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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:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.251 sec
: Elapsed time for training with 1000 events: 0.254 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00272 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: 0.000718 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00463 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: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00124 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 = 31497.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33045.7 31065 0.0102646 0.00105426 86859 0
: 2 Minimum Test error found - save the configuration
: 2 | 32474 30489.2 0.0103397 0.00103484 85976.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31785 29865.6 0.0105349 0.00112768 85041 0
: 4 Minimum Test error found - save the configuration
: 4 | 31111.9 29297.8 0.0104863 0.00104296 84716 0
: 5 Minimum Test error found - save the configuration
: 5 | 30446.1 28629.1 0.0104708 0.00104286 84854.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29638.2 27719.4 0.0105143 0.00105495 84571.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28811 26956 0.0104224 0.00102252 85107.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28289.4 26541.4 0.0102649 0.00100961 86436.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27915.5 26203.9 0.0102178 0.00100493 86835.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27579 25904.9 0.0102229 0.00100752 86811.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27277.4 25617.3 0.0102541 0.00102007 86636.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26988.9 25340.9 0.0102192 0.00100647 86835.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26702.7 25083.6 0.0102213 0.00100718 86823.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26436.6 24827.9 0.0102085 0.00100685 86941 0
: 15 Minimum Test error found - save the configuration
: 15 | 26171.5 24581.5 0.0102333 0.00100476 86687.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25917.5 24337.2 0.0102579 0.00100622 86471.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25662.5 24103.5 0.0102132 0.00100295 86859.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25419.8 23869.4 0.010202 0.00100614 86995.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25180.6 23636.9 0.0102043 0.00100513 86964.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24938.5 23415.6 0.0102034 0.0010051 86972.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24707.6 23194.3 0.010255 0.0010207 86633.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24477.8 22976.5 0.0102214 0.00100931 86842.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24251.1 22762.5 0.0102188 0.00100624 86838 0
: 24 Minimum Test error found - save the configuration
: 24 | 24028 22551.5 0.0103055 0.00100807 86045.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 23809.8 22341.2 0.0102307 0.00100452 86709.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23590.8 22136.6 0.0102402 0.00100582 86632.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23379.7 21930.6 0.0102225 0.00100489 86790 0
: 28 Minimum Test error found - save the configuration
: 28 | 23164.7 21732.5 0.0102779 0.00100317 86255.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 22956.9 21535.2 0.0102115 0.00100631 86907.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22750.5 21340.4 0.0102196 0.00100525 86821 0
: 31 Minimum Test error found - save the configuration
: 31 | 22545.2 21149.8 0.0102545 0.00104607 86877.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22346.6 20956.9 0.0102311 0.00100248 86687.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22145.8 20768.6 0.010228 0.00100751 86763.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21947.6 20583.9 0.0102155 0.00100495 86856.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21754.9 20398.3 0.0102101 0.00100563 86914.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21559.6 20218.4 0.0102476 0.00100443 86550.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21370.4 20038.2 0.0102329 0.00100683 86710.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21181.6 19860.1 0.010221 0.00100474 86803.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 20995.6 19682.9 0.0102327 0.00100817 86725.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20810.8 19507.8 0.0102383 0.00100711 86662.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20627.2 19335.5 0.0102236 0.00100802 86809.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20445.1 19165.9 0.0103007 0.00102522 86248.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20267.3 18993.1 0.0102479 0.00101265 86624.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20084.6 18822.9 0.0103524 0.0010168 85693.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19908.7 18655.4 0.0102899 0.00102025 86303.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19732.2 18488.1 0.0103223 0.00101633 85966.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19555.1 18330.7 0.0106311 0.00102415 83272.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19386.5 18166.1 0.0103261 0.00102129 85977.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19215.8 18003.9 0.0103039 0.00101963 86166.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19048.2 17840.7 0.0103376 0.00103527 86000 0
: 51 Minimum Test error found - save the configuration
: 51 | 18876.5 17688.7 0.0103079 0.00101617 86098.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18713 17523.9 0.0103593 0.0010406 85848.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18546.6 17374.5 0.010334 0.00102346 85924.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18383.7 17217.8 0.0103435 0.00102345 85836.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18219.5 17059.2 0.0103635 0.00102315 85649.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18058.4 16908.7 0.0103702 0.00103152 85665.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17900.2 16755.6 0.0103555 0.00102597 85749.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17739.4 16600.1 0.0103734 0.00102569 85582.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17581.5 16451.3 0.0103776 0.00102808 85565.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17426.6 16302.3 0.0103792 0.00102835 85554.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17269.6 16154.2 0.0103778 0.00103184 85598.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17113.5 16011.3 0.0104183 0.0010453 85351.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16962.9 15865.5 0.010387 0.00103075 85504.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16812.4 15720.4 0.0105006 0.00103384 84506.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16657.8 15581.6 0.0104153 0.00103169 85254.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16515.2 15437 0.0104171 0.00102772 85203 0
: 67 Minimum Test error found - save the configuration
: 67 | 16364.2 15296.5 0.0104109 0.00104209 85389.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16216.9 15158.2 0.0103887 0.00102933 85476 0
: 69 Minimum Test error found - save the configuration
: 69 | 16072.1 15020.8 0.0104101 0.00103374 85321.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15926.5 14885.1 0.0103979 0.00103227 85418.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15784.9 14749 0.0104212 0.00102947 85181.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15641.6 14616.1 0.0104434 0.00104488 85119.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15501.9 14483.3 0.0104031 0.0010331 85378.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15363.8 14350.5 0.0104188 0.00102872 85196.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15224.9 14221.5 0.0104122 0.00102957 85263.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15088.9 14091.8 0.0104158 0.0010322 85254.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 14951.9 13965.8 0.0104068 0.00103386 85352.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14818.7 13839.6 0.0104192 0.00103351 85236.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14685.8 13714.3 0.0104074 0.00103201 85329.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14552.4 13592.5 0.0104146 0.0010314 85258.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14425.7 13466.4 0.010417 0.0010326 85248.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14294.1 13344.7 0.0104688 0.00105684 84997.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14164.8 13225.4 0.0104477 0.00103367 84979.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14038 13107 0.0105224 0.0010445 84407.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13913.7 12987.9 0.0104204 0.00103902 85275 0
: 86 Minimum Test error found - save the configuration
: 86 | 13788.5 12868.8 0.0104161 0.00103598 85286.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13662.6 12756.1 0.0104287 0.00103304 85145.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13539.8 12642.8 0.0104324 0.00103487 85128.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13419.4 12530.3 0.0104282 0.00103979 85211.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13301.7 12412.5 0.0104183 0.00103264 85236.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13178.2 12305.1 0.0104346 0.00103652 85124.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13059.4 12196.7 0.0104827 0.00105184 84828.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12944.4 12085.6 0.0104182 0.0010371 85277.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12829.5 11976.1 0.0104428 0.00103569 85042.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12711.3 11870.6 0.0104453 0.00103523 85014.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12595.9 11766 0.0104725 0.00103618 84778.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12484.7 11659.1 0.0104312 0.00103571 85147.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12372 11555.7 0.0104468 0.00103414 84991.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12262 11452.4 0.0104227 0.00103671 85233.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12149.8 11349.1 0.0104469 0.00104477 85087.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12040.9 11247.2 0.0104417 0.00104028 85093.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11930.3 11149.9 0.0104969 0.00108541 85002 0
