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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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.262 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0032 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: 0.000935 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00416 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: 0.000193 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000415 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 = 31553.5
: --------------------------------------------------------------
: 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 | 33163.7 31267.9 0.0102052 0.00101754 87073.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32736.3 30779.3 0.0102014 0.00104268 87348.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 32081.1 30096.9 0.0105031 0.00104554 84588.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31343.8 29471.2 0.0105098 0.00108764 84906.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30636.3 28814 0.0106403 0.00107582 83643.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29877.3 27966 0.0104635 0.00104627 84950.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 29167.4 27317.7 0.0104399 0.00102027 84928.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28690.2 26940.2 0.0106249 0.00102988 83376.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28334.5 26613.2 0.010323 0.00101679 85964.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 28007.7 26312.8 0.0102673 0.00101792 86492 0
: 11 Minimum Test error found - save the configuration
: 11 | 27701.1 26029.5 0.0102349 0.0010113 86733.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27412.6 25753.5 0.0102945 0.00103837 86429 0
: 13 Minimum Test error found - save the configuration
: 13 | 27130.3 25488.7 0.0105222 0.00101097 84111.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26857.2 25233.2 0.0103044 0.00101579 86126.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26592.8 24983.2 0.0102899 0.00102599 86356.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26333.2 24740 0.0103735 0.00101097 85447 0
: 17 Minimum Test error found - save the configuration
: 17 | 26080.2 24501.6 0.0103244 0.00104409 86204.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25834.3 24264.4 0.0102903 0.0010222 86317.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25592.2 24030 0.0102601 0.00103736 86741.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25350.3 23803.4 0.0102242 0.00104219 87126.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 25114.4 23580.8 0.010347 0.00105411 86087.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24884.3 23359.2 0.0102416 0.00103741 86917.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24654.2 23143.4 0.0102494 0.00105793 87037.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24426.5 22933.8 0.0102666 0.00103418 86651.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 24209.8 22718.9 0.0103551 0.00103074 85797 0
: 26 Minimum Test error found - save the configuration
: 26 | 23986.4 22512.6 0.0102082 0.00100545 86930.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23770.4 22307.9 0.0102724 0.0010089 86360.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23555.6 22106.8 0.0102432 0.00100484 86595.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23345.8 21905.9 0.0102622 0.00101136 86478.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 23136.1 21708.8 0.0105349 0.00102833 84152.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22929.5 21514.1 0.0116628 0.00114611 76069.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22727.6 21318.9 0.0122765 0.00174519 75963.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22524.7 21127.8 0.0156037 0.00156332 56978.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22322.9 20942.2 0.0135108 0.00103695 64134.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22129 20753.7 0.0135179 0.0010682 64258.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21934.3 20566.9 0.0102901 0.00104912 86571 0
: 37 Minimum Test error found - save the configuration
: 37 | 21737.9 20387.1 0.0102071 0.00100044 86894.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21547.2 20208.8 0.011059 0.00117199 80914.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21360.5 20028.8 0.0120772 0.00173699 77367.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 21171.7 19853.5 0.0117691 0.00156039 78364.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20987.9 19678 0.0117095 0.0010186 74830.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20807.2 19501.1 0.0102094 0.00100228 86889.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20621.4 19332.8 0.0103776 0.00103836 85659.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20444.1 19163.2 0.0102544 0.0010043 86485.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20264.5 18998.4 0.0102524 0.00101159 86572.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20090 18833.1 0.0102462 0.00100592 86577.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19916 18669.3 0.010261 0.00100902 86467.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19744.3 18506.1 0.0102319 0.00100697 86721.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19571.7 18346.8 0.0102524 0.00100975 86555.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19403.7 18184.2 0.0104271 0.00103037 85136 0
: 51 Minimum Test error found - save the configuration
: 51 | 19232.3 18019.5 0.0102608 0.00101221 86500.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 19060.7 17858.3 0.0103742 0.00102278 85548.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18907.6 17700.4 0.0103187 0.00102042 86037.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18732.8 17556 0.010335 0.00103958 86064.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18572.7 17399.9 0.0103367 0.00101984 85865.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18404.9 17242.5 0.0103144 0.00101806 86055.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18244.6 17085.8 0.0103403 0.00102286 85860.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 18082.1 16939.9 0.0103687 0.00102475 85616.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17926.4 16780.1 0.0103859 0.00102152 85430.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17763.1 16633.4 0.0104566 0.00104176 84972.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17607.6 16482.2 0.0103785 0.00103091 85583.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17453.6 16335.4 0.0103895 0.00102935 85468.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17299.3 16185 0.0105324 0.00108925 84717.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17142.2 16035.1 0.0104849 0.00105626 84848.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16991 15890.7 0.010408 0.0010347 85348.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16837.9 15747.8 0.0104237 0.00103569 85215.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16689.6 15603.4 0.0104611 0.00104845 84992.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16538.2 15464.1 0.0105478 0.0010391 84133.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16391.9 15323.3 0.0104044 0.00103414 85376.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16244.7 15185.2 0.0104436 0.00103821 85057.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 16096.6 15046 0.010434 0.00103628 85126.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15953.4 14909.5 0.0104526 0.00106303 85201.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15809.1 14774.7 0.0104767 0.00106275 84980.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15668.8 14637.3 0.0104715 0.00105151 84925.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15525.9 14506.2 0.0104308 0.0010347 85141.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15388.4 14373 0.0104131 0.00103279 85284.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15250 14242.1 0.0105132 0.00107774 84786.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15112.9 14113.5 0.0105669 0.0010579 84130.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14979.3 13983.8 0.0104799 0.00103953 84742.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14841.7 13861 0.0106444 0.00104542 83342.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14713 13732.5 0.0105311 0.00105031 84380.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14579.5 13608.5 0.0105189 0.00103974 84396.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14448.5 13486.5 0.0107281 0.00109111 83013.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14318.9 13366.4 0.0105697 0.00104113 83958.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14192.5 13244.8 0.0108418 0.00104762 81680.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 14064.8 13125.5 0.0105218 0.00104794 84442.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13939.2 13006.9 0.0104792 0.0010388 84742.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13815.1 12888.7 0.0104358 0.00103631 85110.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13690.5 12773.2 0.0104654 0.00103611 84842.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13569.3 12656.9 0.0104928 0.00103902 84622.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13449 12540.4 0.0104993 0.00103625 84539.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13325.5 12429.1 0.0105023 0.00104103 84555.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13207.7 12316.9 0.0105537 0.00106246 84288.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 13090 12205.1 0.0104456 0.00103952 85051.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12972.2 12094.8 0.0104757 0.00103941 84779 0
