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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: 0.322 sec
: Elapsed time for training with 1000 events: 0.327 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00283 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: 0.000901 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00448 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: 0.000285 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000314 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 = 31522.7
: --------------------------------------------------------------
: 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 | 33048.4 31109 0.0120269 0.00130394 74606.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32508.6 30516.8 0.0118491 0.00115553 74811.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31779.5 29833.3 0.0116665 0.00116827 76203.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31034.3 29185.7 0.0120812 0.00123347 73748.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30293.8 28459.1 0.0118114 0.00117378 75205 0
: 6 Minimum Test error found - save the configuration
: 6 | 29498.6 27581.6 0.0117869 0.00116954 75348.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28801.7 26992.6 0.0117082 0.00115084 75776.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28359.7 26616.1 0.0124351 0.00140619 72536.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 28003.1 26299.8 0.0119161 0.00118024 74516.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27683.1 26008.4 0.012015 0.00120629 74014.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27388.6 25725.1 0.0118981 0.00117875 74631.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27097.7 25459.4 0.0120596 0.00120016 73668.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26823.8 25199 0.01308 0.00139953 68490.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26555.4 24946.7 0.0126913 0.00121518 69710.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26293.7 24701.6 0.0120644 0.00116968 73429.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26042 24457.3 0.0118382 0.00121334 75295.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25789.7 24222.5 0.0166456 0.00124228 51936.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25548.4 23987.3 0.0124376 0.0011673 70982.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25304.8 23761.1 0.0124818 0.00122158 71046.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25069.2 23537.7 0.0129548 0.00135107 68943.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24837.3 23317.1 0.0127728 0.00131007 69791.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24607.2 23101.1 0.0121842 0.00124521 73132.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24381.6 22887.7 0.0122038 0.00123819 72955.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24159.6 22676.1 0.0121272 0.00116961 73009 0
: 25 Minimum Test error found - save the configuration
: 25 | 23939.6 22467.7 0.0119707 0.00116184 74013.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23724.4 22259.7 0.0121455 0.0012732 73581.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23505.5 22061.1 0.0117796 0.00115969 75330.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23296.9 21860.4 0.0116985 0.00116104 75920 0
: 29 Minimum Test error found - save the configuration
: 29 | 23089.1 21660.4 0.0119004 0.00116578 74525.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22882 21463.5 0.0119067 0.00125996 75140.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22675.6 21272.3 0.0123833 0.00116876 71336.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22473.7 21083.3 0.0120867 0.00125221 73838 0
: 33 Minimum Test error found - save the configuration
: 33 | 22275.8 20893.9 0.0121561 0.00123122 73227.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22078.1 20707.1 0.0122983 0.00121389 72173.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21883.7 20521.2 0.0121016 0.00116648 73159.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21688.5 20340.5 0.0117697 0.00117842 75533.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21499.3 20159.2 0.0121099 0.00117933 73188.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21309.1 19981.6 0.0118106 0.00115917 75107.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21122 19805.8 0.0117487 0.00115701 75530.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20937.7 19630.7 0.0117854 0.001174 75390.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20756.6 19454.8 0.0122643 0.00119675 72283.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20572.9 19284.4 0.0124275 0.0012467 71551.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20392 19118 0.0124281 0.00121183 71325.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20216.4 18950.6 0.0121712 0.00117586 72758.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20041 18784.3 0.0119156 0.00118862 74578.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19866.8 18620.1 0.0196331 0.00203705 45464.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19693 18459.8 0.012552 0.0012562 70822.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19522.8 18299.9 0.0122578 0.00126251 72758.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19355.4 18137.3 0.0118677 0.00117366 74808.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19184.1 17974.5 0.0128551 0.00122151 68766.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19010.4 17810.2 0.0122932 0.00127291 72593.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18849.6 17658.1 0.0127588 0.00137879 70299 0
: 53 Minimum Test error found - save the configuration
: 53 | 18680.8 17500.3 0.0137165 0.00137085 64800 0
: 54 Minimum Test error found - save the configuration
: 54 | 18512.4 17341.9 0.0118526 0.00115829 74806.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18359.1 17199.4 0.0121535 0.00115989 72769.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18191.9 17042 0.0118372 0.00116541 74963.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18038.6 16893.9 0.0121673 0.00118702 72857.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17880.9 16749.9 0.0126582 0.00118983 69757 0
: 59 Minimum Test error found - save the configuration
: 59 | 17718.3 16589.2 0.0118356 0.0011851 75113.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17560.9 16438.1 0.0117853 0.00117517 75399.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17408.9 16293.6 0.0138194 0.00144525 64650.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17250.8 16142.8 0.0140619 0.00171139 64774.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17095.7 15997.6 0.0183242 0.00216544 49508.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 16947 15849 0.0155868 0.00119563 55589.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16792.5 15707.2 0.0118628 0.00117074 74821.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16645.2 15564 0.0118657 0.00116875 74787.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16496.5 15421.3 0.0120942 0.00120058 73437.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16347.2 15285.8 0.0124316 0.00121545 71325.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16201.3 15146.3 0.0122598 0.00117966 72201.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16057.6 15009.5 0.0119915 0.0011839 74021.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15914.3 14870.8 0.0120456 0.00119517 73729.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15769.6 14738.3 0.0120779 0.00122619 73720.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15629.9 14603 0.0122644 0.00120846 72359.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15488.6 14470.1 0.0123211 0.00123244 72146.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15349.1 14339.4 0.0122078 0.00125492 73040.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15211.3 14209.4 0.0122717 0.00120994 72321.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15074.8 14081.5 0.0120577 0.00118427 73574.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14942.1 13950.4 0.0121314 0.00124509 73486.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14805.5 13824.2 0.0122315 0.00127477 73014.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14671.7 13700.5 0.0124649 0.00124353 71292.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14543.4 13572.6 0.0126437 0.00121839 70019.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14409.5 13452.1 0.012318 0.00122769 72134.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14280.5 13330.9 0.0125148 0.00123965 70952.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14153.4 13210 0.0123936 0.00122027 71599.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14027.1 13088.5 0.01208 0.00119979 73528.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13901 12969.2 0.0120574 0.00121734 73800.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13775 12852.9 0.0122307 0.00131882 73314.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13651.9 12735.7 0.0121906 0.00124094 73061.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13530 12619.5 0.0120948 0.0012186 73554.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13407.9 12504.9 0.0126311 0.0012272 70151.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13286.2 12393.6 0.0121866 0.00120581 72854.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13167.8 12281.1 0.0121915 0.00123453 73013.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13048.2 12172.3 0.0124682 0.00121738 71106.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12934.8 12058.2 0.0121637 0.00120473 72999.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12817.9 11946.4 0.0121572 0.0012682 73468.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12699.4 11840.1 0.0128184 0.00129611 69430.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12586.2 11733.3 0.0124796 0.00125822 71292.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12472.5 11628.1 0.0125052 0.00123926 71010.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12359.9 11524.3 0.0124059 0.00120621 71430.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12252.7 11415.2 0.0121952 0.00120504 72792.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12138.6 11312.8 0.0121983 0.00120144 72748 0