: 103 Minimum Test error found - save the configuration
: 103 | 11824.6 11051.6 0.0104723 0.0010373 84790.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11719 10950.8 0.0105544 0.00103992 84082 0
: 105 Minimum Test error found - save the configuration
: 105 | 11612.9 10854.1 0.0104454 0.00103873 85046.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11506.8 10758.4 0.0104532 0.00104367 85020.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11405.1 10661.9 0.0104511 0.00103975 85003.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11299.9 10569.5 0.0104483 0.00104072 85037.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11199.2 10473.8 0.0104707 0.00104095 84838.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11098.3 10378.5 0.0104584 0.00103935 84934.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10997.3 10288 0.0104989 0.00107298 84872.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10898.3 10196.6 0.0104685 0.00104932 84932.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10798.9 10104 0.0104961 0.00104131 84613.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10702.4 10013.1 0.0104624 0.00103944 84899.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10605.5 9926.51 0.0104778 0.00104266 84789.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10509.8 9833.02 0.0104731 0.00104071 84813.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10415.8 9745.62 0.0104716 0.00104126 84832.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10319.9 9658.82 0.0104556 0.00104082 84972.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10226.3 9574.09 0.0104759 0.00104409 84819.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10135.3 9483.6 0.0104817 0.0010385 84716.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10042.4 9400.62 0.0104995 0.00105897 84740.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9951.18 9312.47 0.0104938 0.00105904 84792.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9860.4 9230.02 0.0104906 0.00104729 84715.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9772 9148.39 0.0105541 0.00104575 84136.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9683.27 9066.63 0.010502 0.00104205 84566.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9596.51 8982.16 0.0104714 0.00104449 84863.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9509.13 8899.45 0.0104956 0.00104298 84632.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9420.61 8819.58 0.010487 0.00104177 84698.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9337.55 8741.49 0.0105128 0.00104476 84495 0
: 130 Minimum Test error found - save the configuration
: 130 | 9251.82 8658.2 0.0104744 0.00104325 84825.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9166.66 8581.35 0.0105188 0.00106085 84585.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9084.02 8507.08 0.0105093 0.00104715 84547.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9003.3 8422.4 0.0105208 0.00104778 84450.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8920.09 8348.49 0.0105161 0.00104955 84507.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8840.09 8270.06 0.0105305 0.0010489 84373.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8757.88 8200.87 0.0105216 0.00104546 84422.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8680.24 8119.13 0.0106108 0.00107772 83918.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8599.31 8046.49 0.0106102 0.0010533 83708.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8521.29 7973.34 0.010513 0.00104607 84504.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8443.92 7899.21 0.0104948 0.00104759 84681.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8366.32 7831.42 0.0105266 0.00106365 84539.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8291.68 7755.18 0.0105262 0.00105091 84430.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8214.6 7685.51 0.0105634 0.00112058 84720.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8140.7 7616.06 0.0105236 0.0010434 84386.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8066.74 7548.98 0.0105079 0.00104588 84548.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7993.49 7475.58 0.0104966 0.00104251 84619.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7919.09 7406.67 0.0105058 0.00104634 84571.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7846.94 7341.9 0.0105228 0.00105671 84511.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7775.88 7272.84 0.0105056 0.00104692 84578.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7704.93 7204.57 0.0105212 0.00104872 84455.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7635.22 7134.14 0.0105578 0.00106141 84242.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7563.74 7071.82 0.0105241 0.00104456 84391.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7495.84 7003.26 0.0105447 0.0010548 84300 0
: 154 Minimum Test error found - save the configuration
: 154 | 7426.93 6944.18 0.0105309 0.00104428 84329.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7358.9 6878.07 0.0105511 0.00105182 84217.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7291.8 6813.31 0.0105265 0.00104727 84394.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7225.73 6750.22 0.0105328 0.0010528 84388.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7159.21 6688.76 0.0105215 0.00104954 84459.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7093.47 6626 0.0105388 0.00104541 84269.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7028.87 6566.41 0.0105402 0.00104603 84262 0
: 161 Minimum Test error found - save the configuration
: 161 | 6964.51 6503.36 0.0105687 0.00106288 84158.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6900.2 6449.68 0.0105139 0.00104539 84490.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6836.84 6381.16 0.0106311 0.00105306 83523.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6774.61 6329.4 0.0105389 0.00104657 84278.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6712.41 6264.66 0.0105307 0.00105049 84386.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6650.88 6211.04 0.0105542 0.00105376 84206.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6589.96 6152.32 0.0105125 0.00104566 84505.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6529.52 6092.97 0.0105847 0.00104942 83898.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6468.24 6037.85 0.0105624 0.00105257 84123.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6410.49 5978.72 0.0106242 0.00106326 83673.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6351.31 5926.09 0.0105817 0.00106368 84051.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6292.84 5869.41 0.0105306 0.00104864 84370.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6235.08 5814 0.0105534 0.00105508 84225.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6177.52 5757.61 0.0105189 0.00104958 84483.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6121.01 5703.35 0.0105596 0.0010565 84183.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6065.24 5651.48 0.0105246 0.00104779 84416.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6007.96 5600.67 0.0105372 0.00105157 84338 0
: 178 Minimum Test error found - save the configuration
: 178 | 5952.84 5542.7 0.0105451 0.00104942 84249 0
: 179 Minimum Test error found - save the configuration
: 179 | 5898.89 5495.32 0.0105927 0.00107804 84080.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5844.24 5440.73 0.0105884 0.00105049 83876 0
: 181 Minimum Test error found - save the configuration
: 181 | 5789.12 5392.07 0.0105686 0.00106906 84214.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5737.6 5341.48 0.0105507 0.00105305 84231.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5683.23 5290.26 0.0106022 0.00105149 83763 0
: 184 Minimum Test error found - save the configuration
: 184 | 5632.87 5241.26 0.0105585 0.00105331 84164.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5580.65 5192.75 0.0105358 0.00105142 84349.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5527.47 5142.04 0.0105764 0.00106251 84087.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5477.34 5097.27 0.0105539 0.00104839 84161.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5426.48 5049.26 0.010551 0.00104812 84184.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5376.18 5000.43 0.0106331 0.00105606 83532.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5327.73 4957.52 0.0105989 0.0010797 84040.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5277.86 4909.81 0.0105746 0.00104965 83989.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5229.55 4865.11 0.0105652 0.00106614 84219 0
: 193 Minimum Test error found - save the configuration