: 96 Minimum Test error found - save the configuration
: 96 | 12856 11986 0.0105143 0.00103935 84432.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12740.2 11878.8 0.0104777 0.00103884 84756.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12628.7 11768.9 0.0104478 0.00103714 85010.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12511.5 11665.9 0.0105025 0.00103908 84536.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12403.1 11558.1 0.0104714 0.00103859 84810.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12289.3 11455.1 0.0118584 0.00110344 74384.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12180.1 11351.2 0.0106574 0.00105151 83282.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 12071.9 11247.1 0.0105547 0.00107781 84416.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11961.8 11146.2 0.0105351 0.00105907 84423.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11855.2 11045.2 0.0104804 0.0010415 84755.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11749.9 10943.3 0.0105566 0.00103909 84055.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11642.4 10845.5 0.0105342 0.00106591 84492.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11538.7 10746.8 0.0105261 0.00104516 84380.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11433.3 10652 0.0105292 0.00104258 84329.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11332.4 10554.9 0.0104906 0.00104065 84656.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11230.3 10459 0.0105021 0.00103997 84547.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 11129.5 10363.5 0.010646 0.00105105 83377 0
: 113 Minimum Test error found - save the configuration
: 113 | 11027.8 10271.3 0.0105796 0.00106076 84043.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10929.6 10178.1 0.0105005 0.00104696 84624.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10831.2 10085.9 0.0105483 0.0010418 84153 0
: 116 Minimum Test error found - save the configuration
: 116 | 10734.4 9993.21 0.0105264 0.00104297 84357.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10637.2 9901.92 0.0104883 0.00104077 84678.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10540.1 9813.57 0.0106451 0.00105501 83419.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10446.1 9724.15 0.0105258 0.00104586 84388.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10352.2 9634.91 0.0104998 0.00103988 84567.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10258.1 9547.82 0.0105235 0.00104353 84388.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10165.2 9462.1 0.0106849 0.00104794 83013.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10074 9375.96 0.0105416 0.00107381 84496.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9982.92 9290.48 0.0105094 0.00104694 84544.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9892.45 9206.07 0.0108665 0.00106971 81659.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9804.05 9121.64 0.0105534 0.0010438 84125.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9714.84 9038.04 0.0105237 0.0010485 84430.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9625.78 8957.09 0.01056 0.00105108 84131.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9540.37 8874.6 0.0105655 0.00107895 84330.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9454.74 8791.67 0.0105549 0.00106903 84335.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9366.47 8713.64 0.0106698 0.00105217 83180.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9282.44 8634.89 0.0105074 0.00104439 84539.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9199.24 8555.7 0.0105733 0.00106971 84179 0
: 134 Minimum Test error found - save the configuration
: 134 | 9116.12 8476.79 0.0105881 0.00104491 83829.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 9033.07 8399.52 0.010626 0.00106623 83683.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8950.61 8323.58 0.0104982 0.00104278 84607.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8869.76 8247.48 0.0106631 0.00106372 83338.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8789.32 8171.88 0.0105529 0.00104731 84160.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8710.8 8095.29 0.0105227 0.00104582 84416 0
: 140 Minimum Test error found - save the configuration
: 140 | 8629.44 8022.81 0.0105647 0.00104731 84057.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8552.58 7949.19 0.0105415 0.00104786 84266.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8473.98 7876.88 0.0108278 0.00108439 82106.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8397.81 7804.3 0.0105847 0.00109966 84343.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8321.41 7731.94 0.0108075 0.00106116 82082.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8244.66 7662.23 0.0106558 0.00108924 83624.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8170.51 7591.68 0.0105445 0.00104815 84242.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8095.79 7522.33 0.0106277 0.0011024 83987.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 8021.65 7454.26 0.0108506 0.00106963 81791.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7950.29 7383.9 0.0108271 0.00105911 81900.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7877.01 7315.84 0.0106473 0.00107115 83541.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7804.25 7249.49 0.010659 0.00105317 83282.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7733.66 7183.1 0.0105849 0.00106834 84063.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7663.14 7117.47 0.0107384 0.00105686 82631.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7593.79 7051.74 0.0105847 0.00105092 83912.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7523.64 6987.47 0.010716 0.001057 82824.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7456.06 6922.19 0.010958 0.00144103 84060.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7387.16 6858.8 0.0107601 0.00106389 82506.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7319.91 6795.87 0.0105536 0.00104982 84177.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7253.43 6733.32 0.0105544 0.00104763 84150.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7186.94 6670.96 0.0105253 0.00104912 84421.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7120.97 6610.16 0.0106537 0.00105056 83305.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 7056.75 6548.31 0.0105981 0.00106621 83928.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6991.67 6487.7 0.0107292 0.00105591 82701.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6927.74 6427.75 0.0105587 0.00104526 84091.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6864.55 6368.45 0.0105204 0.00104973 84471.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6801.61 6309.9 0.010575 0.00105099 83998.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6739.04 6252.02 0.0106588 0.00110722 83755.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6678.03 6193.14 0.010626 0.00104905 83534 0
: 169 Minimum Test error found - save the configuration
: 169 | 6615.89 6137.14 0.010574 0.00104535 83957.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6556.89 6078.48 0.0106032 0.00110172 84197.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6496.01 6021.74 0.0105614 0.00104871 84098.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6435.73 5967.31 0.0108587 0.00108897 81885.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6377.59 5911.15 0.0106346 0.0010599 83553.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6317.7 5857.86 0.0105559 0.00104874 84147.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6261.14 5803.21 0.010542 0.00105027 84283.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6202.82 5749.87 0.0106178 0.00105077 83620.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6146.69 5696.15 0.0111242 0.00108352 79675.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6089.92 5642.83 0.0105705 0.00104723 84004.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 6033.89 5590.18 0.0109815 0.001059 80624.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5978.2 5538.46 0.0105539 0.00105162 84190.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5923.64 5486.54 0.0107343 0.00106959 82775.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5869.12 5435.34 0.010571 0.0010501 84025.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5815.3 5384.73 0.0105947 0.0010875 84147.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5761.49 5334.47 0.0106097 0.00107246 83881.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5708.69 5284.67 0.0105427 0.00105162 84289.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5655.31 5236.15 0.0106057 0.00106987 83894 0
: 187 Minimum Test error found - save the configuration
: 187 | 5604.23 5187.05 0.0106069 0.00105527 83755.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5552.16 5139.27 0.010543 0.00104763 84251.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5501.46 5091.08 0.0106342 0.00105394 83505 0
: 190 Minimum Test error found - save the configuration
: 190 | 5450.47 5043.17 0.0106371 0.00114538 84284.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5399.87 4996.93 0.0105609 0.00106569 84253.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5350.61 4950.46 0.0105794 0.00105164 83965 0
: 193 Minimum Test error found - save the configuration