: 102 Minimum Test error found - save the configuration
: 102 | 12028.5 11212.3 0.0120115 0.00118997 73926.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11922.8 11108.9 0.0120178 0.00119833 73940.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11813.7 11008.6 0.0122614 0.00129975 72981.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11707.5 10909 0.0125221 0.00125068 70976.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11602.7 10809.3 0.0139912 0.00137237 63397.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11496.5 10713 0.0136417 0.00155853 66207.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11395 10613.9 0.0130434 0.00124468 67804.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11291 10517.9 0.0132638 0.00127179 66711.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11189.2 10422.1 0.0127665 0.00124482 69434.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11087.8 10327.9 0.0121906 0.00121066 72860.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10988.1 10234.2 0.0120566 0.00119374 73645.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10887.6 10142.5 0.0120827 0.00120554 73548.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10790 10050.7 0.012341 0.00127482 72292.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10693 9959.09 0.0121885 0.00120487 72835.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10596.3 9867.98 0.0120315 0.00119851 73848.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10499.5 9778.85 0.0123278 0.00122373 72045.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10406 9689.02 0.0121092 0.00120453 73363.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10310.4 9601.41 0.0120472 0.00120816 73807.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10218.1 9513.04 0.0120062 0.00119811 74018.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10124.8 9427.05 0.0128028 0.00126718 69350.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10033.8 9340.14 0.0123488 0.00142365 73225.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9941.51 9256.39 0.0121802 0.00121971 72989.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9853.47 9170.14 0.0124867 0.00122603 71043.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9762.03 9088.17 0.0190479 0.0023774 47988.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9674.8 9004.16 0.0122857 0.00123732 72409 0
: 127 Minimum Test error found - save the configuration
: 127 | 9586.69 8921.69 0.0125252 0.00123599 70864 0
: 128 Minimum Test error found - save the configuration
: 128 | 9499.89 8839.82 0.0121731 0.00120996 72972.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9412.83 8760.23 0.0121836 0.00121926 72963.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9327.91 8679.7 0.0122894 0.00123618 72377 0
: 131 Minimum Test error found - save the configuration
: 131 | 9243.41 8600.65 0.0132122 0.00141204 67795.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9159.09 8521.26 0.0133134 0.0014007 67155 0
: 133 Minimum Test error found - save the configuration
: 133 | 9075.34 8444.04 0.0131834 0.00124093 66987.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8992.89 8367.43 0.0127661 0.00126458 69555.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8912.11 8289.63 0.0123417 0.00122527 71965.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8830.83 8213.16 0.0122894 0.00123868 72393.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8749.72 8138.35 0.0127405 0.00127929 69800.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8670.03 8063.94 0.0124989 0.00123832 71044.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8591.8 7989.45 0.0123709 0.00122353 71765.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8513.1 7916.35 0.0125631 0.00127829 70891.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8436.45 7842.29 0.012632 0.0012662 70386.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8358.51 7770.93 0.0127425 0.00128972 69852.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8281.8 7700.42 0.0128233 0.00134895 69720.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8207.05 7629.83 0.0131136 0.00127799 67592.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8132.71 7558.65 0.0124983 0.0012212 70940.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8058.78 7487.09 0.0124251 0.001246 71562.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7983.22 7420.28 0.0124954 0.00123705 71058.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7912.18 7350.62 0.0123731 0.00124228 71872.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7840.59 7281.12 0.0124121 0.0012224 71494.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7766.14 7216.22 0.0123129 0.00121452 72082.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7696.94 7149.08 0.0124239 0.00124998 71595 0
: 152 Minimum Test error found - save the configuration
: 152 | 7626.62 7082.47 0.0122348 0.00119884 72490.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7556.86 7016.63 0.0121101 0.00119425 73288 0
: 154 Minimum Test error found - save the configuration
: 154 | 7487.43 6952.1 0.012691 0.00137035 70667.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7418.71 6888.04 0.012232 0.00120489 72548.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7351.29 6824.43 0.0120452 0.00119151 73707.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7283.98 6761.26 0.012404 0.00120648 71444.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7217.46 6698.28 0.0121634 0.00125761 73355.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7150.88 6636.74 0.0121499 0.00120512 73094.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7085.37 6575.94 0.0124659 0.00126282 71409 0
: 161 Minimum Test error found - save the configuration
: 161 | 7022.27 6513.31 0.0125468 0.00136929 71572.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6955.93 6453.79 0.0123629 0.00121185 71742.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6891.97 6395.41 0.0122464 0.00120943 72483.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6830.87 6334.25 0.0122985 0.00122734 72259.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6767 6275.63 0.012325 0.00122128 72047.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6705.64 6216.8 0.0122202 0.00121368 72684.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6642.66 6160.53 0.012476 0.00123053 71139.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6582.47 6103.25 0.0124476 0.00123849 71370.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6522.95 6045.45 0.0124206 0.00124048 71555.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6461.67 5990.73 0.0125226 0.00122067 70784.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6403.06 5934.6 0.0124589 0.00130718 71737.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6344.31 5878.81 0.0123546 0.00124938 72038.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6285.51 5824.51 0.0124143 0.00121615 71440.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6227.56 5771.01 0.0122321 0.00123452 72743.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6170.97 5716.7 0.0122614 0.00127126 72792.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6114.31 5663.05 0.0120477 0.00118567 73650.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6056.8 5611.51 0.0123752 0.00127205 72051.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6001.97 5558.81 0.0125686 0.00137607 71475.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5946.94 5506.68 0.0125502 0.00126903 70914.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5892.21 5455.17 0.0123166 0.00121401 72055.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5837.27 5404.1 0.0124598 0.00122247 71191.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5783.42 5354.25 0.0123582 0.0012424 71969.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5730.18 5304.94 0.0128469 0.00148064 70383.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5678.35 5253.99 0.0123834 0.00125806 71908.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5624.75 5205.47 0.0126799 0.00137125 70742.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5573.43 5156.69 0.0124368 0.00122469 71351.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5522.24 5107.75 0.0124315 0.00126335 71632.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5470.41 5061.06 0.0123413 0.00122414 71960.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5420.8 5013.24 0.0123789 0.00124691 71864.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5370.79 4965.72 0.0123732 0.00134796 72560.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5321.19 4919.15 0.0123717 0.00122624 71777.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5271.43 4874.27 0.0123703 0.00124189 71888.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5223.67 4828.08 0.0125534 0.00127874 70955.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5174.73 4783.28 0.0125193 0.00135945 71685.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5126.46 4740.03 0.0124418 0.00123847 71407.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5080.49 4695.06 0.0125031 0.00129691 71389.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5032.89 4651.23 0.0122752 0.00126831 72681.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4987.13 4607.25 0.0123805 0.00124721 71856.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4940.95 4563.99 0.0122268 0.0012361 72788.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4894.71 4521.68 0.0124606 0.00123757 71281.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4849.93 4479.96 0.0125581 0.00124224 70697 0