: 193 | 5180.61 4815.04 0.0105395 0.00105228 84323.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5133.28 4773.64 0.0105407 0.00105083 84300.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5085.31 4728.27 0.0105647 0.00105186 84097.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5039.54 4684.87 0.0105639 0.00106237 84196.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 4992.38 4640.37 0.0105466 0.00105527 84287.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4946.47 4594.84 0.0106222 0.00108198 83855.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4900.44 4554.61 0.0105494 0.00105769 84284.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4855.54 4511.66 0.010574 0.00106612 84140.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4810.75 4469.36 0.0105496 0.00105387 84248.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4766.46 4426.95 0.0105724 0.00106725 84165.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4722.8 4382.05 0.0106382 0.00105374 83468.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4679.15 4346.17 0.0105596 0.00104903 84117.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4636.01 4301.64 0.0105612 0.00105431 84149.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4593.72 4259.91 0.0105435 0.0010578 84337 0
: 207 Minimum Test error found - save the configuration
: 207 | 4550.65 4224.69 0.0105578 0.00105076 84148.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4509.15 4183.01 0.0106243 0.00105209 83575.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4467.62 4142.09 0.0105561 0.00106229 84265.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4426.7 4105.43 0.010611 0.00106944 83843.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4385.79 4065.49 0.0106034 0.00106633 83883.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4345.84 4029.4 0.0105728 0.00105282 84033.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4305.81 3987.89 0.0105637 0.00105441 84127.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4265.7 3951.02 0.0105843 0.00105517 83953.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4227.75 3919.74 0.0105759 0.00105137 83993.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4188 3878.38 0.0105769 0.00105146 83985.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4149.63 3843.46 0.0106619 0.00105645 83286 0
: 218 Minimum Test error found - save the configuration
: 218 | 4111.72 3808.63 0.0105629 0.00105899 84176 0
: 219 Minimum Test error found - save the configuration
: 219 | 4074.4 3771.99 0.0105439 0.00105111 84274.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4036.85 3735.13 0.0106 0.00107212 83964.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 3999.17 3702.52 0.0105608 0.00106028 84205.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3963.67 3665.04 0.010656 0.00106016 83369 0
: 223 Minimum Test error found - save the configuration
: 223 | 3927.83 3631.08 0.0105798 0.00105389 83981.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3890.83 3599.89 0.0105766 0.00105477 84017.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3855.97 3565.13 0.0105677 0.00105474 84095.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3820.36 3530.41 0.0105568 0.00105481 84193.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3785.74 3496.3 0.0106314 0.00105273 83519.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3750.94 3466.33 0.0105609 0.00105069 84119.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3717 3431.46 0.0105593 0.00106692 84278.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3683.25 3400.32 0.0105992 0.00107303 83978.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3648.94 3367.95 0.0105642 0.00105345 84115.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3617.26 3334.86 0.0105494 0.00105265 84239.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3583.39 3306.35 0.0105559 0.00105106 84167.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3550.54 3275.59 0.0105914 0.00105219 83864.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3518.92 3243.38 0.0105578 0.0010516 84155.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3486.27 3213.27 0.0106429 0.00105448 83433.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3455.1 3184.42 0.0105796 0.0010547 83990.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3423.32 3154.04 0.0105587 0.0010528 84158.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3392.88 3122.77 0.0105846 0.00105144 83917.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3361.76 3093.59 0.0106252 0.00108281 83836.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3330.2 3066.35 0.0105732 0.0010546 84046 0
: 242 Minimum Test error found - save the configuration
: 242 | 3301.14 3038.88 0.0106706 0.00106115 83251.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3270.69 3009.25 0.0105542 0.00105369 84205.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3241.08 2981.58 0.0105748 0.0010553 84037.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3211.42 2952.54 0.0105793 0.00106075 84046.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3182.52 2925.81 0.0106304 0.00105145 83516.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3153.49 2899.59 0.0106105 0.00105101 83686.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3124.59 2872.97 0.010561 0.0010501 84114.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3097.1 2844.01 0.0106269 0.00106906 83701 0
: 250 Minimum Test error found - save the configuration
: 250 | 3068.82 2817.42 0.0105702 0.0010529 84057.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3040.6 2791.1 0.0105693 0.00105408 84075.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3013.18 2765.25 0.0105919 0.00105302 83867.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2985.08 2739.68 0.0105861 0.00105681 83951.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2959.24 2713.53 0.0105994 0.00105281 83799.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2931.61 2688.64 0.0106708 0.00105278 83176.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2905.34 2663.29 0.0105818 0.00105349 83960.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2878.68 2638.4 0.0105869 0.0010581 83955.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2852.77 2613.93 0.0105697 0.00105517 84081.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2827.11 2590.56 0.0106184 0.00106924 83777.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2801.47 2565.98 0.0105936 0.00105594 83877.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2775.91 2541.76 0.0106608 0.00113764 84005.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2750.86 2518.19 0.0105933 0.00105287 83853.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2726.16 2494.73 0.0105689 0.00105564 84093.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2701.53 2471.27 0.0105905 0.00105539 83900 0
: 265 Minimum Test error found - save the configuration
: 265 | 2676.48 2449.18 0.0106279 0.00105561 83574.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2652.55 2426.2 0.0105681 0.00105317 84078.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2627.76 2404.75 0.0105814 0.00105221 83952.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2605.6 2381.7 0.0105688 0.00105708 84106.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2581.52 2359.17 0.0106331 0.00107106 83663.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2557.36 2338.01 0.0105887 0.00105853 83944.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2534.67 2316.71 0.0105864 0.00105434 83927.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2511.33 2295.29 0.0118211 0.00110825 74676.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2488.95 2273.92 0.0106055 0.00105872 83798 0
: 274 Minimum Test error found - save the configuration
: 274 | 2466.28 2252.47 0.0105741 0.00105135 84009.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2443.84 2231.75 0.0105888 0.00105452 83907.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.76 2211 0.0105777 0.00105821 84037.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2399.3 2191.13 0.0105822 0.00105396 83960.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2377.77 2171.11 0.0105995 0.00106719 83925.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2356.13 2150.6 0.0106321 0.00108116 83761.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2334.39 2131.24 0.0105837 0.00105976 83999.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2313.42 2111.44 0.0106783 0.00105675 83147 0
: 282 Minimum Test error found - save the configuration
: 282 | 2291.85 2092.35 0.0105752 0.0010514 83999.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2271.13 2072.98 0.0106314 0.00105429 83532.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2250.12 2053.93 0.0107615 0.00105845 82448.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2229.39 2035.49 0.0105921 0.00105549 83887.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2210.1 2015.79 0.0106109 0.00105434 83711.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2188.64 1997.62 0.0105964 0.00105273 83825.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2169.39 1978.39 0.0106189 0.0010876 83933.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2148.42 1961.02 0.0106088 0.00105288 83717.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2128.86 1943.07 0.010606 0.00106341 83834.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2109.59 1925.08 0.010595 0.00105212 83832 0
: 292 Minimum Test error found - save the configuration
: 292 | 2090.11 1907.64 0.0105852 0.00105441 83938.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2070.79 1890.26 0.0106027 0.00106002 83833.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2051.58 1872.51 0.0105984 0.00105105 83792.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2032.81 1855.55 0.0106042 0.00105251 83754.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2014.05 1837.92 0.0105972 0.00105358 83825.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1995.21 1820.86 0.010647 0.0010791 83613 0
: 298 Minimum Test error found - save the configuration
: 298 | 1976.1 1805.39 0.010629 0.00107172 83705.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1958.82 1787.93 0.0105991 0.00105146 83790.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.11 1771.51 0.0106435 0.00112654 84060.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1921.93 1755.33 0.0106768 0.00106001 83188 0
: 302 Minimum Test error found - save the configuration