: 193 | 5301.84 4903.49 0.0105585 0.00104718 84110.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5252.57 4857.25 0.0105764 0.00105056 83982.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5203.61 4813.03 0.010522 0.00105157 84473.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5155.62 4768.23 0.0106248 0.00105701 83613.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5108.54 4723.94 0.0105801 0.00104914 83937.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5061.71 4679.7 0.010676 0.00105889 83185.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 5015.03 4636.41 0.0105741 0.00104856 83984.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4968.77 4592.61 0.0107265 0.00105369 82705.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4923.42 4548.89 0.0105912 0.00107088 84030.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4877.09 4507.06 0.0105727 0.00104839 83995.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4831.98 4466.04 0.0105707 0.00105308 84054.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4788.51 4423.72 0.0106413 0.00105271 83432.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4743.38 4383.6 0.0105522 0.00105509 84236.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4700.13 4342.81 0.0105528 0.00105213 84204.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4657.25 4302.11 0.0105904 0.00104773 83833.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4614.6 4261.52 0.0106741 0.00105869 83199.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4571.94 4222.23 0.0107888 0.00107286 82339.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4529.46 4182.99 0.0111602 0.0010614 79217.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4488.38 4144.19 0.0106011 0.00107043 83939.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4447.41 4104.09 0.0106863 0.00106406 83140.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4405.52 4066.51 0.0105809 0.00105165 83951.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4365.32 4028.77 0.0109088 0.00107475 81349.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4325.3 3991.81 0.0106201 0.00105063 83599.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4286.28 3954.37 0.0107242 0.00107059 82871 0
: 217 Minimum Test error found - save the configuration
: 217 | 4246.24 3917.34 0.011086 0.00140949 82674.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4207.47 3880.72 0.0166241 0.00178431 53909.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4169.08 3844.25 0.0155031 0.00110398 55559.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4130.86 3808.07 0.013991 0.00177278 65475.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4092.17 3773.63 0.0116044 0.00105925 75864 0
: 222 Minimum Test error found - save the configuration
: 222 | 4056.04 3737.89 0.0108013 0.00106152 82137.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4018.23 3703.39 0.0105558 0.00104919 84151.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3981.58 3668.84 0.0105235 0.00104997 84445.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3945.1 3634.77 0.0105694 0.00105094 84046.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3909.67 3600.06 0.0105513 0.00105013 84200.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3872.9 3567.49 0.0106383 0.0010492 83428.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3838.07 3533.78 0.0106875 0.00105734 83072.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3802.85 3501.51 0.0106058 0.00108767 84050 0
: 230 Minimum Test error found - save the configuration
: 230 | 3767.99 3469.55 0.0105749 0.00104948 83985.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3734.31 3436.76 0.0105952 0.00105907 83891.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3700.01 3405.09 0.0105802 0.00105 83943.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3666.9 3372.39 0.0105956 0.00105398 83843.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3632.61 3341.47 0.0105515 0.00104898 84188.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3599.6 3311.12 0.010558 0.00104951 84135.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3567.49 3280.98 0.0106777 0.00106208 83198 0
: 237 Minimum Test error found - save the configuration
: 237 | 3534.72 3250 0.0106501 0.00106637 83474.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3503.08 3218.97 0.010673 0.00105438 83172 0
: 239 Minimum Test error found - save the configuration
: 239 | 3470.91 3189.51 0.0106143 0.00107947 83902.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3439.85 3159.59 0.0105356 0.00104854 84325.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3407.77 3130.37 0.0107853 0.00110754 82664.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3376.87 3101.85 0.0106027 0.0010573 83809.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3346.77 3072.49 0.0105696 0.00105239 84058.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3315.9 3044.08 0.0105793 0.00105271 83975.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3286.45 3015.31 0.0105929 0.00111117 84372.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3256.19 2987.66 0.0105645 0.00104554 84043.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3226.89 2959.42 0.0105364 0.00104518 84288.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3197.02 2932.12 0.0106062 0.00106931 83884.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3168.83 2904.55 0.0105818 0.00105474 83971 0
: 250 Minimum Test error found - save the configuration
: 250 | 3138.87 2878.68 0.0105754 0.00105183 84002 0
: 251 Minimum Test error found - save the configuration
: 251 | 3111.53 2852.31 0.0105582 0.00104623 84104.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3083.15 2825.03 0.0105522 0.00105137 84202.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3054.86 2798.97 0.0105871 0.00105415 83919.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3027 2773.7 0.0105711 0.00104571 83986 0
: 255 Minimum Test error found - save the configuration
: 255 | 2999.99 2747.58 0.0106127 0.00105005 83659 0
: 256 Minimum Test error found - save the configuration
: 256 | 2972.76 2721.84 0.0105602 0.00105017 84121.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2945.64 2696.44 0.0106561 0.0011444 84107.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2918.78 2671.88 0.0106243 0.00107229 83752.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2892.79 2646.69 0.0105506 0.00105296 84231.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2865.81 2622.7 0.0105642 0.00105309 84112.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2839.74 2599.26 0.0105705 0.00104987 84028.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2815.25 2574.53 0.0105359 0.00104669 84306.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2789.31 2550.44 0.0105673 0.00104629 84024.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2764.12 2526.36 0.0106165 0.00105529 83671.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2738.6 2504 0.0105735 0.0010567 84061.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2714.17 2481.4 0.0105519 0.00105564 84244.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2689.95 2457.62 0.0105747 0.00105014 83993.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2665 2435.34 0.0105928 0.00106185 83937.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2641.55 2412.31 0.0105655 0.00105222 84092.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2616.92 2390.41 0.0105756 0.00104862 83971.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2593.99 2367.83 0.0105451 0.0010477 84234 0
: 272 Minimum Test error found - save the configuration
: 272 | 2569.37 2346.74 0.0105619 0.00104837 84091 0
: 273 Minimum Test error found - save the configuration
: 273 | 2547.19 2324.4 0.010567 0.00104924 84053.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2523.13 2304.09 0.0106197 0.00105101 83605.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2501.52 2281.84 0.0105683 0.00104959 84044.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2477.77 2261.52 0.010546 0.00105011 84247.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2455.62 2240.53 0.010653 0.00105099 83315.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2432.9 2220.82 0.0106009 0.00107416 83974.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2411.36 2199.96 0.0105635 0.00106178 84194.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2389.2 2179.93 0.0105553 0.00104769 84142.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2367.76 2159.85 0.0105564 0.00104739 84131.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2345.83 2139.66 0.010591 0.00105462 83889.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2324.68 2119.52 0.0105998 0.00104911 83763.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2303.01 2100.92 0.0105722 0.00104953 84009.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2282.38 2081.53 0.0105642 0.00104804 84067.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2261.2 2062.57 0.010561 0.00105064 84118.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2240.88 2043.46 0.0105682 0.001046 84014.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2219.97 2024.75 0.0105748 0.00106334 84109.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2199.73 2006.27 0.0105744 0.00104919 83987.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2179.26 1988.51 0.0105677 0.00106341 84172.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2159.91 1969.67 0.0105691 0.0010489 84032.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2139.58 1951.46 0.0105942 0.00104761 83799.