Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
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:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.258 sec
: Elapsed time for training with 1000 events: 0.262 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00251 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: 0.000728 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00387 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: 0.000467 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 = 31525.7
: --------------------------------------------------------------
: 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 | 33080.2 31159.5 0.0102157 0.00103665 87154.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32577 30607.5 0.0102427 0.00100495 86601.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31870.9 29903.7 0.0102992 0.00102122 86225.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31082.5 29193.3 0.0104051 0.00103244 85354.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30283.3 28399.4 0.0106877 0.00103812 82904.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29437.5 27482 0.0103381 0.0010193 85848 0
: 7 Minimum Test error found - save the configuration
: 7 | 28737.3 26924 0.0101842 0.000989236 87004.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28287.9 26559.2 0.0102345 0.000985566 86496.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 27937.1 26238.2 0.010136 0.000984445 87417 0
: 10 Minimum Test error found - save the configuration
: 10 | 27617.2 25939.5 0.0101552 0.000988806 87275.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27315.9 25656.7 0.0101721 0.000987696 87103.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27026.1 25388.5 0.0101587 0.000986156 87216.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26751.4 25126 0.0101684 0.000989586 87156.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26481.2 24873.2 0.010275 0.000988506 86147 0
: 15 Minimum Test error found - save the configuration
: 15 | 26218.6 24628.1 0.0102994 0.000997906 86007.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 25965.2 24385.7 0.0101938 0.000987245 86894.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25715 24148.8 0.0101887 0.000985726 86928.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25471.4 23914.6 0.0102879 0.000994125 86079.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25231.2 23684.7 0.0103506 0.0010018 85572.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 24990.8 23464.4 0.0103222 0.000990485 85729.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24759.3 23245.8 0.0102228 0.000992946 86675.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24532.8 23027 0.010204 0.000984236 86769.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24306.3 22812.6 0.0102424 0.000987205 86438.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24080.3 22606.2 0.0103401 0.00100318 85681.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23864.4 22396.8 0.0102309 0.000985956 86534.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23647.4 22190.6 0.0103122 0.000993805 85851.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23433.9 21986.8 0.010253 0.000989665 86362 0
: 28 Minimum Test error found - save the configuration
: 28 | 23220.2 21789 0.0103312 0.000993936 85678.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23011.9 21592.9 0.0102805 0.000996615 86171 0
: 30 Minimum Test error found - save the configuration
: 30 | 22808.4 21394.9 0.0103971 0.00105618 85644.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22602.1 21202.8 0.0102774 0.00107495 86933.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22404.1 21008.1 0.0102621 0.00109674 87285 0
: 33 Minimum Test error found - save the configuration
: 33 | 22200 20822.8 0.0103107 0.00111706 87016.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22004.1 20637.8 0.0104148 0.00118674 86691.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21810.8 20452.7 0.0102831 0.00121369 88208.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21618.4 20269.3 0.0102472 0.00121454 88567.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21424.9 20092.1 0.010311 0.00125136 88304.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21238 19914.4 0.0103684 0.00125544 87786.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21051.6 19738.5 0.0102736 0.00123592 88518.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20868.8 19561.7 0.0105715 0.00127225 86028.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20684.8 19389.1 0.0103899 0.00141259 89113.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20503.5 19219.1 0.0102771 0.00129322 89048.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20324.4 19051.5 0.0102388 0.00124815 88981.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20147.2 18885.6 0.0102371 0.00125797 89095.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19972.8 18719.9 0.0102908 0.00126071 88593.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19797.9 18557.1 0.0103849 0.0012614 87685.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19625.6 18393.2 0.0103916 0.00105651 85697.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19452.9 18225.4 0.0103709 0.00102568 85605.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19278 18065.5 0.010352 0.00101942 85720.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19109.5 17903 0.0104225 0.00102351 85115.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18940.8 17744 0.0104059 0.00100855 85130.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18777.4 17594.3 0.0105316 0.00102089 84115.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18610.7 17437.3 0.0103329 0.00101584 85863.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18451.6 17279.7 0.0103933 0.00102922 85432.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18286.9 17132.9 0.0103531 0.00100658 85593.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18127 16972.8 0.010407 0.00102132 85236 0
: 57 Minimum Test error found - save the configuration
: 57 | 17965.1 16824 0.0106477 0.00101619 83060.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17807.5 16673.7 0.0105215 0.0010071 84082.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17649.1 16520.2 0.0102942 0.00101084 86175.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17490.6 16373.6 0.0104738 0.00101315 84560.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17335.9 16222.1 0.0103358 0.00102326 85905.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17182.3 16074.8 0.0104919 0.00101004 84371.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17025 15928.3 0.010369 0.00101577 85531.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16875.2 15784.5 0.0105041 0.00101629 84318.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16723.2 15637.8 0.0105225 0.00105719 84518.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16574.8 15493.5 0.0105817 0.00102861 83742.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16423.5 15353.9 0.0106775 0.0010292 82916.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16275.1 15215.6 0.0105494 0.00102662 84009 0
: 69 Minimum Test error found - save the configuration
: 69 | 16127.7 15076.9 0.0105528 0.00102073 83926.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15984.5 14940.7 0.01047 0.00101338 84596.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15842.1 14799.9 0.0105162 0.00103507 84378.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15698.7 14664.2 0.010513 0.0010303 84363.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15554.6 14533.9 0.0104898 0.00101458 84430.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15416.5 14402.5 0.0103742 0.00101457 85473.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15280.4 14269 0.0104244 0.00101612 85031.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15139.9 14140.7 0.0105392 0.00101772 84020.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15005.2 14012.3 0.010464 0.00101801 84692 0
: 78 Minimum Test error found - save the configuration
: 78 | 14869.5 13886.9 0.0104969 0.00101856 84402.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14739.4 13757.8 0.0104889 0.00101596 84451.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14605 13632.8 0.0104653 0.00102425 84736.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14473.5 13510 0.0105028 0.00101782 84343.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14344.4 13387.3 0.0104862 0.00102212 84530.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14215.4 13266.3 0.0105162 0.00101981 84242.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14088.6 13145.4 0.0104105 0.00102065 85198.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13959.2 13029.6 0.0104752 0.00103633 84756.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13837.6 12909.2 0.010662 0.00121124 84649.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13711.2 12793.5 0.0105963 0.00134497 86474 0
: 88 Minimum Test error found - save the configuration
: 88 | 13590.6 12675.1 0.0106168 0.0013879 86684.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13466.1 12561.6 0.0104622 0.00128182 87142 0
: 90 Minimum Test error found - save the configuration
: 90 | 13345.3 12449 0.0104475 0.00111811 85750.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13227.3 12334.4 0.0104451 0.00104642 85118 0
: 92 Minimum Test error found - save the configuration
: 92 | 13107.1 12222.9 0.0105301 0.0010213 84132.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12989.5 12112.1 0.0104814 0.00102427 84592 0
