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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.258 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: 0.00342 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: 0.000766 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00525 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: 0.000215 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00158 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 = 31546.7
: --------------------------------------------------------------
: 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 | 33085.8 31169.1 0.0102869 0.00101243 86258.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32576.1 30637.9 0.0102056 0.00100164 86919.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31914.7 29973.3 0.010282 0.00101242 86303.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31177.1 29325.1 0.0103676 0.00101107 85501.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30446.5 28625.3 0.0102781 0.00101025 86320.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29667.2 27729.7 0.0102265 0.00101078 86808.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28931.7 27091.9 0.0101036 0.000979841 87683.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28455.2 26705.6 0.0100057 0.000977112 88607.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28089.9 26379.8 0.00993979 0.000967382 89162.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27767.3 26076.1 0.00992546 0.000963552 89266.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27460.5 25791.6 0.00999456 0.000967702 88624.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27165.9 25524.2 0.00990405 0.000964622 89491.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26888.2 25262 0.00992707 0.000969631 89311.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26621.9 25001 0.0099253 0.000961901 89251.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26351.3 24756.5 0.00999752 0.00105388 89449.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26097.5 24512.1 0.00991959 0.000963181 89321.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25844.1 24274.9 0.00989548 0.000962232 89553.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25597.5 24041.7 0.00990636 0.000960561 89427.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25356.7 23810.6 0.00987992 0.000959931 89686.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25119.1 23583.1 0.00986538 0.000951871 89751.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24883.1 23362.3 0.0100005 0.000969752 88585.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24652.3 23145.2 0.00992401 0.000961051 89256.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24428.5 22926.5 0.00989835 0.000961241 89514.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24201.3 22716 0.00991326 0.000966471 89417.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23982.2 22506.1 0.009902 0.000962051 89485.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23762.7 22301.3 0.00993552 0.000964291 89174 0
: 27 Minimum Test error found - save the configuration
: 27 | 23549.8 22096 0.00990479 0.000971641 89554 0
: 28 Minimum Test error found - save the configuration
: 28 | 23336.3 21895.2 0.00994601 0.000979642 89222.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23126.3 21697.3 0.00989813 0.000966301 89567.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22920.2 21500.3 0.00990135 0.000961112 89483 0
: 31 Minimum Test error found - save the configuration
: 31 | 22713.8 21307.9 0.0100394 0.000972031 88228.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22511.3 21117.8 0.00990156 0.000962291 89492.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22312.6 20927.6 0.00992351 0.000962451 89275.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22114.3 20740 0.00992244 0.000963551 89296.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21917.5 20556 0.0100983 0.000994661 87877.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21723.9 20373.8 0.0100655 0.000982831 88079.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21535.3 20189.4 0.00996246 0.000977641 89039 0
: 38 Minimum Test error found - save the configuration
: 38 | 21343.5 20010.4 0.00996882 0.000975952 88959.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21154.5 19835.6 0.00992666 0.000964271 89261.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20969.7 19661.5 0.00994389 0.000979111 89238.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20786.9 19487.9 0.0101138 0.000983641 87622 0
: 42 Minimum Test error found - save the configuration
: 42 | 20606.5 19314.4 0.00997658 0.000970811 88831.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20425.4 19144.5 0.00995389 0.000966162 89010.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20245.9 18978.5 0.0100004 0.000970441 88594.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20072.6 18808.9 0.0101799 0.00099773 87125.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19892.5 18645.3 0.00999131 0.000976422 88742.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19719 18475.4 0.0100346 0.000980392 88357 0
: 48 Minimum Test error found - save the configuration
: 48 | 19546.2 18311.3 0.0100706 0.000983731 88038.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19374.7 18155.9 0.0101055 0.000980322 87669.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19203.2 17997.2 0.0100693 0.000982761 88042.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19034 17835.7 0.0102086 0.000991703 86797.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18870.4 17679.6 0.0101002 0.000995942 87870.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18701.1 17522.9 0.010103 0.000982782 87716.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18541.1 17370.1 0.0101309 0.000987231 87492.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18378.9 17215.1 0.0103528 0.00102945 85806.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18217 17059.6 0.0101282 0.000988242 87528.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18058.6 16911.8 0.0102248 0.000995522 86680.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17898.7 16763.6 0.0102283 0.000994221 86635.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17740.6 16609.8 0.0101263 0.000993991 87601.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17583.9 16460.6 0.0101441 0.000992591 87416.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17429 16309.4 0.0102685 0.000999921 86313.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17272.3 16161.2 0.0101415 0.000994911 87464.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17117.8 16020.2 0.0101906 0.00102255 87260 0
: 64 Minimum Test error found - save the configuration
: 64 | 16967.5 15872.5 0.0102127 0.00101228 86952.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16815.5 15728.1 0.0104429 0.00100962 84806.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16664.9 15582.4 0.0102791 0.00102745 86471.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16514.2 15441.7 0.0102077 0.00101034 86981.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16366.4 15301.9 0.0102237 0.00100453 86775.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16221.5 15163 0.0102532 0.00100679 86519.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16074.5 15023.4 0.0102643 0.00104882 86810.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15930 14887.7 0.0103141 0.00100915 85975.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15788.4 14752.3 0.0102067 0.00100274 86919.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15645.8 14617.2 0.0102017 0.00100269 86965.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15504.7 14485.8 0.0102362 0.00100904 86700.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15367.5 14352.1 0.0102831 0.00101014 86272.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15227.7 14223.2 0.010246 0.00102146 86725.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15091 14096.7 0.0103326 0.00101533 85862.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14957.7 13966.5 0.0102817 0.00100383 86226.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14822.9 13839.8 0.0102267 0.00100503 86751.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14688.7 13715.4 0.0103255 0.00100874 85866.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14558.9 13590.3 0.0102122 0.00100261 86866.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14427.2 13467.1 0.0102502 0.0010044 86526.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14299 13343.7 0.0102775 0.00100508 86277.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 14168.1 13225 0.010242 0.00100586 86616.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14044.5 13103 0.0102857 0.0010124 86269.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13916.3 12985.5 0.0102943 0.00102927 86346.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13790.8 12869.4 0.0103508 0.00101493 85690.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13668.4 12752.6 0.0102318 0.00100459 86699.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13546.3 12635.9 0.0102504 0.00100561 86535.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13424.6 12520.6 0.0103605 0.00101465 85599.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13303.2 12407.9 0.0103306 0.00101459 85873.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13183 12297.6 0.0102491 0.00100702 86560.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13064.4 12188.3 0.0102544 0.00100523 86494.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12949.4 12076.1 0.010364 0.00100904 85516.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12830.3 11969.6 0.0103162 0.00102087 86064.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12718.4 11858.7 0.0103353 0.00103304 86001 0