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2119.98 1933.69 0.0105934 0.00104965 83824.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2100.57 1916.04 0.0105722 0.00105063 84020.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2081.2 1898.3 0.0105738 0.00104679 83971.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2061.75 1880.82 0.010562 0.00104866 84092.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2042.89 1863.43 0.0106812 0.00107819 83307.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2023.73 1847.42 0.0105735 0.00105264 84025.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2005.61 1830.1 0.0105822 0.00105065 83932.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1986.78 1812.87 0.0105523 0.00104567 84151.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1968.34 1796.08 0.010575 0.00104865 83977.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1949.36 1780.06 0.0106317 0.00104939 83487.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1932.04 1763.29 0.0105615 0.00104706 84082.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1913.6 1747 0.0105755 0.00105085 83992.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1895.75 1731.2 0.0105695 0.00105195 84055.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1878.4 1715.51 0.0105908 0.00105602 83903.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1860.73 1699.87 0.0106009 0.0010736 83968.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1843.26 1684.24 0.0105782 0.00105216 83980.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1826.2 1668.42 0.0105775 0.00105037 83971.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1808.71 1653.6 0.0105577 0.00104871 84130.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1791.91 1638.22 0.0105817 0.00105032 83933.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1774.8 1623.52 0.0106315 0.00105718 83556.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1757.97 1609.05 0.0105812 0.00105091 83943.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1741.56 1594.62 0.0105794 0.00104974 83948.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1725.31 1579.71 0.010569 0.00104991 84041.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1709.26 1564.96 0.0106645 0.00105446 83246.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1692.76 1550.64 0.0106545 0.00107521 83513.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1676.51 1536.93 0.0105571 0.00105109 84157.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1660.79 1522.72 0.0105822 0.00105022 83927.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1645.28 1508.25 0.0105782 0.00105485 84004.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1629.51 1494.77 0.0106477 0.00105399 83387.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1614.39 1480.68 0.0105831 0.0010571 83980.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1598.27 1467.2 0.0105789 0.00105188 83972.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1582.94 1454.51 0.010566 0.00104679 84040.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1568.34 1440.79 0.0105754 0.00105178 84001.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1553.25 1427.74 0.0105791 0.0010507 83959.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1538.26 1414.73 0.0106157 0.0010703 83810.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1523.85 1401.76 0.0105886 0.00105115 83879.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1509.04 1389.16 0.0105818 0.00105159 83943.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1495.14 1375.66 0.0105864 0.00105251 83910.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1480.45 1362.51 0.0106343 0.00106251 83579.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1465.83 1350.33 0.0105673 0.0010527 84081.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1452.12 1337.93 0.0105754 0.0010502 83987.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1438.14 1325.61 0.0105768 0.00104929 83967.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1424.06 1313.47 0.0105863 0.00105225 83909.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1410.8 1301 0.0106927 0.001053 82989.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1397.05 1289.37 0.0106274 0.00107653 83761.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1383.65 1277.51 0.0105535 0.00105013 84180.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1370.63 1265.23 0.0105892 0.00106555 84001.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1357.24 1253.15 0.0105793 0.00105059 83957.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1343.86 1241.66 0.0106359 0.00106171 83557.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1331.05 1230.14 0.0106066 0.00106461 83840.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1318.32 1218.6 0.0105635 0.00105062 84097 0
: 344 Minimum Test error found - save the configuration
: 344 | 1305.67 1207.25 0.0105775 0.00104962 83964.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1292.92 1195.97 0.0105705 0.00105273 84053.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1280.38 1185.01 0.0106109 0.00105396 83708.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1267.83 1174.49 0.0106356 0.0010891 83800.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1256.49 1162.71 0.0105644 0.00105011 84084 0
: 349 Minimum Test error found - save the configuration
: 349 | 1243.27 1152.57 0.0105777 0.00104949 83961.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1232.02 1141.53 0.0105825 0.00104811 83906.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1219.91 1130.8 0.0106134 0.00106004 83739.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1208.19 1120.17 0.0105756 0.00105637 84040.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1196.38 1109.46 0.010577 0.00105094 83980.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1184.95 1098.75 0.01061 0.00105008 83682.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1173.21 1088.67 0.0105746 0.0010526 84016.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1161.71 1078.81 0.0106911 0.00106879 83140.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1150.7 1068.46 0.0105858 0.00106176 83998 0
: 358 Minimum Test error found - save the configuration
: 358 | 1139.36 1058.82 0.010585 0.00105025 83903.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1128.72 1048.74 0.0106003 0.00104967 83763.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1117.18 1038.87 0.010588 0.00105153 83888.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1106.44 1029.21 0.0105894 0.00105355 83893.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1095.7 1019.39 0.0105966 0.00105766 83867.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1085.25 1009.62 0.0105709 0.00105412 84062.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1074.7 999.725 0.0106093 0.00105463 83728.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1064.07 990.283 0.0105834 0.00104942 83910.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1053.33 981.176 0.0106272 0.00107117 83716.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1043.88 971.074 0.0107534 0.00105286 82469.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1032.63 962.775 0.01058 0.00105222 83965.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1023.06 953.656 0.0106263 0.00105448 83578.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1013.62 943.687 0.0105916 0.00106106 83941 0
: 371 Minimum Test error found - save the configuration
: 371 | 1003.04 935.039 0.0105876 0.00106354 83998.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 993.651 925.566 0.0105943 0.00105228 83839.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 983.641 916.535 0.0105827 0.00105258 83944.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 973.559 908.14 0.0106145 0.00105095 83650.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 964.647 899.031 0.0106814 0.00105516 83106.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 954.888 890.742 0.0106274 0.00107044 83709 0
: 377 Minimum Test error found - save the configuration
: 377 | 945.544 882.145 0.0106091 0.00105556 83738.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 936.047 873.993 0.0105977 0.00105667 83848.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 927.191 865.347 0.0106111 0.00105304 83698.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 918.253 856.432 0.0105959 0.00105226 83825.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 908.718 848.079 0.0105889 0.00105187 83883.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 899.667 840.071 0.0106012 0.00104889 83749.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 891.115 831.874 0.0105881 0.00106174 83977.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 882.242 823.643 0.0105933 0.00105389 83862.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 873.456 815.843 0.0106427 0.00105456 83436.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 864.975 807.545 0.0106461 0.0010696 83537.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 856.333 799.552 0.0106142 0.00105046 83649.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 847.495 792.751 0.0106045 0.00105525 83776.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 839.583 784.365 0.010604 0.00105406 83770.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 831.02 776.656 0.0106611 0.00105105 83246.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.928 768.61 0.0106048 0.0010597 83813 0
: 392 Minimum Test error found - save the configuration
