134 80900.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.897 130.872 0.0116553 0.00125723 76937.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.212 129.525 0.012773 0.00159093 71542.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.441 127.84 0.0124457 0.00124722 71438.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.754 126 0.0116732 0.00110619 75707.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.029 124.693 0.0107133 0.00114361 83597.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.712 123.236 0.0112482 0.00110658 78883.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.93 122.174 0.0108564 0.00112998 82250.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.27 120.149 0.0106446 0.00106501 83511.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.398 118.614 0.0126563 0.00171588 73123 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.522 117.016 0.0114281 0.00110766 77516.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.424 116.166 0.0134875 0.00147849 66616.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.858 114.666 0.0114056 0.00111256 77722.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.195 113.398 0.0109819 0.00112334 81147.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.528 111.986 0.0112055 0.00116311 79662.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.028 110.114 0.0111014 0.00124131 81135.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.568 109.286 0.0148792 0.00156992 60108.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.107 107.787 0.0146497 0.00160246 61315.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.742 106.934 0.0146513 0.00156191 61118.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.42 105.005 0.0147141 0.00156178 60825.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.966 103.587 0.0147531 0.00158718 60762.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.539 102.841 0.0148715 0.00160305 60293.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.962 101.898 0.0149171 0.00160321 60087.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.474 99.8143 0.0149114 0.00160417 60117.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.051 98.7727 0.0149462 0.00162116 60037.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.786 97.4798 0.0149028 0.00158596 60074.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.386 96.4372 0.0148635 0.00157566 60205.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.169 94.9267 0.016105 0.00175644 55754.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.001 93.9709 0.0153419 0.00161083 58262.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.408 92.8868 0.0149014 0.00159217 60108.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.385 91.6244 0.0114012 0.00110447 77694.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.019 90.2505 0.0111457 0.00115198 80050.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.778 89.3485 0.0115693 0.00112357 76586 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.456 87.9412 0.0113334 0.00123411 79213.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.113 87.3222 0.0125655 0.00120842 70440.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.07 85.4945 0.0128306 0.00154008 70855.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.8401 85.1213 0.0124919 0.00126164 71236.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.5821 83.9093 0.0122902 0.00130583 72831 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.7028 82.4137 0.0121578 0.00121133 73083 0
: 586 | 95.4362 82.5944 0.0129839 0.00127091 68300 1
: 587 Minimum Test error found - save the configuration
: 587 | 94.6277 80.9059 0.0114015 0.00115669 78088.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.6188 80.4555 0.0112665 0.00113741 78980.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.5168 79.1186 0.0115876 0.00114977 76644.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1255 77.706 0.011291 0.00113821 78795.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.9643 76.7664 0.0171636 0.00184786 52233.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.7516 75.4056 0.0153555 0.00115099 56320.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.8034 74.4816 0.0133506 0.00180676 69300.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.9398 73.6688 0.0169164 0.00183079 53030.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.7766 72.8889 0.0124514 0.00142743 72569.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.6551 71.6857 0.0162436 0.00178377 55325.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7188 70.536 0.0162371 0.00175808 55252.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7487 69.7801 0.0134007 0.00133429 66299.