: 302 | 1903.79 1739.74 0.0105839 0.00105967 83996 0
: 303 Minimum Test error found - save the configuration
: 303 | 1886.56 1723.21 0.0105849 0.00105492 83945.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.82 1707.78 0.0105919 0.0010546 83880.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1851.05 1692.45 0.0105832 0.00105263 83940.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1833.35 1677.42 0.0106063 0.00105443 83752.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1816.74 1661.87 0.0105885 0.00105511 83915.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.93 1646.6 0.0106283 0.00107384 83730.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1783.03 1631.05 0.0106 0.00105621 83824.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1765.63 1616.12 0.0105867 0.00105941 83969.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1749.85 1600.98 0.0105742 0.00105413 84032.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.21 1586.91 0.0105875 0.00105954 83963.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.65 1572.08 0.0105846 0.00105658 83963 0
: 314 Minimum Test error found - save the configuration
: 314 | 1700.08 1558.18 0.0105889 0.00105577 83917.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1683.86 1543.91 0.0105741 0.00105543 84045.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1668.38 1529.47 0.0105878 0.00105405 83912 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.01 1515.71 0.010673 0.00106646 83276.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.66 1501.67 0.0106188 0.00106992 83779.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.17 1487.53 0.0106087 0.00105454 83733.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.59 1474.11 0.010674 0.00105728 83188.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1590.34 1460.52 0.0106003 0.00105252 83789.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1574.86 1447.55 0.0105965 0.00105449 83839.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1560.67 1433.6 0.0105671 0.00105476 84101.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545.4 1420.8 0.0105967 0.00105674 83858.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1530.45 1407.43 0.0106265 0.00105363 83569.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.68 1394.87 0.0106056 0.00105127 83731.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501.59 1381.48 0.0106089 0.00105477 83733.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1486.67 1369.33 0.0106506 0.00107656 83559.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.69 1356.43 0.0105951 0.0010537 83845.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.7 1343.72 0.0106391 0.00105485 83470 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.49 1331.34 0.0106142 0.00105668 83704 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.63 1319.04 0.0106146 0.00105459 83682.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1417.06 1306.49 0.0105837 0.00105332 83942 0
: 334 Minimum Test error found - save the configuration
: 334 | 1402.92 1295.25 0.0105971 0.00105209 83813.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1389.76 1283.15 0.0105948 0.00105444 83854.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1376.52 1270.91 0.0105853 0.0010533 83927.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1363.34 1258.61 0.010657 0.00108654 83590.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.38 1248.19 0.0106059 0.00105875 83794.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1337.17 1236.46 0.0106046 0.00105927 83810.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1324.66 1224.11 0.0106927 0.00105766 83030.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.11 1212.91 0.0105973 0.00106288 83906.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.74 1201.58 0.0106535 0.00106241 83410.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1286.24 1190.33 0.0106222 0.00105354 83606.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.74 1179.05 0.0105804 0.00105099 83950.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.17 1168.38 0.0105975 0.00105341 83821.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1249.5 1157.05 0.0106105 0.00105506 83722.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.22 1146.16 0.0106181 0.00107222 83805.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.09 1135.67 0.0106158 0.00105718 83693.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.71 1124.92 0.0106061 0.00105289 83741.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.9 1114.39 0.010607 0.0010534 83738.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.95 1104.01 0.0106265 0.00106344 83654.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.38 1093.75 0.0105998 0.00105346 83801.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1167.31 1083.05 0.0106189 0.00105295 83629.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.54 1073.27 0.0105867 0.00105395 83920.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.21 1063.33 0.0105944 0.00105754 83884.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.61 1052.91 0.010637 0.00105661 83504.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1122.22 1043.26 0.0106161 0.00107583 83854.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1111.38 1033.38 0.0105951 0.00105453 83852.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.11 1023.11 0.0106631 0.00105781 83287.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.2 1013.18 0.0106007 0.00105688 83823.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.18 1003.74 0.0106081 0.00105655 83756.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.73 994.964 0.0105869 0.001051 83893.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1058.33 985.698 0.0105923 0.00106147 83938.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.29 976.079 0.0106356 0.0010569 83519.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.8 966.467 0.0105989 0.00105513 83823.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.66 957.443 0.0106282 0.00105624 83577.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.65 948.34 0.0106294 0.00107174 83702.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.7 939.195 0.0106099 0.00105964 83767.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.18 929.722 0.0105961 0.00105647 83860.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.92 921.083 0.0105926 0.001063 83948.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.325 911.913 0.0105897 0.0010657 83998.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.753 903.2 0.0105881 0.00105772 83942.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.254 894.723 0.0105778 0.00105211 83983 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.926 886.153 0.0105961 0.0010543 83841.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.444 877.35 0.010589 0.00105625 83921.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.932 869.438 0.0105994 0.00105519 83820.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.583 860.112 0.0106616 0.00106941 83401.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.798 851.88 0.0107686 0.00106322 82428.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.169 843.627 0.0106714 0.0010567 83205.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.129 835.508 0.0106225 0.0010591 83652 0
: 381 Minimum Test error found - save the configuration
: 381 | 886.186 827.592 0.0105912 0.00105433 83884.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.571 819.861 0.0105972 0.00105265 83817.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.798 812.146 0.0105861 0.00105364 83923.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.344 804 0.0106052 0.00105284 83748.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.756 795.933 0.0105955 0.00105174 83824.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 843.378 787.557 0.0106252 0.00108483 83854 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.531 780.116 0.0105938 0.00105701 83886 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.834 772.087 0.0105896 0.00105452 83900.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.141 764.712 0.010606 0.00105531 83763.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.065 757.313 0.0106002 0.00105477 83809.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.866 750.03 0.0105884 0.001053 83897.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.919 742.379 0.0105919 0.00105773 83908.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.942 735.225 0.0105898 0.00105808 83930.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 778.188 727.843 0.0105897 0.00105661 83918.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.519 720.44 0.0106551 0.00105966 83373.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.884 712.547 0.0106298 0.0010772 83747.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.796 706.006 0.0105939 0.00105292 83848.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.588 698.344 0.010672 0.00113383 83873.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.12 691.206 0.0105882 0.00105251 83895 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.375 684.515 0.0105872 0.00105339 83912.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.966 677.725 0.0105878 0.00105824 83949.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.596 671.341 0.01058 0.00105339 83974.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.704 664.299 0.0105972 0.00105502 83837.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.562 657.528 0.0105934 0.00105257 83850.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.226 651.12 0.0106068 0.0010509 83717.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.653 644.013 0.0106248 0.00107027 83729.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.35 637.407 0.0105822 0.00105433 83963.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.3 631.391 0.0106183 0.00105471 83650.