: 97 Minimum Test error found - save the configuration
: 97 | 12600.9 11753.6 0.0102911 0.00100689 86167.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12488.3 11648.4 0.0103652 0.00101252 85536.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12377.2 11542.6 0.0103376 0.00106954 86318 0
: 100 Minimum Test error found - save the configuration
: 100 | 12263.8 11440.3 0.0104149 0.00101685 85124.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12154.9 11337.5 0.0102885 0.00100938 86215 0
: 102 Minimum Test error found - save the configuration
: 102 | 12044.6 11235.1 0.0102568 0.00100515 86470.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11938 11133.5 0.0103067 0.00100912 86044.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11828.5 11033.9 0.010467 0.00103915 84855.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11721.9 10935.5 0.0102939 0.00101107 86180.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11616.5 10838.4 0.0103005 0.00102734 86270.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11512.7 10739.8 0.0103277 0.00101497 85903.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11409.5 10641.9 0.0102798 0.00100814 86284 0
: 109 Minimum Test error found - save the configuration
: 109 | 11306 10544.3 0.0103807 0.00107825 85999 0
: 110 Minimum Test error found - save the configuration
: 110 | 11203 10451.8 0.0103319 0.00105718 86255.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11102.6 10356.5 0.0102899 0.00100998 86208.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 11002.4 10263.2 0.0103154 0.00102597 86119.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10902.7 10171.1 0.0103543 0.00101754 85682.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10805.1 10079.8 0.010676 0.00103252 82957.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10707.3 9988.91 0.0104485 0.0010363 84995.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10610 9896.56 0.010331 0.00103062 86018.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10513.9 9808.31 0.0103734 0.00101859 85517.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10419.9 9719.28 0.0103871 0.00101616 85370 0
: 119 Minimum Test error found - save the configuration
: 119 | 10325.1 9631.06 0.0103543 0.00101403 85650.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10231.1 9544.77 0.0103125 0.00101711 86063.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10140 9456.15 0.0103217 0.00106156 86391.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10047.2 9371.84 0.0103709 0.00101673 85523.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9956.32 9286.86 0.0104754 0.00106804 85039.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9865.84 9200.28 0.0105723 0.00102648 83806.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9777.32 9117.98 0.0104573 0.00103363 84892.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9686.83 9038.37 0.0104252 0.00104308 85268.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9601.95 8952.99 0.0103877 0.00102837 85475.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9513.16 8870.84 0.0104158 0.00103175 85251 0
: 129 Minimum Test error found - save the configuration
: 129 | 9427.26 8790.2 0.0104689 0.00102838 84741.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9341.59 8709.86 0.0103113 0.0010152 86057.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9256.18 8631.34 0.0103572 0.00101597 85642 0
: 132 Minimum Test error found - save the configuration
: 132 | 9172.24 8552.37 0.0103345 0.00101063 85801.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9089.73 8474.91 0.0105844 0.00102963 83727.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 9006.88 8396.57 0.0104364 0.00102615 85014.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8925.56 8318.74 0.0103784 0.0010195 85480.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8843.49 8242.14 0.010344 0.00103427 85931.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8763.23 8168.07 0.0103335 0.0010157 85857.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8683.67 8093.24 0.0104851 0.00102565 84571.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8604.71 8018.65 0.0103501 0.00101775 85723.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8527.15 7945.01 0.0103245 0.00101833 85964.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8448.62 7871.13 0.0103794 0.0010177 85454.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8372.27 7799.37 0.0103527 0.00101602 85683.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8294.63 7729.03 0.0105204 0.0010367 84355 0
: 144 Minimum Test error found - save the configuration
: 144 | 8220.48 7658.9 0.0104795 0.00103405 84696.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8146.98 7582.72 0.0103861 0.00102038 85418.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8070.03 7514.7 0.0103765 0.00105267 85801.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7999.16 7445 0.0104356 0.00101972 84962.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7923.77 7378.69 0.0105415 0.0010487 84274.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7852.93 7309.52 0.0104692 0.00103513 84798.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7780.55 7240.67 0.0103927 0.00102305 85381.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7710.3 7173.92 0.0104987 0.00104908 84659.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7639.53 7106.96 0.010424 0.00103702 85224.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7569.41 7042.19 0.0105949 0.00103903 83718.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7500.22 6976.21 0.0104691 0.00103562 84803.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7433.69 6911.93 0.0105275 0.00103755 84299.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7363.5 6847.15 0.0104328 0.00105122 85273.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7296.22 6785.91 0.0106514 0.001222 84841 0
: 158 Minimum Test error found - save the configuration
: 158 | 7230.37 6722.67 0.0104056 0.00102285 85263.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7165.49 6658.48 0.0103881 0.00102014 85397.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7097.86 6599.38 0.0103501 0.00102166 85759.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7033.39 6538.42 0.0103834 0.00101988 85437.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6969.58 6476.34 0.010351 0.00101872 85723.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6905.83 6414.99 0.0103785 0.00102101 85493.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6841.73 6358.11 0.0104074 0.00102486 85264.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6779.41 6297.73 0.0103663 0.00101949 85590.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6718.79 6239.34 0.0103917 0.00103901 85536.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6655.67 6180.89 0.0104038 0.00102376 85287.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6595.33 6124.7 0.0103618 0.00102188 85653.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6534.57 6066.93 0.010375 0.00102258 85539.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6475.64 6008.12 0.0103928 0.00102391 85388.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6415.57 5953.74 0.0103833 0.00102447 85480.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6355.69 5897.74 0.0104124 0.0010291 85258 0
: 173 Minimum Test error found - save the configuration