: 392 | 814.474 761.441 0.0106064 0.0010555 83762.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 806.172 753.986 0.0106477 0.00108702 83675.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 798.535 746.285 0.0105968 0.00105425 83835.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 790.298 738.817 0.0107047 0.00105457 82900.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 782.553 731.522 0.0106386 0.00107048 83610.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 774.715 724.072 0.0105848 0.00105231 83923.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 766.819 717.021 0.010605 0.0010493 83719.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 759.358 710.032 0.010593 0.0010615 83932.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 751.704 702.866 0.0105941 0.00105235 83842.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 744.358 695.439 0.010613 0.00105188 83672.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 736.77 688.884 0.0106013 0.00105068 83764.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 729.159 681.749 0.0106317 0.00105207 83510.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 722.073 674.515 0.0106259 0.00105458 83583 0
: 405 Minimum Test error found - save the configuration
: 405 | 714.59 667.954 0.0106071 0.0010663 83850.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 707.464 660.97 0.0106112 0.00105194 83688.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.223 654.845 0.0106141 0.00106918 83814.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 693.257 647.902 0.0106209 0.00105392 83620.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 686.167 641.314 0.0106167 0.00105138 83635.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 679.628 634.823 0.0106028 0.00105385 83779.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 672.196 628.655 0.0106048 0.00104969 83724.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 665.739 622.228 0.0106326 0.00105426 83522.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.809 615.504 0.0105809 0.0010537 83970 0
: 414 Minimum Test error found - save the configuration
: 414 | 652.202 609.009 0.0107062 0.00107036 83023.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 645.419 603.056 0.0106494 0.00108716 83662.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.705 596.981 0.0106299 0.00105479 83550.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 632.384 590.58 0.0106245 0.00106118 83653.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.852 584.306 0.0106068 0.00105342 83740.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 619.552 578.385 0.0106164 0.0010561 83679.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 613.029 572.913 0.0106232 0.00105091 83574.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 607.085 566.393 0.0105958 0.00105041 83810.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.507 560.593 0.0106503 0.00106781 83485.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 594.682 554.773 0.0106186 0.00105861 83682.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 588.57 548.666 0.0106146 0.0010549 83684.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 582.18 543.217 0.010658 0.00107056 83442.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 576.5 537.321 0.0106007 0.00105684 83823.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.209 531.626 0.0106219 0.0010519 83594.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 564.62 526.044 0.0106207 0.00105097 83597.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.626 520.79 0.0106265 0.00105256 83559.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 553.071 515.393 0.0106293 0.00105576 83563.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 547.321 510.193 0.010619 0.0010523 83623.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.843 503.725 0.0106193 0.00106581 83739 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.866 499.583 0.0106032 0.00105104 83751.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 530.767 493.737 0.0106778 0.00106558 83227.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.966 488.638 0.0106383 0.00107101 83618.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 519.778 483.205 0.010616 0.00105217 83648.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.942 478.458 0.0106171 0.00105234 83640 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.802 472.695 0.0106086 0.00105382 83727.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 503.484 467.739 0.0106315 0.00106391 83615.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 498.05 463.257 0.0105946 0.00105615 83870.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 493.14 458.081 0.0106197 0.00105498 83640.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 488.086 452.843 0.0106034 0.00107189 83932 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.78 447.938 0.0106073 0.00105708 83767.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.656 443.405 0.0106327 0.00108444 83784.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.805 438.543 0.0106212 0.00105294 83609.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.61 434.119 0.0106156 0.00105293 83658.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.995 429.205 0.010611 0.00105473 83714.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 458.16 424.331 0.0105976 0.00105693 83851.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 453.527 419.504 0.0106246 0.00105548 83602.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.538 415.253 0.010621 0.00106259 83696 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.772 410.724 0.0106172 0.00105427 83656.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 439.43 406.172 0.0106273 0.00106229 83638.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.38 401.815 0.0106255 0.00105442 83585.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 430.07 397.309 0.010759 0.00108368 82684.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.536 392.801 0.010666 0.00106717 83343.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 421.087 388.816 0.0105861 0.0010536 83923.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.837 384.493 0.0106209 0.00105504 83631.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.53 379.739 0.010644 0.00105531 83431.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 408.02 375.594 0.010601 0.00106182 83864.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.482 372.044 0.0106403 0.00105539 83464.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.564 367.76 0.0106237 0.00105741 83627.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.154 363.869 0.010594 0.00105329 83851.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 391.63 359.165 0.0106233 0.00106553 83701.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.969 356.087 0.0106448 0.00107306 83579.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 383.007 351.733 0.0106208 0.00105606 83640.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 379.014 347.499 0.0106145 0.00105113 83652.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.714 344.428 0.0106002 0.00105547 83815.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 371.066 340.43 0.0106097 0.00105136 83696.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.908 336.661 0.0106195 0.00105623 83653.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 363.241 332.507 0.0106345 0.001053 83494.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 359.09 329.209 0.0106049 0.00105143 83739.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.506 325.154 0.0106164 0.00105552 83674 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.57 321.432 0.0107153 0.00106062 82861.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.798 318.058 0.0106286 0.00106863 83682.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 344.166 314.523 0.0105953 0.00105261 83833.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.479 310.74 0.0105979 0.00105487 83831.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.724 307.4 0.010604 0.00105886 83812.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 333.127 304.246 0.0106053 0.00105463 83764 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.556 300.273 0.0106137 0.00105397 83684.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.841 296.887 0.0106082 0.00105204 83715.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.909 293.683 0.0106213 0.00105869 83658.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 319.058 290.168 0.0106157 0.00105038 83635.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.421 287.262 0.0105959 0.00105368 83837.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 312.327 283.304 0.0106387 0.00106872 83595.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.801 280.555 0.0109381 0.00106285 81010.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.559 277.082 0.0105973 0.00105282 83817.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 302.268 273.661 0.0106108 0.00105683 83735.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.957 271.012 0.0106022 0.00105117 83761 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.618 267.806 0.0105905 0.00105341 83883.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.668 264.584 0.0106021 0.00105297 83777.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.209 261.324 0.0106215 0.00106058 83674.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 286.151 258.743 0.0106066 0.00105639 83768 0
: 493 Minimum Test error found - save the configuration