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0136 69.1335 0.0127404 0.00168129 72338.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.927 68.583 0.0119967 0.00122789 74288.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.8796 66.8169 0.0119319 0.00124985 74891.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9307 66.2816 0.012525 0.00133467 71490.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9237 65.5683 0.0121107 0.0011587 73045.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.9769 64.7011 0.0131456 0.00176635 70303.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.0316 63.6683 0.0116212 0.00114338 76351.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.26 62.7737 0.0120112 0.00126932 74474.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.2883 62.3206 0.0117037 0.00115529 75840.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.6009 61.0049 0.0123578 0.00140321 73028.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.5692 60.2603 0.0126585 0.00127403 70271.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.7016 59.2239 0.011507 0.00125681 78047.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8527 58.5374 0.0116916 0.0012771 76815.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.9435 57.7997 0.0118416 0.00117918 75030 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.2004 57.2841 0.0120279 0.0012037 73908.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.4302 56.1763 0.0126645 0.00118619 69696.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4325 55.6378 0.0115592 0.00118579 77120.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.8621 54.9504 0.0130721 0.00151252 69206.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.0048 54.1315 0.0129317 0.00119644 68170.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1104 53.4735 0.0125077 0.00123036 70938.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3446 53.382 0.0170659 0.00191145 52789.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5349 51.66 0.017265 0.00186383 51944.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7411 51.1564 0.0171919 0.0018263 52064.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9625 50.5649 0.0171369 0.00186966 52399.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.266 50.2748 0.0170544 0.00181324 52489.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5884 49.0752 0.0170601 0.00180771 52450.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.9116 48.6072 0.0169721 0.00180508 52745.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.1927 47.66 0.0170073 0.00182085 52678.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.474 47.0477 0.0169179 0.00182069 52989.7 0
: 628 | 57.8597 47.1939 0.015806 0.00104945 54213.2 1
: 629 Minimum Test error found - save the configuration
: 629 | 57.1449 45.8739 0.0109164 0.00109743 81475 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.2291 45.2927 0.0109198 0.00108184 81317.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7185 44.926 0.0108095 0.00107913 82216.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1787 44.14 0.0108601 0.00108149 81810.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.5128 43.4654 0.0108443 0.00109163 82028.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.9013 43.12 0.0108355 0.00108219 82023.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.3692 42.3131 0.0112697 0.00125374 79872.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.5291 42.0858 0.0112158 0.00113876 79388 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.773 41.5372 0.0114288 0.00115307 77853.4 0
: 638 | 51.1697 41.7685 0.0111949 0.00106504 78974.8 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.705 40.3561 0.0122897 0.00156025 74561.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0918 39.8793 0.0135199 0.00136279 65805 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.895 39.6631 0.0122572 0.00122026 72483.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.9912 38.7079 0.0112592 0.00118852 79438.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9948 38.2387 0.0119992 0.00133133 74991.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5605 37.3988 0.0148 0.00182276 61646.3 0
: 645 | 46.9484 37.4063 0.0158825 0.00166985 56288 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.4127 37.0735 0.0160704 0.0017674 55932.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7615 36.1711 0.0165697 0.00177222 54063.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2605 35.9629 0.0156793 0.00149085 56384 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.6859 35.3234 0.0110666 0.0011206 80434 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1973 35.0287 0.0110093 0.00113082 80983.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5974 34.1301 0.0113419 0.00111858 78252.5 0
