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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h: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:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.297 sec
: Elapsed time for training with 1000 events: 0.301 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00269 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: 0.000763 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00424 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: 0.000232 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0003 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 = 31551.4
: --------------------------------------------------------------
: 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 | 33067.2 31139 0.0110396 0.00110302 80510.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32519.4 30528.8 0.0112096 0.00116809 79669.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31776.5 29853.2 0.0116981 0.00113218 75715 0
: 4 Minimum Test error found - save the configuration
: 4 | 31071.2 29245.5 0.011593 0.00113098 76466.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30364.4 28572.5 0.0114243 0.00112191 77651.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29566.3 27684.4 0.0114498 0.00112663 77495.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28793.1 26950.5 0.0113402 0.00112463 78311.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28287.9 26544.8 0.0114019 0.00111153 77742.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27915.7 26212.9 0.0113223 0.0011063 78308.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27586.6 25911.6 0.0114148 0.00111575 77677 0
: 11 Minimum Test error found - save the configuration
: 11 | 27282.4 25626.6 0.0114774 0.00114786 77448.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26990.5 25355.5 0.0114314 0.00111663 77558.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26711.7 25092.8 0.0115721 0.00111692 76516.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26444 24834.2 0.0113187 0.00111912 78434.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26176.5 24588.8 0.0115221 0.0011225 76926.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 25921.9 24346.1 0.0115446 0.00112177 76754.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25671.3 24108 0.0114132 0.00118484 78213.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25426.4 23873.5 0.0117929 0.00150098 77730.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25183.7 23645.5 0.011343 0.00110693 78155.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24948.5 23419.4 0.0114396 0.00111309 77470.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24712.1 23201.6 0.0113352 0.001116 78284 0
: 22 Minimum Test error found - save the configuration
: 22 | 24483.5 22985.7 0.0114004 0.00112064 77823.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24261.5 22767.2 0.0113543 0.00111313 78116.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24033.8 22559.2 0.0114565 0.00113739 77526.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23816.9 22349.8 0.0113306 0.00110554 78239.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23599.3 22144.2 0.011354 0.00111475 78130.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23386.8 21939.3 0.0113531 0.00111494 78138.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23171.9 21742 0.0114339 0.00111948 77561.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22964.6 21544.8 0.0118354 0.00112716 74708.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22760.5 21347 0.0114664 0.00112977 77394.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22553.7 21155.7 0.011436 0.00113522 77664 0
: 32 Minimum Test error found - save the configuration
: 32 | 22353.8 20964.3 0.011809 0.00112007 74843.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22154.1 20775.7 0.0115273 0.00116554 77206.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21955.6 20591.6 0.0121426 0.00123118 73317.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21762.4 20407 0.0116947 0.00112458 75684.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21569 20225.5 0.0114027 0.00111845 77789.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21378.2 20046.3 0.011684 0.0013235 77216.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21189.4 19869.2 0.0118925 0.00112274 74281.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21003 19693.6 0.0118898 0.00118149 74708.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20819.4 19518.4 0.0119545 0.00117085 74186.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20635.9 19346.4 0.0119618 0.00119154 74278.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20455.3 19175.8 0.0119211 0.00116999 74410.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20277.5 19005.6 0.0118905 0.00116028 74555.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20097.7 18841.3 0.0119688 0.00118007 74151.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19925.7 18674.2 0.0120195 0.00116286 73687.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19750.5 18511.4 0.012008 0.00125277 74382.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19579.4 18349.6 0.0119275 0.00116197 74311.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19409.5 18189.8 0.0119642 0.0011798 74181 0
: 49 Minimum Test error found - save the configuration
: 49 | 19241.2 18031.8 0.0119347 0.00115928 74242.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19075.2 17874.9 0.0118997 0.00117401 74587.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18910.1 17720.3 0.0121139 0.00118776 73218.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18747.7 17566.4 0.011884 0.00115816 74586.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18583.9 17417.5 0.0119696 0.00119277 74233.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18428.5 17264.1 0.0119332 0.00116781 74312.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18265.9 17118.6 0.0121069 0.00126519 73789.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18111.6 16971.3 0.0119698 0.00117068 74080.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17955.3 16827.5 0.0119322 0.0011829 74423.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17801.5 16685.5 0.0120005 0.00117601 73906.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17651.7 16541.4 0.0120588 0.00128399 74247.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17499.9 16399.6 0.0121526 0.00117731 72890.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17349.2 16251.5 0.0119924 0.00116989 73919.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17185.9 16089.6 0.011996 0.00119322 74054.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17065.9 15953.5 0.0120324 0.00118559 73754.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16882 15812.6 0.0121106 0.00120301 73343.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16742.4 15657.3 0.0120644 0.00118534 73535.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16588 15526.7 0.0120346 0.00119005 73769.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16434.5 15369.8 0.0120353 0.00124494 74140.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16282.8 15226.9 0.0121227 0.00118385 73133.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16138.3 15087.6 0.0123592 0.00120643 71731 0
: 70 Minimum Test error found - save the configuration
: 70 | 15987.9 14946 0.0120262 0.00118693 73805.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15844.3 14811.1 0.0121424 0.00118273 72995.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15702.1 14670.1 0.0130175 0.00206028 73011 0
: 73 Minimum Test error found - save the configuration
: 73 | 15558.9 14534.4 0.0132917 0.00121047 66218.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15413.4 14400.2 0.0120633 0.00118946 73571.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15274.7 14267.9 0.0122225 0.00125252 72926.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15135.1 14135.1 0.0122748 0.00118939 72167.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 14996.2 14004.9 0.0123379 0.00121431 71919.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14858.7 13876.4 0.0120744 0.00118423 73460.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14725.5 13745.7 0.01218 0.00124785 73178.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14590.1 13619.7 0.012249 0.00123009 72602.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14458.4 13492.8 0.0123036 0.00118485 71950.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14325.7 13370.3 0.0122901 0.00120028 72138.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14197.8 13246.5 0.0123097 0.00121268 72091.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14066.2 13128 0.0122609 0.00122376 72482.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13941.9 13006.4 0.0122152 0.00121976 72757.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13813.9 12889 0.0122249 0.00119319 72518.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13690.1 12772.1 0.0123849 0.00125471 71876.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13566.3 12655.4 0.0117113 0.00115841 75808.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13444.7 12539.4 0.0117229 0.00114748 75647.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13322.2 12425.6 0.011702 0.00114984 75813.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13203.2 12311.4 0.0117127 0.00116198 75824.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13083.2 12199.5 0.0116654 0.00115304 76101.