: 94 Minimum Test error found - save the configuration
: 94 | 12872.3 12003.1 0.0104529 0.00102946 84895 0
: 95 Minimum Test error found - save the configuration
: 95 | 12758 11893 0.0104602 0.00101947 84739.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12641.9 11785.6 0.0104585 0.00102297 84785.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12527.5 11680.8 0.0106213 0.00102429 83359.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12415.9 11574.8 0.0105249 0.00103722 84320.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12304.9 11468.8 0.0105801 0.00102472 83722.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12192.3 11366.5 0.0105097 0.00105034 84572.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12084.3 11262.4 0.0106796 0.00105248 83098.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11974.2 11161.9 0.0107138 0.00104216 82716.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11868.8 11057.5 0.0105229 0.00102048 84188.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11758.7 10959.2 0.0104431 0.00102475 84940.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11656 10857.8 0.0105194 0.00102264 84239 0
: 106 Minimum Test error found - save the configuration
: 106 | 11547.8 10761.1 0.0105787 0.00103268 83804.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11444.8 10663.8 0.0105034 0.00102695 84419.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11341.4 10567.5 0.0106114 0.00103425 83532.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11240.9 10469.5 0.0106539 0.00105238 83320.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11136.7 10376.6 0.010566 0.00102989 83891.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 11037.3 10282.4 0.010601 0.00107553 83985.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10938 10189 0.0106212 0.00104284 83521.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10839.4 10095.7 0.0108869 0.00102807 81145.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10741.7 10002.9 0.0105722 0.00102318 83778 0
: 115 Minimum Test error found - save the configuration
: 115 | 10644.8 9910.88 0.0105414 0.00103637 84165.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10548.1 9820.44 0.0105381 0.00103148 84152.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10450.8 9733.53 0.0106504 0.00107115 83514.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10358.9 9643.67 0.0107317 0.00125474 84415.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10263.5 9557.12 0.0107605 0.00141883 85637.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10172.1 9469.28 0.0106223 0.00126567 85500.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10080.2 9381.89 0.0107772 0.00113928 83005.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9987.44 9297.68 0.0106398 0.00102962 83245.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9898.41 9211.91 0.0105467 0.00102942 84057.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9807.59 9128.68 0.0105063 0.00103078 84428 0
: 125 Minimum Test error found - save the configuration
: 125 | 9719.48 9045.17 0.0105482 0.00102626 84016.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9632.05 8960.95 0.0108257 0.00106048 81923.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9542.71 8880.87 0.0106378 0.00104477 83393.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9457.37 8799.58 0.0106327 0.00102563 83272.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9371.39 8719.15 0.0105583 0.00103869 84037.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9287.53 8637.5 0.0106393 0.00103104 83261.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9200.87 8560.23 0.0108082 0.00104394 81931.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9119.48 8480.64 0.0106055 0.00104382 83667.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9034.81 8404.21 0.010581 0.00103632 83816.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8954.09 8326.31 0.0105196 0.00102699 84276.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8872.82 8248.9 0.0106723 0.00103539 83014.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8790.8 8174.44 0.0108238 0.00106136 81947 0
: 137 Minimum Test error found - save the configuration
: 137 | 8712.72 8097.78 0.0107516 0.00104536 82421.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8630.39 8026.38 0.0107265 0.00105482 82715.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8554.12 7952.14 0.0106884 0.00104411 82950.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8477.07 7877.23 0.0107872 0.00103797 82057.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8398.34 7805.19 0.0106958 0.00105602 82989.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8322.62 7732.83 0.0108949 0.00129353 83321.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8246.31 7661.67 0.0108589 0.00135066 84137.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8171.06 7591.36 0.0105501 0.00121593 85706.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8095.88 7522.56 0.0105743 0.00110246 84461.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8022.49 7453.71 0.0105454 0.00102692 84047.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7949.65 7384.8 0.0105843 0.00102791 83713.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7878.1 7315.53 0.0106167 0.00104171 83551 0
: 149 Minimum Test error found - save the configuration
: 149 | 7804.87 7248.31 0.0106373 0.00104535 83403.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7733.83 7181.62 0.0106241 0.00103286 83409.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7663.14 7115.48 0.0106168 0.00102718 83423.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7593.84 7048.92 0.0105795 0.00103673 83833.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7524.07 6983.67 0.0106461 0.00102968 83191 0
: 154 Minimum Test error found - save the configuration
: 154 | 7453.84 6921.02 0.0106453 0.00111372 83931.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7387.4 6856.69 0.010542 0.00103548 84153.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7320.3 6792.09 0.0106214 0.00102644 83376.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7252.06 6730.12 0.0105319 0.00102396 84140.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7187.01 6666.6 0.0105124 0.00102606 84331.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7119.67 6606.5 0.0105438 0.00102662 84058.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7055.29 6545.52 0.0105571 0.00102878 83959.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 6991.26 6483.85 0.010488 0.00103049 84588.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6926.2 6424.72 0.0106118 0.00103054 83496.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6862.65 6366.29 0.0104957 0.00102508 84471.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6800.78 6306.6 0.0105332 0.00103188 84199 0
: 165 Minimum Test error found - save the configuration
: 165 | 6737.73 6248.67 0.0105295 0.0010252 84172.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6678.1 6188.42 0.0107897 0.00107463 82346.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6613.47 6133.5 0.010844 0.00104782 81664.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6555.09 6075.47 0.0105588 0.0010418 84060.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6494.29 6019.12 0.0108429 0.00118671 82848.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6435.27 5962.04 0.0108689 0.00139494 84441.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6374.3 5908.36 0.0107706 0.00142777 85627 0
: 172 Minimum Test error found - save the configuration
: 172 | 6317.25 5853.13 0.0105773 0.00110634 84468.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6258.46 5799.48 0.0107243 0.00102992 82522.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6201.59 5744.99 0.0105622 0.00103882 84003.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6144.66 5691.1 0.0105936 0.00102698 83624.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6087.44 5638.83 0.0106511 0.00103138 83162.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6033.04 5584.76 0.0106379 0.00103255 83287 0
: 178 Minimum Test error found - save the configuration
: 178 | 5975.27 5534.26 0.0106918 0.00103418 82836 0
: 179 Minimum Test error found - save the configuration
: 179 | 5921.96 5482.07 0.0105542 0.00103856 84071.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5866.89 5430.84 0.0104624 0.00102957 84810.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5812.76 5380.4 0.0105949 0.00103256 83661.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5759.09 5330.98 0.0105285 0.00102673 84194.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5706 5281.87 0.0105861 0.00104079 83810.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5653.34 5233.22 0.0105049 0.00102596 84397.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5602.99 5182.36 0.0106195 0.00103154 83437.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5550.19 5133.91 0.0105751 0.00103099 83821.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5499.03 5085.73 0.0105721 0.00102796 83820.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5447.74 5038.88 0.0106055 0.00103034 83549.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5398.05 4992.07 0.0105761 0.00102793 83785.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5348.21 4945.69 0.0106255 0.00104243 83480.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5297.64 4901.53 0.0106328 0.00102925 83302.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5251.81 4853.54 0.0105904 0.00103647 83734.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5200.75 4809.69 0.0106476 0.00104808 83337.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5154.15 4764.59 0.0106128 0.00103196 83500.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5106.16 4720.14 0.0107069 0.00109814 83257.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5058.97 4676.02 0.0109666 0.00133766 83082.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5012.93 4632.07 0.0108057 0.00140922 85138.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4965.46 4590.14 0.0106447 0.00117162 84450 0