: 652 | 43.0897 34.2948 0.0115685 0.00105912 76122.5 1
: 653 | 42.6216 34.4065 0.0112653 0.00105884 78382.1 2
: 654 Minimum Test error found - save the configuration
: 654 | 42.215 32.9674 0.0110345 0.00111656 80661.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.5199 32.5616 0.0111824 0.00111458 79461.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.0915 32.405 0.01175 0.00173411 79873.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4782 31.8667 0.0117659 0.00131535 76550.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9836 31.1506 0.0139511 0.00181236 65904.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7012 30.8363 0.0123396 0.0013077 72517.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.1049 30.6075 0.0120825 0.0014698 75381.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5592 29.8629 0.0140512 0.00150751 63777 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.1823 29.3936 0.0144438 0.00113148 60094.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.063 29.0996 0.0115438 0.00120012 77342.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2022 28.7136 0.012744 0.00118563 69213.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6694 28.3648 0.0116534 0.00114699 76144.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2521 27.9981 0.0112672 0.00120592 79512.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7757 27.3239 0.0110164 0.00109472 80631.1 0
: 668 | 35.558 27.3423 0.0118021 0.00146844 77416.7 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.0022 26.7474 0.0132366 0.00145238 67887.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6002 26.3879 0.0110122 0.00109883 80699.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.2386 25.7924 0.0111276 0.0011856 80466.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8343 25.655 0.0111409 0.00112824 79899 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.2915 25.2868 0.0114352 0.00121233 78256.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.9231 24.6833 0.0114867 0.00117861 77608.8 0
: 675 | 32.416 24.9696 0.0117182 0.00117633 75887.6 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.1376 23.7468 0.0147429 0.0017011 61341 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.7596 23.6146 0.0142345 0.00139122 62289.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.365 23.1789 0.0113362 0.00111065 78235 0
: 679 | 30.9774 23.2112 0.0112949 0.00107363 78268.1 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.4407 22.4859 0.0112157 0.00113685 79373.9 0
: 681 | 30.2102 23.1064 0.0108696 0.00104714 81446.3 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.7884 21.8437 0.0110504 0.00112196 80576.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.5035 21.2652 0.0113003 0.00112903 78652.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9661 21.2642 0.0115742 0.00113714 76650 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4443 20.87 0.0109639 0.00110631 81155.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.2185 20.733 0.0110149 0.00112297 80874.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0549 20.1993 0.0153234 0.00176882 59020.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.5663 20.1247 0.0134678 0.00116821 65042.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1426 19.2038 0.0124866 0.00130846 71568.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.9371 19.1221 0.0110392 0.00110606 80538.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4025 18.6228 0.0110542 0.00112077 80536.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.1321 18.4499 0.0132246 0.00135495 67398.9 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.7663 17.998 0.0127873 0.00126208 69412.7 0
: 694 | 25.3309 18.4506 0.0131142 0.00115222 66878.4 1
: 695 | 25.0441 18.2102 0.0120693 0.00106555 72702.5 2
: 696 Minimum Test error found - save the configuration
: 696 | 24.7652 17.599 0.0122009 0.00116243 72473.6 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.4821 17.1151 0.0111218 0.00116005 80307 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.3482 16.5695 0.0110856 0.0011345 80393.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.0226 16.5321 0.0111511 0.00111358 79701.3 0
: 700 | 23.6448 17.2912 0.0119476 0.00106298 73498.4 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.4118 16.3537 0.0112141 0.00111959 79251.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.895 15.7738 0.011149 0.00111734 79747.1 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4717 15.635 0.011162 0.00114437 79859 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1491 15.4666 0.0113663 0.00120003 78691.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8778 15.4342 0.0116787 0.00116521 76092.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6424 15.1489 0.0112168 0.00113554 79355.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4805 14.7353 0.0113001 0.00113496 78700.6 0