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12966.4 12086.8 0.011644 0.00115166 76246.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12847.8 11977.5 0.0117708 0.00114673 75300.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12732.1 11868.7 0.0116996 0.00116018 75905.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12617.4 11760.6 0.0117902 0.0011513 75196.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12503.8 11653.3 0.0117026 0.00115518 75848.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12391.2 11546.4 0.0117359 0.00118003 75787.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12277.9 11442.5 0.0116551 0.00115088 76159.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12167.5 11338.6 0.0117467 0.00117055 75641.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12058.4 11234.7 0.0117452 0.00116103 75584.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11948.6 11133 0.0117531 0.00117443 75623.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11841.5 11031 0.0117409 0.00114944 75532.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11733.7 10931 0.0117546 0.0011791 75646.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11628.2 10831.1 0.0117456 0.00116379 75601.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11523 10732.2 0.0116712 0.00114809 76023.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11418.7 10634.3 0.0118015 0.00120352 75486.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11314.2 10539.1 0.0120526 0.00118816 73634.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11214.1 10441.5 0.0120824 0.00120964 73578.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11111.3 10346.6 0.0120612 0.00119306 73609.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11010.9 10252.3 0.0121262 0.00122392 73379.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10911.2 10158.9 0.0121686 0.00121023 73003.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10812.9 10065.6 0.0130555 0.00123637 67686.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10714.5 9974.02 0.011849 0.0011599 74842.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10618.2 9881.92 0.0117435 0.00119377 75831.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10520.7 9792.62 0.0117007 0.00115734 75877.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10426.2 9702.66 0.011732 0.00116062 75676.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10331.6 9614.05 0.0124585 0.0018112 75136.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10238 9525.67 0.0120997 0.0011749 73228 0
: 120 Minimum Test error found - save the configuration
: 120 | 10143.4 9440.75 0.0117694 0.00115438 75364.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10052.7 9354.39 0.0117718 0.00117082 75464.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9961.64 9268.63 0.011738 0.00115571 75597.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9870.97 9183.85 0.0116962 0.00116237 75945.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9780.92 9100.31 0.0117747 0.00116631 75411.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9692.44 9016.96 0.0116927 0.00116427 75984.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9603.93 8934.97 0.0117417 0.00115965 75599.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9517.43 8852.47 0.0116475 0.00115729 76261.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9429.97 8772.07 0.0117867 0.00117974 75422.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9344.9 8691.38 0.0124305 0.00125672 71596 0
: 130 Minimum Test error found - save the configuration
: 130 | 9259.24 8612.25 0.0118505 0.00118261 74991.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9176.37 8531.77 0.0117693 0.00116718 75456.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9090.93 8454.68 0.0117087 0.00117116 75919.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9011.07 8374.31 0.0121725 0.00117186 72723 0
: 134 Minimum Test error found - save the configuration
: 134 | 8925.36 8300.35 0.0117969 0.00117208 75295.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8846.99 8222.05 0.0117927 0.0011677 75294.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8764.6 8147.77 0.0118143 0.00117791 75213.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8683.72 8075.05 0.0118126 0.00120752 75435.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8607.22 7998.92 0.012261 0.0012538 72680 0
: 139 Minimum Test error found - save the configuration
: 139 | 8526.71 7926.61 0.0127107 0.00124372 69765.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8449.57 7853.76 0.0119505 0.00117091 74214.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8373.88 7779.52 0.0118537 0.00116793 74865.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8295.15 7709.54 0.0117901 0.00117529 75366.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8219.91 7639.41 0.0119873 0.0011878 74077.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8146.46 7567.27 0.0118098 0.00117049 75192.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8071.24 7497.07 0.0118334 0.00118686 75141.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 7996.83 7428.38 0.0118202 0.00117806 75172.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7923.6 7360.66 0.0118197 0.00116652 75094.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7851.79 7292.72 0.0118458 0.00118319 75028.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7779.56 7225.8 0.011869 0.00118305 74864.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7708.5 7159.25 0.0118312 0.00117085 75044.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7638.71 7092.42 0.0118241 0.00117051 75092.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7568.83 7026.24 0.0117595 0.00116741 75527.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7497.33 6964.08 0.0117874 0.00117307 75369.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7430.97 6898.85 0.0125505 0.00117837 70347.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7363.43 6833.44 0.0117662 0.00117123 75507.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7294.49 6770.7 0.012088 0.00117486 73306.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7227.5 6709.11 0.0118481 0.0011777 74973.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7162.52 6646.17 0.0118389 0.0011755 75022.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7096.17 6584.82 0.0121418 0.0011869 73026.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7031.57 6523.36 0.0118633 0.00116316 74765.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6966.17 6463.95 0.0118619 0.0011699 74822.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6902.52 6404.71 0.0118049 0.00119089 75371.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6839.9 6344.72 0.011853 0.0011896 75022.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6776.13 6287.07 0.0118461 0.00116908 74927.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6715.54 6227.29 0.0118216 0.00116528 75072.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6652.22 6170.98 0.0118732 0.00118257 74831.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6592.02 6112.98 0.0118179 0.00116342 75085.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6531.2 6056.67 0.0118064 0.00116651 75188.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6470.78 6000.83 0.0118363 0.00117644 75047.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6412.43 5944.05 0.01179 0.00116812 75316.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6352.9 5888.69 0.0118786 0.00117198 74720 0
: 172 Minimum Test error found - save the configuration
: 172 | 6293.88 5834.26 0.0118822 0.00118413 74780.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6237.09 5779.03 0.0120025 0.00119023 73989.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6178.03 5726.56 0.0119364 0.00120381 74539 0
: 175 Minimum Test error found - save the configuration
: 175 | 6122.39 5672.78 0.0119543 0.00118495 74284.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6065.23 5620.57 0.0118409 0.00116821 74957.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6009.3 5568.32 0.0118515 0.00116776 74880.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5954.58 5516.95 0.0118321 0.00117483 75066 0
: 179 Minimum Test error found - save the configuration
: 179 | 5899.23 5465.52 0.0117883 0.00116878 75333 0
: 180 Minimum Test error found - save the configuration
: 180 | 5845.58 5413.81 0.011881 0.00117101 74696.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5790.96 5363.31 0.0119133 0.00117436 74494.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5737.34 5313.64 0.012047 0.00117379 73575.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5684.65 5263.98 0.0118938 0.00118183 74682.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5632.47 5214.54 0.0119243 0.0011859 74499.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5580.07 5166.31 0.0119004 0.00117352 74579.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5528.91 5117.52 0.0118384 0.00116507 74953.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5477.14 5070.75 0.0118863 0.00117602 74694.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5428.42 5021.73 0.0118889 0.00118697 74752.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5375.63 4976.89 0.0118271 0.00117034 75069.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5328.17 4929.04 0.0118229 0.00116672 75074.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5277.26 4884.02 0.0118365 0.0011725 75018.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5230.05 4837.4 0.0118897 0.00117067 74633.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5180.76 4792.37 0.0118472 0.00117524 74963.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5132.78 4748.18 0.0118439 0.00116918 74943.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5085.82 4703.86 0.0118646 0.00121466 75118.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5038.5 4660.36 0.0122033 0.00117872 72565.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4993.05 4615.9 0.0119179 0.00117746 74485 0