: 493 | 283.242 255.467 0.0107174 0.00108606 83062.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.906 252.531 0.0105987 0.00105518 83826.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 277.027 249.468 0.0106233 0.00105317 83593.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.827 246.724 0.01062 0.0010512 83605.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 271.034 243.756 0.0105916 0.00105438 83881.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.853 241.456 0.0106028 0.00105352 83776 0
: 499 Minimum Test error found - save the configuration
: 499 | 265.065 238.353 0.0105987 0.00105711 83843.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 262.466 235.514 0.0106118 0.00105189 83682.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 259.417 232.506 0.0106019 0.00105217 83771.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.38 230.033 0.010605 0.00105533 83773 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.798 227.311 0.0106433 0.00106868 83554.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.845 224.944 0.0106279 0.00106306 83639.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 248.082 222.717 0.0105798 0.00105333 83976.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.478 219.945 0.0106004 0.00105147 83779.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.729 217.824 0.010604 0.00104959 83730.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 240.228 215.035 0.010617 0.00105173 83636.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.376 212.697 0.0106019 0.00105096 83761.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 235.051 209.292 0.0105891 0.00104962 83862.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.209 207.3 0.0106044 0.00105352 83761.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.805 205.519 0.0107159 0.00106657 82907.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 227.233 202.475 0.0106556 0.00108378 83578.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.526 200.99 0.0106203 0.00105687 83652.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 222.356 198.211 0.0106089 0.00105606 83745.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.816 195.776 0.0106035 0.00105149 83751.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.322 193.316 0.0106061 0.00104815 83700.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.928 190.786 0.0105916 0.0010526 83866.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.561 188.743 0.0106488 0.00105295 83369.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 210.329 187.311 0.0106226 0.00105378 83604.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 208.065 185.182 0.0105982 0.00105348 83816.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.979 183.017 0.0106101 0.00104968 83678.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.51 181.132 0.0106237 0.00106717 83712.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.106 178.51 0.0106389 0.00104957 83426.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.934 176.452 0.0106249 0.00105269 83575.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.039 174.746 0.0105958 0.00105366 83839 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.869 172.483 0.0106416 0.00105399 83440.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.774 170.186 0.0106216 0.00105081 83587.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.29 168.688 0.0106045 0.00105961 83814.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.882 165.738 0.0106098 0.00105199 83701.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.783 164.047 0.0105918 0.00105062 83847.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.712 161.804 0.0106901 0.00105402 83021.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.696 160.179 0.0106468 0.00106754 83514.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.55 158.342 0.0106008 0.00105409 83798.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.414 156.165 0.0106153 0.00105387 83669.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.386 154.841 0.0106122 0.00105554 83711 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.529 152.998 0.0105882 0.00105113 83883.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.933 151.941 0.0106128 0.00105212 83676.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.498 149.256 0.0105962 0.00106196 83908.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.447 147.593 0.0105899 0.00105025 83860.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.933 145.917 0.0105808 0.00104768 83918.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.753 144.775 0.0106276 0.00106881 83692.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.985 142.328 0.0106148 0.00105137 83652 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.02 140.783 0.0105888 0.00105471 83909.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.354 139.383 0.0105907 0.00104893 83841.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.462 138.022 0.010613 0.00105206 83673.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.613 136.015 0.0106006 0.00105139 83776.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.714 133.804 0.0106033 0.00105119 83750.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.82 132.511 0.0105955 0.00105605 83862.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.197 130.691 0.0105881 0.00105244 83895.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.239 129.776 0.0106885 0.00106161 83100.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.65 128.653 0.0106242 0.00107038 83735.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.042 126.637 0.0106495 0.00105031 83340.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.335 124.91 0.0106039 0.00105284 83760.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.609 123.748 0.0106133 0.00105118 83663.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.949 121.796 0.010594 0.00105213 83841.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.267 120.616 0.0106265 0.001061 83633.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.538 119.248 0.0106096 0.00105113 83695.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.162 117.761 0.0106229 0.00105959 83653.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.619 116.417 0.0105786 0.00105243 83979.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.963 114.445 0.0105876 0.00104966 83875.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.48 113.334 0.0106606 0.00106956 83411.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.96 112.03 0.0106061 0.00105216 83734.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.35 110.846 0.0106223 0.00105072 83580.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.976 109.367 0.0106209 0.001064 83708.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.571 108.028 0.0106141 0.00105913 83726.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.087 106.544 0.0106022 0.00105255 83773.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.4 105.366 0.0106098 0.00105185 83700.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.122 103.989 0.0106041 0.00105005 83734.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.598 103.594 0.0106099 0.00105861 83758.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.33 101.395 0.010663 0.00105315 83247.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.976 100.782 0.0106337 0.00106653 83618.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.538 99.0245 0.0105979 0.00105765 83854.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.012 97.9728 0.0106419 0.00106339 83520.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.799 96.8964 0.0106047 0.00105029 83731.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.632 95.7393 0.0105847 0.00105394 83938.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.453 95.4159 0.0106077 0.00105124 83712.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.966 93.2122 0.0106118 0.00105856 83741.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.843 92.672 0.0105993 0.00105103 83784.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.492 91.4353 0.0106108 0.001053 83700.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.239 89.7793 0.0106035 0.00105045 83742.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.955 88.7796 0.0106433 0.00107034 83568.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.662 87.7596 0.0106075 0.00104933 83697.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.4617 86.1378 0.0105682 0.00105296 84075.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.2357 85.1397 0.0106117 0.00105329 83695.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.9882 84.2489 0.0106001 0.00105161 83783.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.0165 83.0919 0.0106064 0.00105132 83724.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.7487 82.594 0.0105938 0.0010487 83812.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.6405 81.1663 0.010589 0.00104978 83864 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.4884 79.813 0.0105917 0.0010514 83855 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.4055 78.6647 0.0107096 0.00107977 83075.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.328 78.4817 0.0105872 0.00105283 83907.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.2474 77.0083 0.0107461 0.00105897 82584 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.2917 75.9258 0.0105963 0.00106242 83911.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0925 75.4177 0.0106136 0.00105344 83681 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.3625 74.35 0.010955 0.00113063 81429.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.2355 73.576 0.0112633 0.001074 78514 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.449 72.578 0.0108936 0.00106185 81368.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.2293 70.8985 0.0106488 0.00109093 83700.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.2027 69.7738 0.0106236 0.00105749 83628.7 0