: 202 Minimum Test error found - save the configuration
: 202 | 4805.81 4437.04 0.0122533 0.00123587 72612.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4760.57 4396.47 0.012233 0.00122038 72643.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4717.01 4356.03 0.0122062 0.00121233 72767.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4673.46 4315.8 0.0122368 0.00136389 73577 0
: 206 Minimum Test error found - save the configuration
: 206 | 4631.33 4274.26 0.0125603 0.00130386 71070.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4587.49 4235.49 0.0128937 0.00123917 68642.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4545.92 4195.9 0.012161 0.00120536 73021.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4504.07 4156.66 0.0124333 0.00123096 71413.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4462.6 4118.18 0.0122223 0.0012391 72838.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4421.56 4079.84 0.0125086 0.00122463 70896.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4381.05 4041.46 0.0121187 0.00121705 73383.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4340.7 4003.9 0.012248 0.00122104 72549.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4301.1 3966.24 0.0123784 0.0014482 73191.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4260.96 3929.83 0.0122127 0.00126873 73099.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4222.15 3893.36 0.012187 0.00121642 72922.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4183.78 3856.52 0.0125662 0.00124384 70656.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4144.8 3821.27 0.0121473 0.0012097 73142 0
: 219 Minimum Test error found - save the configuration
: 219 | 4106.91 3785.99 0.0122624 0.00125571 72682.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4069.89 3750.24 0.0127565 0.00132818 70001.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4032.74 3714.88 0.0124331 0.0012472 71518.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3995.31 3680.27 0.0123128 0.00121514 72087.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3959.03 3645.75 0.0124295 0.00124889 71552.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3923.44 3610.94 0.0130774 0.001353 68233.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3886.01 3579.45 0.0130451 0.00146986 69112.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3851.69 3545.09 0.012424 0.00125258 71611 0
: 227 Minimum Test error found - save the configuration
: 227 | 3816.56 3511.71 0.0126648 0.00127958 70266.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3781.51 3479.75 0.0125197 0.00125196 70999 0
: 229 Minimum Test error found - save the configuration
: 229 | 3746.36 3448.25 0.0127378 0.00127161 69770.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3713.48 3415.08 0.0124051 0.00124918 71710.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3678.81 3383.86 0.0129842 0.00126065 68238.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3645.27 3353.5 0.0123854 0.00123128 71722.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3612.6 3321.56 0.0124332 0.00127031 71666 0
: 234 Minimum Test error found - save the configuration
: 234 | 3579.85 3290.16 0.0120651 0.00119283 73581.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3547.09 3259.56 0.0123345 0.001218 71965 0
: 236 Minimum Test error found - save the configuration
: 236 | 3514.76 3229.68 0.0121184 0.00120169 73281.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3482.97 3199.57 0.0120822 0.00119961 73511.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3450.44 3170.69 0.0121023 0.00120015 73380.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3420.46 3140.38 0.0122942 0.00120718 72156.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3388.83 3111.17 0.0121251 0.00121097 73299.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3358.4 3083.34 0.0127235 0.00121427 69509.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3328.06 3053.46 0.0121763 0.00124009 73151.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3296.88 3025.51 0.0125998 0.00122551 70333.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3267.89 2996.36 0.0123394 0.00127951 72333.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3237.29 2969.28 0.0123331 0.00122289 72005.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3208.21 2941.36 0.0122216 0.00120824 72639.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3179.03 2914.46 0.0126196 0.00123699 70282.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3150.36 2887.16 0.0123349 0.00121533 71945.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3121.01 2861.55 0.0123182 0.00122007 72084.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3093.78 2834.19 0.0123101 0.00134081 72930.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3064.87 2808.03 0.0131005 0.00134669 68063.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3037.34 2781.52 0.0123117 0.00122303 72145.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3009.94 2755.39 0.0122337 0.00121395 72597.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2981.81 2730.72 0.0123996 0.00122719 71604.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2955.98 2704.45 0.0123301 0.0012234 72028.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2928.54 2679.62 0.0125277 0.00123169 70821.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2901.71 2654.82 0.0130511 0.00155388 69582.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2875.26 2630.63 0.0124656 0.00121767 71124.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2849.54 2606.73 0.0124202 0.00125728 71665.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2824.03 2582.17 0.0126707 0.00123485 69955.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2797.53 2559.39 0.0127638 0.00122147 69309.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2772.92 2535.66 0.0122506 0.00120694 72439.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2748.44 2511.23 0.0122301 0.00121863 72651.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2722.99 2488.02 0.0121758 0.00123557 73124.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2697.97 2465.61 0.0124842 0.00121472 70988 0
: 266 Minimum Test error found - save the configuration
: 266 | 2674.53 2441.8 0.013584 0.0012955 65101.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2648.91 2420.16 0.0125036 0.00124378 71048.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2625.97 2397.41 0.012479 0.00144645 72512.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2602.06 2374.92 0.0123947 0.00122214 71604 0
: 270 Minimum Test error found - save the configuration
: 270 | 2578.61 2353.12 0.0126968 0.00124279 69844.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2555.22 2331.3 0.0125867 0.00143312 71725.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2531.57 2310.03 0.0132205 0.00127972 66997.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2508.51 2289.15 0.0123986 0.0012216 71575.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2486.33 2267.86 0.0126818 0.00122925 69853.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2463.95 2246.47 0.0141159 0.00123014 62084 0
: 276 Minimum Test error found - save the configuration
: 276 | 2440.6 2226.32 0.0121168 0.0012005 73285.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2418.76 2206.21 0.0121161 0.00119428 73247.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2396.86 2186.13 0.0121217 0.00120446 73278.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2375.25 2165.99 0.0122172 0.00127214 73092.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2353.87 2145.66 0.012193 0.00120752 72823.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2331.65 2126.54 0.0128589 0.00127776 69077.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2310.7 2106.98 0.0144876 0.00146628 61437.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2289.76 2087.46 0.0138874 0.00178803 66119 0
: 284 Minimum Test error found - save the configuration
: 284 | 2268.81 2067.95 0.015501 0.00156024 57385.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2247.85 2049.26 0.0147751 0.00153789 60435.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2227.26 2030.65 0.0142743 0.00139838 62131.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2206.94 2011.82 0.0134408 0.00146861 66821.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2186.39 1993.52 0.0137735 0.00124153 63836.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2166.39 1975.58 0.0134688 0.00162525 67547.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2146.11 1957.92 0.0137318 0.00124641 64074.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2127.72 1938.79 0.0135032 0.00143821 66307.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2107.11 1920.84 0.0134787 0.00133418 65873.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2087.67 1903.35 0.0133322 0.00141399 67124 0
: 294 Minimum Test error found - save the configuration