: 198 Minimum Test error found - save the configuration
: 198 | 4946.03 4572.99 0.0118501 0.00118454 75007.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4900.07 4530.69 0.0118703 0.00117371 74790.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4855.17 4488.85 0.0117995 0.00116508 75227.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4811.02 4446.04 0.0118469 0.00117491 74962.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4766.28 4404.28 0.0118547 0.00117717 74923.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4721.68 4363.91 0.0117987 0.00117609 75311.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4679.13 4322.42 0.0118486 0.00116243 74863.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4635.07 4282.9 0.0118676 0.00118664 74899.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4593.21 4242.14 0.0119145 0.00117336 74479.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4551.48 4201.8 0.0118128 0.00117012 75168.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4507.73 4163.88 0.0118685 0.00120483 75021.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4466.67 4125.37 0.0118653 0.00118236 74886.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4426.9 4085.6 0.0121646 0.00142417 74484.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4385.55 4047.67 0.0119473 0.00117936 74294.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4344.02 4011.06 0.0118096 0.0011654 75158 0
: 213 Minimum Test error found - save the configuration
: 213 | 4304.9 3974.19 0.0119543 0.00120292 74409.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4266.12 3936.02 0.0118605 0.00117333 74856.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4226 3899.86 0.0120184 0.00121742 74067.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4187.86 3863.49 0.0120686 0.00117637 73446.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4149.43 3826.49 0.0118307 0.00116884 75033.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4110.84 3791.13 0.0119738 0.00118324 74139.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4072.98 3756.34 0.0118761 0.00118119 74801.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4035.92 3721.26 0.0117876 0.00116689 75324.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4000.2 3685.36 0.0120507 0.00135208 74775.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3962.2 3651.38 0.0123381 0.00121929 71950.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3925.97 3617.76 0.0122643 0.00119718 72286.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3890.51 3584.1 0.0121636 0.00117766 72820.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3854.69 3550.86 0.0121576 0.0012047 73039.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3819.64 3517.95 0.0120637 0.00118377 73530.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3785.15 3484.31 0.0118543 0.00117711 74925.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3750.45 3451.49 0.0120204 0.00117596 73770.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3715.83 3419.86 0.0119269 0.00118535 74477.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3681.77 3388.4 0.0118588 0.00117362 74870.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3648.69 3356.6 0.0118954 0.00118235 74675.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3615.01 3325.81 0.0119586 0.00119358 74314.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3582.7 3294.41 0.0118302 0.00117159 75057 0
: 234 Minimum Test error found - save the configuration
: 234 | 3550.05 3263.42 0.0119269 0.00117706 74420 0
: 235 Minimum Test error found - save the configuration
: 235 | 3517.55 3233.49 0.0118903 0.00117249 74642.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3485.78 3202.93 0.0119082 0.0012093 74773.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3453.6 3173.66 0.0119663 0.0012192 74438.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3422.19 3144.81 0.0120316 0.00119266 73808.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3392.06 3114.73 0.0119196 0.00122043 74772.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3360.88 3084.96 0.0119618 0.00118909 74261.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3330.27 3056.92 0.011835 0.00116657 74987.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3299.03 3028.61 0.0118781 0.00117252 74727.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3269.49 3001.02 0.0118974 0.0011763 74619.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3241.24 2971.36 0.0119628 0.0011821 74207 0
: 245 Minimum Test error found - save the configuration
: 245 | 3209.66 2945.77 0.0118953 0.0011806 74663.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3181.98 2917.68 0.0119199 0.00117723 74469.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3152.3 2890.76 0.011887 0.00119823 74845 0
: 248 Minimum Test error found - save the configuration
: 248 | 3123.85 2863.82 0.0119118 0.00117412 74504.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3096.36 2836.16 0.011856 0.00116478 74827.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3067.24 2809.9 0.0119159 0.00118803 74571.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3039.06 2784.31 0.0119101 0.00118091 74563 0
: 252 Minimum Test error found - save the configuration
: 252 | 3011.31 2759.13 0.0119966 0.00123877 74364.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 2985.07 2732.85 0.0118511 0.00116724 74879.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2956.84 2708.29 0.0118495 0.00117059 74914.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2930.91 2682.64 0.0125637 0.00118459 70304 0
: 256 Minimum Test error found - save the configuration
: 256 | 2903.83 2658.18 0.0118848 0.0011792 74727 0
: 257 Minimum Test error found - save the configuration
: 257 | 2877.59 2633.71 0.0118304 0.00117229 75060.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2852.15 2608.71 0.0119336 0.00117435 74354.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2825.46 2585.02 0.0119098 0.00116718 74469.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2800.15 2561.22 0.0118609 0.00117196 74843.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2776.36 2535.99 0.011825 0.00117892 75145.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2748.93 2514.05 0.0118156 0.00116409 75106.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2724.93 2490.52 0.0118669 0.00118933 74923.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2700.55 2467.2 0.0119383 0.00117101 74299.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2675.56 2444.39 0.0118577 0.00118411 74951.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2651.48 2422.08 0.0118159 0.00116746 75128.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2627.38 2400.14 0.0121165 0.00134882 74296.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2603.69 2378.1 0.0122601 0.00119842 72321.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2580.31 2355.62 0.0118415 0.00116941 74961.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2556.96 2333.57 0.011861 0.00118287 74919.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2533.17 2312.53 0.0123281 0.00117633 71737.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2510.51 2291.36 0.0118484 0.00119819 75116.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2487.68 2270.63 0.011892 0.0011869 74730.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2465.74 2249.54 0.0119337 0.00118595 74434.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2442.99 2228.77 0.0118291 0.00116475 75016.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2420.33 2208.7 0.0118104 0.00117438 75215.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2398.92 2188.36 0.0119007 0.00118042 74624.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2376.6 2167.97 0.0118715 0.0011819 74838.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2355.43 2148.32 0.0118228 0.00116944 75093.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2333.22 2128.61 0.0123364 0.00120425 71864.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2312.52 2109.06 0.0123562 0.00118563 71616.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2291.14 2089.62 0.0118665 0.00117065 74795.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2270.28 2070.72 0.0118445 0.00117506 74980.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2249.45 2051.54 0.0118232 0.00117343 75119 0
: 285 Minimum Test error found - save the configuration
: 285 | 2228.7 2033.97 0.011918 0.00118415 74530.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2209.22 2013.46 0.0118446 0.00117332 74967.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2188.09 1994.99 0.0118529 0.0011675 74868.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2168.02 1976.52 0.0118798 0.00117786 74753.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2148.01 1958.54 0.0118447 0.00116884 74935.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2128.08 1940.95 0.0118324 0.00117414 75059.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2108.35 1923.62 0.0118408 0.00118855 75101.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2089.76 1905.43 0.0118093 0.00116098 75129.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2069.65 1887.88 0.0118251 0.00116573 75051.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2050.62 1871.02 0.0119614 0.00125637 74731 0