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.743 624.884 0.0105791 0.00105442 83992.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 662.354 618.171 0.01061 0.00105571 83731.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.897 612.42 0.0107134 0.0010569 82845.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.526 606.156 0.0105907 0.00105123 83861.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 642.251 599.974 0.0106043 0.00105036 83735.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.441 592.932 0.010598 0.00105382 83820.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.707 587.035 0.0105887 0.00105134 83880.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.099 580.895 0.0106442 0.00107092 83565.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.644 575.389 0.0105973 0.00105294 83818.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.652 569.134 0.0106981 0.00106217 83022.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.357 563.128 0.0106057 0.00105671 83778.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.284 557.318 0.0105875 0.00105473 83920.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.202 551.436 0.0106213 0.0010512 83593.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.88 545.765 0.0106007 0.00105332 83792.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 579.126 539.877 0.0106228 0.00105152 83583.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.761 534.517 0.0106262 0.0010521 83558.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 567.068 528.862 0.0106092 0.00105428 83726 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.4 522.985 0.010626 0.00107385 83750.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.376 517.454 0.0105844 0.00105699 83967.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.512 512.514 0.0106086 0.00105289 83719.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.968 506.655 0.0106037 0.00105377 83769.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.303 501.906 0.0106071 0.0010538 83740.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.858 496.195 0.0106117 0.00105306 83693.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.253 490.925 0.0106078 0.0010604 83792.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 522.022 485.996 0.0105893 0.00105506 83908.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.718 480.056 0.0106177 0.00105517 83660.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.119 475.708 0.0106374 0.00106943 83611.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.966 469.991 0.0105835 0.00105043 83918.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.81 465.045 0.0106145 0.0010535 83673.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.278 460.26 0.010676 0.00106262 83217.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.995 455.151 0.0105878 0.00105331 83905.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.001 450.521 0.0106001 0.00105202 83786.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.918 445.431 0.0105805 0.00105057 83946 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.827 440.485 0.0105925 0.00105905 83915.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.935 435.767 0.0105966 0.00106546 83934.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.084 431.078 0.0105873 0.00105343 83911 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.105 426.816 0.0106359 0.00107763 83697.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.681 421.73 0.0105692 0.00105229 84060.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.853 417.151 0.0106383 0.00105841 83508.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.827 413.159 0.0105855 0.00105167 83911.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.299 408.076 0.0105814 0.00105236 83953.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.438 403.907 0.0105978 0.00105545 83836.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.96 399.62 0.01058 0.00105298 83971.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.457 394.858 0.010633 0.00106125 83579.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.039 390.48 0.0106231 0.00105181 83583.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.703 386.125 0.0105916 0.00105271 83867.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.169 382.046 0.0106383 0.00106902 83600.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.585 377.723 0.0105826 0.00105207 83940.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.663 373.709 0.0106745 0.00105378 83154.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.131 369.621 0.01064 0.0010551 83464.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.911 365.55 0.0106014 0.00105436 83795.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.075 361.189 0.0106254 0.00104991 83546.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.532 357.561 0.0106193 0.00105722 83663.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.498 353.355 0.0106 0.00105459 83810.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.474 349.247 0.0105982 0.00105259 83808.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.599 345.555 0.0105856 0.00105394 83930.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.626 341.588 0.0106319 0.00107027 83667.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.444 338.103 0.0105948 0.00105665 83873.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.623 334.694 0.0105855 0.00105615 83950.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.095 330.212 0.0106112 0.0010526 83694.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.047 326.363 0.0105843 0.00105211 83926 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.232 323.316 0.0105841 0.00105274 83933.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.508 319.05 0.0106402 0.00109259 83790.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.297 315.849 0.0108346 0.0012993 83898.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.069 312.311 0.0105902 0.00105517 83900.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.435 308.859 0.0105837 0.00105251 83934.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.646 305.656 0.0105991 0.00107023 83955.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.107 301.643 0.0106061 0.00105065 83721.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.336 298.225 0.0106794 0.00105631 83133.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.019 295.001 0.0105907 0.00105298 83877.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.464 291.679 0.0105958 0.00105573 83856.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.099 288.328 0.0105912 0.00105472 83888 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.777 285.248 0.0106264 0.00108858 83876.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.246 282.394 0.0105876 0.00105465 83919.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.961 277.986 0.0105739 0.00105081 84006.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.343 275.011 0.0106203 0.00106919 83759.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.385 272.128 0.0105691 0.00105314 84069.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.836 269.393 0.0105949 0.00105419 83851.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.774 266.14 0.0105846 0.00105112 83914.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.656 262.662 0.0105737 0.00105251 84022.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.425 260.292 0.0106475 0.0010579 83423.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.354 256.909 0.0106089 0.00106138 83791.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.211 253.706 0.0105869 0.00105215 83904 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.16 251.376 0.0105906 0.00105357 83883.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.31 247.961 0.0105765 0.00105314 84003.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.621 245.251 0.0106311 0.00106808 83655.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.288 242.298 0.0105937 0.0010604 83916.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.223 239.465 0.0106613 0.00113372 83966.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.335 236.541 0.0106036 0.00105154 83751.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.718 234.003 0.0105801 0.00105521 83990.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.672 231.085 0.0105827 0.00105185 83938.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.724 228.529 0.0106098 0.00105141 83695.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.952 225.827 0.0105821 0.00105364 83959.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.246 223.276 0.0105911 0.00104948 83843 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.42 220.711 0.0105768 0.00105421 84011.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.843 218.018 0.0106162 0.00106718 83778.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.385 215.202 0.0106786 0.00113502 83825.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.356 213.108 0.0105968 0.0010537 83830.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.727 210.573 0.0105991 0.00105099 83786.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.24 207.868 0.010584 0.00105514 83955.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.594 205.506 0.0105918 0.00105244 83863.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.353 203.211 0.0106013 0.00105207 83776.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.555 200.833 0.0105972 0.00104919 83787.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.577 199.217 0.0106039 0.00105304 83762.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.875 196.717 0.01085 0.00107309 81825.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.406 194.116 0.0106268 0.00107596 83761.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.272 191.173 0.0105968 0.00105145 83810.