: 294 | 2068.04 1886.25 0.0131241 0.00137378 68083.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2049.17 1868.96 0.012643 0.00127651 70382.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2030.6 1851.34 0.0153968 0.0020389 59889.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2011.18 1834.88 0.0194388 0.00222065 46462.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1992.76 1818.13 0.0198002 0.00209606 45187.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1974.43 1801.38 0.0210443 0.00237531 42851.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1955.95 1784.96 0.0193745 0.00170474 45275.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1937.87 1768.42 0.0126834 0.00129879 70270.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1919.35 1753.01 0.0139375 0.00139927 63804.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1902.32 1736.22 0.0131931 0.00146648 68220.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1884.04 1720.46 0.0127373 0.00125827 69692.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1866.3 1704.87 0.0125439 0.00124232 70786.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1849.17 1689.35 0.0124176 0.00122349 71466.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1831.84 1673.51 0.012746 0.00126216 69663.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1814.27 1658.3 0.0132808 0.00129582 66750.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1797.02 1643.8 0.0133861 0.00129654 66172.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1781.35 1627.75 0.0129301 0.00141866 69496 0
: 311 Minimum Test error found - save the configuration
: 311 | 1763.54 1613.38 0.0137442 0.00127511 64158.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1747.62 1597.94 0.0138948 0.00156875 64903.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1730.29 1583.97 0.0138498 0.00137602 64134.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1714.02 1569.71 0.0147292 0.00198212 62759.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1698.18 1555.1 0.0161799 0.00133932 53906.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1682.18 1540.71 0.0133294 0.00125957 66281.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1665.89 1526.68 0.0129733 0.00128513 68445.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1649.82 1513.36 0.0131779 0.0012742 67205.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1634.74 1499.16 0.0130122 0.00131227 68376.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1619.17 1485.41 0.0182848 0.00217441 49657.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1603.83 1471.41 0.0151466 0.00134534 57965.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1588.31 1459.04 0.0128602 0.00129878 69195.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1573.2 1445.15 0.0130188 0.00127315 68110.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1558.28 1431.53 0.0129141 0.00140523 69511.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1543.56 1418.04 0.0133404 0.00132835 66599.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1528.69 1404.65 0.0129595 0.00124272 68278.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1513.36 1392.45 0.0125436 0.0012514 70845.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1499.84 1378.95 0.0126687 0.00125216 70073.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1484.83 1366.57 0.0131581 0.00122424 67036.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1470.5 1354.56 0.0127583 0.00125568 69549.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1457.25 1341.19 0.0128929 0.0012813 68896.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1443.06 1328.63 0.0126519 0.00122441 70006.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1428.64 1316.46 0.0128391 0.00127416 69174.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1414.78 1304.81 0.0131319 0.00133944 67839.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1401.54 1293.02 0.0128933 0.00124495 68679.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1388.17 1281 0.0130647 0.00129076 67946.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1375.03 1268.42 0.0130321 0.00134894 68474.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1361.36 1256.67 0.0147661 0.00146002 60123 0
: 339 Minimum Test error found - save the configuration
: 339 | 1348.47 1245.08 0.0147976 0.00154596 60370.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1335.05 1234.08 0.014012 0.0012615 62742.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1322.87 1222.12 0.0151696 0.0013709 57976.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1309.61 1211.4 0.016501 0.00146079 53190.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1297.34 1199.65 0.0141313 0.00182835 65024.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1284.82 1188.05 0.0159227 0.00143576 55222.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1271.83 1177.51 0.0132752 0.00125921 66577.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1259.97 1166.37 0.0136701 0.00136178 64996.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1247.52 1155.7 0.0138288 0.00137242 64224.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1236.06 1144.14 0.015065 0.00125039 57909.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1223.67 1134.57 0.0131835 0.00150736 68516 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.35 1123.1 0.0156234 0.00169438 57433.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1199.93 1112.96 0.0137498 0.00147577 65178.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1188.34 1103.51 0.0143537 0.00125421 61071.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1177.4 1092.21 0.0126996 0.0013306 70366.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1165.7 1081.74 0.0128627 0.0013105 69250.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1154.48 1071.11 0.0131048 0.00131339 67846 0
: 356 Minimum Test error found - save the configuration
: 356 | 1142.94 1061.1 0.0135532 0.00150579 66404.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1131.65 1051.39 0.0227687 0.00249663 39463.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.12 1041.08 0.0175268 0.0013398 49422.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1109.71 1032.15 0.013684 0.00133772 64797.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1099.7 1022.24 0.0128872 0.00134885 69333.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1088.75 1011.96 0.0132061 0.00129302 67152.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1077.99 1002.67 0.0131391 0.00135618 67895 0
: 363 Minimum Test error found - save the configuration
: 363 | 1067.47 992.79 0.0131353 0.00137239 68010.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1057.01 983.373 0.0129402 0.00137251 69158.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1046.43 974.127 0.0125087 0.00122844 70920.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1036.57 964.77 0.0133706 0.00134265 66511.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1026.16 955.515 0.0138291 0.00150968 64937.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.09 946.472 0.0137587 0.00137112 64580.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1006.4 937.418 0.014421 0.00149554 61893.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 996.739 928.347 0.0142087 0.00135083 62218.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 986.884 919.265 0.0158581 0.00173063 56627.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 977.229 910.348 0.017097 0.00143732 51086.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 966.94 902.868 0.01306 0.0012182 67557.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 958.071 893.498 0.0131885 0.00145405 68175.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 948.883 884.552 0.0137776 0.0017031 66255.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.857 876.6 0.0142533 0.00134391 61970.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 930.243 867.655 0.0137055 0.00143705 65207.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 920.785 859.219 0.0134585 0.00132211 65917.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 911.648 851.003 0.0126652 0.00127578 70240.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.599 842.754 0.0132532 0.00132167 67049.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 893.627 834.733 0.012824 0.00126499 69210.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.488 825.922 0.0133333 0.00137457 66896.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 876.093 818.655 0.0141723 0.00132084 62249.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 867.525 809.98 0.0126872 0.00124843 69937.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 858.732 802.429 0.0124867 0.00120841 70932.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 850.217 794.742 0.0126931 0.00138794 70763.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.054 786.674 0.0154988 0.00134012 56502.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 833.651 778.832 0.014069 0.00127498 62529.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 825.207 771.411 0.0125043 0.00124039 71023.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.311 763.384 0.0126281 0.00136412 71022.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 808.984 755.94 0.0129735 0.00137365 68966.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 800.914 748.429 0.0131749 0.00139525 67913.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.171 741.563 0.0128048 0.00136565 69935.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.073 733.775 0.0126996 0.00124643 69849.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.037 726.613 0.0129055 0.00128078 68818.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.582 719.642 0.0130009 0.00133524 68577.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.006 711.604 0.013731 0.00126712 64185.