: 199 Minimum Test error found - save the configuration
: 199 | 4921.15 4546.34 0.010655 0.00104074 83209.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4875.33 4503.72 0.0105811 0.00103086 83767.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4830.41 4461.67 0.0106078 0.00103614 83579.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4786.22 4419.58 0.01055 0.00103302 84060.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4741.58 4378.55 0.0105728 0.00103677 83892.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4697.7 4338.46 0.0106155 0.00106108 83731.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4654.76 4297.99 0.0105985 0.00107025 83960.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4611.63 4258.68 0.0106857 0.00106434 83148.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4569.5 4219.06 0.0106353 0.00104138 83386.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4528.36 4178.45 0.0106927 0.00103688 82851.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4485.08 4140.92 0.0106179 0.00104041 83529.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4445.11 4101.66 0.0106556 0.00104338 83227.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4403.94 4063.5 0.0105282 0.00102598 84191.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4363.09 4026.7 0.0106677 0.00103007 83008.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4323.53 3988.27 0.0106469 0.00103055 83191.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4283.64 3951.17 0.0105785 0.0010355 83831 0
: 215 Minimum Test error found - save the configuration
: 215 | 4243.86 3915.64 0.0106886 0.00103144 82839.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4206.14 3877.98 0.0107461 0.00103229 82356.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4166.76 3842.65 0.0106103 0.00102924 83497.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4129.13 3806.31 0.0107717 0.00104831 82275.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4090.67 3771.76 0.0108939 0.00116225 82206.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4053.93 3735.5 0.0112545 0.00150077 82020.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4016.54 3700.57 0.0108399 0.00133463 84164 0
: 222 Minimum Test error found - save the configuration
: 222 | 3979.65 3666.43 0.010751 0.00103496 82337.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3943.22 3632.53 0.0107633 0.00103968 82273.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3907 3600.22 0.0108395 0.00103273 81576 0
: 225 Minimum Test error found - save the configuration
: 225 | 3871.8 3565.67 0.0107763 0.00105458 82289.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3836.66 3532.02 0.0106297 0.00104276 83446.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3801.86 3498.47 0.0108259 0.00104695 81808.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3766.4 3465.76 0.0108327 0.00105083 81784.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3731.66 3434.47 0.0110485 0.00107249 80192.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3698.53 3401.96 0.0108673 0.00103202 81339.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3664.24 3370.85 0.0107943 0.0010586 82171.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3631.73 3338.99 0.0107584 0.0010631 82514.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3598.3 3307.81 0.0107 0.00107217 83092.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3565.18 3277.52 0.0106383 0.0010336 83292.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3533.36 3246.48 0.0107864 0.00104345 82110.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3500.23 3217.34 0.0107582 0.00103119 82245.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3469.57 3186.78 0.0112008 0.00135162 81225.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3437.76 3157.01 0.0108798 0.0013574 84012.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3406.02 3128.12 0.0107626 0.00116042 83314.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3375.41 3099.95 0.0107159 0.00103563 82642.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3344.88 3071.06 0.0106928 0.0010428 82901.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3314.38 3041.87 0.0106638 0.00103678 83099.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3284.47 3014.07 0.0106447 0.00104297 83318.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3254.96 2985.11 0.0106974 0.00104557 82885.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3224.16 2958.28 0.0107795 0.00105236 82244.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3195.62 2930.84 0.0107106 0.00104317 82752.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3166.81 2903.46 0.0107663 0.00103717 82227.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3137.82 2876.97 0.010694 0.00105471 82993.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3109.61 2849.42 0.010781 0.00103857 82115.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3080.76 2823.35 0.0106903 0.00104284 82923.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3053.54 2797.15 0.0107868 0.00103861 82066.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3025.53 2771.78 0.0108111 0.00105377 81989.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2998.35 2745.25 0.0107314 0.00106043 82721.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2970.76 2720.09 0.0107216 0.00106359 82833.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2943.95 2694.8 0.0107931 0.00105098 82117.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2917.34 2669.46 0.0109793 0.00118813 81706.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2890.7 2644.94 0.0111659 0.00151147 82863.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2864.63 2620.4 0.0109188 0.00117287 82085.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2838.42 2596.48 0.0107411 0.0010493 82544.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2812.57 2572.79 0.0107512 0.00105484 82504.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2787.89 2548.12 0.0108876 0.00104365 81268.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2761.87 2525.18 0.0108716 0.00105759 81515.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2737.19 2501.91 0.0108756 0.00105376 81451.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2712.28 2478.88 0.010824 0.00104225 81785.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2688.43 2455.88 0.0107895 0.00104513 82098.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2663.33 2433.53 0.0108024 0.00104732 82008.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2639.07 2411.41 0.0107927 0.00103806 82011.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2616.23 2387.94 0.0108119 0.00103918 81860.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2590.96 2367.22 0.0108458 0.00105587 81716.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2568.82 2345.04 0.010885 0.00104928 81336.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2544.85 2323.3 0.010793 0.00103411 81976.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2522.1 2302.13 0.0107928 0.00105143 82124.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2499.71 2280.78 0.0110655 0.00131206 82022.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2476.17 2259.92 0.0110548 0.00140095 82868.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2454.14 2238.94 0.0107536 0.00112374 83075.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2431.65 2218.3 0.0106797 0.0010363 82958.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2409.43 2198.19 0.0107272 0.00103119 82507.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2387.53 2178.64 0.0106453 0.00103063 83206 0
: 279 Minimum Test error found - save the configuration
: 279 | 2366.58 2157.75 0.0106835 0.00104047 82961.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2343.78 2139 0.0106308 0.00104205 83430.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2323.61 2118.21 0.0106759 0.00103443 82975.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2301.8 2099.05 0.0106416 0.00104655 83376.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2280.64 2079.49 0.0106453 0.00103716 83262.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2259.85 2060.56 0.0107734 0.00107008 82446.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2238.91 2041.97 0.0107995 0.00104013 81972.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2219.54 2022.83 0.0108929 0.00109931 81685.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2198.86 2004.34 0.0129621 0.00150262 69811.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2178.63 1985.73 0.0111387 0.00112218 79868.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2157.76 1968.52 0.0109503 0.00109688 81190.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2137.86 1951.22 0.0105615 0.00104853 84095.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2119.71 1931.83 0.010804 0.00107804 82254 0