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.524 189.628 0.010677 0.0010556 83148.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.104 187.809 0.0106008 0.00105888 83840.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.387 185.238 0.0106198 0.00105333 83625 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.667 183.035 0.010589 0.00105219 83885.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.607 180.661 0.010592 0.00105137 83851.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.866 178.879 0.0105873 0.00105671 83940 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.975 176.08 0.0105754 0.00105308 84012.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.756 174.217 0.010584 0.00105095 83918.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.488 172.162 0.0106241 0.00106847 83720.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.323 170.313 0.0105953 0.00105119 83821.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.289 168.496 0.0106006 0.00105378 83797.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.886 166.059 0.0105861 0.00105261 83914.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.694 163.887 0.0105817 0.00104996 83929.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.592 162.125 0.0105708 0.00105524 84073.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.571 160.175 0.0105829 0.00105351 83951.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.491 158.284 0.0105851 0.00105112 83910 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.338 156.457 0.0105867 0.00105181 83901.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.351 154.614 0.0106343 0.00106883 83634.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.384 152.736 0.0105804 0.00105605 83995.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.6 150.703 0.0105727 0.0010516 84023.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.372 149.964 0.0106626 0.0010546 83263.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.605 147.237 0.0105776 0.0010542 84003.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.51 145.687 0.0106059 0.00106095 83813.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.795 144.238 0.0105689 0.00105021 84045.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.079 142.774 0.0105945 0.00105148 83830.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.98 140.918 0.0105955 0.00105365 83841.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.308 138.568 0.0105802 0.00105152 83956.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.294 137.26 0.0106559 0.0010701 83457 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.49 135.746 0.0105828 0.00105196 83938 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.664 134.122 0.0105927 0.00105349 83864.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.062 132.146 0.0106071 0.00105853 83782.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.206 131.09 0.0105909 0.00105253 83871.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.284 129.124 0.0106042 0.00105211 83751.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.518 127.444 0.0105633 0.00105302 84119.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.848 126.449 0.0105868 0.00105077 83892 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.189 124.411 0.0105728 0.0010523 84029.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.668 122.856 0.0105838 0.00105163 83926 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.884 121.45 0.010683 0.00107354 83250.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.376 120.278 0.0105772 0.00105971 84055.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.68 118.991 0.010693 0.00105418 82997.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.155 117.279 0.0106032 0.00105218 83760.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.509 115.602 0.0105734 0.00105357 84034.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.867 114.542 0.0105977 0.00105306 83816.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.469 113.051 0.0105819 0.00105075 83935.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.769 111.791 0.0105812 0.00105271 83958.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.322 110.651 0.0105804 0.00105143 83954.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.667 108.814 0.0105836 0.00105294 83939.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.39 107.594 0.0106373 0.00106873 83607.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.009 106.431 0.0105875 0.00105146 83892 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.303 104.975 0.0105818 0.00105623 83984.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.007 104.091 0.0106286 0.00105302 83545.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.586 102.603 0.0105694 0.00105224 84058.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.246 101.446 0.0105789 0.0010519 83972.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.127 100.517 0.0105778 0.00105071 83970.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.411 98.9388 0.0105564 0.00105057 84159.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.019 97.1886 0.010591 0.00105136 83860.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.65 96.2435 0.0106159 0.00105466 83670.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.693 95.376 0.0106126 0.00106895 83825.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.032 93.7087 0.0105945 0.00106087 83913.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.642 93.0834 0.0106761 0.0010542 83143.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.504 91.9273 0.0105954 0.0010505 83814.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.323 90.6389 0.0105885 0.00105192 83887.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.909 89.6514 0.0105934 0.00105001 83827.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.707 88.2237 0.0105966 0.00105097 83808 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.396 87.0649 0.0105866 0.00105153 83901.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.087 86.1093 0.0105991 0.00105002 83777.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.2108 85.0707 0.0106103 0.0010799 83942.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.969 83.9282 0.0106665 0.001055 83233.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.9844 82.8519 0.0105838 0.00105393 83946.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.8587 81.6569 0.0105801 0.00105802 84015.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5533 80.6856 0.0106002 0.00105127 83778.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.2531 79.3432 0.0106133 0.00105605 83706 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.2122 78.3174 0.0105841 0.00105055 83914.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.1434 77.3358 0.0105961 0.00105355 83835.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1824 76.9908 0.0105682 0.00105177 84064.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1982 75.9782 0.0106096 0.00105234 83706.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.8782 74.7822 0.0106228 0.00108571 83883 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.8201 73.621 0.0105717 0.00105399 84053.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.1508 72.5122 0.0106726 0.00114602 83975.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.1452 71.9742 0.0105965 0.00105472 83841.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9993 71.1197 0.0106114 0.00105291 83694.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.0838 70.1124 0.0105754 0.00105119 83996.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.2049 69.4308 0.0105732 0.00104883 83994.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0655 68.2389 0.0105826 0.00104832 83908 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.141 67.4624 0.0106593 0.00105775 83319.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.0592 66.3436 0.0105903 0.00105146 83867.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.2191 65.5913 0.010633 0.00106602 83620.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3504 64.8439 0.0105983 0.00105317 83812.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3175 63.9304 0.0105894 0.00105269 83886 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.4656 62.7034 0.0105928 0.00105393 83867.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.6138 62.37 0.0106115 0.00105098 83677.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.6012 61.1985 0.0105919 0.00105267 83864.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6777 60.2424 0.0105723 0.00105417 84049.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.778 59.7633 0.01059 0.00105307 83884.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.1333 59.152 0.0106013 0.00105137 83769.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.0556 58.3082 0.0106038 0.001052 83753.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.3708 58.2508 0.0106131 0.0010723 83850.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.4722 57.0928 0.0105749 0.00105297 84016.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.037 56.655 0.0107022 0.00105547 82929.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0456 55.6577 0.0105986 0.00105053 83786.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.3791 54.8022 0.0105788 0.00105806 84026.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.5381 54.4046 0.010582 0.00105368 83960.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6857 53.4813 0.0105727 0.00105259 84032.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8209 52.1934 0.0105953 0.00105096 83818.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.0299 51.9153 0.0105919 0.00105997 83928.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.1536 50.6395 0.0105839 0.00105282 83935.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.4303 50.5761 0.0106175 0.00106817 83775.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9241 49.2115 0.0105694 0.00105248 84060.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2661 48.6902 0.0105726 0.00105306 84037.9 0