: 295 Minimum Test error found - save the configuration
: 295 | 2032.34 1853.2 0.0118662 0.00117835 74851.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2013.04 1836.36 0.0118205 0.00116665 75090.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 1994.03 1819.96 0.0118626 0.00117143 74828.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1975.87 1803.3 0.011844 0.00116985 74947.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1957.83 1786.15 0.0118555 0.00117582 74908.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1938.88 1770.38 0.0121816 0.00153547 75144.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1920.76 1754.67 0.0119022 0.00118203 74625.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1903.65 1738.1 0.0119957 0.00120934 74167.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1885.76 1722.54 0.0119167 0.00117777 74495.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.13 1706.67 0.011847 0.00116627 74901.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1850.53 1690.99 0.0119905 0.00119253 74088 0
: 306 Minimum Test error found - save the configuration
: 306 | 1833.08 1675.53 0.0130244 0.00133205 68420.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1815.38 1661.69 0.0122398 0.00123997 72728.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.82 1644.8 0.0121868 0.00120275 72832.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1782.07 1629.83 0.0120245 0.00119105 73845.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1764.76 1615.28 0.0120611 0.00121441 73755 0
: 311 Minimum Test error found - save the configuration
: 311 | 1748.64 1600.36 0.012029 0.00119726 73856.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.3 1585.27 0.0120712 0.00120575 73628 0
: 313 Minimum Test error found - save the configuration
: 313 | 1715.88 1570.57 0.0120057 0.00119719 74015.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1699.02 1556.74 0.0121238 0.00119982 73233.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1683.71 1542.1 0.0120799 0.00120704 73577.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1666.98 1528.74 0.0121748 0.00122097 73034.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.08 1514.09 0.0123339 0.00127553 72343.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.38 1499.87 0.0119886 0.00118617 74057.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1619.77 1486.64 0.0120013 0.00120074 74070.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1604.95 1472.94 0.0120315 0.00119477 73823.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1589.48 1459.57 0.01207 0.00120429 73626.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1574.45 1446.59 0.0120546 0.00120591 73741.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1559.75 1432.77 0.0120744 0.00120885 73627.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1544.89 1419.66 0.0120159 0.00118829 73885.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1529.79 1406.13 0.0120181 0.00119194 73895.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.21 1393.28 0.0120315 0.00119754 73842 0
: 327 Minimum Test error found - save the configuration
: 327 | 1500.55 1380.7 0.0124296 0.00118108 71120.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1486.51 1367.41 0.0118712 0.00117206 74772.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1471.37 1355.95 0.0120301 0.00119963 73865.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.32 1342.79 0.0120516 0.00122173 73869.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.09 1330.06 0.0120514 0.00119305 73676.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1429.99 1317.68 0.0120015 0.00119034 73997.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1415.82 1306.48 0.0121153 0.00119889 73284.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1402.7 1294.16 0.0120306 0.00118827 73785 0
: 335 Minimum Test error found - save the configuration
: 335 | 1389.25 1282.08 0.0120533 0.00120899 73771.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1375.69 1270.28 0.012079 0.0011999 73535.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.49 1258.61 0.0119972 0.00120221 74108.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.29 1246.85 0.0120505 0.00121024 73799 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.32 1235.65 0.0120492 0.0012028 73757.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.9 1223.25 0.012064 0.00118906 73563.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1310.74 1211.92 0.0120922 0.00119056 73383.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.26 1200.3 0.0120236 0.00119638 73887.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1285.41 1189.54 0.0120266 0.0011944 73854 0
: 344 Minimum Test error found - save the configuration
: 344 | 1272.81 1178.99 0.0123096 0.00122379 72164.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1260.84 1167.83 0.0120474 0.00119132 73691.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.74 1156.82 0.0120258 0.00118789 73815 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.05 1145.58 0.0122208 0.00123883 72846.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1224.69 1135.19 0.0121055 0.00120623 73399.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1212.54 1124.8 0.0120798 0.00119293 73483 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.53 1113.67 0.0120518 0.00119192 73665.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.22 1103.7 0.0120372 0.001195 73785.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.4 1092.59 0.0120398 0.00119694 73781.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.36 1082.54 0.0120764 0.00120893 73613.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.55 1072.74 0.0120592 0.0012052 73705.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.19 1061.95 0.0119953 0.00119911 74100.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1132.97 1052.27 0.0120298 0.00119447 73832.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1121.59 1042.55 0.0120031 0.00119877 74044.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.95 1032.31 0.0120224 0.00119271 73871.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1099.91 1022.54 0.012015 0.00120328 73993.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.41 1013.15 0.0119992 0.00120012 74080.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.69 1003.63 0.0119536 0.00118588 74296 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.36 993.914 0.0119534 0.00116907 74181.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.83 984.312 0.0118971 0.00119796 74772.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1047.97 974.702 0.0120656 0.00120439 73656.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.08 965.775 0.0120162 0.0011928 73914.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.28 956.501 0.0119887 0.00118691 74061.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.09 947.41 0.011989 0.0011937 74106 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.04 938.721 0.0119529 0.00119588 74370.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.401 929.969 0.0120674 0.00119586 73586.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.684 920.653 0.0120035 0.00120394 74076.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 977.964 911.443 0.0120194 0.00120103 73948.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.225 902.881 0.011959 0.00118181 74231 0
: 373 Minimum Test error found - save the configuration
: 373 | 958.949 893.857 0.0119794 0.00119267 74165.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.453 885.452 0.0119504 0.00119023 74348.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.155 876.991 0.0119318 0.0011653 74304.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.609 868.563 0.0117213 0.00114591 75647.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.539 860.304 0.0117625 0.00120057 75743.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.241 852.266 0.0117234 0.00116367 75759.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.553 844.106 0.0119596 0.00116181 74089 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.112 835.687 0.0117586 0.00116506 75518 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.656 827.163 0.0118276 0.00116579 75034.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 876.96 819.53 0.0117745 0.00117411 75468.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.401 811.232 0.0117982 0.00116154 75211.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.066 802.715 0.0118615 0.00116644 74800.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 850.794 795.844 0.0117195 0.00116279 75780.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.69 787.508 0.0119108 0.00119532 74658.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.448 779.833 0.012019 0.00120181 73956.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 825.685 771.97 0.0120317 0.00117213 73667.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.727 764.411 0.0118993 0.00117478 74595.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.581 756.768 0.0119019 0.00117971 74611.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.571 749.511 0.0118042 0.0011773 75281 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.541 742.126 0.0119478 0.00119011 74365.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.535 734.818 0.0118055 0.00116219 75164.