: 292 Minimum Test error found - save the configuration
: 292 | 2099.36 1913.97 0.0108258 0.00109395 82204.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2079.85 1896.42 0.0105181 0.00114156 85318.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2060.45 1879.11 0.0109249 0.00111325 81535.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2041.34 1862.42 0.0110075 0.00115418 81190.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2023.15 1844.66 0.0109774 0.00110466 81031 0
: 297 Minimum Test error found - save the configuration
: 297 | 2003.47 1828.26 0.0109395 0.00111101 81396.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1985.47 1811.73 0.0105753 0.00114392 84823.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1966.89 1794.76 0.0110121 0.00113116 80964.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1948.34 1778.67 0.0106919 0.00104357 82915.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1930.45 1762.31 0.010774 0.00111136 82793.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1912.52 1746.38 0.0109163 0.0011145 81617.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.98 1729.97 0.0113185 0.00134675 80226.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1876.66 1714.54 0.0110872 0.00113656 80396.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1859.4 1699.07 0.0106713 0.00104626 83116.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1841.98 1684.05 0.0107802 0.00110348 82672.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1825.56 1669.07 0.0109235 0.00109601 81404.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1807.96 1653.23 0.0104209 0.00112681 86076.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1791.16 1637.66 0.0109753 0.00109242 80947.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1774.14 1622.55 0.0110264 0.00118816 81315.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1757.11 1607.21 0.0124162 0.00149292 73238.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1740.43 1593.35 0.0133057 0.00137383 67047.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1724.09 1578.55 0.0131949 0.00126216 67042.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.8 1564.07 0.0106107 0.0010481 83658.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1691.87 1549.24 0.0119581 0.00139899 75764.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1675.94 1535.56 0.0109058 0.00107983 81416.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.51 1521.82 0.0103777 0.00104762 85744 0
: 318 Minimum Test error found - save the configuration
: 318 | 1644.28 1507.52 0.0102904 0.00102858 86375.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1627.95 1494.01 0.0103508 0.00104675 85984 0
: 320 Minimum Test error found - save the configuration
: 320 | 1612.96 1480.12 0.0103446 0.00103305 85914.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1597.57 1466.41 0.0103948 0.00105845 85686.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1582.34 1452.76 0.0103246 0.00104017 86165.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1567.33 1439.07 0.0103317 0.00104192 86116.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.78 1426.47 0.0102749 0.00102604 86496.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1537.5 1413.3 0.0103717 0.00104487 85773.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1522.36 1400.53 0.0102525 0.00102824 86727.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1508.1 1387.39 0.0102402 0.00102331 86797.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1493.8 1374.31 0.0103095 0.00103291 86238.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1478.93 1361.93 0.0102511 0.00102296 86691.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.86 1349.52 0.0102455 0.00102731 86784.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1451.43 1336.16 0.0102502 0.00102467 86715.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1436.88 1323.98 0.0104023 0.00105719 85606.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1423.22 1311.68 0.0103482 0.00103997 85945.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1409.08 1300.1 0.0104265 0.00103534 85186.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1395.75 1287.88 0.010228 0.00102306 86909.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1382.32 1276.47 0.0102421 0.00102404 86785.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1369.28 1264.11 0.0104767 0.00103592 84738.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1356.31 1251.99 0.0102634 0.00102157 86562.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.67 1240.58 0.0104251 0.00104119 85251.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.68 1229.63 0.0103876 0.00103569 85543.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1317.22 1217.43 0.0102803 0.00104373 86612 0
: 342 Minimum Test error found - save the configuration
: 342 | 1304.46 1206.1 0.010348 0.00103294 85882.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.72 1194.71 0.0102738 0.0010247 86495.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1279.21 1183.67 0.0103718 0.00105169 85835.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.7 1172.81 0.0104996 0.00103255 84503.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.64 1161.92 0.0102436 0.00102491 86779.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242.7 1150.92 0.0104678 0.00104605 84910.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.45 1140.23 0.0103135 0.00103097 86183.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.48 1129.47 0.0105431 0.00104776 84251.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1207.38 1118.46 0.0104115 0.00110721 85982 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.82 1108.32 0.0104075 0.00105417 85530.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.57 1097.79 0.010648 0.00111927 83956.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.05 1087.35 0.0103992 0.00104295 85504.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.66 1077.21 0.0104715 0.00103639 84789.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1149.52 1066.94 0.0104185 0.00104341 85332.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.21 1057.44 0.0103787 0.00104718 85731.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.18 1047.07 0.0104177 0.00104309 85336.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1116.29 1037.1 0.0104564 0.00106616 85194.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.55 1028.38 0.0103306 0.00102338 85954.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.57 1017.28 0.0103758 0.00103525 85647.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.53 1007.91 0.0104815 0.00104052 84737.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1072.98 998.724 0.0102779 0.00102535 86462.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.97 988.648 0.0103451 0.00103086 85890.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1052.03 979.954 0.0103409 0.00103166 85936.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.88 970.7 0.0103625 0.00103827 85798.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.2 960.532 0.0102639 0.00102738 86612.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.52 951.973 0.0102253 0.00102113 86917.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.52 942.138 0.0102814 0.00102738 86448.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1001.5 933.427 0.0103915 0.00103948 85542.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.133 924.418 0.0103005 0.00103054 86299.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.299 915.721 0.0103663 0.00104437 85818.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.794 906.817 0.0102315 0.0010209 86855.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.254 897.608 0.0104013 0.00103677 85429.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.611 889.734 0.0103124 0.00103177 86201.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.383 880.502 0.0104404 0.00106896 85365.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.757 872.464 0.0103256 0.00103045 86066.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.016 863.827 0.010742 0.00105748 82606.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.067 855.359 0.0103183 0.00102533 86086.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.452 847.075 0.0102841 0.00102779 86427.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.376 839.118 0.010346 0.00104412 86004.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.916 830.568 0.0104652 0.00103671 84849.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 881.219 822.235 0.01032 0.00104363 86240.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.198 814.873 0.010418 0.00102757 85193.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.679 806.193 0.0103757 0.00103877 85681.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.816 798.505 0.0105171 0.00104537 84462 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.397 790.555 0.0104456 0.00103371 84999.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.874 782.822 0.0103253 0.00102753 86042.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.611 775.437 0.0104214 0.00103031 85187.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.618 767.433 0.0103253 0.00102576 86025.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.244 760.058 0.010403 0.00105601 85588.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.059 752.532 0.0106504 0.00104331 83271.