: 173 | 6298.14 5843.45 0.0103964 0.00102886 85400.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6240.38 5787.88 0.0104292 0.00102677 85084.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6184.05 5733.55 0.0104786 0.00104573 84809.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6126.73 5678.51 0.0104802 0.00104753 84811.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6068.72 5626.87 0.0105156 0.00110767 85034.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6015.06 5573.37 0.0104254 0.00102972 85145.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5958 5522.57 0.0104277 0.00102494 85081.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5904.04 5470.74 0.010404 0.00102811 85325 0
: 181 Minimum Test error found - save the configuration
: 181 | 5850.27 5418.66 0.0104087 0.00102363 85242.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5795.41 5368.29 0.0103879 0.00102285 85424 0
: 183 Minimum Test error found - save the configuration
: 183 | 5741.49 5320.2 0.0104697 0.00102876 84737.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5690.06 5269.57 0.0104258 0.00102844 85130.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5637.99 5218.97 0.0104308 0.0010306 85104.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5584.85 5170.57 0.0105158 0.00104817 84498.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5533.66 5122.66 0.0104066 0.00103289 85344.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5482.8 5075.19 0.01052 0.00105894 84557.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5431.9 5027.84 0.0104233 0.00103518 85214.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5383.15 4979.29 0.0104988 0.00104825 84651 0
: 191 Minimum Test error found - save the configuration
: 191 | 5331.9 4933.95 0.0104051 0.00102242 85263.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5283.5 4887.63 0.0106242 0.00106899 83723.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5235.18 4841.25 0.0105356 0.0010387 84237.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5186.57 4795.74 0.0104676 0.00102848 84754 0
: 195 Minimum Test error found - save the configuration
: 195 | 5138.23 4751.55 0.0104339 0.00104028 85164.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5091.35 4706.48 0.0105158 0.00105649 84572.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5044.35 4663.01 0.0105056 0.00103516 84473.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4997.08 4620.54 0.0104983 0.00104168 84597.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4951.45 4577.35 0.010512 0.00104756 84527.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4907.07 4533.2 0.0104284 0.00102738 85097.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4860.05 4492.92 0.010385 0.00102519 85471.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4816.56 4450.37 0.0105945 0.00103708 83705 0
: 203 Minimum Test error found - save the configuration
: 203 | 4772.05 4408.38 0.0105038 0.00105873 84699.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4727.86 4367.64 0.0104822 0.00102661 84605.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4684.47 4327.26 0.0105537 0.00110878 84701.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4641.02 4286.86 0.0105142 0.00104396 84475 0
: 207 Minimum Test error found - save the configuration
: 207 | 4598.32 4246.98 0.010493 0.00104011 84630.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4556.09 4207.89 0.0104155 0.0010282 85221.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4515.33 4167.38 0.0104142 0.00103862 85328 0
: 210 Minimum Test error found - save the configuration
: 210 | 4473.39 4127.9 0.0104819 0.00103119 84650.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4431.2 4090.14 0.0104789 0.00106326 84965.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4391 4052.31 0.0106917 0.00104306 82913.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4351.15 4013.67 0.010491 0.00103953 84642.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4310.05 3977.26 0.0104371 0.00104994 85223.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4271.6 3940.11 0.0105476 0.00103112 84064.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4233 3902.38 0.0104185 0.00104226 85321.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4193.2 3866.05 0.0104894 0.00103901 84652.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4153.59 3832.61 0.0104017 0.00102141 85284.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4117.18 3796.39 0.0104936 0.00105723 84778.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4079.72 3760.51 0.0104725 0.00102969 84720.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4042.63 3724.86 0.0106254 0.00112511 84207.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4004.59 3690.1 0.0105083 0.00102898 84394.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3968.42 3655.91 0.0105033 0.00104753 84604.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3932.52 3621.21 0.0104563 0.00103242 84890.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3895.75 3588.2 0.0106066 0.00111418 84278 0
: 226 Minimum Test error found - save the configuration
: 226 | 3861.02 3554.71 0.0104989 0.00103409 84523.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3824.98 3521.94 0.0104492 0.00105396 85149.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3790.81 3488.87 0.0104422 0.00102637 84963.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3756.86 3455.26 0.0105635 0.0010434 84032.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3721.82 3423.35 0.0104575 0.0010338 84891.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3687.65 3392.04 0.0106331 0.00104837 83466.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3653.69 3361.98 0.0104849 0.00102991 84611.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3621.97 3329.47 0.0104452 0.00102383 84912.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3588.34 3299.16 0.010472 0.00103114 84738.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3555.83 3268.28 0.0105237 0.00106225 84553.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3524.12 3238.01 0.0104385 0.00102618 84994.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3491.64 3207.53 0.010568 0.00103168 83889.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3459.44 3178.24 0.0104342 0.00103732 85134.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3428.13 3149.08 0.0104291 0.00102517 85071 0
: 240 Minimum Test error found - save the configuration
: 240 | 3397.24 3119.88 0.0104594 0.00107322 85232.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3366.74 3090.34 0.0106463 0.0010399 83278.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3335.57 3061.82 0.0105232 0.00104979 84446.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3305.15 3034.43 0.0104933 0.00102898 84528.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3275.93 3006.08 0.0105032 0.0010362 84503.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3245.63 2978.17 0.0105455 0.00105178 84266.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3216.9 2950.52 0.0105657 0.00104564 84032.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3187.29 2922.72 0.0104704 0.00103174 84757.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3158.48 2895.77 0.0104339 0.00102858 85058.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3129.74 2868.51 0.0104359 0.0010258 85014.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3100.92 2842.22 0.0105443 0.00106909 84431.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3073.33 2815.21 0.0105583 0.00103545 84008.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3045.18 2789.06 0.0105147 0.00105894 84604.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3017.11 2763.93 0.0105826 0.00103388 83780.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2990.88 2737.46 0.0105231 0.00106584 84591.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2962.62 2713.33 0.0104701 0.00104534 84883.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2936.65 2687.82 0.0104358 0.00102804 85035.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2910.06 2662.78 0.0105654 0.00103794 83967.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2883.23 2638.52 0.0104857 0.00104141 84706.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2857.58 2613.31 0.0104603 0.00102771 84812.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2831.43 2589.71 0.0104703 0.00103541 84792.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2805.68 2565.63 0.0104695 0.00102801 84732.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2780.75 2541.62 0.0104623 0.00103667 84874.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2754.88 2518.7 0.0104969 0.0010369 84566.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2730.3 2495.43 0.0104545 0.00102832 84870.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2706.11 2471.72 0.0104921 0.00104871 84715.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2680.92 2449.15 0.0104792 0.0010313 84675.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2656.64 2427.16 0.0104725 0.00103222 84743.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2632.99 2404.84 0.010472 0.00103256 84750.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2609.55 2381.93 0.0104852 0.00103057 84615 0