: 708 | 21.0939 14.7444 0.011241 0.00111625 79014.3 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.8193 14.1259 0.0113517 0.00116309 78518.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.5215 13.5915 0.011615 0.00115402 76474.8 0
: 711 | 20.2465 14.3662 0.0118853 0.00116065 74594.5 1
: 712 | 20.0929 13.7204 0.0113632 0.00114922 78324.1 2
: 713 | 20.0693 13.9871 0.0115004 0.00107349 76724.7 3
: 714 | 19.6619 13.6337 0.0114478 0.00120398 78096 4
: 715 Minimum Test error found - save the configuration
: 715 | 19.6018 13.2747 0.0115799 0.0011651 76814 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.0826 12.7964 0.0113794 0.00120436 78623.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.8649 12.5033 0.0116899 0.00115342 75926.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.4606 12.2323 0.011516 0.00116255 77269 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.3435 12.0553 0.0114535 0.0011358 77537 0
: 720 | 18.0083 12.122 0.0115436 0.00110122 76611.1 1
: 721 | 17.8911 12.4672 0.0114503 0.00109686 77269.3 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.6784 11.6048 0.0115286 0.0012163 77577.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.304 11.0416 0.0114731 0.00119265 77817.2 0
: 724 | 16.9309 11.2017 0.0111278 0.00105328 79408.4 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.0527 10.895 0.0110522 0.00113327 80653.7 0
: 726 | 16.8759 11.129 0.010955 0.00108732 81072.8 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.4623 10.3177 0.0110973 0.00111929 80176.1 0
: 728 | 16.207 10.3594 0.0109668 0.0010437 80619.6 1
: 729 | 16.0505 10.4919 0.0111313 0.00109427 79705 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.7275 9.93406 0.0111655 0.00117806 80100.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3714 9.48089 0.0110454 0.00109998 80439 0
: 732 | 15.3604 9.7898 0.0108555 0.00105322 81613.3 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1173 9.44791 0.0109283 0.00112312 81589.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.9534 9.14484 0.0112782 0.00123715 79673.1 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.9541 8.88763 0.0117266 0.00126978 76504.8 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.6016 8.77769 0.0114826 0.00118881 77717 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.3654 8.7199 0.0145065 0.00117327 60000.6 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.0355 8.70094 0.0125434 0.0011676 70324.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.8709 8.0819 0.0110943 0.0011512 80457.4 0
: 740 | 13.9513 8.87686 0.0113969 0.00115095 78079.7 1
: 741 | 13.7067 8.21327 0.0111438 0.00103811 79163.5 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.3422 7.6563 0.0120349 0.00114125 73437 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2888 7.46481 0.0113825 0.00117386 78364.6 0
: 744 | 12.9881 7.70083 0.0120833 0.00123767 73762.1 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.8945 7.16677 0.0108427 0.00109296 82053.6 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6388 6.97236 0.0108901 0.00109799 81698.2 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.3551 6.86388 0.0107823 0.00107656 82425.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.2305 6.53329 0.010831 0.00109048 82131.3 0
: 749 | 12.094 6.63868 0.010845 0.00104397 81624.1 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.9349 6.45908 0.0109688 0.0010928 81004.5 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8007 6.15068 0.0109208 0.00116081 81967 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.6088 5.9977 0.0110088 0.00109999 80735.9 0
: 753 | 11.4338 6.0366 0.0109973 0.00104618 80393 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.3695 5.84329 0.0112001 0.00111955 79360.8 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.325 5.75865 0.0119831 0.00132653 75071.3 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.2714 5.56647 0.0111474 0.00111438 79736.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.8599 5.44227 0.0110882 0.00112409 80287.8 0
: 758 | 10.8434 5.88813 0.0110797 0.00105482 79801.5 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.6126 5.1455 0.0109705 0.00112496 81255.2 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.6242 5.03173 0.0111508 0.0011276 79814.5 0
: 761 | 10.3305 5.24212 0.0112878 0.00105977 78216.6 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.2101 4.69974 0.0110711 0.00112497 80433.6 0
: 763 | 9.98655 4.76238 0.0110775 0.00107108 79948.6 1