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.058 744.762 0.010303 0.00102786 86252 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.185 737.251 0.0104063 0.00104209 85432 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.14 729.816 0.0104154 0.00103414 85276 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.092 722.654 0.010311 0.00103073 86204 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.636 715.712 0.0103269 0.00105069 86242 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.222 708.71 0.0104157 0.00107259 85625 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.272 701.566 0.0103907 0.00104273 85580 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.25 694.334 0.0103667 0.00103539 85732.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.374 687.479 0.0103336 0.0010309 85996.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.982 680.704 0.0119219 0.00152533 76948.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.678 673.474 0.0111757 0.00103114 78859.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.28 666.464 0.0103473 0.00103068 85867.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.046 659.812 0.0102945 0.0010268 86320.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.126 653.4 0.0103887 0.00103017 85483.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.635 646.819 0.0103485 0.00103286 85876.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.974 640.082 0.0104612 0.00104483 84958 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.134 633.425 0.0103186 0.0010277 86105.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.098 626.674 0.0103736 0.00104677 85773.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.353 620.591 0.0102465 0.00102282 86733.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.444 614.217 0.0103134 0.00102606 86138.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.02 608.15 0.0103305 0.00103265 86041.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.507 601.223 0.0103285 0.00102463 85986 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.423 595.337 0.0104372 0.00102809 85023.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.147 589.161 0.0103079 0.00103283 86253 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.507 583.569 0.0102851 0.00105026 86628.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.449 577.507 0.0105051 0.00103765 84499.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.971 571.806 0.0102781 0.00101974 86408 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.867 565.051 0.0103303 0.00103135 86030.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.36 558.994 0.0102999 0.00102441 86248.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.134 553.115 0.010324 0.00102789 86057.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.159 547.159 0.0109115 0.00104522 81084.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.131 541.497 0.0109844 0.00104336 80474.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.095 535.929 0.0108163 0.00103278 81770 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.406 530.628 0.0105593 0.00102879 83940.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.469 525.108 0.0103005 0.0010248 86247.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.462 519.867 0.0102782 0.00102486 86455.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.777 514.698 0.0102853 0.00102577 86397.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.298 508.778 0.0102855 0.00102791 86415.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.549 503.422 0.0102621 0.00102364 86594.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.816 497.787 0.0102528 0.00103227 86762.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.306 492.395 0.0103021 0.00103449 86322.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.563 487.424 0.0103989 0.00102508 85344.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.524 482.614 0.0102611 0.00102447 86612 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.985 476.869 0.0102667 0.00102235 86538.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.63 471.737 0.0102889 0.0010231 86339.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.649 466.618 0.0103521 0.00104509 85956.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.093 461.536 0.010276 0.00102723 86497.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.76 456.607 0.0102506 0.00102526 86717.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.717 451.824 0.0102974 0.00102409 86269.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.915 447.124 0.0104583 0.0010344 84890.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.68 443.149 0.0105451 0.0010502 84256 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.937 437.505 0.0103173 0.00103121 86150.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.882 432.964 0.0102982 0.00102253 86247.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.142 427.635 0.0103652 0.00107407 86104 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.925 423.37 0.0103316 0.00104933 86185.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.161 418.552 0.010324 0.00106513 86404 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.536 414.064 0.0103655 0.00102681 85665.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.755 409.84 0.010318 0.00104415 86263.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.165 405.586 0.0103242 0.00102987 86074.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.639 400.993 0.0102971 0.00102779 86306 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.227 396.321 0.0103512 0.00105555 86061.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.355 391.991 0.0103781 0.00104155 85684.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.281 387.556 0.0102923 0.00103284 86398 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.744 383.939 0.0103485 0.00102704 85823.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.319 379.43 0.0102815 0.00102376 86414.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.08 375.071 0.0107294 0.00111157 83179.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.652 371.542 0.0103321 0.00103031 86004.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.593 367.701 0.0103419 0.00102978 85909.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.495 362.434 0.0103269 0.00103195 86067.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.198 359.102 0.0103495 0.00102951 85837.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.303 354.872 0.0104433 0.00103711 85050.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.943 351.62 0.0103062 0.00102589 86204.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.845 347.373 0.0103823 0.00103642 85598.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.838 343.461 0.0103181 0.00102868 86119 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.021 340.604 0.0103398 0.00103291 85957.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.127 336.623 0.0102848 0.00103207 86461.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.558 333.097 0.0102902 0.00103806 86466.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.303 328.295 0.0102935 0.00102899 86350.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.396 325.557 0.0102984 0.00102498 86268 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.212 320.939 0.0103233 0.00102657 86051.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.13 318.098 0.0102897 0.00102503 86349.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.391 314.406 0.0103339 0.00105966 86260 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.453 310.837 0.0103369 0.00103319 85987 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.967 307.172 0.0103325 0.00104559 86142.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.583 304.058 0.0102784 0.00102655 86469.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.861 300.411 0.0102962 0.00102963 86331.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.456 297.273 0.0102796 0.00103438 86531.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.058 293.75 0.0102995 0.00103872 86385.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.34 290.589 0.0103106 0.00102907 86192.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.696 288.353 0.0105377 0.00103555 84191.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.741 285.075 0.0104399 0.00103198 85034.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.067 281.152 0.0105385 0.00102896 84126.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.846 277.868 0.0102949 0.00102533 86303.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.993 274.205 0.0103114 0.00102659 86161.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.701 271.077 0.0103141 0.0010365 86229.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.01 268.441 0.0103268 0.00102861 86038.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.931 265.326 0.0103021 0.0010308 86288 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.631 262.084 0.0103021 0.00102654 86248.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.702 258.969 0.0103795 0.00102861 85553.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.504 256.135 0.0103154 0.00102798 86137.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.354 254.153 0.0103622 0.00102683 85696 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.803 251.4 0.0103006 0.00104877 86469.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.838 247.738 0.0103203 0.00102896 86102 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.467 245.099 0.0104114 0.0010358 85327.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.627 242.101 0.0102929 0.00103322 86396 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.579 239.018 0.010282 0.00103084 86475.