: 270 Minimum Test error found - save the configuration
: 270 | 2585.17 2360.59 0.0104832 0.00103421 84665.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2562.12 2339.02 0.0104679 0.00103183 84780.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2539.29 2317.11 0.010498 0.00103732 84560.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2515.75 2295.92 0.0104757 0.00103126 84705.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2493.22 2274.61 0.0104322 0.00102525 85043.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2470.55 2253.99 0.0105306 0.00106104 84480.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2448.1 2232.89 0.0104894 0.00104723 84726.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2425.64 2212.8 0.0105722 0.00104292 83951.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2403.99 2192.5 0.0104641 0.00102828 84783.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2381.9 2172.48 0.0104501 0.0010288 84913.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2360.4 2152.48 0.0104927 0.00103342 84573.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2339.33 2132.38 0.0104399 0.00102851 85003.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2317.23 2113.28 0.0104711 0.00103388 84770.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2296.64 2093.48 0.0105195 0.0010299 84302.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2275.02 2074.82 0.010467 0.0010297 84769.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2254.79 2055.57 0.0104863 0.00102997 84599.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2234.04 2037.23 0.0104586 0.00103866 84926.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2213.7 2017.88 0.0105183 0.00103348 84345.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2192.88 2000.18 0.0104426 0.0010285 84979.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2172.93 1982.09 0.0104577 0.00102778 84836.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2153.48 1963.21 0.0104515 0.00103522 84959.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2132.92 1945.59 0.0105005 0.00103678 84533.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2113.85 1927.19 0.0104634 0.00102896 84795.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2093.97 1909.6 0.0104594 0.00102874 84829.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2074.97 1892.04 0.0104713 0.0010281 84717.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2055.71 1874.61 0.0105021 0.00105595 84690.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2036.32 1857.52 0.010542 0.00104206 84211.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2017.5 1840.85 0.010425 0.0010256 85111.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1999.72 1823.5 0.010457 0.00102804 84845.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1980.56 1806.47 0.0104662 0.00102894 84770.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1961.63 1791.21 0.0104965 0.00103011 84509.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1943.65 1775.05 0.0104538 0.00102509 84847 0
: 302 Minimum Test error found - save the configuration
: 302 | 1926.14 1758.08 0.0104852 0.00102856 84596.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1907.66 1742.55 0.0104684 0.00103051 84764.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1890.34 1726.82 0.0104457 0.00102718 84939 0
: 305 Minimum Test error found - save the configuration
: 305 | 1872.7 1710.03 0.0105041 0.00104584 84582 0
: 306 Minimum Test error found - save the configuration
: 306 | 1855.41 1694.36 0.010451 0.00102491 84871.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1837.58 1678.79 0.010465 0.00102822 84774.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1820.21 1663.37 0.0104641 0.00102725 84774.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1803.16 1648.63 0.0104664 0.00102732 84753.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1786.57 1633.24 0.0105038 0.00107118 84812.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1769.45 1618.33 0.0104442 0.00104624 85124.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1752.81 1603.84 0.0104627 0.00102625 84778.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1736.36 1589.15 0.0104416 0.00103062 85006.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1720.07 1574.59 0.0104949 0.00103632 84579.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1703.61 1560.56 0.0104881 0.00104744 84739.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1687.64 1546.1 0.0105617 0.00103631 83986 0
: 317 Minimum Test error found - save the configuration
: 317 | 1671.86 1531.55 0.0104706 0.00102547 84700 0
: 318 Minimum Test error found - save the configuration
: 318 | 1655.78 1517.51 0.0104667 0.00103232 84795.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1640.24 1503.35 0.010454 0.00102744 84866.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1624.37 1489.63 0.0104681 0.00103259 84786.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1608.64 1476.53 0.01046 0.00102931 84829.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1593.78 1462.8 0.0104186 0.00102384 85153.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1578.38 1450.1 0.0104581 0.0010301 84854 0
: 324 Minimum Test error found - save the configuration
: 324 | 1563.44 1436.29 0.010491 0.00102888 84547.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1548.67 1422.61 0.0104689 0.00104388 84880.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1533.92 1409.28 0.0104287 0.00102605 85082.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1518.65 1397.28 0.0104583 0.00102463 84802.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1504.42 1384.18 0.010436 0.00103216 85071.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1490.29 1370.79 0.0104672 0.0010287 84759.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1475.65 1358.27 0.0104808 0.00102921 84641.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.1 1345.43 0.0105007 0.00103221 84490.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1447.42 1333.2 0.0104717 0.00102907 84722.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1433.3 1321.24 0.010442 0.00102975 84995.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1420.53 1308.14 0.010457 0.00102902 84853.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1405.85 1296.86 0.0105154 0.0010579 84588.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1392.5 1285.01 0.0105343 0.0010433 84290.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1379.51 1273.02 0.0104514 0.00103256 84936.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1366.05 1261.74 0.0104499 0.00102541 84885.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1353.17 1249.39 0.010486 0.00103298 84629.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1339.89 1237.76 0.0104709 0.00103125 84749.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1327.01 1226.35 0.0104687 0.00102861 84745.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1313.96 1215.48 0.0104617 0.00102693 84793.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1301.53 1203.65 0.0104277 0.00102729 85102.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1288.87 1192.34 0.0104742 0.00105432 84926.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1276.98 1180.67 0.0104251 0.00102761 85129.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1263.6 1170.56 0.0105138 0.00104439 84482.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1252.14 1159.26 0.0106648 0.0010442 83155.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1239.97 1148.6 0.0105992 0.00104925 83770.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1227.61 1137.98 0.0106134 0.00104418 83601.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1216.16 1127.33 0.0105645 0.00103996 83993.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1204.15 1116.66 0.0104758 0.00104041 84787 0
: 352 Minimum Test error found - save the configuration
: 352 | 1192.52 1105.82 0.0104709 0.00105167 84933 0
: 353 Minimum Test error found - save the configuration
: 353 | 1180.85 1095.71 0.0105439 0.0010323 84108 0
: 354 Minimum Test error found - save the configuration
: 354 | 1169.58 1085.89 0.010498 0.0010467 84644.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1158.52 1074.95 0.0104731 0.00102706 84691.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147 1065.27 0.010569 0.00104103 83963 0