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.591 705.342 0.0130796 0.0013761 68355.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.306 698.376 0.0126977 0.00125174 69893.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 739.226 690.556 0.0132408 0.00143008 67735.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 731.384 683.549 0.0141304 0.00130243 62363.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.239 676.642 0.0134284 0.00129455 65931.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 716.685 669.987 0.0129771 0.00131434 68594.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.73 663.215 0.0132376 0.00133083 67188.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.388 656.46 0.0128364 0.00126525 69137.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.638 649.604 0.0174363 0.00208071 52098.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.335 643.589 0.016409 0.00172111 54466.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.418 636.606 0.0159538 0.00129627 54579.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.788 629.852 0.0144456 0.00139145 61283.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.627 623.76 0.0144197 0.0015408 62117.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.184 617.105 0.013841 0.0016478 65610.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.068 610.995 0.0158473 0.00160014 56151.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.421 604.63 0.0155794 0.00180507 58079.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.89 598.579 0.014992 0.00151086 59342.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.314 592.166 0.016916 0.00132003 51295.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.801 586.194 0.0154271 0.0013265 56735 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.615 580.005 0.0132088 0.00132815 67336.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.059 574.175 0.0133036 0.00136794 67026.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.689 567.874 0.0135435 0.00139131 65831.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.467 562.385 0.0130015 0.00128255 68265.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.537 556.574 0.0126706 0.0012638 70133.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.026 550.741 0.0130197 0.00129385 68225.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.977 544.802 0.0129018 0.00129232 68909.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.23 538.856 0.0130024 0.00129017 68304.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.076 532.906 0.0126671 0.00125616 70108.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.346 527.154 0.0132059 0.00151451 68426.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.227 521.823 0.0165292 0.00201771 55128.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.349 516.868 0.0151207 0.00147261 58616.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.121 510.877 0.0131334 0.00134924 67887.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.006 505.488 0.0137146 0.0015305 65659.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.571 500.279 0.014012 0.00138882 63375.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.132 495.64 0.013136 0.00132935 67758.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.478 489.652 0.0142795 0.00139579 62093.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.026 484.295 0.0139499 0.00140692 63780.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.335 479.484 0.0156955 0.00193282 58128.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.135 474.405 0.0186072 0.0014547 46640.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.797 469.112 0.0159059 0.00164261 56088.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.659 464.371 0.0173259 0.00181749 51585 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.751 459.215 0.0177452 0.00130392 48657.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.189 454.034 0.0182642 0.00153153 47810.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.317 450.147 0.0155137 0.00199683 59185.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.083 444.486 0.0161302 0.00150636 54705.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.056 439.731 0.0133795 0.00127029 66065.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.337 434.539 0.0128003 0.00127927 69438.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.353 429.962 0.0128092 0.00134142 69760.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.313 425.839 0.0128507 0.00133777 69487.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.68 421.11 0.0132623 0.00133388 67066.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.006 416.604 0.012838 0.00124462 69005 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.301 411.905 0.0128614 0.00131492 69285 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.406 407.6 0.0126119 0.00127941 70593.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.901 402.727 0.013635 0.00173177 67208.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.429 398.175 0.0139137 0.00133661 63607.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.726 394.119 0.0128801 0.00130653 69122.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.329 390.423 0.0127578 0.00132583 69978.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.972 385.338 0.013745 0.00138472 64723.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.458 381.075 0.0143059 0.00134264 61712.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.143 376.952 0.0133454 0.0013753 66833.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.721 373.487 0.0135265 0.00131973 65537.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.826 368.701 0.0144782 0.00127697 60600.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.296 364.789 0.0136806 0.00140037 65145.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.386 360.36 0.0135499 0.00132073 65417.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.064 356.395 0.013462 0.00128918 65720.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.763 352.687 0.0157857 0.00220714 58916.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.937 348.519 0.0137023 0.00130971 64554.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.763 344.745 0.0165359 0.00139692 52843.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.839 340.767 0.0170709 0.00135752 50911.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.075 337.838 0.0135649 0.00142301 65887.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.2 333.554 0.0158414 0.00214518 58410.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.16 329.518 0.0145326 0.00138158 60831.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.212 325.929 0.0174518 0.00212841 52207.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.565 322.085 0.0166149 0.00148084 52860.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.902 318.353 0.0172461 0.00154931 50965.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.885 314.635 0.0161029 0.00153432 54912.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.365 311.296 0.0171212 0.00130473 50580.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.896 307.936 0.0168798 0.00127833 51277.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.073 304.25 0.0152507 0.00171994 59124.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.278 301.673 0.0145644 0.00132153 60409.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.14 298.151 0.0146203 0.00142902 60646.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.262 294.176 0.0164347 0.00223249 56329.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.912 290.683 0.0160516 0.00202503 57034.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.379 287.914 0.0177202 0.00209138 51187.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.126 284.041 0.0160717 0.0013947 54507.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.629 280.919 0.0167961 0.00152111 52373.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.201 277.493 0.0208316 0.00241488 43438.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.854 274.602 0.0215416 0.00220632 41375.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.815 271.318 0.0221152 0.00242544 40630.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.56 267.883 0.0163821 0.00130128 53047.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.263 264.843 0.01266 0.00127097 70243.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.956 262.463 0.0126707 0.00123837 69977.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.909 259.03 0.0128579 0.00127071 69041.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.732 256.096 0.0131675 0.00135886 67746.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.883 253.083 0.0132176 0.00142207 67822.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.519 250.179 0.0128185 0.00133621 69672.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.671 247.39 0.0135807 0.00149399 66188.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.476 244.768 0.0135156 0.00140551 66060.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.112 243.265 0.0133056 0.00145244 67492.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.241 239.533 0.0145249 0.00145331 61201.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.818 236.164 0.0132288 0.0013176 67163.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.031 233.441 0.0135309 0.00135376 65696.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 257 230.922 0.0149769 0.00224393 62828.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.447 228.132 0.0175099 0.00161005 50314.