: 625 | 59.5168 48.8974 0.010539 0.00101843 84028.4 1
: 626 Minimum Test error found - save the configuration
: 626 | 58.9291 48.5052 0.0106033 0.00105315 83768.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2826 47.413 0.0105869 0.00105079 83891.3 0
: 628 | 57.6956 47.571 0.0105475 0.00101905 83958.7 1
: 629 Minimum Test error found - save the configuration
: 629 | 57.0886 45.5756 0.0105924 0.00105341 83865.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9635 44.9081 0.0105852 0.00105284 83924.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.16 44.2133 0.0106433 0.00108446 83692.5 0
: 632 | 54.4667 44.3571 0.0105466 0.00101898 83966 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.8586 43.4268 0.0105892 0.001056 83917.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1789 42.7814 0.0106751 0.00105492 83158.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.4096 42.0461 0.0105788 0.00105168 83971.2 0
: 636 | 52.0217 42.0903 0.0105859 0.00101938 83625 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.3979 41.2474 0.0105902 0.00105538 83903.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7293 40.2862 0.0105695 0.00105241 84059.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9312 40.1734 0.0106081 0.00105795 83768.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4414 39.1401 0.0105954 0.00105616 83863.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.3421 38.4531 0.0106208 0.00106814 83746.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.8504 37.9679 0.0105984 0.00105538 83831.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.7268 37.659 0.0105737 0.00105109 84010.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.1769 36.7258 0.0106176 0.00105238 83635.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5623 36.3023 0.0106097 0.00106019 83774.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.8223 35.8359 0.0105914 0.00105215 83863.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.3636 35.7807 0.0106273 0.00105311 83558 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.0119 35.2444 0.0105937 0.00105528 83871.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.3883 34.4036 0.0106083 0.00105189 83713.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.7536 34.1023 0.0105984 0.00104835 83768.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3034 33.5212 0.010632 0.0010675 83642.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.7215 33.0435 0.0106208 0.00105251 83609.5 0
: 653 | 42.2893 33.0499 0.0106317 0.00101869 83220.1 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.8597 32.3299 0.0106031 0.0010569 83802.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.2155 31.5529 0.0105978 0.00105738 83853.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.6492 31.1961 0.0105868 0.00105204 83903.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.2722 30.8775 0.0106116 0.0010589 83746.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7211 30.1358 0.0106166 0.00105554 83673.1 0
: 659 | 39.1161 30.3278 0.0105604 0.00101988 83852.8 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.8613 29.6979 0.0106293 0.00105176 83528.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4196 29.104 0.0106022 0.00106886 83915.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8015 28.2371 0.0105789 0.00105007 83955.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.3438 27.7612 0.0105941 0.00106583 83960.8 0
: 664 | 37.0653 28.2579 0.0105431 0.00101657 83976.1 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.5186 26.9227 0.010579 0.0010512 83964.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.9438 26.851 0.0105806 0.0010511 83950.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.608 26.3326 0.0105985 0.00105231 83802.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.034 26.2425 0.0105905 0.0010574 83917.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.6205 25.908 0.0106077 0.00105018 83703.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.2192 25.0282 0.0105979 0.0010546 83828.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.8917 24.6348 0.010603 0.00106828 83904.1 0
: 672 | 33.5505 25.0344 0.0105529 0.00101797 83901.8 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.0733 23.718 0.0106656 0.00106209 83302.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7084 23.4043 0.0105869 0.00104931 83878.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2243 23.201 0.0105808 0.00105626 83993.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.8735 22.7175 0.0105824 0.00105118 83934.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.3982 22.3487 0.010661 0.00111799 83830.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.1168 22.1617 0.0105895 0.00104948 83857.6 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6877 22.0991 0.0105804 0.0010643 84067.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.1282 21.4663 0.0106147 0.00108294 83929.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8108 21.41 0.0105949 0.00104912 83806.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.4876 20.9456 0.0106175 0.00105277 83640.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.0059 20.3243 0.01059 0.00105217 83876.4 0
: 684 | 29.0169 21.2536 0.0105506 0.00101679 83911.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.5746 19.8278 0.0106066 0.00104941 83706.5 0
: 686 | 27.9707 20.264 0.0105627 0.00102016 83834.8 1
: 687 | 27.9279 20 0.0105569 0.00101613 83850.2 2
: 688 | 27.8367 20.0067 0.0105623 0.00101607 83803 3
: 689 Minimum Test error found - save the configuration
: 689 | 27.0363 18.7406 0.0106272 0.00105545 83578.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.5344 18.287 0.0106558 0.00106778 83437.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.1141 18.2857 0.0105937 0.00105044 83829.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8113 17.7749 0.0106114 0.00105707 83731.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6771 17.6511 0.0106789 0.00105521 83127.8 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.4312 17.1411 0.0106643 0.00104919 83202.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9008 17.0646 0.0106325 0.00105475 83527.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.5006 16.7129 0.0105906 0.00105152 83865.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2669 16.4916 0.0105914 0.00105034 83847.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.9212 16.1641 0.0105979 0.00105251 83810.2 0
: 699 | 23.5704 16.8371 0.0105475 0.00101644 83936.3 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.3469 15.6412 0.010625 0.00107103 83735 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0973 15.5664 0.0105855 0.00104882 83886.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.6933 15.1946 0.0105889 0.00104967 83864.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.3276 15.1123 0.0105892 0.00105194 83881.8 0
: 704 | 22.1005 15.3406 0.0105365 0.00101668 84035.5 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.9535 14.6129 0.0105737 0.00105189 84017.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.4947 14.2866 0.0105718 0.0010506 84023 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.0617 14.2685 0.0105779 0.00104976 83962 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.8057 13.949 0.0105803 0.00104994 83941.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7275 13.7669 0.0105813 0.00105154 83947.3 0
: 710 | 20.4303 13.9282 0.0105679 0.00101944 83783 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.0818 13.5104 0.0105706 0.00105186 84044.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9226 13.1953 0.0106771 0.00105487 83141 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6568 12.7631 0.0105802 0.00105248 83965.6 0
: 714 | 19.4947 13.0673 0.0105542 0.00101584 83872.1 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.0848 12.3753 0.0105769 0.00105122 83983.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.6833 12.374 0.0105795 0.0010566 84007.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5164 12.155 0.0105918 0.00104818 83825.4 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.3294 12.0087 0.0105757 0.00104803 83966.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.0211 11.7962 0.0105776 0.00105157 83980.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.726 11.3833 0.0106234 0.0010694 83734.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.4855 11.2433 0.0105865 0.00104871 83876.9 0
: 722 | 17.129 11.4207 0.0105419 0.00101516 83974.2 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.9765 10.9517 0.0105759 0.0010487 83970.4 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.7961 10.6628 0.0105707 0.0010519 84044.4 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.6086 10.638 0.0105797 0.00105481 83990.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.2753 10.4513 0.0106003 0.00105138 83779 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.0708 10.1026 0.0105861 0.00105223 83910.9 0
: 728 | 16.0325 10.271 0.010536 0.00101902 84059.9 1
: 729 | 15.7535 10.2069 0.0105594 0.00102134 83874.6 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.5497 9.54651 0.0106144 0.00106927 83812 0
: 731 | 15.2403 9.81519 0.0105495 0.00101606 83914.9 1
: 732 | 15.2212 9.61388 0.0106436 0.00101857 83116.3 2
: 733 Minimum Test error found - save the configuration
: 733 | 15 9.11823 0.0105741 0.00105162 84011.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.6615 9.10689 0.0105882 0.00104954 83868.9 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.4733 8.94056 0.0105859 0.00105266 83917.2 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.1795 8.58986 0.0105982 0.00105185 83801.4 0