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.78 728.155 0.0118058 0.00117203 75232.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.207 720.335 0.0122696 0.00127846 72785.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.565 712.34 0.0122881 0.00135739 73188.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.356 705.688 0.0118986 0.0011739 74594.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.799 698.393 0.011932 0.00117309 74356.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.375 692.121 0.011785 0.00116062 75298.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.149 684.703 0.0117535 0.00118634 75706.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.669 677.673 0.0118443 0.00116383 74903 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.473 670.862 0.0117421 0.00115883 75590.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.167 664.089 0.011807 0.00117045 75212.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.021 657.7 0.0118452 0.0011651 74905.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.999 651.328 0.0118779 0.0012184 75050.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.142 643.894 0.011824 0.0011751 75125.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.681 637.27 0.0119812 0.00120585 74243.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.033 631.26 0.0120677 0.00122283 73767.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.356 624.291 0.0121823 0.00119953 72841.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.201 618.032 0.0119515 0.00118354 74294.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.823 612.256 0.0120007 0.00117767 73916.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.012 605.428 0.0118209 0.00116593 75082.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.609 598.985 0.0120558 0.0012107 73766 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.629 593.03 0.0120518 0.00117071 73522.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.288 587.074 0.0118617 0.00124745 75370.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.746 580.737 0.0118959 0.00122174 74947 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.463 574.741 0.0153897 0.00122647 56484.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.227 568.392 0.0118734 0.00116554 74711.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.005 562.751 0.0118174 0.00118085 75212.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.727 557.216 0.0118127 0.00116268 75116.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.877 550.924 0.0120818 0.00120976 73583.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.775 544.906 0.0128274 0.00120102 68808.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.228 539.623 0.0124981 0.00135314 71781.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.843 533.788 0.011993 0.00117249 73933.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.55 528.269 0.01183 0.00116835 75035.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.675 523.332 0.0119616 0.00116324 74085.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.012 517.209 0.0118083 0.00117868 75261.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.363 511.628 0.0118991 0.00116777 74548.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.751 506.201 0.011987 0.00116949 73954.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.961 501.486 0.0118349 0.00116695 74991 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.332 496.666 0.0125824 0.00117063 70103.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.32 490.439 0.0118433 0.00117517 74990 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.596 485.774 0.0118098 0.00116616 75162.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.238 480.723 0.0118162 0.0011587 75064.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.102 477.302 0.0118004 0.00116571 75225.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.843 470.466 0.0117725 0.0011555 75350.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.464 464.988 0.0117075 0.00114987 75774.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.942 459.829 0.0118856 0.0011654 74625.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.815 454.885 0.0117398 0.00115977 75613.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.573 450.355 0.0118078 0.00117227 75219.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.119 444.879 0.0117894 0.00116203 75277.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.587 440.215 0.0117613 0.00116062 75467.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.507 435.547 0.0118441 0.00117235 74964 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.863 430.728 0.0117678 0.00118871 75621.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.042 426.016 0.0119812 0.0011812 74074.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.151 421.525 0.0117818 0.00117035 75390.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.402 417.128 0.0118071 0.00116985 75207.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.827 412.574 0.0123511 0.00172034 75253 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.043 408.344 0.0117838 0.00116973 75371.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.358 403.514 0.0117727 0.00116384 75408.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.806 398.88 0.0118261 0.00118473 75178.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.429 394.788 0.0117887 0.00116475 75301.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.448 391.18 0.0117721 0.0011624 75402.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.783 386.409 0.0117929 0.00117049 75312.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.98 381.935 0.0118824 0.00119053 74823.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.608 377.815 0.0117932 0.00116503 75271.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.349 373.342 0.0118427 0.00117516 74994.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.126 369.318 0.0117779 0.00116119 75352.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.863 365.754 0.0119443 0.00116366 74207.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.774 361.44 0.0117773 0.00116641 75394.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.364 357.706 0.0118288 0.00116068 74989.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.356 353.222 0.0119297 0.00118535 74457.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.284 349.451 0.0118237 0.00116366 75046.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.154 345.792 0.0117769 0.00115762 75334.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.374 341.872 0.0118081 0.00117205 75215.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.247 337.728 0.0121439 0.0011709 72906.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.328 334.321 0.0119313 0.00117298 74361.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.837 330.492 0.0118964 0.00116409 74541.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.852 326.402 0.0118542 0.00117161 74888.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.873 322.767 0.0119042 0.00118052 74601 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.333 319.021 0.0118385 0.00116585 74958.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.581 315.264 0.0118333 0.00117095 75030.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.555 312.493 0.0118795 0.00117736 74751.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.042 308.429 0.0118514 0.0011664 74871.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.487 305.983 0.0118727 0.0011954 74925.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.027 301.597 0.0119597 0.0011781 74200.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.335 298.034 0.0119209 0.00120429 74650.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.689 294.642 0.011776 0.00116781 75413.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.159 291.902 0.0118148 0.0011679 75139.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.913 287.737 0.0117793 0.00116842 75394.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.446 284.612 0.0117515 0.00115935 75527.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.899 281.295 0.0117569 0.00115873 75484.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.635 278.355 0.0120192 0.00144477 75654.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.2 275.429 0.0120385 0.00116318 73561 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.106 272.132 0.0117859 0.0011737 75385 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.894 268.853 0.011754 0.00115958 75511.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.662 265.961 0.0117858 0.00116528 75326.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.282 262.701 0.0117823 0.00116141 75323 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.253 259.684 0.0118131 0.00116837 75154.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.081 256.51 0.0117952 0.00117218 75308.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.213 253.391 0.0117782 0.00116135 75352.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.139 251.454 0.011787 0.00117141 75360.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.109 248.255 0.0117666 0.00116715 75475.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.012 245.096 0.0118032 0.00116048 75169.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.114 242.693 0.0118 0.00116381 75215.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.35 239.016 0.0119522 0.00117087 74202.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.097 236.925 0.0118292 0.00116212 74996.