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.56 225.476 0.0153365 0.00135663 57225.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.974 222.75 0.0144646 0.00146511 61540.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.342 220.41 0.0140435 0.00134106 62979.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.369 218.195 0.0133057 0.00142709 67348.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.595 215.844 0.0133163 0.00130083 66580.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.257 212.659 0.0131471 0.00130561 67558.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.491 210.862 0.0145859 0.00128496 60146.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.798 207.414 0.0130354 0.00127279 68012.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.167 205.762 0.0131138 0.00126579 67521.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.62 203.684 0.015757 0.0013025 55346.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.162 201.09 0.0138726 0.00147631 64535.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.718 198.647 0.0170931 0.00157297 51546.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.329 196.731 0.0176391 0.00173585 50304.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.958 195.007 0.0170235 0.00166295 52081.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.362 192.498 0.0202584 0.00169411 43093.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.137 189.703 0.0168005 0.00131437 51659 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.847 189.047 0.013843 0.00168566 65804 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.622 185.88 0.0193433 0.00167383 45275.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.206 183.68 0.0170888 0.00144323 51132.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.846 182.056 0.0142495 0.00146338 62567.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.474 179.157 0.0163867 0.00135131 53207.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.11 177.007 0.0152997 0.00160071 58398.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.082 175.707 0.0166534 0.0015928 53118.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.818 172.519 0.0140598 0.00146808 63533.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.648 170.886 0.0140284 0.00149216 63815.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.436 168.632 0.0133741 0.00124341 65948.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.102 166.636 0.0153794 0.0019945 59768.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.144 165.902 0.0139553 0.00134398 63435 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.089 163.024 0.012995 0.00132219 68535.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.941 160.943 0.0148008 0.00150045 60148.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.873 159.552 0.0160407 0.00133542 54402.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.966 157.866 0.0142556 0.00130964 61795.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.843 155.173 0.0157365 0.00223563 59255.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.832 153.749 0.0158656 0.00144756 55485.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.097 151.537 0.0132465 0.00138235 67429.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.071 149.662 0.0128355 0.00134735 69636.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.04 148.566 0.0131177 0.00128233 67593.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.87 146.753 0.0130837 0.00128473 67802.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.114 144.923 0.0131406 0.00136436 67933.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.274 143.517 0.0139785 0.00150756 64149 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.231 141.932 0.0131458 0.00123943 67191 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.638 139.267 0.0148959 0.00127561 58735.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.688 138.078 0.0129702 0.00128877 68484.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.697 137.172 0.0130986 0.00125005 67519.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.022 135.516 0.0128662 0.00135765 69513.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.42 133.286 0.0129314 0.0012887 68712.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.537 131.875 0.0129149 0.001236 68499.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.923 130.501 0.0134026 0.0012717 65947.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.942 128.973 0.0147118 0.00180422 61979.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.194 127.637 0.0128528 0.00123884 68882.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.635 125.599 0.0131171 0.00130776 67743.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.911 124.715 0.0135599 0.00132456 65384.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.207 123.532 0.0153618 0.00145294 57517.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.673 121.727 0.0155424 0.00124943 55971.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.174 119.746 0.0130588 0.00129531 68006.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.731 119.415 0.0132948 0.0013207 66811.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.049 117.319 0.013736 0.00166265 66261.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.298 116.233 0.0156279 0.00139125 56193 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.808 114.341 0.0150819 0.00133152 58180 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.231 113.652 0.0145787 0.00154886 61397.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.796 111.952 0.0139822 0.00160484 64634 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.408 109.957 0.0135526 0.00126277 65094.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.794 109.084 0.0142087 0.00161172 63507.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.224 108.772 0.01482 0.00148656 59999.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.849 107.042 0.01466 0.0012967 59865.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.464 105.431 0.0134796 0.00137855 66110 0
: 568 | 118.075 105.532 0.013228 0.00121418 66589.9 1
: 569 Minimum Test error found - save the configuration
: 569 | 116.936 103.278 0.0129014 0.0012688 68772.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.307 101.789 0.0145367 0.00197831 63702.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.683 99.8912 0.0154013 0.00142493 57239.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.229 98.7754 0.0165725 0.00199601 54882.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.987 97.7143 0.0125466 0.00128243 71021.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.773 96.8508 0.0130137 0.00126477 68091.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.567 94.9405 0.0127302 0.001336 70211.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.201 94.6183 0.0128476 0.00128503 69188.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.846 93.5415 0.0127617 0.00122692 69355.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.722 91.4068 0.0129017 0.00124594 68635.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.594 91.1102 0.0134485 0.00141652 66489.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.109 89.4264 0.013312 0.00129822 66590.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.889 88.3074 0.0129378 0.00128732 68666.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.6543 86.8637 0.0133276 0.00139726 67055.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.4413 86.4491 0.0172445 0.00219682 53164.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.2496 85.193 0.019195 0.00217642 47007.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.1451 84.4254 0.0163407 0.0012463 52999.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.0199 82.744 0.0168708 0.00186008 53295.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0593 81.9184 0.0161043 0.00185762 56153.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.965 81.3424 0.0170645 0.0013166 50800.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.8501 80.1144 0.0133612 0.00137854 66763 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.7347 79.2139 0.01361 0.0013227 65108 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.6385 77.9756 0.0169616 0.00170797 52446.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.7183 77.1313 0.0169863 0.00222646 54201.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.7193 76.2814 0.0218561 0.00216868 40635 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4009 75.0214 0.0161442 0.00164811 55187.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.4556 73.7846 0.0197958 0.00197368 44888 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.4022 73.167 0.0187251 0.00191153 47580.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6106 72.707 0.0148807 0.00126062 58736.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7168 71.3251 0.0133223 0.00133874 66758.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.6588 70.3456 0.0160178 0.00198722 57018.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.69 69.0653 0.0160186 0.00150365 55115.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.5195 68.1388 0.0161241 0.00129908 53962.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.3621 67.7387 0.0128485 0.0012682 69083.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.724 66.9435 0.0127294 0.00124336 69650 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7146 66.3875 0.0146235 0.00131679 60120 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4914 65.7072 0.0127082 0.00125844 69870.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.0619 64.0396 0.0133931 0.00139399 66671.