: 764 | 9.89624 4.75777 0.0111169 0.00114151 80197.6 2
: 765 | 9.98376 5.02616 0.0109554 0.0010571 80822.3 3
: 766 Minimum Test error found - save the configuration
: 766 | 9.85716 4.58562 0.011186 0.0011284 79541.7 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.55236 4.54991 0.0111648 0.00112211 79660.2 0
: 768 | 9.40901 4.60592 0.0113743 0.00109594 77833.3 1
: 769 | 9.28924 4.6235 0.0111798 0.00108091 79216.5 2
: 770 | 9.58633 4.64851 0.0112724 0.00109878 78634.9 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.36439 4.4742 0.0114716 0.00136377 79146.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.20519 4.32812 0.0110042 0.00113824 81086.7 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.98082 3.70752 0.0114264 0.00116316 77948.4 0
: 774 | 8.91476 3.81235 0.011451 0.00103784 76825.9 1
: 775 | 8.70578 4.23325 0.012073 0.00107006 72707.5 2
: 776 | 8.59749 3.74229 0.0109005 0.001034 81082.3 3
: 777 | 8.42973 3.77 0.0129953 0.00167793 70688 4
: 778 Minimum Test error found - save the configuration
: 778 | 8.29777 3.63047 0.0164988 0.00178901 54385.5 0
: 779 | 8.40043 4.00801 0.0164124 0.00169055 54341.1 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.43774 3.5189 0.0165043 0.00178598 54353.9 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.37646 3.35319 0.0164536 0.00176775 54474.1 0
: 782 | 7.95116 3.39156 0.016496 0.00170096 54072.2 1
: 783 | 7.73693 3.72898 0.0124682 0.00106814 70175.2 2
: 784 Minimum Test error found - save the configuration
: 784 | 7.76991 3.17664 0.01143 0.00111139 77530 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.63601 3.03835 0.0111224 0.001133 80084.5 0
: 786 | 7.44584 3.34567 0.0115423 0.00121425 77458.6 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.43301 2.89203 0.0115538 0.00119268 77211.7 0
: 788 | 7.34787 3.61282 0.0112211 0.0010964 79014.3 1
: 789 | 7.26968 3.11387 0.0111476 0.00106823 79370 2
: 790 | 7.20882 3.04973 0.0111866 0.00110375 79342.6 3
: 791 | 7.04851 3.05112 0.0113039 0.00109244 78343 4
: 792 | 6.98521 3.22893 0.0114112 0.00111476 77696.4 5
: 793 | 6.9477 3.4359 0.0111495 0.00108545 79490.5 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.79302 2.83297 0.0112708 0.00112881 78879.7 0
: 795 | 6.7342 3.17881 0.0112894 0.00120392 79322 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.56564 2.6998 0.0114478 0.00114687 77662.8 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.46996 2.43865 0.0120435 0.00115367 73462.7 0
: 798 | 6.35589 2.68734 0.0111462 0.0010684 79382.3 1
: 799 | 6.27498 2.55614 0.0111859 0.00108634 79211.5 2
: 800 | 6.29086 2.5918 0.0115415 0.0010648 76360.1 3
: 801 | 6.1214 2.85585 0.0154371 0.00150691 57429.4 4
: 802 | 6.15437 2.64907 0.0143574 0.00108363 60269 5
: 803 | 6.17983 2.58063 0.0113265 0.0011259 78426.7 6
: 804 | 5.98949 2.52081 0.0112505 0.00106426 78537.6 7
: 805 Minimum Test error found - save the configuration
: 805 | 6.07875 2.26386 0.0114043 0.00126088 78869.2 0
: 806 | 6.0097 2.82174 0.0115231 0.00108298 76627.7 1
: 807 | 5.72169 2.38875 0.0113757 0.00108813 77763.8 2
: 808 | 5.6334 2.53138 0.0111528 0.00105722 79242.7 3
: 809 Minimum Test error found - save the configuration
: 809 | 5.73655 2.23865 0.0113591 0.00122733 78959.5 0
: 810 | 6.16724 2.75302 0.0110053 0.00106076 80445.9 1
: 811 | 5.92241 2.71008 0.0109775 0.00105861 80654.2 2
: 812 | 5.39707 2.81144 0.0110823 0.00106516 79863.5 3
: 813 | 5.51355 2.83503 0.01131 0.00111882 78499.5 4
: 814 | 5.40955 2.28929 0.0116163 0.00112465 76250.9 5
: 815 | 5.20356 2.54786 0.0118209 0.00139587 76738.3 6
: 816 | 5.18544 2.73141 0.0126851 0.00109039 68996.7 7
: 817 | 5.18592 2.37127 0.0122608 0.00107282 71505.1 8
: 818 Minimum Test error found - save the configuration
: 818 | 5.26039 2.0569 0.0115757 0.00119013 77029.8 0
: 819 | 5.05967 2.31844 0.0117062 0.00113435 75672.7 1
: 820 Minimum Test error found - save the configuration
: 820 | 4.95092 2.04753 0.0119759 0.00116467 73996.8 0
: 821 | 5.00336 2.11578 0.0114616 0.00116559 77699.7 1
: 822 | 4.80874 2.44447 0.01159 0.00112279 76429 2
: 823 | 4.86578 2.48827 0.0117384 0.00113896 75475.4 3
: 824 | 4.93185 2.66199 0.0114361 0.0010832 77273.4 4
: 825 | 4.83776 2.50208 0.0114924 0.00108147 76842.2 5
: 826 | 4.66485 2.54428 0.0113073 0.00107765 78204.2 6
: 827 Minimum Test error found - save the configuration
: 827 | 4.67819 1.80837 0.0114019 0.00122609 78617.9 0
: 828 | 4.583 2.17669 0.0112164 0.00107631 78894.5 1
: 829 | 4.68155 2.6325 0.0114066 0.00107225 77411.5 2
: 830 | 4.67968 2.15789 0.0113784 0.00111746 77965.7 3
: 831 Minimum Test error found - save the configuration
: 831 | 4.44237 1.80225 0.0112615 0.00114992 79116.9 0
: 832 | 4.43206 1.89185 0.0116438 0.00118599 76497.5 1
: 833 | 4.36569 2.12033 0.0121176 0.00149418 75305.1 2