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.406 233.838 0.0117677 0.00116453 75449.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.305 231.32 0.0118312 0.00116864 75028.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.791 228.835 0.0118584 0.00118359 74942.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.799 225.59 0.0121456 0.00116988 72888 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.091 223.288 0.0118418 0.00116434 74924.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.657 220.737 0.0117807 0.00116927 75390.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.849 218.313 0.0119329 0.00119061 74471.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.019 215.635 0.0118559 0.00116647 74840 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.508 213.171 0.0118727 0.00116774 74731.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.772 210.692 0.0119218 0.00117775 74459.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.258 208.109 0.0118386 0.00119191 75140.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.647 205.738 0.0118964 0.00117474 74615.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.23 203.546 0.0120053 0.00118125 73909.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.277 200.588 0.0128864 0.00116452 68248.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.285 198.197 0.0118181 0.00117624 75174.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.546 196.018 0.0120022 0.0011956 74028.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.367 194.129 0.0118874 0.00118045 74717.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.844 192.108 0.011949 0.00117847 74276.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.601 189.398 0.0117941 0.0011546 75191.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.715 187.081 0.0116943 0.00115444 75902.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.175 185.035 0.01212 0.00150084 75335.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.773 183.815 0.0118235 0.00116687 75070.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.599 180.326 0.0118037 0.00118418 75332.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.923 178.333 0.0118803 0.00117887 74756.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.588 175.953 0.011881 0.00118557 74798.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.425 174.117 0.0119076 0.00118226 74589.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.508 172.022 0.0118083 0.00116526 75166.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.285 170.224 0.0118036 0.00117231 75249.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.14 167.886 0.0117965 0.00116354 75238 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.718 166.804 0.0117658 0.00116959 75498.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.025 164.118 0.0117643 0.00116447 75472.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.769 162.238 0.0117389 0.00116051 75626.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.112 160.542 0.0117718 0.00116081 75393.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.584 158.803 0.0118278 0.00116124 75000.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.5 156.571 0.0118085 0.00118193 75283 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.776 154.487 0.0117871 0.00115745 75261 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.412 152.969 0.0117411 0.0011619 75619.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.284 150.827 0.0118362 0.00116264 74951.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.506 149.12 0.0119586 0.00116903 74145.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.653 147.727 0.0118267 0.00116724 75050.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.685 146.541 0.0118258 0.00117167 75088.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.83 144.577 0.0119397 0.00120439 74520.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.879 142.593 0.0118984 0.0011737 74593.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.942 140.544 0.0118176 0.00116928 75129 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.069 138.804 0.0117589 0.00116762 75534.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.454 137.088 0.0118409 0.00116836 74958.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.463 135.575 0.0117685 0.00115976 75409.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.499 133.986 0.0118648 0.00117686 74850.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.874 132.086 0.0117341 0.00115838 75645.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.042 130.728 0.0117602 0.0011624 75487.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.313 129.308 0.0119032 0.00116521 74501.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.793 127.74 0.0117883 0.00116244 75288.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.012 125.764 0.0117909 0.00117238 75340.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.293 124.599 0.0117783 0.00116548 75380.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.501 123.292 0.0118056 0.00116843 75208.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.186 121.521 0.0117662 0.00115911 75421.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.495 119.8 0.0119272 0.00116829 74356.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.768 118.345 0.0117636 0.00116995 75517.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.05 117.034 0.0118965 0.0012579 75197.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.305 115.539 0.0118505 0.00116834 74891.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.019 114.655 0.0119297 0.00117907 74414.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.495 113.051 0.0118739 0.00116378 74696 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.673 111.56 0.0118486 0.00118104 74993.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.481 109.829 0.0118338 0.00116518 74986.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.808 108.595 0.0118132 0.00116493 75129.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.106 107.813 0.0119849 0.00117201 73985.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.882 106.653 0.0118587 0.00120567 75096.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.379 105.065 0.0118974 0.00116993 74574.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.892 103.431 0.0118921 0.00117052 74616.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.561 102.099 0.0118418 0.00116687 74941.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.103 101.282 0.0118371 0.00117107 75004.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.115 99.7439 0.0118597 0.00116967 74836.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.998 98.7858 0.011844 0.0011662 74921.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.457 97.6411 0.011954 0.00116935 74179.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.857 96.0553 0.011863 0.00118374 74911.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.748 95.238 0.0119589 0.00118353 74243.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.117 93.616 0.0119506 0.00119657 74390.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.795 93.4659 0.0118701 0.00116758 74748.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.883 91.7782 0.0118394 0.00116697 74959.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.298 90.546 0.011841 0.00118099 75046.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.049 88.8473 0.0118424 0.00115845 74878.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.633 87.9683 0.0118751 0.00117059 74734.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.532 86.7391 0.0119449 0.00117247 74263.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.454 86.0164 0.0120465 0.0012046 73787.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.2717 84.3719 0.0125083 0.00127105 71191.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.9366 83.1435 0.0119723 0.00125115 74618.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.643 82.6899 0.0119562 0.00118721 74287.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.7317 81.6234 0.0119111 0.00121199 74772.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.384 80.7179 0.0119213 0.00119326 74570.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.4836 79.5677 0.0118749 0.00117553 74770.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.3893 78.3158 0.0118742 0.00116948 74733.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.2333 77.4935 0.0120926 0.00117119 73250.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1598 76.1816 0.0121461 0.00132537 73932 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1456 75.3893 0.0120224 0.00117756 73767.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.8504 74.2906 0.0128745 0.00177864 72098.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0162 73.6305 0.0191835 0.00218978 47076.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.0321 73.2522 0.014948 0.00120125 58195.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9798 71.4613 0.0117691 0.0011681 75464.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.0067 70.5438 0.0120591 0.0011809 73541.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.9756 69.7457 0.0120256 0.00118407 73790.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.902 68.7164 0.01195 0.00117688 74258.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0134 68.2247 0.0123345 0.00115664 71570 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.1215 67.0022 0.0117565 0.00115683 75474.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1093 66.2268 0.011719 0.00115813 75751.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.2801 65.1139 0.011996 0.0012278 74292.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4006 64.5878 0.0118371 0.00121144 75289.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.4119 63.8598 0.0119377 0.00117766 74349.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.5112 63.0335 0.0119253 0.00117819 74438.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.5484 62.2239 0.0118157 0.00116338 75101.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9256 61.0905 0.0118503 0.00118509 75010.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.8518 61.0266 0.0118 0.00116915 75252.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.2101 59.3222 0.0117993 0.00115844 75181.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.0228 58.5931 0.0119858 0.00117074 73971 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.3686 57.7649 0.0119437 0.00116839 74243.9 0