: 601 | 81.0923 69.8988 0.0106106 0.00102628 83469.9 1
: 602 Minimum Test error found - save the configuration
: 602 | 80.2278 68.3482 0.0106701 0.00106145 83258.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.5653 67.828 0.0106203 0.00105558 83640.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.5542 67.0359 0.0105987 0.00105092 83788.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.6264 65.9639 0.0106202 0.00105416 83629.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5454 65.1203 0.010588 0.00105034 83878.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.6218 64.6914 0.0105965 0.00105242 83821.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.667 63.6701 0.0106079 0.00105948 83783.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.8395 62.4843 0.010589 0.00105276 83890.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.0074 61.68 0.0107302 0.0010547 82683.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.0478 60.5126 0.0107067 0.00108109 83111.8 0
: 612 | 71.282 61.4155 0.010581 0.00101821 83658 1
: 613 Minimum Test error found - save the configuration
: 613 | 70.5894 59.2217 0.0106081 0.00105398 83733.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.4283 58.4008 0.0105928 0.00105253 83855.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.0351 57.1593 0.010608 0.00105283 83724.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.105 56.6856 0.0105955 0.00104826 83793.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.0529 56.2802 0.010593 0.00105143 83843.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.264 55.2545 0.0105946 0.00105059 83822.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.4266 54.4463 0.0105917 0.00105536 83889.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.7602 53.558 0.0106243 0.00105536 83604.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.0665 53.433 0.0106539 0.00107387 83507.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.2871 52.1297 0.0106042 0.0010544 83771.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.2258 51.6877 0.0106111 0.0010551 83717.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.5089 51.0479 0.0106236 0.00105791 83632.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.7364 50.1303 0.0105912 0.00105237 83867.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.2718 49.5487 0.0106205 0.00105099 83599.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3366 48.817 0.0105868 0.00105008 83886.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.6524 48.1123 0.0106114 0.00105392 83704.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.8716 47.6706 0.0106366 0.00106843 83610.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4261 46.7946 0.0107006 0.00107315 83095.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.6375 46.0648 0.0106195 0.00105567 83648.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.7688 45.5128 0.0106507 0.00105186 83343.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.1128 44.734 0.0105861 0.00105328 83920.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.5539 43.966 0.0106109 0.00105087 83681.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.8934 43.7362 0.0105912 0.00105207 83865.5 0
: 636 | 53.3034 43.8825 0.0105851 0.00102123 83648 1
: 637 Minimum Test error found - save the configuration
: 637 | 52.6605 42.6401 0.0106084 0.00105433 83733.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.9777 41.4551 0.0106078 0.00106346 83819.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2724 40.8269 0.0106142 0.00106708 83794.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.8592 40.795 0.0106292 0.00107437 83727.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.3563 39.782 0.010613 0.00105262 83678.5 0
: 642 | 49.6106 39.9276 0.0105693 0.0010198 83774.5 1
: 643 Minimum Test error found - save the configuration
: 643 | 49.0036 38.8654 0.010619 0.00105647 83659.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.3235 38.3706 0.0106201 0.00105194 83610.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.7783 38.3399 0.0106533 0.00105356 83335.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.9952 37.2107 0.0106033 0.00105135 83752.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.6728 36.6837 0.0106136 0.00105209 83668.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.9362 35.9193 0.0106059 0.00105181 83734.2 0
: 649 | 45.3195 36.7341 0.0106544 0.00101757 83014.9 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.9447 35.1528 0.0106477 0.00106893 83518.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.2654 34.7333 0.0105971 0.00105327 83823.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.7008 33.8471 0.010602 0.00105409 83788.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2098 33.8028 0.0106008 0.00105438 83800.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.0667 33.0543 0.010579 0.0010531 83981.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.3829 32.7799 0.0105998 0.001054 83806.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6253 32.0033 0.0106103 0.00105228 83699.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1046 31.4735 0.0106036 0.00106212 83844.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.6449 30.938 0.0106085 0.0010528 83720.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1015 30.6519 0.0106023 0.00105651 83806.7 0
: 660 | 39.7483 30.694 0.0106013 0.0010183 83481.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.3975 30.0833 0.0106019 0.00106057 83845.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6984 29.08 0.0106137 0.00105678 83709.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1868 28.6672 0.0105958 0.00105254 83828.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.7769 28.2773 0.0106171 0.00105638 83675.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3061 27.9621 0.0106115 0.00105504 83713.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.8041 27.5027 0.0106083 0.00105857 83771.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.4533 27.1056 0.0106075 0.00105727 83767.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0838 26.7636 0.0106038 0.00105284 83761.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.7645 26.3711 0.0106755 0.00106131 83210.5 0
: 670 | 35.176 26.4039 0.0106005 0.00101836 83488.6 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.7239 25.3276 0.0106114 0.00105229 83690.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0818 24.8041 0.0105986 0.0010546 83822 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.778 24.7212 0.0106141 0.0010517 83661.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3717 24.0905 0.0106088 0.00105701 83753.8 0
: 675 | 32.8411 24.5524 0.010568 0.00101916 83780 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.6452 23.6239 0.0106134 0.00105092 83660 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.2311 23.1866 0.0106242 0.00105325 83586 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.8173 22.8023 0.0106185 0.00105336 83636.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.3271 22.2524 0.0106476 0.00107338 83558.2 0
: 680 | 30.9756 22.6512 0.010583 0.00102062 83661.3 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.5558 21.6278 0.0105949 0.00105277 83838.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.1281 21.1668 0.0106046 0.00104982 83727.7 0
: 683 | 29.8575 21.4509 0.0105672 0.0010201 83794.8 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.7301 21.0001 0.0106067 0.00105545 83758.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.1663 20.2961 0.0105891 0.00105615 83919.8 0
: 686 | 28.901 20.4728 0.010571 0.00101942 83755.5 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.471 19.9254 0.0105841 0.00105045 83913.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9832 19.0876 0.0107347 0.00106036 82692.6 0
: 689 | 27.7175 19.1273 0.0105823 0.00102242 83682.9 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.2429 19.0704 0.0105967 0.00105151 83811.8 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7921 18.5827 0.010622 0.00105939 83658.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.4818 18.3569 0.0106094 0.00105554 83735.4 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.1275 18.0291 0.0106079 0.00105279 83725 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.8634 17.631 0.010616 0.00105321 83657.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.5495 17.3773 0.010595 0.00105103 83822.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.1299 17.0917 0.0105776 0.0010535 83997.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.8748 16.4527 0.0105957 0.00105363 83839.1 0
: 698 | 24.436 16.9005 0.0105765 0.00101766 83692.2 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.2169 16.2512 0.0106496 0.00107304 83537.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.7926 15.8829 0.0105837 0.00105243 83934.1 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5358 15.555 0.0106187 0.00105171 83620.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2466 15.3801 0.0106076 0.00105779 83771.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8827 15.376 0.0106169 0.00105456 83661.7 0
: 704 | 22.6489 15.6992 0.0105965 0.00102138 83549.6 1