: 834 | 4.29141 2.3665 0.0156073 0.00115542 55356.2 3
: 835 Minimum Test error found - save the configuration
: 835 | 4.25805 1.72669 0.015018 0.00118087 57815.7 0
: 836 | 4.44699 1.87872 0.0139103 0.00128443 63362 1
: 837 | 4.33733 2.18488 0.0153403 0.00106802 56052.9 2
: 838 | 4.23033 1.74712 0.0111046 0.00112019 80124.8 3
: 839 | 4.32851 2.17542 0.0109037 0.00104893 81179.1 4
: 840 | 4.30055 2.04377 0.0109012 0.00109089 81547.1 5
: 841 | 4.22922 2.12155 0.0110186 0.00105879 80323.2 6
: 842 | 3.93299 1.79469 0.011073 0.00108153 80068.5 7
: 843 | 3.97355 2.06214 0.0113132 0.0010734 78126.9 8
: 844 Minimum Test error found - save the configuration
: 844 | 3.90849 1.66427 0.0113664 0.00125591 79125.8 0
: 845 Minimum Test error found - save the configuration
: 845 | 3.79598 1.6467 0.0113907 0.00114467 78078.8 0
: 846 Minimum Test error found - save the configuration
: 846 | 3.81548 1.62691 0.0115927 0.00115906 76674.8 0
: 847 | 3.63758 2.15431 0.011626 0.0011141 76104.5 1
: 848 Minimum Test error found - save the configuration
: 848 | 3.62026 1.5359 0.0115357 0.00116587 77146.9 0
: 849 | 3.58781 2.02967 0.0112645 0.00108597 78596.5 1
: 850 Minimum Test error found - save the configuration
: 850 | 3.55773 1.51563 0.0113662 0.00112497 78115.4 0
: 851 | 3.63419 2.02108 0.0112059 0.00106129 78859.8 1
: 852 | 3.71218 1.9185 0.0113224 0.00111645 78385.6 2
: 853 | 3.49892 1.99795 0.0113367 0.00106799 77906.5 3
: 854 | 3.50016 1.58354 0.0117043 0.00121476 76266.5 4
: 855 | 3.51566 2.49123 0.0122698 0.00113549 71849.9 5
: 856 | 3.7081 1.68041 0.0125492 0.00114165 70129.3 6
: 857 | 3.59256 1.88242 0.0118889 0.0011354 74394.2 7
: 858 | 3.39338 1.57919 0.0122902 0.00126807 72581.5 8
: 859 | 3.37149 2.0245 0.0135438 0.0011132 64357.5 9
: 860 | 3.2448 1.82439 0.0116418 0.00114141 76187.4 10
: 861 | 3.20678 1.90422 0.0115852 0.00112008 76444.2 11
: 862 | 3.17304 1.81883 0.0121828 0.00109144 72128.1 12
: 863 | 3.09958 1.76953 0.0113056 0.00108765 78293.4 13
: 864 | 3.15274 2.03326 0.0113993 0.00117936 78278.7 14
: 865 | 3.0903 1.94951 0.0115799 0.0011223 76499.6 15
: 866 Minimum Test error found - save the configuration
: 866 | 3.15224 1.37089 0.0117866 0.00117657 75400.6 0
: 867 | 3.02833 1.42328 0.0121091 0.0012184 73457.3 1
: 868 | 3.03408 1.75703 0.0116004 0.00111415 76290.1 2
: 869 | 3.02769 1.68701 0.0129567 0.00171114 71139.1 3
: 870 | 2.87806 1.71066 0.0170271 0.00183271 52650.9 4
: 871 | 2.97957 2.40912 0.014758 0.00155306 60583.5 5
: 872 | 2.9776 1.84096 0.0114091 0.00109376 77554.3 6
: 873 | 2.97686 1.60267 0.0113561 0.00114142 78318.9 7
: 874 | 2.97769 2.16946 0.0113089 0.00107996 78209.2 8
: 875 | 3.0029 1.98513 0.0112249 0.00108019 78858.9 9
: 876 | 2.94654 2.05154 0.011366 0.00113635 78204.1 10
: 877 | 2.82238 1.86537 0.0115739 0.00115562 76788.3 11
: 878 | 2.79152 2.17051 0.0112454 0.00113784 79149 12
: 879 | 2.9582 1.78753 0.0115168 0.00109849 76788 13
: 880 | 2.74973 1.58132 0.0114972 0.00110333 76968.1 14
: 881 | 2.65393 1.79073 0.011364 0.00107589 77759.8 15
: 882 | 2.64799 1.85227 0.0127474 0.00108063 68570.8 16
: 883 | 2.67075 1.971 0.0114496 0.00114232 77615.4 17
: 884 | 2.68431 1.75056 0.0114631 0.00107336 76999.2 18
: 885 | 2.69881 2.14389 0.0113053 0.00108285 78259.4 19
: 886 | 2.57807 1.92194 0.011469 0.00112422 77333.9 20
: 887 | 2.4542 2.05894 0.0115897 0.00107946 76116.3 21
:
: Elapsed time for training with 1000 events: 10.5 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: 0.0131 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: 0.989 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.186 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= 3.30279e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07894e+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: 0.0421 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: 0.0378 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: 0.00139 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: 1.03 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: 0.0259 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00298 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: 0.0414 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00462 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: 0.00299 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000469 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: 0.113 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.923 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.106 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.704 -0.0412 4.92 1.45 | 3.243 3.248
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.0798 0.0318 1.61 1.06 | 3.362 3.348
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.