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.678 236.007 0.0103081 0.00104061 86323 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.882 233.276 0.0103893 0.00104462 85609.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.941 231.433 0.0105681 0.00108583 84368.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.098 228.449 0.010455 0.00103425 84919.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.631 226.54 0.0104866 0.00109375 85171.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.65 223.575 0.0104411 0.00109682 85614.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.192 221.969 0.0113517 0.00106105 77740.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.308 218.528 0.0104459 0.00105139 85155.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.624 216.637 0.0103212 0.00103733 86171.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.164 214.025 0.0102659 0.0010207 86531 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.699 212.019 0.0102616 0.00102113 86575.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.364 209.185 0.0104177 0.00105148 85413.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.488 207.299 0.0103074 0.00104426 86364 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.812 203.865 0.0103771 0.00102844 85573.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.591 201.616 0.010431 0.0010404 85192 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.11 199.052 0.0103117 0.00106515 86518.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.43 196.52 0.0103337 0.00104283 86105.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.022 194.167 0.0102761 0.00102307 86458.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.705 192.811 0.0102922 0.00102165 86294.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.311 190.094 0.0102708 0.00102001 86478.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.021 188.183 0.0103164 0.00102041 86058.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.688 186.445 0.010324 0.00102385 86020.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.372 183.987 0.0104466 0.00102637 84923.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.052 181.496 0.0105337 0.00105064 84361.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.085 179.199 0.0104225 0.00106097 85456 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.498 177.093 0.0103159 0.00102712 86125.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.433 175.299 0.010294 0.00103222 86376.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.344 173.996 0.0102933 0.00102321 86299.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.414 171.036 0.0102894 0.00102152 86320.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.241 168.633 0.0102823 0.00104273 86584.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.793 167.486 0.0103061 0.00102184 86167.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.726 165.117 0.0103016 0.00103329 86315.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.633 163.123 0.0104474 0.00107508 85357.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.629 162.064 0.010346 0.00106376 86186.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.572 159.664 0.0103327 0.00102986 85995.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.66 157.729 0.0104469 0.00102918 84945.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.384 155.362 0.0103055 0.00102261 86179.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.443 153.432 0.0103351 0.00103561 86026.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.712 151.549 0.0104997 0.00103479 84522.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.8 150.027 0.0103289 0.00103666 86093.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.604 147.668 0.0103302 0.00102402 85964.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.702 146.136 0.0103319 0.00102664 85973 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.829 144.951 0.010297 0.00103432 86368.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.058 143.049 0.0103949 0.00102919 85418.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.161 142.597 0.0103403 0.00103051 85931.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.193 140.108 0.0103232 0.00103402 86121.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.517 137.596 0.0102652 0.00102308 86560.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.604 136.043 0.0103003 0.00102308 86232.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.858 134.248 0.0103166 0.00104134 86250.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.981 133.41 0.0103453 0.00102288 85814.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.46 132.033 0.0102703 0.00102015 86485.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.324 129.744 0.0103657 0.00103356 85724.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.951 128.542 0.0102966 0.00102144 86252.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.135 126.605 0.010331 0.00103165 86027.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.342 125.242 0.0102718 0.00102316 86499.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.707 123.833 0.0102757 0.0010245 86475.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.018 121.858 0.01031 0.00104298 86327.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.309 120.653 0.0103322 0.00102291 85935.7 0
: 556 | 136.081 120.697 0.0102926 0.000989425 85991.8 1
: 557 Minimum Test error found - save the configuration
: 557 | 134.235 118.751 0.0103584 0.00102693 85731.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.866 117.303 0.0103177 0.00102538 86092.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.349 116.625 0.0103438 0.00103116 85904.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.673 114.847 0.0103183 0.00103124 86141.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.306 113.119 0.0103503 0.00103244 85856.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.587 111.703 0.0102633 0.00102242 86572 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.139 110.406 0.0104476 0.00121672 86665.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.027 110.221 0.012545 0.00105005 69595.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.578 107.801 0.0104554 0.00106114 85158.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.946 106.293 0.0102667 0.00102194 86535.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.693 104.92 0.010243 0.00102155 86754.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.075 103.942 0.010722 0.00105636 82767.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.891 102.285 0.010299 0.00102538 86266.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.21 101.006 0.0105308 0.00117077 85469.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.574 98.7381 0.0103234 0.00102627 86048.3 0
: 572 | 112.431 98.8729 0.0102826 0.000993606 86123.7 1
: 573 Minimum Test error found - save the configuration
: 573 | 111.028 97.2886 0.0104572 0.00104321 84979.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.643 95.8115 0.0103622 0.00102743 85700.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.73 95.6764 0.0103746 0.00104155 85717.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.759 93.3677 0.010261 0.00102162 86586.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.074 93.3543 0.0102426 0.00101998 86742.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.707 91.0393 0.0103069 0.0010258 86196.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.39 90.7982 0.0103433 0.00102958 85895 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.113 90.2274 0.0104445 0.00103441 85014.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.949 87.8241 0.010517 0.00103636 84382.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.781 87.7456 0.010348 0.00104468 85991 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.6108 86.2767 0.0106383 0.00103122 83272.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.3645 85.7212 0.0111777 0.00157483 83308.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.2035 83.6142 0.0104719 0.00103871 84806.6 0
: 586 | 95.3418 84.7215 0.0103634 0.000990357 85351.2 1
: 587 Minimum Test error found - save the configuration
: 587 | 94.1779 81.7558 0.0103437 0.00102442 85843.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.8858 80.9887 0.010542 0.00102401 84051 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.7152 80.2517 0.0103252 0.00103284 86092 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.6232 79.6307 0.0106657 0.00104076 83117.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.72 79.1022 0.0103796 0.00103009 85566.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.5782 77.5134 0.0114113 0.00150719 80774.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.4514 76.6043 0.0104154 0.00104326 85359.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4456 76.3478 0.0105335 0.00103842 84253.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.7798 75.852 0.0103294 0.00102527 85983.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.6207 75.1969 0.0104881 0.00119878 86120.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6284 74.155 0.0104028 0.00103564 85404.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7293 72.6939 0.0113438 0.00103207 77581.2 0
: 599 | 81.6666 72.781 0.0107359 0.000990456 82089.9 1
: 600 Minimum Test error found - save the configuration