: 357 Minimum Test error found - save the configuration
: 357 | 1135.89 1054.39 0.0106594 0.00104401 83199.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1124.4 1044.87 0.0105516 0.00104109 84117.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.04 1035.2 0.0105103 0.00104935 84558 0
: 360 Minimum Test error found - save the configuration
: 360 | 1102.81 1025.3 0.0105774 0.00104438 83919.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1092.33 1015.47 0.0105363 0.00104668 84302.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1081.71 1005.65 0.0105406 0.00103288 84142.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.09 995.873 0.0105396 0.00104364 84246.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1060.21 987.349 0.0105308 0.00105565 84431.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.52 977.367 0.0105745 0.00103945 83900.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1039.87 968.224 0.0106459 0.00107787 83611.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1029.94 958.897 0.0105521 0.00103598 84067.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1019.95 949.366 0.0105596 0.00108584 84444 0
: 369 Minimum Test error found - save the configuration
: 369 | 1009.65 940.605 0.0105697 0.00103743 83925.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 999.813 931.338 0.0104514 0.00102698 84886 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.202 922.164 0.0104807 0.00103811 84722.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 980.339 913.542 0.0105062 0.00103277 84447 0
: 373 Minimum Test error found - save the configuration
: 373 | 970.709 904.737 0.0105833 0.00103984 83827.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.053 896.847 0.0105027 0.00105697 84694.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 951.881 887.963 0.0105357 0.00103302 84186.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 942.622 879.671 0.0107476 0.00110239 82942.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 933.393 870.758 0.0106344 0.00104933 83462.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.34 861.971 0.0105542 0.00103409 84032.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 914.708 853.831 0.0104651 0.00102977 84787.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 906.002 845.612 0.010466 0.00102889 84771.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 896.858 837.172 0.0104559 0.00102732 84848.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.167 829.087 0.0106135 0.00103574 83527.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 879.067 820.79 0.0104521 0.00102811 84889.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 870.595 812.764 0.0104985 0.00104701 84643.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.87 804.582 0.01052 0.00110069 84931.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 853.324 796.627 0.0107002 0.00104238 82834.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.679 789.167 0.0106261 0.00104023 83456.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.117 781.36 0.0105091 0.00103999 84485.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.096 773.844 0.0104713 0.00102974 84732.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 819.585 766.266 0.010475 0.00102787 84681.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 811.841 758.414 0.0105768 0.00104851 83960.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.171 750.95 0.0105037 0.00103443 84484.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 795.62 743.672 0.0105714 0.00104439 83972.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.569 735.948 0.0104872 0.0010456 84731.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 779.721 728.556 0.010677 0.00107491 83315.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 771.772 721.447 0.0106607 0.0010494 83235.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.114 714.299 0.0106069 0.00104446 83660.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 756.338 706.972 0.0105752 0.0010341 83847.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.809 699.93 0.0104526 0.00102594 84865.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.441 692.583 0.01047 0.0010275 84723.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.672 686.126 0.0104461 0.00102663 84930.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 726.484 678.82 0.010466 0.0010267 84751.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.217 672.178 0.0104761 0.00103043 84694.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.831 666.065 0.0104911 0.00104678 84706.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.816 658.93 0.0105956 0.00103521 83678.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 697.601 652.335 0.0106977 0.0010401 82836.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 690.663 645.355 0.0105897 0.00103403 83720.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 683.53 638.507 0.0104802 0.00102818 84638.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.697 631.823 0.0104534 0.00102623 84861.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.597 625.42 0.0105679 0.00103676 83935.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.824 619.082 0.0104905 0.0010259 84525.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.214 612.699 0.0104874 0.00103317 84618.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 649.744 606.115 0.0105871 0.00107383 84093.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.512 600.672 0.010541 0.00102871 84102.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 636.385 594.863 0.0108455 0.00105225 81689.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.158 588.039 0.0105556 0.00103272 84008.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 623.526 581.906 0.0104994 0.00104312 84599.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.96 575.742 0.0105761 0.00103865 83879.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.662 570.453 0.0105665 0.00102933 83882.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.246 564.516 0.0105397 0.00104289 84238.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.305 558.459 0.0104776 0.00102702 84651.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.848 552.469 0.0105313 0.00104179 84303.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.164 546.62 0.0106003 0.00104973 83764.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.046 540.559 0.0106106 0.00105741 83741.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.947 535.323 0.0106448 0.00103816 83276.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 568.067 529.748 0.010575 0.00103774 83881.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 562.438 523.679 0.0105001 0.0010278 84456.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.447 518.315 0.0105489 0.00104852 84206.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.681 513.132 0.0105949 0.0010398 83725.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.484 507.731 0.0105273 0.00102815 84217.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.252 502.15 0.0104675 0.00103265 84791.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.577 497.19 0.0104966 0.0010479 84667.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.274 491.493 0.010489 0.00104309 84692.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.641 486.56 0.0105823 0.00104649 83894.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.295 481.639 0.0107105 0.0010437 82757.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.234 475.64 0.0105617 0.00102926 83924.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.436 470.883 0.0104607 0.00102676 84800.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.283 465.911 0.0104925 0.00103751 84611.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.899 460.942 0.0104895 0.00105928 84833.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.893 455.823 0.0105636 0.00103327 83942.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.674 450.844 0.010471 0.00102463 84688.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.547 446.234 0.0104709 0.00102725 84712.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.846 441.959 0.0105878 0.00111053 84412.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.594 436.557 0.0106707 0.00104801 83136.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.489 432.458 0.0106464 0.00103917 83270.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.994 427.547 0.0105763 0.00103583 83852.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.136 423.692 0.0105746 0.00104489 83948 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.199 418.316 0.0105739 0.00103642 83879.