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.2334 63.2869 0.0144227 0.00129013 60917.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.2828 62.4727 0.0142227 0.00196446 65262.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.4597 61.3019 0.0144893 0.00168003 62454.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.4993 60.1916 0.0131903 0.00128298 67185.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.4973 59.4713 0.0130292 0.00131977 68320.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7267 58.8027 0.013058 0.00126652 67845.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8918 58.2238 0.0130165 0.00129404 68245.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.1038 57.3275 0.0143014 0.00135105 61774.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.2488 56.4597 0.0141136 0.00138351 62843 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4716 55.9129 0.0133629 0.00131541 66404.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.8354 54.8706 0.0133862 0.00135321 66483.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8859 54.2857 0.0158485 0.00125388 54814.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.9922 53.4801 0.0168292 0.00131229 51556.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4092 52.8733 0.0144874 0.00129707 60650.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7252 52.7332 0.0137373 0.00137257 64700.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.1243 51.1721 0.0134164 0.00129881 66019.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.3735 50.548 0.0131835 0.00145681 68220.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5149 50.0533 0.0134369 0.00134007 66133.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.6538 49.6246 0.0133157 0.00137872 67018.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.9569 48.5914 0.013307 0.0013151 66711.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1063 48.2173 0.0129357 0.00124177 68411.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4804 47.3727 0.0129636 0.00135222 68898 0
: 629 | 57.025 47.3792 0.0143178 0.00134154 61651.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 56.2144 46.2327 0.013353 0.00130551 66403.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5494 45.9165 0.0132987 0.00133628 66876.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1139 45.4562 0.0137988 0.00155222 65324.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.3901 44.4104 0.0145239 0.00157179 61765.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.5752 43.4903 0.0138503 0.00132986 63895.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8926 42.8007 0.0133111 0.00136453 66964.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1802 41.989 0.014203 0.00125766 61798.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6289 41.7046 0.0152161 0.00149541 58306.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.9833 41.3595 0.0146441 0.00133847 60125 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5476 40.5584 0.0159059 0.00182555 56816.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7532 40.2087 0.0192662 0.00211186 46635.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.9732 39.2055 0.0142187 0.00129914 61921.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7416 38.926 0.0135539 0.00139081 65772.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.0538 38.274 0.0132564 0.00131656 67002.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2682 37.7548 0.013776 0.00131584 64204.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8253 37.3797 0.0131932 0.00129528 67238.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.3505 36.5575 0.0135872 0.00129182 65065.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.8253 36.4511 0.0146801 0.00165421 61416 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2738 35.7732 0.0148979 0.00134388 59023 0
: 649 | 44.8368 36.176 0.0139158 0.00173793 65692.7 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.1307 34.565 0.0137884 0.00130922 64106.6 0
: 651 | 43.7751 34.7439 0.0179455 0.00166457 49137.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.1449 33.7878 0.0163837 0.00148859 53708.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.6173 33.4057 0.0130034 0.00128622 68276 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.0162 32.5722 0.0129305 0.00126524 68580 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.3496 32.407 0.0132511 0.00154505 68340.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8755 31.7962 0.0141488 0.00158747 63687.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4321 31.2678 0.0163045 0.00198452 55865.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.052 31.1815 0.0146427 0.00134047 60140.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7336 30.9635 0.0151455 0.00229721 62265 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.0504 29.8286 0.0143702 0.00134863 61436.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5903 29.6416 0.0126747 0.0012816 70218.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.2241 28.9647 0.0128742 0.00130343 69140 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6718 28.7167 0.012978 0.0013099 68563.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.1456 28.3495 0.0130962 0.00140801 68444.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7836 27.4156 0.0129413 0.00123715 68352.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2845 27.3996 0.0131962 0.00126871 67072 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8134 26.6492 0.01324 0.00133916 67222.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4943 26.369 0.0131994 0.00131726 67327.7 0
: 669 | 35.0338 26.8349 0.0137347 0.00123199 63986 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.6615 25.2109 0.0138929 0.00144206 64252.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.238 24.9873 0.0134048 0.00124631 65797.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9062 24.952 0.0129276 0.00123522 68420.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.2949 24.367 0.0126086 0.00124682 70411.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.1119 24.2226 0.0126501 0.00121918 69985.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.6551 23.8954 0.0131136 0.00130128 67726.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.2069 23.7799 0.0140314 0.00139339 63301.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.7595 22.7856 0.0148047 0.0013139 59299.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2862 22.3253 0.0146645 0.00132502 59972.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.7855 22.0042 0.0167223 0.00150544 52573.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4033 21.926 0.0161408 0.00158552 54962.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1288 21.7541 0.0173019 0.00164439 51093.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.7282 21.0302 0.0165554 0.00192304 54673.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3291 20.8755 0.0142397 0.00122887 61487.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9847 20.8348 0.0129676 0.00129486 68536 0
: 685 | 28.7031 20.843 0.0132519 0.00127064 66771.2 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.5652 20.3393 0.0130483 0.00130941 68149.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.1564 19.7401 0.0153428 0.00170011 58639.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.7346 19.5519 0.0142537 0.00155834 63015.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.3814 19.0513 0.0142721 0.0021299 65885.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.0954 18.6409 0.0136959 0.00136349 64869.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6959 18.4913 0.0154611 0.00240144 61257.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.5627 18.0531 0.0193486 0.00233357 47017.2 0
: 693 | 25.9147 18.6769 0.0184388 0.00167374 47718.2 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.577 17.4813 0.0144053 0.0023606 66419.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1964 17.2674 0.0160346 0.00173621 55950.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9504 16.9652 0.0148641 0.00130599 59005.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.567 16.9155 0.0125525 0.00123317 70675.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.3536 16.1812 0.012604 0.00125957 70519.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.839 16.0855 0.0125186 0.0012676 71104.9 0
: 700 | 23.755 16.3154 0.0130423 0.00137538 68569.9 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.4789 15.5834 0.0130272 0.00127276 68059.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.8964 15.4581 0.0126687 0.00126851 70174.3 0
: 703 | 22.6403 15.5796 0.0129513 0.00126959 68483.2 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.4672 14.6655 0.0127894 0.0013627 70011.4 0
: 705 | 22.1383 14.8805 0.0144882 0.00124204 60394.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.8239 14.4169 0.0134038 0.00138765 66577 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4211 14.1995 0.0130151 0.00127719 68155.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.2434 13.9408 0.0131372 0.0012723 67425.7 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.9091 13.644 0.0135955 0.00128148 64966.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.6423 13.531 0.0152685 0.00131 57312.8 0
: 711 | 20.6903 13.5951 0.0134133 0.001209 65550.4 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.083 13.1594 0.0136601 0.0012626 64529.4 0
: 713 | 19.8169 13.3751 0.0126179 0.00118879 69996.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.7436 12.2661 0.0126619 0.00136621 70823.2 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.3687 12.1475 0.012731 0.00124214 69632.5 0