: 600 | 80.5959 71.0621 0.010938 0.00121122 82247.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.6176 70.4343 0.0106508 0.00103788 83221.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.8965 69.9019 0.0106474 0.00102705 83156.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8136 68.7306 0.0106762 0.00103284 82958.5 0
: 604 | 76.8386 68.8201 0.010289 0.000994245 86069.9 1
: 605 Minimum Test error found - save the configuration
: 605 | 76.0926 67.1725 0.0103397 0.00103216 85951.4 0
: 606 | 75.045 67.3629 0.010543 0.000989506 83738.6 1
: 607 Minimum Test error found - save the configuration
: 607 | 74.1535 66.6478 0.0107427 0.00102962 82363 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.3002 65.5501 0.01088 0.00134103 83866.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.5978 64.0858 0.0104068 0.00111288 86078 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.7759 63.6395 0.010629 0.00106076 83609.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8182 63.4238 0.0148353 0.00176334 61199.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.9867 62.7825 0.0161103 0.00170894 55550.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1538 62.4571 0.0159418 0.00169655 56158.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.3773 61.3722 0.0105456 0.00104304 84188.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.5538 60.282 0.0104247 0.00103849 85231.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.7033 59.9677 0.0104733 0.00106657 85045.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.9367 58.7242 0.0104289 0.00107437 85519.9 0
: 618 | 65.1584 59.3706 0.0104064 0.000994236 84996.8 1
: 619 Minimum Test error found - save the configuration
: 619 | 64.2726 57.0488 0.0108889 0.00113807 82044 0
: 620 | 63.7045 57.2747 0.0104672 0.00102175 84696.7 1
: 621 Minimum Test error found - save the configuration
: 621 | 62.7712 56.4708 0.0104565 0.00112461 85728 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0514 55.7402 0.0103585 0.00103848 85837 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.3595 55.2339 0.010426 0.00105369 85358.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.6011 53.1826 0.0103718 0.00105061 85825.9 0
: 625 | 60.2216 54.4639 0.0103577 0.000999675 85488 1
: 626 | 59.2804 53.3856 0.0103838 0.000989406 85156.9 2
: 627 Minimum Test error found - save the configuration
: 627 | 58.5488 52.116 0.0103561 0.00103793 85853.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.6899 52.047 0.010423 0.00105956 85438.2 0
: 629 | 56.9833 52.1462 0.0103691 0.00100903 85469.1 1
: 630 Minimum Test error found - save the configuration
: 630 | 56.1891 50.7255 0.0103678 0.00104957 85853.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7862 49.4595 0.0103672 0.00103649 85738.7 0
: 632 | 55.3013 50.2031 0.0102635 0.000988476 86252.9 1
: 633 | 54.4194 49.5189 0.010602 0.000996385 83284.7 2
: 634 Minimum Test error found - save the configuration
: 634 | 53.6559 48.1887 0.0103732 0.00102646 85591.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1531 47.6163 0.0107825 0.00111944 82789.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.439 47.6124 0.0104441 0.00102454 84930 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.7723 46.9374 0.0104802 0.0010509 84841.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.0765 46.7869 0.0103692 0.00104071 85758.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.3647 46.5503 0.0102816 0.00102533 86428 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.8958 45.5911 0.0106133 0.00103446 83517.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.4027 44.9086 0.0107628 0.00104082 82287.7 0
: 642 | 48.7594 45.3455 0.0102853 0.000991136 86075.3 1
: 643 Minimum Test error found - save the configuration
: 643 | 48.3452 43.8621 0.0102866 0.00102539 86382 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5642 42.9689 0.0108627 0.00102988 81360.1 0
: 645 | 47.0218 43.5398 0.0122547 0.00105722 71444.5 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.5816 42.479 0.0104526 0.00108432 85394.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.8571 41.7863 0.0113711 0.00104003 77436 0
: 648 | 45.2907 42.3853 0.0103211 0.000992055 85753.6 1
: 649 | 45.1708 41.8422 0.0103275 0.00100369 85801.3 2
: 650 Minimum Test error found - save the configuration
: 650 | 44.347 41.2078 0.0104627 0.00103366 84844.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.7844 40.8946 0.0104306 0.00103313 85129.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4648 39.0927 0.0103099 0.00103461 86250.8 0
: 653 | 43.092 40.5044 0.0102504 0.000988895 86378.6 1
: 654 | 42.5822 39.6218 0.0103633 0.00105464 85941.2 2
: 655 Minimum Test error found - save the configuration
: 655 | 41.737 38.4409 0.0103009 0.00102961 86288.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.2315 38.2535 0.0102858 0.00102772 86411 0
: 657 | 40.8869 38.3199 0.0102551 0.00100308 86467.3 1
: 658 | 40.1897 38.3867 0.0104501 0.00100694 84717.3 2
: 659 Minimum Test error found - save the configuration
: 659 | 39.7707 37.3739 0.0103875 0.00103356 85525.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2591 36.6651 0.0102892 0.00102494 86353.2 0
: 661 | 38.7763 36.6834 0.0102421 0.000992696 86492.4 1
: 662 | 38.2389 37.351 0.0104839 0.000987905 84246 2
: 663 Minimum Test error found - save the configuration
: 663 | 38.0103 35.2872 0.0102905 0.00104625 86539.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5994 34.8337 0.0103465 0.0010305 85873.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.2488 34.4881 0.0103756 0.0010399 85692.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6127 33.9269 0.0102621 0.00102209 86579.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.1797 33.9011 0.0102695 0.00102497 86537.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8813 33.6506 0.0102696 0.0010219 86507.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.291 33.6195 0.0103563 0.00102972 85776.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.9808 32.8067 0.0103401 0.00103319 85957.1 0
: 671 | 34.2776 32.9947 0.0102546 0.000987866 86329.9 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.9934 32.4338 0.0102775 0.0010228 86442.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.6308 32.2088 0.0103203 0.00102694 86082.7 0
: 674 | 33.0703 32.7525 0.0103871 0.00102205 85423.9 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.897 32.0794 0.0103422 0.00103106 85918.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.4752 30.3656 0.0103689 0.00104707 85820 0
: 677 | 31.9983 30.6165 0.0103503 0.00103855 85912.6 1
: 678 | 31.5333 30.6692 0.0102514 0.000986855 86350.4 2
: 679 Minimum Test error found - save the configuration
: 679 | 30.9551 30.3162 0.0102494 0.00102483 86725.3 0
: 680 | 30.5982 30.4743 0.0113646 0.000993275 77135.8 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.3142 29.8803 0.0103037 0.00102999 86265.6 0
: 682 | 30.0305 30.017 0.0102149 0.000987405 86697 1
: 683 | 29.8156 30.3181 0.0102834 0.000989576 86079 2
: 684 Minimum Test error found - save the configuration
: 684 | 29.3599 28.1549 0.0103519 0.00104134 85923.5 0
: 685 | 28.7772 28.8451 0.0103027 0.000990496 85909 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.3642 28.0008 0.0104723 0.00103546 84773.7 0
: 687 | 28.1008 28.2937 0.0102488 0.000987976 86385.8 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.7421 27.568 0.0102548 0.00102396 86666.1 0
: 689 | 27.2207 27.9171 0.0102963 0.000988576 85949.7 1
: 690 | 27.08 27.6421 0.0102908 0.000993786 86049.4 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.6191 27.5215 0.0102589 0.00102458 86632.8 0
: 692 | 26.2703 28.552 0.0103649 0.000988276 85318.1 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.1724 27.4799 0.0102802 0.00102437 86432.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.5308 27.382 0.0102981 0.00102767 86296.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1735 26.7194 0.0103464 0.00102889 85859.4 0
: 696 | 24.9653 27.1986 0.010276 0.000991436 86164.2 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.8429 26.4522 0.0102738 0.00102052 86456.2 0
: 698 | 24.461 26.9088 0.0103485 0.00100333 85605.4 1
: 699 | 23.8981 26.6104 0.0104434 0.000991056 84635.1 2
: 700 | 23.6641 26.6392 0.0103718 0.00101125 85465.3 3
: 701 Minimum Test error found - save the configuration
: 701 | 23.365 26.4236 0.0103024 0.0010271 86250.4 0
: 702 | 23.1421 26.7609 0.0102361 0.000997326 86591.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6928 25.7471 0.0103478 0.0010292 85849.4 0
: 704 | 22.457 26.3889 0.0102333 0.00100509 86691 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.4642 25.2866 0.0102723 0.00102304 86493.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.8258 24.8244 0.0102815 0.00102325 86409 0
: 707 | 21.6053 25.5484 0.0102232 0.000987976 86624.5 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.296 24.3015 0.0102809 0.00102379 86420.4 0
: 709 | 20.9981 25.653 0.010249 0.00102312 86712.1 1
: 710 | 20.7539 24.3822 0.0102408 0.000988066 86461.1 2
: 711 | 20.5227 26.556 0.0102168 0.000986746 86672.9 3
: 712 Minimum Test error found - save the configuration
: 712 | 20.2933 24.2643 0.0102793 0.00102987 86491.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9381 24.0648 0.0102686 0.00102348 86532.5 0
: 714 | 19.9883 25.0639 0.010237 0.000989655 86511.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.529 23.3894 0.0102887 0.00102678 86375.1 0
: 716 | 19.197 25.2482 0.0102343 0.000989815 86538.3 1
: 717 | 18.9716 24.5643 0.0102092 0.000986696 86744.2 2
: 718 | 18.739 26.6172 0.0102263 0.000989866 86613.3 3
: 719 | 18.7078 25.4522 0.0102649 0.000991665 86269.5 4