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.581 413.778 0.0105087 0.00103223 84419.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.054 408.81 0.0104915 0.00102814 84536.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.249 405.493 0.0104779 0.00102845 84661.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.361 400.98 0.0105052 0.00104856 84596.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.076 396.918 0.0105914 0.00109572 84249 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.664 392.345 0.0107704 0.00105703 82360.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.077 388.588 0.0106074 0.00104195 83634.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.032 384.347 0.0104626 0.00102769 84791.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.23 379.751 0.010474 0.00102759 84688.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.022 375.961 0.0107001 0.00105677 82959.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.082 373.856 0.0105671 0.00103801 83953.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.817 368.786 0.0107233 0.00106539 82833.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.333 363.629 0.0116033 0.00121946 77042.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.225 359.268 0.0108955 0.00109005 81586.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.811 356.499 0.0110615 0.00105352 79936.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.128 352.09 0.0107742 0.00105735 82330.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.729 349.25 0.0105 0.00103028 84479.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.071 344.759 0.01052 0.00102989 84298 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.853 340.705 0.0105122 0.00104227 84478.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.047 338.181 0.0105689 0.00103727 83931.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.148 333.467 0.0105632 0.00103466 83958 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.332 331.161 0.0104894 0.00103261 84595.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.598 327.811 0.0105134 0.00103962 84443.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.773 324.408 0.0105288 0.00103172 84236.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.268 320.615 0.0105187 0.00103167 84325.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.186 317.078 0.0105857 0.00103687 83780.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.535 313.707 0.0105608 0.00103019 83939.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.101 310.012 0.0104831 0.00103069 84634.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.515 306.298 0.0105292 0.00102982 84216.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.974 302.24 0.0105324 0.00103645 84246.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.136 299.164 0.0105047 0.00102924 84428.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.983 296.171 0.0104891 0.00103178 84590.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.805 293.133 0.010536 0.00107716 84576.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.435 289.126 0.0105157 0.00103676 84397.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.501 285.817 0.0105085 0.00103169 84416.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.056 283.164 0.0104963 0.00103324 84538.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.862 279.313 0.010484 0.00103183 84636.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.602 276.771 0.0104925 0.00103646 84602.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.335 272.938 0.0105066 0.00103229 84439.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.358 269.873 0.010467 0.00102861 84760.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.86 267.377 0.0104549 0.00103056 84886.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.733 263.77 0.0105372 0.00105376 84357.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.559 261.84 0.0105329 0.00103453 84225.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.11 259.405 0.0106074 0.00110063 84150.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.844 255.899 0.0106454 0.00105375 83405.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.806 252.479 0.0107377 0.00105177 82594.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.628 249.481 0.0105126 0.00103396 84400.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.352 246.451 0.0105445 0.0010454 84218.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.802 243.974 0.0104993 0.00102649 84452.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.56 241.385 0.0104714 0.00102697 84706 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.975 238.958 0.0104638 0.00102369 84744.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.885 236.886 0.0106819 0.00107263 83252.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.235 232.838 0.0105058 0.00103274 84449.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.489 231.205 0.0106078 0.00104785 83682.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.308 229.275 0.0105977 0.00104183 83718.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.775 226.397 0.0106257 0.00103579 83421.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.168 223.584 0.0105353 0.00103693 84225.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.662 222.69 0.0104914 0.00103776 84623.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.518 219.763 0.0104631 0.00102679 84779.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.54 218.866 0.0105304 0.00104676 84356 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.842 215.125 0.0105126 0.0010265 84333.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.221 212.779 0.010601 0.00103937 83668 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.363 210.964 0.0105788 0.00104921 83949.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.893 209.481 0.0107763 0.00104748 82229.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.585 207.688 0.0106727 0.00105736 83200.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.094 204.64 0.0104966 0.00103065 84513 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.706 202.657 0.0104795 0.00102772 84640.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.265 201.931 0.0104699 0.00102542 84706 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.059 197.424 0.0104645 0.0010232 84734.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.299 196.11 0.0104691 0.00104695 84906.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.419 193.618 0.0106466 0.00110943 83882.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.968 191.135 0.0104945 0.00103348 84557.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.608 188.915 0.0106812 0.00104212 82995.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.3 188.627 0.0106096 0.00104088 83605.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.422 184.844 0.0105451 0.00103104 84086.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.669 183.407 0.0105813 0.001043 83872.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.827 181.601 0.0105539 0.00105152 84189.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.178 179.545 0.0104937 0.00102722 84508.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.094 177.89 0.0104394 0.00102595 84985.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.132 174.152 0.0104687 0.00102716 84731.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.004 173.032 0.0105538 0.0010348 84042.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.875 172.637 0.0105746 0.00107249 84192 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.649 170.207 0.0108414 0.00108596 82005.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.757 168.307 0.0105076 0.0010325 84432.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.681 165.943 0.0105673 0.00102998 83881.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.071 164.911 0.0104782 0.0010299 84671.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.198 163.976 0.0104823 0.00102875 84624.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.33 161.354 0.0104539 0.00102502 84845.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.236 157.906 0.0106009 0.00103732 83650.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.924 156.009 0.0105821 0.00107966 84188.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.097 154.63 0.0104845 0.00103077 84622.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.039 153.877 0.0106633 0.00112629 83884.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.309 152.845 0.0106347 0.00106192 83570.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.309 150.044 0.0105999 0.00104263 83706.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.318 147.471 0.0105711 0.00103388 83881.5 0