: 716 | 19.2812 12.5352 0.012459 0.00115984 70801.9 1
: 717 | 18.8203 12.3675 0.0134304 0.00124945 65676.3 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.874 12.0554 0.0127959 0.00122592 69144.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.8838 12.0423 0.0126718 0.00128654 70266.2 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.402 11.7862 0.0124817 0.00126279 71308.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.5175 11.1974 0.0128632 0.00130845 69235.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.8599 11.0712 0.0129025 0.00131105 69016.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4096 10.9766 0.0130946 0.00128672 67751.6 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.1608 10.6887 0.0162499 0.00218052 56861 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0625 10.4089 0.0156086 0.00139662 56290.7 0
: 726 | 16.6246 10.4595 0.0140183 0.00125914 62700.1 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.6298 10.3375 0.015419 0.00168205 58237 0
: 728 | 16.3653 10.3543 0.0156735 0.001796 57647.3 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.0639 10.2177 0.0133417 0.00126 66215.9 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8842 9.27046 0.0134292 0.00146015 66839.1 0
: 731 | 15.4757 9.38664 0.0134597 0.00135368 66082.7 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.2665 8.99333 0.0173845 0.00244094 53534.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.0948 8.78857 0.017567 0.00128152 49123.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.148 8.53799 0.0127657 0.00122186 69300.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.9692 8.44578 0.0131434 0.00130806 67593.9 0
: 736 | 14.8821 8.78008 0.0133293 0.00125573 66260.3 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.6307 8.02 0.0189324 0.00183233 46783.5 0
: 738 | 14.2651 8.25003 0.0208185 0.00236461 43351.4 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.2326 7.94835 0.0215922 0.00232891 41529.7 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.9137 7.67241 0.0170822 0.00136317 50893.8 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7785 6.88452 0.0133565 0.00140631 66944.8 0
: 742 | 13.4725 6.89415 0.0133562 0.00120139 65817.4 1
: 743 | 13.2283 7.44067 0.0134069 0.00147612 67053.6 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.3216 6.83899 0.0227757 0.00246556 39389.3 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.439 6.45241 0.014922 0.0012338 58444.5 0
: 746 | 12.8632 6.71633 0.0132908 0.00124253 66399.9 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.7917 6.41955 0.0137732 0.00129715 64122.8 0
: 748 | 12.7423 7.16782 0.0129106 0.00121941 68427.8 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.7241 6.38338 0.0132037 0.00147742 68222.8 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.3729 6.20234 0.0132413 0.00133932 67215.9 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.0353 5.70716 0.0138803 0.00144893 64353.2 0
: 752 | 11.9167 5.90754 0.0150111 0.00132412 58449.6 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.6466 5.19736 0.012826 0.00128947 69344.7 0
: 754 | 11.4776 5.30173 0.0131887 0.00133985 67517.1 1
: 755 | 11.3721 5.51343 0.0142518 0.0015223 62846.3 2
: 756 | 11.137 5.22353 0.0147373 0.00147623 60327.1 3
: 757 Minimum Test error found - save the configuration
: 757 | 10.9248 5.12818 0.0215487 0.00244172 41869.6 0
: 758 | 10.7711 5.1525 0.0220315 0.00225762 40457.4 1
: 759 | 10.7182 5.37662 0.0214771 0.00228572 41685.5 2
: 760 | 10.49 5.39696 0.0199719 0.0021215 44817 3
: 761 | 10.371 5.79459 0.0176185 0.00148841 49596.7 4
: 762 | 10.56 5.20196 0.0194418 0.00202258 45926.3 5
: 763 Minimum Test error found - save the configuration
: 763 | 10.2755 4.9425 0.0184374 0.00224943 49419.3 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.2255 4.85363 0.0199837 0.00206184 44638.2 0
: 765 | 9.94063 4.87891 0.0202858 0.001985 43714 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.91994 4.37401 0.0142445 0.00124962 61562.9 0
: 767 | 9.63323 4.59575 0.0128148 0.00122021 68997.8 1
: 768 | 9.50222 4.45196 0.0130036 0.00120693 67815.6 2
: 769 | 9.36188 5.05983 0.012738 0.00122787 69504.1 3
: 770 | 9.38652 4.73014 0.0141766 0.00151851 63200.7 4
: 771 | 9.17051 4.88449 0.0145665 0.0014526 61003.7 5
: 772 | 9.43365 5.80639 0.0127583 0.00119329 69174.2 6
: 773 | 9.23984 5.35267 0.0138372 0.00184603 66715.6 7
: 774 | 9.00008 4.43182 0.0163702 0.00155338 53992.8 8
: 775 Minimum Test error found - save the configuration
: 775 | 9.05566 4.27363 0.016276 0.00175029 55074.9 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.58474 4.01232 0.0134599 0.0013107 65848.2 0
: 777 | 8.42658 4.20657 0.0127479 0.0012227 69412.9 1
: 778 | 8.35127 4.06033 0.012729 0.00122144 69519.3 2
: 779 | 8.25696 4.74053 0.0127754 0.0012711 69539.4 3
: 780 | 8.24709 4.27661 0.012815 0.00135122 69785.3 4
: 781 | 8.17648 4.32397 0.0163267 0.00150795 53985.8 5
: 782 Minimum Test error found - save the configuration
: 782 | 7.98617 3.96402 0.0139011 0.00144181 64209 0
: 783 | 7.81837 4.7999 0.0216526 0.00207811 40869.5 1
: 784 | 7.7888 4.17739 0.0138365 0.00135082 64073.3 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.61641 3.37597 0.0132406 0.00127958 66883.9 0
: 786 | 7.57303 4.21882 0.0127999 0.0012997 69564 1
: 787 | 7.4288 3.62385 0.0129609 0.00124911 68307.5 2
: 788 | 7.43749 4.76549 0.0126862 0.00121418 69735.1 3
: 789 | 7.41215 3.51502 0.0123772 0.00116528 71352.9 4
: 790 | 7.13837 3.6258 0.0127853 0.00121006 69113.3 5
: 791 | 7.08694 3.58238 0.012656 0.00117783 69697.5 6
: 792 | 7.34045 4.22555 0.0126249 0.00119291 69979.2 7
: 793 | 6.91943 4.30891 0.0125013 0.00122224 70927.7 8
: 794 | 6.89163 4.41004 0.0125279 0.0012485 70925.9 9
: 795 | 6.7839 3.5444 0.0125548 0.00119161 70402.5 10
: 796 | 6.73635 3.4461 0.0125903 0.0011975 70220 11
: 797 | 6.51566 3.66935 0.0128577 0.00125091 68924.9 12
: 798 | 6.46688 3.53763 0.0134149 0.00129885 66028.3 13
: 799 | 6.26099 3.46031 0.0130024 0.00123096 67961 14
: 800 | 6.18161 3.65335 0.0129845 0.00144978 69356 15
: 801 | 6.14618 3.61353 0.0129264 0.00142399 69550.6 16
: 802 Minimum Test error found - save the configuration
: 802 | 6.02893 3.26186 0.0131153 0.00141685 68385.1 0
: 803 | 6.17486 3.46414 0.0127063 0.00117733 69390.4 1
: 804 | 6.18365 3.99301 0.0125133 0.00118768 70636 2
: 805 | 6.13198 3.3803 0.0128724 0.00125366 68854.5 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.82661 3.15888 0.0132842 0.00137555 67178.3 0
: 807 Minimum Test error found - save the configuration
: 807 | 5.7517 3.14147 0.0131573 0.00127681 67337.1 0
: 808 Minimum Test error found - save the configuration
: 808 | 5.7321 3.09361 0.0130884 0.00137871 68319.4 0
: 809 | 5.71345 3.636 0.0137093 0.00128837 64407.2 1
: 810 | 5.59856 3.35325 0.0133126 0.00128601 66519.1 2
: 811 | 5.46612 3.29647 0.0135729 0.00125925 64968.3 3
: 812 | 5.48878 3.41195 0.0131005 0.0012265 67373.8 4
: 813 | 5.33575 3.78936 0.0134634 0.00133707 65972.1 5
: 814 Minimum Test error found - save the configuration
: 814 | 5.31115 2.84963 0.0130061 0.00131774 68443.9 0
: 815 | 5.32089 3.39254 0.0129946 0.00125156 68125.4 1
: 816 | 5.09748 3.42827 0.0130932 0.00134177 68076.7 2
: 817 | 5.0781 3.75631 0.0131003 0.00140347 68394.8 3
: 818 | 5.02967 3.47682 0.0129018 0.00118047 68251.5 4
: 819 | 4.80522 3.81569 0.0134671 0.00133395 65934.9 5
: 820 | 4.9601 3.38759 0.0127748 0.00121126 69182.9 6
: 821 | 4.9223 4.05535 0.013107 0.00123583 67390.2 7
: 822 | 4.86742 3.1574 0.01283 0.00124867 69076.7 8
: 823 | 4.79017 3.95756 0.0139059 0.00141465 64045.1 9
: 824 | 4.72173 4.08405 0.0132074 0.00120958 66678.6 10
: 825 | 4.47742 3.94599 0.0131765 0.00131951 67470.9 11
: 826 | 4.60544 3.53327 0.0129197 0.00130973 68906.2 12
: 827 | 4.53014 4.82551 0.0131699 0.00130208 67409 13
: 828 | 4.68225 4.70485 0.0128849 0.0012504 68761.1 14
: 829 | 4.44844 3.19292 0.013135 0.00124091 67260.5 15
: 830 | 4.31951 3.3416 0.0132416 0.00122604 66580.6 16
: 831 | 4.16112 3.48886 0.0140065 0.00143545 63638.4 17
: 832 | 4.2068 3.77195 0.0128466 0.0012559 69020.8 18
: 833 | 4.28004 3.27063 0.0136992 0.00130765 64560.3 19
: 834 | 4.16679 4.39127 0.0130247 0.00123225 67840 20
: 835 | 4.35117 3.55824 0.0146888 0.00122832 59433.3 21
:
: Elapsed time for training with 1000 events: 11.5 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: 0.0274 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: 1.11 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.263 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= 3.29997e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07526e+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: 0.0486 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: 0.0498 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: 0.00176 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: 0.133 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: 1.1 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: 0.0325 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0039 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: 0.0723 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00842 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: 0.0023 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000654 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: 0.145 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0169 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: 1.04 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.118 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.487 0.343 5.80 1.63 | 3.224 3.221
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.203 0.427 2.21 1.17 | 3.352 3.334
: 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.