: 720 | 18.2986 23.6426 0.0102368 0.000992016 86535.2 5
: 721 Minimum Test error found - save the configuration
: 721 | 17.9774 22.957 0.0103061 0.00103343 86275.2 0
: 722 | 17.9776 24.4749 0.0102728 0.000997746 86253.2 1
: 723 | 17.5338 24.8687 0.0102643 0.000992836 86286.1 2
: 724 | 17.1231 24.1304 0.0102478 0.000990956 86422.4 3
: 725 | 16.952 23.7351 0.0102384 0.000986016 86463.8 4
: 726 | 16.7812 24.2068 0.0102391 0.000989356 86489 5
: 727 | 16.8961 24.2946 0.0103181 0.000992196 85782.9 6
: 728 | 16.3607 22.9581 0.0102683 0.000987786 86201.7 7
: 729 Minimum Test error found - save the configuration
: 729 | 16.106 22.9557 0.0103613 0.00103687 85796 0
: 730 | 15.8154 23.2139 0.0103487 0.000993386 85513 1
: 731 | 15.7454 24.177 0.0102412 0.000988516 86461 2
: 732 | 15.4158 23.524 0.0103506 0.000989665 85461.8 3
: 733 | 15.1862 23.2752 0.0103052 0.000990346 85884.2 4
: 734 Minimum Test error found - save the configuration
: 734 | 14.8925 22.8351 0.0103971 0.00103636 85463.5 0
: 735 | 14.9923 26.4305 0.0103561 0.000990706 85420.8 1
: 736 | 14.8268 24.8205 0.0103315 0.000989947 85638.4 2
: 737 | 14.72 23.0725 0.0103644 0.000998065 85412.2 3
: 738 | 14.4544 25.9292 0.0104171 0.000995966 84915.1 4
: 739 | 14.0934 23.7641 0.0103876 0.000991916 85145.8 5
: 740 Minimum Test error found - save the configuration
: 740 | 13.7693 22.8201 0.0103744 0.00109215 86185.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5985 22.2216 0.0104077 0.00103406 85345.7 0
: 742 | 13.5698 23.1471 0.0103598 0.000997545 85449.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.4146 21.2136 0.0103334 0.00102972 85987 0
: 744 | 13.2241 23.6214 0.0103666 0.00100065 85415.4 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0864 21.0927 0.0103797 0.00103677 85625.9 0
: 746 | 12.8489 22.5527 0.0103073 0.000991786 85877.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.8075 20.5442 0.0102997 0.00105072 86495.5 0
: 748 | 12.7085 23.7341 0.0103956 0.000994636 85097.5 1
: 749 | 12.3586 21.4541 0.0105399 0.0011158 84889.1 2
: 750 | 12.1368 20.5896 0.0102843 0.000988735 86062.8 3
: 751 | 12.134 21.9159 0.0105136 0.0010257 84317.6 4
: 752 | 11.9254 22.3855 0.0102711 0.000989485 86191.5 5
: 753 | 11.8641 21.0597 0.0103052 0.000994916 85926.5 6
: 754 | 11.4786 21.0775 0.0103296 0.000993006 85684.3 7
: 755 | 11.3822 22.4267 0.0102828 0.000990136 86089.7 8
: 756 | 11.2328 21.7645 0.0102461 0.000989635 86425.6 9
: 757 | 11.5148 21.7424 0.0103407 0.000995996 85609.5 10
: 758 Minimum Test error found - save the configuration
: 758 | 10.8846 19.3704 0.01042 0.001041 85296.8 0
: 759 | 10.8066 20.8806 0.0104675 0.000990565 84415.1 1
: 760 | 10.9128 20.0206 0.0102949 0.000990346 85979.5 2
: 761 | 10.6946 19.7458 0.0104826 0.00101462 84495.6 3
: 762 | 10.4358 19.6199 0.0102641 0.000991415 86274.8 4
: 763 | 10.4866 21.2371 0.010321 0.000991395 85748.6 5
: 764 Minimum Test error found - save the configuration
: 764 | 10.3913 19.3697 0.0103478 0.00103849 85935.7 0
: 765 | 10.1246 19.5015 0.0102578 0.00100056 86419 1
: 766 Minimum Test error found - save the configuration
: 766 | 10.1513 18.7455 0.0103003 0.00103992 86389.9 0
: 767 | 9.75217 19.6217 0.0102503 0.000990016 86390 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.59513 18.0095 0.0103159 0.00104448 86286.9 0
: 769 | 9.41045 18.1998 0.0102942 0.000987656 85961.2 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.32756 17.2348 0.010454 0.00111243 85638.2 0
: 771 | 9.24406 17.7401 0.0104217 0.000993966 84856 1
: 772 | 8.98501 17.3743 0.0103233 0.00101428 85938.3 2
: 773 | 8.965 18.7234 0.0103292 0.000994645 85703.1 3
: 774 | 8.99174 17.4252 0.0103272 0.000997336 85745.7 4
: 775 | 9.02307 19.2759 0.0102741 0.000992835 86194.7 5
: 776 | 8.89742 19.0915 0.0102653 0.000988825 86239.5 6
: 777 Minimum Test error found - save the configuration
: 777 | 8.56504 16.118 0.0105045 0.00104243 84547.7 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.72171 15.6931 0.0103377 0.00106475 86272.8 0
: 779 | 8.6237 17.5863 0.0103533 0.000993285 85470.3 1
: 780 | 8.48567 16.7076 0.0104743 0.000997955 84420.7 2
: 781 | 8.36396 16.8763 0.0104783 0.000991416 84327.1 3
: 782 | 8.0435 16.6981 0.0103464 0.000984465 85452.5 4
: 783 | 7.91437 15.8846 0.0103871 0.000996446 85191.3 5
: 784 | 7.7722 16.195 0.0107167 0.00121338 84181 6
: 785 | 7.70714 16.7423 0.0106953 0.00108072 83206.6 7
: 786 | 7.72567 16.6759 0.0104162 0.00103282 85256.7 8
: 787 | 7.51404 16.1268 0.0102642 0.00100826 86431 9
: 788 Minimum Test error found - save the configuration
: 788 | 7.39986 14.9496 0.010373 0.00106843 85979.6 0
: 789 | 7.31642 15.7535 0.0105066 0.000998626 84140.2 1
: 790 | 7.25427 16.8345 0.0108424 0.000990726 81204.3 2
: 791 | 7.09775 15.6949 0.0102969 0.000993535 85990.7 3
: 792 | 7.03681 16.2664 0.0103289 0.000991186 85674.3 4
: 793 | 6.86717 16.2932 0.010371 0.000998256 85354.2 5
: 794 | 6.83042 16.9904 0.0103006 0.00102442 86242.5 6
: 795 | 6.77218 16.376 0.0102697 0.000991895 86227.5 7
: 796 | 6.76286 17.5175 0.0103288 0.000992285 85684.9 8
: 797 | 6.82956 16.3524 0.0102998 0.000992355 85952.6 9
: 798 | 6.77309 15.3997 0.0103065 0.000990216 85871.4 10
: 799 | 6.70373 16.8008 0.0104316 0.00102896 85082.5 11
: 800 | 6.4766 16.0967 0.0104201 0.000993145 84863.1 12
: 801 | 6.17398 15.8381 0.0103539 0.00100319 85554.8 13
: 802 Minimum Test error found - save the configuration
: 802 | 6.26622 14.7204 0.0104348 0.00105479 85287.4 0
: 803 | 6.33921 18.2976 0.0107715 0.000998367 81857.2 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.11778 14.6873 0.0103454 0.00103075 85885.8 0
: 805 | 6.02302 15.235 0.0105166 0.00100913 84144.4 1
: 806 | 6.00615 16.9243 0.0104446 0.00104093 85072.9 2
: 807 Minimum Test error found - save the configuration
: 807 | 5.88206 14.3615 0.010549 0.00104539 84178.2 0
: 808 | 5.81401 15.7111 0.010333 0.000990456 85629.9 1
: 809 | 5.58071 14.9591 0.0103977 0.00100924 85211.3 2
: 810 | 5.53225 16.2829 0.0102655 0.00100486 86387.4 3
: 811 | 5.60792 16.3856 0.0103369 0.000991115 85600.2 4
: 812 | 5.61816 14.7898 0.0106497 0.00119607 84623.8 5
: 813 | 5.57567 16.0729 0.0104212 0.00100937 84999.2 6
: 814 | 5.91386 15.3033 0.0104161 0.00113897 86233.6 7
: 815 | 5.47217 15.0313 0.0104028 0.000991795 85007.1 8
: 816 | 5.32073 16.635 0.0104622 0.00101001 84636.1 9
: 817 | 5.34665 14.7169 0.010407 0.00100898 85124 10
: 818 | 5.25951 14.79 0.0109046 0.00108614 81479.5 11
: 819 Minimum Test error found - save the configuration
: 819 | 5.28413 14.1285 0.0108585 0.00107712 81788 0
: 820 | 5.31294 15.9537 0.0104598 0.00101915 84739.5 1
: 821 | 4.94257 15.2719 0.0103344 0.000991815 85629 2
: 822 | 4.90592 15.2673 0.010347 0.000994465 85538.6 3
: 823 | 4.7681 14.9807 0.0102728 0.000989386 86175 4
: 824 | 4.98973 14.8671 0.0102602 0.000989625 86294.7 5
: 825 | 4.78562 15.3294 0.0102671 0.000992425 86256 6
: 826 | 4.94514 16.0842 0.0102303 0.000988316 86561.3 7
: 827 | 5.02105 15.4067 0.0102549 0.000989216 86340.4 8
: 828 Minimum Test error found - save the configuration
: 828 | 4.70006 13.5346 0.0103604 0.00104056 85838.1 0
: 829 | 4.62996 16.0794 0.010432 0.00100567 84868.4 1
: 830 | 4.62682 14.9647 0.0104694 0.00100698 84544.8 2
: 831 | 4.52419 14.511 0.0104029 0.00100942 85165.4 3
: 832 | 4.42786 14.5172 0.010433 0.0010065 84867.4 4
: 833 | 4.41162 14.5178 0.0103334 0.000999586 85710 5
: 834 | 4.39382 16.2067 0.0108551 0.00100418 81210.6 6
: 835 | 4.43932 14.4023 0.0103119 0.000989205 85812.1 7
: 836 | 4.22179 17.1201 0.0102793 0.000990805 86127.7 8
: 837 | 4.15992 14.5213 0.0112611 0.00130859 80381.7 9
: 838 | 4.04905 15.6293 0.0130164 0.000992876 66536 10
: 839 | 4.1309 15.2879 0.0102715 0.00100613 86343.4 11
: 840 | 4.12508 13.7039 0.0102632 0.000992305 86291.8 12
: 841 | 4.22001 17.0961 0.0102125 0.000987475 86720.5 13
: 842 | 3.85079 14.0345 0.0102997 0.00100626 86082.3 14
: 843 | 3.84252 14.9203 0.0102697 0.000988536 86196 15
: 844 | 3.7359 15.242 0.0102326 0.000988025 86537.5 16
: 845 | 3.80082 14.4996 0.0102312 0.000987855 86548.3 17
: 846 | 3.88561 14.3929 0.0102252 0.000981156 86542.4 18
: 847 | 3.82491 14.4616 0.0102954 0.000988596 85958.3 19
: 848 | 4.11914 15.606 0.0102591 0.000988365 86292.9 20
: 849 | 3.87584 14.2907 0.0102889 0.000999566 86119.8 21
:
: Elapsed time for training with 1000 events: 8.94 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: 0.011 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: 0.832 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.28814e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06654e+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: 0.0351 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: 0.0361 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: 0.00135 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: 0.116 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: 0.895 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0223 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00269 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: 0.0374 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00486 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: 0.00218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000388 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: 0.0959 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.899 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0992 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 : -0.789 0.284 6.56 1.67 | 3.199 3.224
: 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 : 0.118 0.351 2.53 1.19 | 3.365 3.356
: 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.