: 544 | 157.458 147.778 0.010503 0.00100289 84209.2 1
: 545 Minimum Test error found - save the configuration
: 545 | 155.765 143.512 0.0104796 0.00103303 84686.4 0
: 546 | 153.896 144.595 0.0104227 0.000993091 84839.5 1
: 547 Minimum Test error found - save the configuration
: 547 | 152.14 142.053 0.0105449 0.00103428 84116.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.35 140.197 0.0104917 0.00102687 84523.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.701 139.123 0.0105615 0.00103788 84002 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.079 137.298 0.0106521 0.00104691 83288.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.195 136.083 0.0105996 0.00105239 83794.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.4 135.679 0.010458 0.00102448 84803.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.053 132.115 0.0106557 0.00105033 83286.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.206 131.058 0.0104843 0.0010296 84614.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.535 130.719 0.0104755 0.00102987 84695.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.094 130.514 0.0104687 0.00103134 84769.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.688 125.91 0.0105071 0.00107647 84830.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.042 125.096 0.0106004 0.00103334 83620.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.423 123.494 0.0104748 0.0010258 84665.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.72 122.555 0.010708 0.00104347 82777 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.098 120.642 0.0106188 0.00105672 83664.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.556 119.011 0.0105811 0.0010299 83758.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.899 118.015 0.010496 0.00104142 84614.8 0
: 564 | 124.573 118.294 0.0104923 0.000993761 84223.4 1
: 565 Minimum Test error found - save the configuration
: 565 | 123.015 114.858 0.0105596 0.00104673 84096.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.483 114.841 0.0105473 0.00105461 84275.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.174 112.411 0.0106472 0.00104349 83300.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.606 110.864 0.010525 0.00102836 84239.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.324 109.508 0.0105458 0.00103685 84131.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.741 109.051 0.0106477 0.00103771 83246.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.408 106.414 0.0105173 0.00104928 84494.7 0
: 572 | 113.154 107.821 0.0106255 0.00101032 83201.4 1
: 573 Minimum Test error found - save the configuration
: 573 | 112.055 105.404 0.0105354 0.00103237 84183.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.6 104.182 0.0105312 0.00104462 84329.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.018 102.489 0.0104618 0.00102888 84809.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.868 101.784 0.0106044 0.00103501 83599.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.443 100.729 0.0104736 0.00102736 84689.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.236 99.7345 0.010575 0.00103222 83833.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.059 98.2143 0.0106815 0.00103884 82964.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.796 96.7449 0.0105777 0.00103934 83871.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.475 95.4942 0.0105851 0.00104463 83853.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.336 94.6321 0.0104491 0.0010274 84910.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.2432 93.9419 0.0104735 0.00102466 84666.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.9524 93.892 0.0104622 0.00102584 84778.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.3025 92.1141 0.0104903 0.00102939 84558.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.8794 90.5227 0.0105969 0.00104542 83756.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.6197 89.9547 0.010526 0.00103013 84246.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.5196 89.2505 0.0104642 0.00102331 84737.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.3485 87.9259 0.0106472 0.00104182 83286.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.3334 87.3728 0.0105478 0.00102934 84047 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.5132 85.0335 0.0104683 0.00104135 84863.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.03 83.9166 0.0105654 0.00103931 83979.6 0
: 593 | 88.1275 84.5611 0.0104169 0.000989251 84856.7 1
: 594 Minimum Test error found - save the configuration
: 594 | 87.2192 82.371 0.0106026 0.00104075 83665.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0651 81.5661 0.0106413 0.00103809 83305.8 0
: 596 | 84.9408 81.6883 0.0104921 0.000992471 84213.5 1
: 597 Minimum Test error found - save the configuration
: 597 | 83.8397 79.9436 0.0104888 0.00105607 84811 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.0102 79.3542 0.010619 0.00103909 83508.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.4176 78.0914 0.0106635 0.0010437 83162.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.1419 77.5225 0.0106225 0.00107222 83767.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.1528 76.3165 0.0104795 0.00102657 84630 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.2004 75.352 0.010459 0.001025 84800.1 0
: 603 | 78.2859 75.7908 0.0105709 0.00100476 83628.3 1
: 604 Minimum Test error found - save the configuration
: 604 | 77.4855 74.5665 0.0106248 0.0010394 83460 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.7947 74.4476 0.0105183 0.00102938 84309.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.9995 71.9255 0.0104594 0.00102712 84815.5 0
: 607 | 75.1338 72.6572 0.010427 0.000990481 84777 1
: 608 Minimum Test error found - save the configuration
: 608 | 74.065 70.7461 0.010703 0.00105067 82881.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.998 68.6717 0.0105886 0.00103826 83767 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.1138 68.1332 0.0105509 0.00104518 84159.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.3179 68.0467 0.0104978 0.00102186 84424.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.8776 67.2778 0.0106553 0.00104757 83266 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.7433 67.1012 0.0104901 0.00103691 84627.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.1655 65.9826 0.0105188 0.00104305 84425.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.3736 65.5343 0.0104674 0.00103991 84857.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.5267 64.162 0.0105029 0.00102696 84424.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.4825 63.1371 0.0105684 0.00109737 84467.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.6908 62.8815 0.0106062 0.00106271 83827.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8806 61.4198 0.0105571 0.00103124 83982 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.1147 61.2744 0.0105498 0.00104568 84174.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3497 59.5171 0.0104806 0.00102843 84636.7 0
: 622 | 62.9703 60.6418 0.0105018 0.00100401 84230.2 1
: 623 Minimum Test error found - save the configuration
: 623 | 61.9702 58.4264 0.0106069 0.00105003 83709 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.1224 56.7385 0.0106018 0.00103593 83630.5 0
: 625 | 60.6851 58.6758 0.010474 0.00100755 84508.7 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.133 56.7248 0.0104594 0.0010265 84809.5 0
: 627 | 59.4148 57.1924 0.0105431 0.00100896 83909.2 1
: 628 Minimum Test error found - save the configuration
: 628 | 59.0341 55.28 0.0105901 0.00104432 83807.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.5338 54.2471 0.010501 0.00102597 84432.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.0861 52.925 0.0105021 0.00104573 84599.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.3543 52.6937 0.0105575 0.00107184 84337.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.8437 51.0744 0.0107186 0.00104126 82667.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.8736 50.6932 0.0105831 0.00103928 83823.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1831 50.4583 0.0105419 0.00103847 84179.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.7492 49.8102 0.0104497 0.00102506 84883.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.953 49.1311 0.010473 0.00102397 84664.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4023 48.6398 0.0105327 0.00103841 84261.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.635 47.816 0.010625 0.00103961 83460.1 0