: 612 | 69.5025 57.9985 0.0119286 0.00113976 74150.5 1
: 613 Minimum Test error found - save the configuration
: 613 | 68.8573 56.9703 0.01203 0.001175 73698.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.96 56.0302 0.0120054 0.0011915 73979 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.1859 55.0908 0.0126153 0.00119982 70080.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2948 54.1539 0.011973 0.00117909 74115.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.763 53.6943 0.0120684 0.00121613 73717.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6488 52.7802 0.0120577 0.00120207 73694.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8386 51.9748 0.0121766 0.00119287 72835.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.187 51.4143 0.0120083 0.00118576 73920 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.6719 50.9882 0.0120307 0.00122437 74030.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.7307 49.8861 0.0120703 0.00118928 73522.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0069 49.336 0.0120343 0.00119371 73797 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2401 48.4863 0.0121052 0.00120311 73380.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.477 47.9227 0.0120038 0.00120444 74078.2 0
: 626 | 58.6992 48.0158 0.0119585 0.00114463 73979.2 1
: 627 Minimum Test error found - save the configuration
: 627 | 58.0018 46.6059 0.0123176 0.00134949 72939 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3979 45.9637 0.0118251 0.00116292 75031.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7897 45.4913 0.0117741 0.00115917 75365.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.103 44.9956 0.0118202 0.00116404 75074.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5187 44.5812 0.012042 0.00122488 73956.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8088 43.3676 0.0121161 0.00119043 73222.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1283 42.7781 0.0122502 0.00116568 72172.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.4375 42.3393 0.0120477 0.00117267 73562.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8212 41.8691 0.01184 0.00117701 75025.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1602 41.1208 0.011967 0.00117369 74120.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.628 40.9025 0.0120899 0.00131176 74224.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.1028 39.9937 0.0118282 0.00117845 75119 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.416 39.4699 0.01258 0.00149415 72164.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.8974 38.7691 0.0134853 0.00124731 65370.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0176 38.2093 0.0128287 0.001252 69104.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5338 37.9062 0.0119682 0.00116832 74074.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.0747 37.4426 0.0121605 0.00120956 73053.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.6363 36.6896 0.0120904 0.00117384 73282.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.9726 36.0826 0.0120653 0.00126638 74081.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.3459 35.544 0.0118814 0.00117123 74695.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7471 35.3914 0.0119269 0.00118358 74465.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.3059 34.7036 0.0119493 0.00119674 74400.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.728 34.2721 0.0120477 0.00119661 73725.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.2315 34.1144 0.0119527 0.00118979 74329.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.9005 33.2531 0.0119504 0.00118672 74324.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.3017 32.9324 0.0120296 0.00120442 73902 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7974 32.5219 0.0123415 0.00117889 71667.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9878 31.7997 0.011886 0.00116829 74643.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.5755 31.5173 0.0117794 0.00116764 75388.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.1731 30.6845 0.0124899 0.00119365 70820.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5284 30.6077 0.0118866 0.00117971 74718.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.169 29.8613 0.011838 0.00116784 74975.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.5662 29.3906 0.0119509 0.0011757 74244.4 0
: 660 | 39.5513 30.2649 0.0118044 0.00113468 74978.6 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.8313 28.9754 0.0119097 0.00118882 74620.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.1929 28.9094 0.0118414 0.00116125 74905.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.8863 28.2473 0.0128962 0.00187327 72576.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3409 27.6935 0.0118268 0.00117437 75100.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6821 27.1431 0.0118891 0.00122234 74999.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2952 26.8846 0.0119085 0.00116869 74488.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9276 26.6086 0.0117852 0.00116403 75321.6 0
: 668 | 35.4461 26.6318 0.0117486 0.0011284 75328.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.0636 25.2736 0.0119567 0.00117898 74227.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5614 24.8639 0.011811 0.00117002 75180.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.1894 24.7815 0.0122173 0.00119877 72604.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.7998 24.2121 0.0119821 0.00119772 74181.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5194 23.9148 0.0122735 0.0014795 74115.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.157 23.66 0.0127015 0.00124593 69835.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9488 23.2692 0.0121937 0.00119779 72754.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1199 22.8697 0.0119269 0.00117869 74431 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.547 22.3227 0.0119382 0.00121602 74611.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.391 21.9672 0.0117979 0.00115466 75165 0
: 679 | 30.9892 22.232 0.0117247 0.00113126 75518.4 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.3823 21.1707 0.012099 0.00119821 73389.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9918 20.7783 0.0118771 0.00117743 74768.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6831 20.3857 0.011856 0.00116796 74849.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2485 20.0992 0.0118551 0.00116596 74842.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9055 19.8361 0.0118106 0.00116898 75176.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.6922 19.7355 0.0119642 0.00123581 74568.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1382 19.0766 0.0119214 0.00117553 74447.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8296 19.067 0.0120618 0.00118962 73582.2 0
: 688 | 27.6224 19.082 0.0119556 0.00114636 74010.9 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.2336 18.4646 0.0120444 0.00123123 73983.5 0
: 690 | 26.8153 19.0402 0.0119489 0.00115298 74102.1 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.535 17.943 0.0122348 0.00118797 72419 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3739 17.4141 0.0119783 0.00118763 74138.3 0
: 693 | 25.9252 17.4729 0.0119006 0.00113579 74316.1 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.6441 17.1933 0.0119656 0.00119485 74275.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0249 16.9438 0.0120315 0.00118325 73744.6 0
: 696 | 24.7853 17.0597 0.011975 0.00114521 73870.4 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.5252 16.91 0.0120825 0.00119246 73461.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.3735 16.3755 0.0119838 0.00118976 74115.2 0
: 699 | 23.7759 16.4387 0.0119735 0.0011452 73880.8 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.5029 16.3225 0.0119973 0.0011835 73979.4 0
: 701 | 23.1987 17.9779 0.011963 0.00115428 74014 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.0481 15.3973 0.0119362 0.0011792 74370.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5357 15.3525 0.0119519 0.00119057 74340.1 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.3117 15.2317 0.0120628 0.00119176 73590.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9918 15.2122 0.0119709 0.00118606 74178.3 0
: 706 | 21.798 15.9171 0.011981 0.00113698 73773.2 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.479 14.6401 0.0119942 0.0011952 74080.8 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9149 14.3865 0.0119657 0.00118579 74211.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7108 14.3263 0.0119807 0.00118898 74131.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4869 14.2581 0.0119425 0.00116363 74219.5 0