: 705 | 22.5906 15.7665 0.0105703 0.00102019 83768.9 2
: 706 Minimum Test error found - save the configuration
: 706 | 22.344 14.499 0.0106384 0.00107191 83625.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.6958 14.0786 0.0106704 0.0011071 83653.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4458 14.0631 0.0106843 0.00106318 83150.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.2851 13.8698 0.0106511 0.0010683 83483.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.0497 13.669 0.0106267 0.00105384 83570 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.7095 13.3816 0.0106046 0.00104975 83727.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.3909 13.23 0.0106154 0.00105284 83659.9 0
: 713 | 20.1379 13.2337 0.0105813 0.00102077 83677.4 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.9676 13.0186 0.0105846 0.00105251 83927.1 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4689 12.4999 0.0106347 0.00106146 83566.1 0
: 716 | 19.2195 12.6118 0.010581 0.00102494 83716.6 1
: 717 | 19.1678 12.6086 0.0105869 0.00102419 83658.5 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.8977 12.0911 0.0106455 0.00108602 83686.4 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.7369 12.0354 0.0106 0.00105172 83784.5 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3816 11.6031 0.0106642 0.00105529 83256.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9897 11.1826 0.0105896 0.00104963 83857.5 0
: 722 | 17.7954 11.297 0.0105917 0.00101859 83567.6 1
: 723 | 17.6646 11.4636 0.0105792 0.00101761 83668.2 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.4119 10.8421 0.0105993 0.00105609 83829.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.2901 10.3098 0.0106188 0.00105233 83625.7 0
: 726 | 17.0221 10.6959 0.0106005 0.00102066 83508.5 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.6439 10.1837 0.0106107 0.00105366 83708.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3711 10.0014 0.0107132 0.00105867 82862.8 0
: 729 | 16.1387 10.151 0.010589 0.0010188 83592.9 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.1444 9.89472 0.0105914 0.00105418 83881.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.9943 9.88712 0.0105926 0.00105242 83855.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 16.0213 9.75011 0.0106063 0.0010568 83774.1 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.3544 9.07806 0.0106327 0.00105295 83509.8 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.1083 9.02392 0.0106055 0.00105362 83753.4 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.8904 8.99572 0.0106172 0.00105452 83658.8 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.629 8.50278 0.0106292 0.00105405 83550 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.4554 8.24352 0.0105989 0.00105822 83851.8 0
: 738 | 14.3187 8.89314 0.0105806 0.00101864 83664.9 1
: 739 | 14.3322 8.52163 0.0105929 0.00102478 83610.9 2
: 740 | 14.0743 8.75472 0.0107581 0.00103622 82288.7 3
: 741 Minimum Test error found - save the configuration
: 741 | 13.9234 8.12748 0.0106566 0.00106815 83433.8 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.7363 7.26798 0.0106226 0.00105627 83626.5 0
: 743 | 13.6438 7.67864 0.0105659 0.00102005 83805.9 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.343 7.2459 0.0106174 0.00105716 83680.2 0
: 745 | 13.2814 8.43774 0.0105878 0.00102072 83619.9 1
: 746 | 13.2508 7.66841 0.0105701 0.00101982 83766.8 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.7701 6.77515 0.0107013 0.001058 82959.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.6822 6.55151 0.0106508 0.00108241 83608.6 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.4955 6.27684 0.0106133 0.001052 83670.9 0
: 750 | 12.5291 6.76721 0.0105644 0.00102073 83825 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.1441 5.78636 0.0105894 0.00105437 83901.2 0
: 752 | 12.0274 6.3057 0.010573 0.00101988 83741.9 1
: 753 | 11.9752 5.88337 0.0105692 0.00101777 83757.5 2
: 754 | 11.8171 6.73385 0.0105773 0.00101966 83702.8 3
: 755 | 11.6588 5.86517 0.0105844 0.00101991 83643 4
: 756 Minimum Test error found - save the configuration
: 756 | 11.3536 5.24498 0.0106103 0.00105397 83713.8 0
: 757 | 11.2243 5.42428 0.010595 0.00101816 83535.2 1
: 758 | 11.2028 5.46296 0.0105927 0.00101947 83566.5 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.9077 4.74551 0.0106233 0.00105545 83613.3 0
: 760 | 10.6558 5.14886 0.010589 0.00102042 83606.6 1
: 761 | 10.6051 4.87241 0.0105644 0.00102717 83881.8 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.4543 4.63975 0.0106359 0.00106543 83590.6 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.2149 4.58012 0.0106138 0.0010712 83834.5 0
: 764 | 10.0334 4.70617 0.0105636 0.00101903 83817.7 1
: 765 | 10.0456 4.64623 0.0105855 0.00102137 83646 2
: 766 | 10.1529 4.81666 0.0105742 0.0010189 83723.6 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.79197 4.39728 0.0107379 0.00109025 82922.2 0
: 768 | 9.54552 4.66936 0.0105942 0.00102158 83571.6 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.51377 4.13281 0.0105975 0.0010521 83810.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.34108 4.00097 0.0106324 0.00105796 83555.6 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.20857 3.97799 0.0106153 0.00105302 83662.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.11726 3.84191 0.0106044 0.00105394 83766 0
: 773 | 9.03845 3.90532 0.0105936 0.00102125 83574.1 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.83367 3.49056 0.0106279 0.0010664 83668.6 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.62267 3.4685 0.0106229 0.00107122 83755.3 0
: 776 | 8.63719 3.50115 0.0105838 0.0010329 83761.7 1
: 777 | 8.79803 3.76761 0.0105791 0.0010196 83686.2 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.5643 3.25518 0.0106118 0.00105475 83708.3 0
: 779 | 8.40572 3.54032 0.0105619 0.00101954 83837 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.5086 3.24284 0.0106072 0.0010536 83738.1 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.16389 3.0789 0.0105983 0.00105508 83829.2 0
: 782 | 8.00461 3.1107 0.0105751 0.00101855 83712.3 1
: 783 | 7.9347 3.29277 0.0106099 0.00103958 83592.1 2
: 784 Minimum Test error found - save the configuration
: 784 | 7.8103 2.73689 0.0106234 0.00106385 83686.3 0
: 785 | 7.66312 3.01877 0.0105737 0.00101798 83719.2 1
: 786 | 7.63289 2.82897 0.0106651 0.00102154 82956.9 2
: 787 | 7.73097 3.2819 0.0105678 0.00102012 83790.3 3
: 788 | 7.64568 3.33452 0.0105914 0.00101948 83578.1 4
: 789 | 7.53463 2.9735 0.0105643 0.00101874 83808.3 5
: 790 | 7.47681 2.78457 0.0105511 0.00101695 83908.6 6
: 791 | 7.11924 3.22397 0.0105732 0.00101874 83730.4 7
: 792 | 7.07917 2.74975 0.010569 0.00102197 83795.4 8
: 793 | 7.08041 3.04923 0.0106187 0.00103188 83447.6 9
: 794 | 6.9268 2.97167 0.0105658 0.00102813 83877.8 10
: 795 | 7.14941 3.08541 0.010562 0.0010183 83824.6 11
: 796 | 7.05589 2.95434 0.0105725 0.00101918 83740.9 12
: 797 Minimum Test error found - save the configuration
: 797 | 6.66937 2.39224 0.0106421 0.00107635 83631.4 0
: 798 Minimum Test error found - save the configuration
: 798 | 6.53186 2.32843 0.0106073 0.00105482 83747.9 0
: 799 | 6.37852 2.91133 0.010586 0.00102106 83639 1
: 800 | 6.33673 2.39632 0.0105491 0.00101978 83951.4 2
: 801 | 6.25189 2.52387 0.0105729 0.00101891 83735 3
: 802 | 6.18644 2.52318 0.0105746 0.0010177 83709.3 4
: 803 | 6.12357 2.89507 0.0105704 0.00101869 83754.4 5
: 804 | 6.16029 2.85409 0.010583 0.00102556 83704.6 6
: 805 | 6.06498 2.41014 0.0105584 0.00101649 83840.9 7
: 806 | 6.07382 3.31327 0.0106538 0.00101909 83033 8
: 807 | 6.02197 2.66594 0.0105831 0.00101911 83646.8 9
: 808 | 5.73889 2.50118 0.0105644 0.00101867 83807.2 10
: 809 | 5.70496 2.61873 0.0105579 0.00101896 83866.5 11
: 810 | 5.60725 2.81519 0.0105919 0.00104608 83806.2 12
: 811 | 5.57014 2.6945 0.010564 0.00101942 83817.4 13
: 812 | 5.52601 2.76156 0.0105681 0.00102017 83787.5 14
: 813 | 5.65746 2.80871 0.0105732 0.00102093 83749.6 15
: 814 | 5.46061 2.66509 0.0105587 0.0010183 83853.8 16
: 815 | 5.34315 2.71239 0.0105783 0.00101861 83684.9 17
: 816 | 5.24594 2.90779 0.0106121 0.00103626 83543.8 18
: 817 | 5.23867 2.50044 0.0105611 0.00102137 83859.7 19
: 818 | 5.34644 2.84488 0.0105715 0.00101911 83749 20
: 819 | 5.1595 2.65933 0.0105693 0.00101821 83760.4 21
:
: Elapsed time for training with 1000 events: 8.72 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: 0.0112 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: 0.811 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.34139e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.1142e+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: 0.0295 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00153 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: 0.0956 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: 0.883 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: 0.0208 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0027 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: 0.0371 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00449 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: 0.00255 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000589 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: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.875 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.836 0.0592 6.10 1.61 | 3.221 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 : -0.157 0.0995 2.36 1.12 | 3.396 3.384
: 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.