: 737 | 14.0618 8.59133 0.0105786 0.00101771 83674.5 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.0493 8.52279 0.0105801 0.00104948 83939.8 0
: 739 | 13.8336 8.57573 0.0105954 0.00101855 83534.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.5843 7.93273 0.0106005 0.0010583 83837.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5703 7.66642 0.0106292 0.00105134 83526.3 0
: 742 | 13.1826 7.83788 0.0108633 0.00101863 81262.5 1
: 743 | 13.0415 7.68245 0.0105517 0.00101599 83895.4 2
: 744 | 12.8572 7.77144 0.0105355 0.00101664 84043.5 3
: 745 Minimum Test error found - save the configuration
: 745 | 12.5697 7.1418 0.0106049 0.00105225 83746.6 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.4834 7.03431 0.0105718 0.00104997 84017.4 0
: 747 | 12.3875 7.11252 0.0105534 0.00101842 83901.9 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.1731 7.01817 0.0105915 0.00106084 83939.5 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2285 6.63026 0.0106162 0.00106953 83798.9 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.9331 6.61584 0.0105901 0.00104966 83853.6 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.7401 6.40114 0.0106632 0.00113995 84004.5 0
: 752 | 11.7446 7.15645 0.0105464 0.00101792 83959.1 1
: 753 | 11.3974 6.67448 0.0105619 0.00101867 83828.9 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.207 5.84821 0.010621 0.00107626 83815.4 0
: 755 | 11.1127 6.19534 0.0106201 0.00101617 83299.2 1
: 756 | 11.0299 5.92324 0.0105615 0.00101619 83811.2 2
: 757 Minimum Test error found - save the configuration
: 757 | 11.0601 5.68883 0.0105937 0.00105278 83849.3 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.667 5.17892 0.0106106 0.00105459 83717.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.4218 4.85241 0.0106166 0.00107029 83802.2 0
: 760 | 10.4284 4.85309 0.0105778 0.00102011 83702.1 1
: 761 | 10.1873 5.1769 0.0105479 0.00101561 83925.4 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.0787 4.76981 0.0105868 0.0010525 83907.7 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0084 4.61106 0.0105838 0.00104789 83893.3 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.8414 4.4888 0.0105968 0.00104978 83796.2 0
: 765 | 9.8883 5.01704 0.0105738 0.00101871 83725.2 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.62567 4.13594 0.0105648 0.00105328 84108.2 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.35382 4.01344 0.0105955 0.00105073 83815.6 0
: 768 | 9.36897 4.33978 0.0105603 0.00101914 83847 1
: 769 | 9.40882 4.05947 0.0105864 0.00101893 83617 2
: 770 Minimum Test error found - save the configuration
: 770 | 9.33405 3.78093 0.0106073 0.00105477 83747.3 0
: 771 | 9.0773 4.22338 0.0106266 0.00101635 83244.8 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.7845 3.58703 0.0106878 0.00106033 83095.4 0
: 773 | 8.88511 3.79821 0.0105542 0.0010168 83880.1 1
: 774 | 8.91008 3.77134 0.0105373 0.00101517 84015.1 2
: 775 | 8.85533 3.61008 0.0105502 0.00101637 83912 3
: 776 | 8.46837 3.88732 0.0105525 0.00101806 83906.1 4
: 777 | 8.26993 3.59438 0.010566 0.00101772 83784.4 5
: 778 | 8.09493 3.78856 0.010553 0.00101636 83886.8 6
: 779 | 8.09552 3.67556 0.0105664 0.00101621 83768.1 7
: 780 Minimum Test error found - save the configuration
: 780 | 8.02862 3.2617 0.0105928 0.00105379 83866 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.89888 3.21294 0.0105684 0.00104998 84047.8 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.88727 3.04601 0.0105844 0.00105122 83917.3 0
: 783 | 7.70326 3.53757 0.0105377 0.00101462 84006.2 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.70431 3.04371 0.010597 0.00104846 83782.3 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.43108 2.88076 0.010606 0.00105528 83762.9 0
: 786 | 7.38292 3.11536 0.0105453 0.00101695 83959.6 1
: 787 | 7.44526 3.17486 0.0105645 0.00101958 83814.5 2
: 788 | 7.16735 2.9427 0.0107219 0.00109146 83069.9 3
: 789 | 6.99006 3.0721 0.0105999 0.00101521 83466.2 4
: 790 Minimum Test error found - save the configuration
: 790 | 7.01516 2.62344 0.0105915 0.00105743 83909.2 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.75988 2.53198 0.0106652 0.0010548 83243 0
: 792 | 6.74996 2.5776 0.0105539 0.0010173 83887.2 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.59716 2.20751 0.0106003 0.00105485 83810 0
: 794 | 6.5783 2.69045 0.0105506 0.00101737 83916.9 1
: 795 | 6.55823 2.64246 0.0105517 0.0010167 83901.5 2
: 796 | 6.51475 2.28007 0.0105465 0.0010181 83959.6 3
: 797 | 6.35369 2.23251 0.0105497 0.0010172 83923.2 4
: 798 | 6.19933 2.49641 0.0105501 0.00101687 83916.7 5
: 799 | 6.40806 2.45071 0.0105504 0.00101629 83909.5 6
: 800 | 6.06458 2.39198 0.0105527 0.00101724 83897.1 7
: 801 Minimum Test error found - save the configuration
: 801 | 6.00498 2.13049 0.0105895 0.00105367 83893.7 0
: 802 | 6.03745 2.65483 0.0105501 0.00101481 83898.8 1
: 803 Minimum Test error found - save the configuration
: 803 | 5.99033 1.94855 0.0105785 0.00105072 83965.1 0
: 804 | 5.78109 1.99328 0.0105544 0.00101757 83885.7 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.69147 1.81911 0.0105854 0.00105848 83972.3 0
: 806 | 5.74573 2.06511 0.0105396 0.00101613 84003.2 1
: 807 | 5.55391 2.16505 0.010564 0.00101775 83802.1 2
: 808 | 5.55366 2.01022 0.0105804 0.0010181 83662.1 3
: 809 | 5.57407 2.19651 0.0105738 0.00101579 83699.1 4
: 810 | 5.51074 1.9851 0.0106072 0.00101826 83429.3 5
: 811 | 5.46877 2.09597 0.0105711 0.00101762 83739.4 6
: 812 Minimum Test error found - save the configuration
: 812 | 5.23065 1.81171 0.0106118 0.00105913 83746.3 0
: 813 Minimum Test error found - save the configuration
: 813 | 5.23646 1.7931 0.0105971 0.00105003 83794.9 0
: 814 | 5.05144 2.11837 0.0105527 0.00101895 83912.2 1
: 815 | 5.20319 1.81893 0.0105331 0.00101787 84075.5 2
: 816 Minimum Test error found - save the configuration
: 816 | 5.11872 1.61878 0.0105947 0.00105229 83835.9 0
: 817 | 5.13608 2.27316 0.0105661 0.00102224 83823.3 1
: 818 | 5.04054 1.99494 0.0105593 0.00101779 83843.9 2
: 819 | 4.90982 1.77315 0.0105482 0.00101918 83954.1 3
: 820 | 4.80819 1.7126 0.0105432 0.00101778 83985.5 4
: 821 | 4.90002 1.76967 0.0105511 0.00101645 83904.6 5
: 822 | 5.01585 2.01537 0.0105464 0.0010187 83965.9 6
: 823 | 4.81715 1.75337 0.0105683 0.00101863 83772.8 7
: 824 | 4.59274 1.7568 0.0105653 0.00101632 83778.7 8
: 825 | 4.61622 1.68859 0.0105258 0.00101759 84137.4 9
: 826 | 4.47185 1.89631 0.0105451 0.00101757 83966.8 10
: 827 | 4.37216 1.71078 0.0105818 0.00101511 83623.6 11
: 828 | 4.33012 2.08193 0.0105606 0.00101771 83831.8 12
: 829 | 4.60371 1.94625 0.0105669 0.00101671 83767.7 13
: 830 | 4.5515 2.17785 0.010629 0.00101833 83240.9 14
: 831 | 4.52547 1.71872 0.0105483 0.00101903 83951.8 15
: 832 Minimum Test error found - save the configuration
: 832 | 4.40078 1.59118 0.0105941 0.00105549 83869.4 0
: 833 | 4.58166 3.0543 0.0105568 0.00101568 83847.8 1
: 834 | 4.23069 2.30396 0.0105493 0.00101689 83924.3 2
: 835 | 4.2228 2.1667 0.0105716 0.0010198 83754.2 3
: 836 | 4.18695 1.74913 0.0105977 0.00101697 83501 4
: 837 | 3.96312 1.78191 0.0105998 0.0010184 83495 5
: 838 Minimum Test error found - save the configuration
: 838 | 3.82818 1.5523 0.0106228 0.00107182 83760.7 0
: 839 | 3.80558 1.75034 0.0105729 0.00101792 83725.5 1
: 840 Minimum Test error found - save the configuration
: 840 | 3.77488 1.45563 0.0106051 0.001054 83759.6 0
: 841 | 3.70348 1.71852 0.0105681 0.0010192 83779 1
: 842 | 3.60856 2.21455 0.0105678 0.00102283 83813.3 2
: 843 | 3.65144 1.49035 0.0105706 0.00101671 83735.4 3
: 844 | 3.57151 1.64406 0.010554 0.00101929 83904.3 4
: 845 | 3.57953 2.52975 0.0105622 0.0010175 83816.4 5
: 846 | 3.7711 1.93461 0.0105552 0.00102285 83925.1 6
: 847 | 3.53022 1.52036 0.0105783 0.00101715 83671.5 7
: 848 | 3.51418 1.96086 0.0105638 0.00101742 83801 8
: 849 | 3.37402 1.70487 0.010608 0.00101614 83404.3 9
: 850 | 3.32944 1.79725 0.0106291 0.00101975 83251.9 10
: 851 | 3.29045 1.68216 0.0105554 0.00101782 83878.6 11
: 852 | 3.25144 1.86615 0.010571 0.00101777 83741.6 12
: 853 | 3.22784 1.74964 0.0105663 0.00101568 83764.3 13
: 854 | 3.23529 2.18307 0.0105483 0.00101707 83934.8 14
: 855 | 3.39654 1.8878 0.0105629 0.00101771 83812.2 15
: 856 | 3.19944 2.16812 0.0105501 0.00101647 83913.4 16
: 857 | 3.19086 2.31138 0.0105677 0.0010157 83751.9 17
: 858 | 3.12553 1.69689 0.0105377 0.00101591 84017.5 18
: 859 | 3.2977 1.87032 0.0105639 0.00101943 83818.3 19
: 860 | 3.21556 2.15897 0.0105567 0.00101803 83868.9 20
: 861 | 2.95318 2.03157 0.0105701 0.00101586 83732.1 21
:
: Elapsed time for training with 1000 events: 9.11 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: 0.0118 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.159 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= 3.27821e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05976e+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: 0.0363 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: 0.037 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: 0.00238 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: 0.0967 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: 0.875 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: 0.0219 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0035 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: 0.0392 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00625 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: 0.00374 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00233 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: 0.0978 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0126 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: 0.878 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.752 -0.00678 5.38 1.48 | 3.227 3.235
: 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 : -0.114 0.0142 1.79 1.09 | 3.359 3.348
: 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.