: 711 | 20.2485 14.3612 0.0119204 0.00115332 74300.6 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.1424 13.3259 0.0120058 0.00119656 74010.8 0
: 713 | 19.7476 13.5078 0.0119409 0.00115107 74144.2 1
: 714 | 19.6024 13.4012 0.0120579 0.00115849 73398.2 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.1209 12.9303 0.0120233 0.00119167 73858 0
: 716 | 18.8728 13.0929 0.011995 0.00114943 73762.6 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.6166 12.1867 0.0119829 0.0012029 74211.5 0
: 718 | 18.5069 12.8802 0.0119769 0.0011449 73855.3 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.3202 11.9994 0.0120094 0.00119529 73977.2 0
: 720 | 17.9035 12.4939 0.0119333 0.00114756 74171.8 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.73 11.9108 0.0119804 0.00119524 74176 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.7744 11.8997 0.0120073 0.00121175 74104.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.1689 11.383 0.0129111 0.00118869 68245.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.9298 10.8602 0.0126495 0.00119834 69862.1 0
: 725 | 16.6672 11.0876 0.012059 0.0011364 73242.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.416 10.8208 0.0119111 0.00117718 74529.9 0
: 727 | 16.266 10.8336 0.0117372 0.00112184 75362.6 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0545 10.4512 0.0135407 0.00173235 67748.8 0
: 729 | 15.9074 10.5585 0.013393 0.00120959 65662.9 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.9498 10.425 0.0133195 0.00135279 66852 0
: 731 | 15.4074 10.4257 0.0123292 0.00116166 71636.1 1
: 732 | 15.3768 10.4999 0.0119128 0.00112182 74135.9 2
: 733 Minimum Test error found - save the configuration
: 733 | 15.392 9.92213 0.011812 0.00116699 75152.8 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.795 9.61914 0.0118495 0.00118358 75005.6 0
: 735 | 14.6491 10.1992 0.0117324 0.00112194 75397.4 1
: 736 | 14.517 9.83527 0.0117567 0.00111706 75190.4 2
: 737 | 14.6095 9.93902 0.0117379 0.00111451 75305.7 3
: 738 | 14.4109 10.9935 0.0120887 0.00115243 73150.8 4
: 739 Minimum Test error found - save the configuration
: 739 | 14.1301 9.27342 0.0119854 0.00117034 73971.1 0
: 740 | 13.7662 9.8587 0.0118325 0.00112517 74714.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.5964 9.25054 0.0117814 0.001163 75340.9 0
: 742 | 13.5707 9.64129 0.0116661 0.00110819 75772.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.3754 8.75704 0.0118916 0.00117158 74626.8 0
: 744 | 13.1243 9.07879 0.0118109 0.00115156 75051.5 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0066 8.4638 0.0118755 0.00116715 74707.9 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5859 8.22753 0.0117738 0.00116664 75420.8 0
: 747 | 12.3685 9.00939 0.0122245 0.00113504 72140.5 1
: 748 | 12.2881 8.96129 0.0118207 0.00112581 74801.8 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.3234 7.81998 0.0120298 0.00128447 74450.6 0
: 750 | 12.234 8.0254 0.0118981 0.00112167 74235.8 1
: 751 | 11.8247 7.85428 0.0117795 0.00113296 75142.1 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.5774 7.317 0.0117745 0.0011647 75401.8 0
: 753 | 11.3694 7.58664 0.0117621 0.00112995 75243.4 1
: 754 | 11.2525 7.42682 0.0117134 0.00112282 75538.6 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.1365 7.22267 0.0117559 0.0011779 75628.5 0
: 756 | 10.9195 7.59771 0.0117624 0.00112664 75218.1 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.8222 7.21065 0.0125217 0.00116879 70466.5 0
: 758 | 10.7418 7.28613 0.0117819 0.00112216 75048.4 1
: 759 | 10.6277 7.22505 0.0118107 0.00114406 74999.9 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.4777 7.03251 0.0121034 0.0012352 73609.3 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.4389 6.99938 0.0119952 0.00119006 74038.9 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.4073 6.52479 0.0117881 0.00115533 75239.1 0
: 763 | 10.2299 6.80868 0.0117328 0.00112453 75412.6 1
: 764 | 10.0036 6.5473 0.0118455 0.0011358 74698.4 2
: 765 Minimum Test error found - save the configuration
: 765 | 9.77954 6.39656 0.0118419 0.00116447 74924.1 0
: 766 | 9.632 6.39695 0.0118788 0.0011407 74501.4 1
: 767 | 9.59156 6.94705 0.0117602 0.0011423 75344.3 2
: 768 | 9.6119 6.53448 0.0118207 0.00112928 74826.1 3
: 769 | 9.67224 7.48092 0.0118414 0.001131 74693.9 4
: 770 Minimum Test error found - save the configuration
: 770 | 9.59264 5.94575 0.0118448 0.00117535 74980.5 0
: 771 | 9.12448 6.51876 0.0118109 0.00113138 74910 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.02441 5.66299 0.0118279 0.00116823 75049.5 0
: 773 | 8.85846 5.82835 0.0117979 0.00114621 75105.3 1
: 774 | 8.98315 6.38683 0.0118422 0.00114783 74805.6 2
: 775 | 8.76747 6.44311 0.0118956 0.00116413 74547.4 3
: 776 Minimum Test error found - save the configuration
: 776 | 8.83138 5.19305 0.0119098 0.00117234 74505.2 0
: 777 | 8.47292 6.20623 0.0117775 0.00112357 75089.7 1
: 778 | 8.44919 5.95729 0.0117815 0.00112282 75056.5 2
: 779 | 8.42712 5.22543 0.0117752 0.00113647 75197.3 3
: 780 | 8.24312 5.73309 0.0118996 0.0011171 74194.3 4
: 781 | 8.05186 5.24629 0.0118417 0.00113351 74709.4 5
: 782 Minimum Test error found - save the configuration
: 782 | 7.91539 5.01452 0.0119071 0.00120641 74761.7 0
: 783 | 7.80315 5.70727 0.0119496 0.00112965 73937.7 1
: 784 | 8.00468 5.03857 0.011834 0.00113589 74779.3 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.74894 4.6364 0.011747 0.00116277 75584.4 0
: 786 | 7.53175 5.41435 0.0117009 0.00112338 75631.9 1
: 787 | 7.62762 5.23408 0.0118005 0.00112813 74959.9 2
: 788 | 7.67778 5.06521 0.0117341 0.00113296 75463.3 3
: 789 | 7.33599 4.64086 0.0117488 0.00112298 75288.6 4
: 790 Minimum Test error found - save the configuration
: 790 | 7.21228 4.62815 0.0118686 0.00117382 74803.2 0
: 791 | 7.39881 4.99313 0.0118923 0.00112951 74330.3 1
: 792 | 7.03369 4.68424 0.0118487 0.00113368 74661.7 2
: 793 Minimum Test error found - save the configuration
: 793 | 6.80775 4.58593 0.0118317 0.00116443 74995.5 0
: 794 | 6.78573 4.85523 0.0119943 0.0011477 73755.9 1
: 795 | 6.73911 5.1607 0.0117812 0.00113234 75125.5 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.58381 4.45351 0.0118601 0.00116501 74800.5 0
: 797 | 6.62469 4.70991 0.0117797 0.00112262 75067.6 1
: 798 | 6.53377 4.81417 0.0117588 0.00112041 75199.1 2
: 799 Minimum Test error found - save the configuration
: 799 | 6.69402 4.30089 0.0118345 0.00120351 75251.5 0
: 800 | 6.44239 4.56478 0.0118246 0.00112432 74764.1 1
: 801 | 6.30814 4.5007 0.0117467 0.00112631 75326.9 2
: 802 | 6.33255 4.93554 0.0117769 0.00116949 75419.1 3
: 803 | 6.17413 4.70012 0.0117831 0.00114082 75172 4
: 804 | 6.14704 4.81677 0.0122659 0.00147524 74138.4 5
: 805 | 6.02247 4.50992 0.0117876 0.00113346 75088 6
: 806 Minimum Test error found - save the configuration
: 806 | 5.96806 3.83029 0.0121436 0.00124183 73382.7 0
: 807 | 5.83907 4.61301 0.0124588 0.0011234 70575.3 1
: 808 | 5.77774 4.57567 0.0125076 0.00113496 70344.3 2
: 809 | 5.7205 5.02097 0.012294 0.00115135 71796.5 3
: 810 | 5.99037 4.78095 0.0118899 0.0011329 74369.9 4
: 811 | 5.92282 4.42452 0.0117906 0.00112271 74991.5 5
: 812 | 5.69832 4.41458 0.0117598 0.0011293 75255.2 6
: 813 | 5.55898 4.39974 0.0118656 0.00120858 75067.8 7
: 814 | 5.67034 5.00928 0.0117945 0.00113466 75048.2 8
: 815 | 5.51297 4.48595 0.0117857 0.00113225 75093.4 9
: 816 | 5.55385 5.18166 0.0118815 0.00113183 74421.1 10
: 817 | 5.81618 4.31251 0.0120003 0.00113355 73619.2 11
: 818 | 5.38103 4.07012 0.0117485 0.00113025 75342.3 12
: 819 | 5.28655 4.86366 0.0117465 0.00113116 75362.5 13
: 820 | 5.21626 4.70842 0.0117592 0.0011305 75267.8 14
: 821 | 5.03634 4.35178 0.0117437 0.00113023 75375.9 15
: 822 | 4.97774 4.3133 0.0117766 0.00111744 75052.8 16
: 823 | 5.03155 4.60918 0.0118647 0.00120565 75053.3 17
: 824 | 4.85712 4.17545 0.0119947 0.00115559 73806.7 18
: 825 | 4.94168 5.13744 0.0120386 0.00113334 73359.1 19
: 826 | 4.9729 4.42027 0.011851 0.00112537 74587.8 20
: 827 | 5.09587 6.45673 0.0117579 0.0011197 75200.4 21
:
: Elapsed time for training with 1000 events: 9.89 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: 0.0138 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.925 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.28098e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05763e+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: 0.0338 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: 0.0435 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00146 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.121 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.985 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: 0.0223 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00275 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: 0.0441 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00499 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: 0.00178 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000293 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: 0.121 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0137 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.988 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.11 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.13 -0.0123 7.31 1.84 | 3.188 3.216
: 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 : -0.140 0.112 2.33 1.20 | 3.315 3.306
: 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.