: 639 | 50.9925 47.9327 0.0105084 0.000992141 84066.7 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.6625 46.356 0.0104934 0.00104997 84715.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.7927 45.8745 0.0104745 0.00102437 84655.2 0
: 642 | 49.3281 45.9567 0.0105268 0.00100211 83992.2 1
: 643 | 49.0417 47.5624 0.0105072 0.000991301 84070.2 2
: 644 Minimum Test error found - save the configuration
: 644 | 48.4387 44.5551 0.0105983 0.00104109 83706.1 0
: 645 | 47.7734 44.574 0.0104362 0.000989852 84688.7 1
: 646 Minimum Test error found - save the configuration
: 646 | 47.1692 43.5977 0.010583 0.00103778 83811.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.5686 42.2294 0.0107778 0.001098 82646.6 0
: 648 | 45.856 43.0258 0.0105165 0.00100223 84084 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.3689 41.8512 0.0105194 0.00102745 84281.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.8047 41.1063 0.010511 0.00104752 84535.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1603 40.7515 0.0105394 0.00103124 84138 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6303 40.0055 0.0105261 0.00103416 84282.2 0
: 653 | 43.4826 40.836 0.0104464 0.000991652 84613.6 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.7332 39.1324 0.0104477 0.00102824 84930.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.2428 38.809 0.0104597 0.00102444 84788 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0069 38.3442 0.0105707 0.00105495 84071.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.5774 37.7071 0.0107201 0.0010847 83027.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.7301 36.9698 0.0106069 0.00105677 83768.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.6853 36.1401 0.0104737 0.00103216 84732.2 0
: 660 | 40.2429 36.8616 0.0105352 0.000995863 83862.9 1
: 661 | 39.685 36.3262 0.0104229 0.000991382 84822.1 2
: 662 Minimum Test error found - save the configuration
: 662 | 38.9492 34.8717 0.0105771 0.00103651 83852 0
: 663 | 38.5734 35.2751 0.010464 0.000989063 84432.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.9247 33.8053 0.010456 0.00103825 84946.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3038 33.5537 0.010539 0.00109552 84714.6 0
: 666 | 37.1806 34.0383 0.0105959 0.00107437 84020 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.7447 33.3329 0.0106261 0.00103458 83407.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.2339 32.1534 0.0105483 0.00103477 84091.2 0
: 669 | 35.6193 32.3325 0.0106463 0.000996732 82905.5 1
: 670 Minimum Test error found - save the configuration
: 670 | 35.2819 31.7701 0.010455 0.00103445 84921.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.7727 31.1421 0.0105746 0.00103523 83863.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.3864 30.6241 0.010468 0.00102461 84715.6 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.0561 30.4308 0.0104578 0.001025 84810.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.7755 29.9934 0.0104638 0.00102745 84778.5 0
: 675 | 33.195 31.026 0.0104405 0.000989473 84647.1 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.8673 29.4269 0.0106576 0.00105177 83282.5 0
: 677 | 32.495 29.9279 0.0105387 0.00101345 83987.1 1
: 678 Minimum Test error found - save the configuration
: 678 | 32.1196 29.4261 0.0106057 0.00104453 83671.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.6161 28.6813 0.0105563 0.00106147 84256.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.2356 27.9481 0.0105597 0.00102902 83939.5 0
: 681 | 30.9112 28.2489 0.010489 0.000993181 84248 1
: 682 Minimum Test error found - save the configuration
: 682 | 30.5434 27.4105 0.0105125 0.00103264 84389.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.1577 27.3111 0.0104485 0.00102564 84899.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.7348 26.6117 0.0104845 0.00102324 84555 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.168 26.3262 0.010515 0.00109634 84937.7 0
: 686 | 28.862 26.8237 0.0105967 0.00100719 83424.2 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.5172 26.0646 0.0105401 0.00103691 84182.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.1436 25.6265 0.0104924 0.00103935 84628.7 0
: 689 | 27.992 25.9615 0.0105128 0.00102595 84327.5 1
: 690 | 27.793 25.9655 0.0106128 0.00103466 83523.2 2
: 691 Minimum Test error found - save the configuration
: 691 | 27.0441 24.9059 0.0106547 0.00105 83292.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.83 23.834 0.0106021 0.00102528 83535 0
: 693 | 26.6237 24.4029 0.0104317 0.000991091 84740.3 1
: 694 | 26.2008 24.9389 0.010426 0.000991282 84793.3 2
: 695 | 26.4008 25.0474 0.0105133 0.00101121 84191.6 3
: 696 Minimum Test error found - save the configuration
: 696 | 25.6977 23.045 0.010569 0.00103751 83932.5 0
: 697 | 25.3018 23.1703 0.0105437 0.0010024 83845.8 1
: 698 | 24.7796 23.931 0.0104767 0.000993241 84357.8 2
: 699 Minimum Test error found - save the configuration
: 699 | 24.591 22.7843 0.0105241 0.00104093 84359.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.3263 21.3579 0.0106215 0.00103903 83486.1 0
: 701 | 23.9394 22.746 0.0104297 0.000989162 84740.9 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.4826 21.3401 0.0104572 0.00102953 84856.5 0
: 703 | 23.195 21.6585 0.0103961 0.000988942 85041.5 1
: 704 | 22.9279 21.9138 0.0104286 0.000988041 84740.9 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.7036 20.7475 0.0104631 0.00102675 84779 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.6426 20.4498 0.0104773 0.00102693 84652.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.2786 20.3708 0.0104964 0.00102469 84462.5 0
: 708 | 21.8848 20.449 0.0104396 0.000980602 84575.6 1
: 709 | 21.4525 20.6214 0.0104473 0.000989372 84585.3 2
: 710 | 21.2486 20.4918 0.0103885 0.000988981 85111.1 3
: 711 | 20.8615 20.6494 0.0106354 0.000991942 82957.4 4
: 712 Minimum Test error found - save the configuration
: 712 | 20.7909 19.6063 0.0104683 0.00103935 84845.4 0
: 713 | 20.5403 20.6888 0.010437 0.000995401 84731.6 1
: 714 | 20.1825 19.6064 0.0103929 0.000989101 85071.7 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.9024 19.2955 0.0104853 0.00102563 84569.8 0
: 716 | 19.4861 19.9665 0.0104329 0.000988041 84702 1
: 717 | 19.4224 19.4412 0.0104344 0.000988111 84689 2
: 718 Minimum Test error found - save the configuration
: 718 | 19.1128 19.0453 0.0104448 0.00102225 84903 0
: 719 | 18.8715 19.0808 0.0104252 0.000989492 84784.4 1
: 720 | 18.6564 19.5858 0.0103975 0.000989632 85035.2 2
: 721 | 18.5093 19.0952 0.0104029 0.000981632 84914.4 3
: 722 Minimum Test error found - save the configuration
: 722 | 18.1287 18.4296 0.0104472 0.00102624 84916.8 0
: 723 | 17.9641 18.5831 0.0104175 0.000988522 84845 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.7091 17.8609 0.0104574 0.00102313 84797 0
: 725 | 17.497 18.1181 0.010406 0.000987792 84941.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.1903 17.441 0.0104464 0.00102661 84928 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.9312 16.8646 0.0104232 0.00102216 85096.8 0
: 728 | 16.8442 17.6838 0.0104093 0.000989681 84929.1 1
: 729 | 16.4878 17.6527 0.0104207 0.000989701 84826.2 2
: 730 | 16.3391 17.1649 0.0104891 0.0010742 84972.1 3
: 731 | 16.1595 17.6865 0.0104348 0.000989091 84694.1 4
: 732 Minimum Test error found - save the configuration
: 732 | 16.3361 16.6709 0.010446 0.0010237 84905.2 0
: 733 | 15.8768 16.7785 0.0104257 0.000989732 84781.9 1
: 734 | 15.621 17.5439 0.0104108 0.000990421 84922.7 2
: 735 Minimum Test error found - save the configuration
: 735 | 15.2701 16.0769 0.0104866 0.00102618 84563.2 0
: 736 | 15.3976 17.2176 0.0104112 0.000989021 84906.4 1
: 737 Minimum Test error found - save the configuration
: 737 | 15.1034 15.741 0.0105463 0.00103166 84080.6 0
: 738 | 14.9722 16.3781 0.0104395 0.000989392 84654.8 1
: 739 | 15.1563 16.9984 0.0104529 0.000988361 84525.9 2
: 740 | 14.4448 16.0802 0.0104204 0.000988651 84819.9 3
: 741 | 14.4647 15.7719 0.0104145 0.000987171 84859.5 4
: 742 Minimum Test error found - save the configuration
: 742 | 13.9374 15.1564 0.0104327 0.00102652 85050.6 0
: 743 | 13.7842 16.6288 0.0104085 0.000989732 84936.9 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.6439 13.997 0.0104805 0.00102658 84621 0
: 745 | 13.4246 14.7933 0.0104477 0.000990111 84587.8 1
: 746 | 13.3014 15.1943 0.0104735 0.000996742 84417.4 2
: 747 | 13.1246 14.6408 0.0104091 0.000987732 84913.5 3
: 748 | 12.8975 14.3061 0.0104409 0.000989231 84640.8 4
: 749 Minimum Test error found - save the configuration
: 749 | 12.7465 13.8597 0.0104758 0.00104451 84824.4 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.4576 13.4872 0.0105528 0.00103687 84069.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.428 13.128 0.0104448 0.0010242 84919.9 0
: 752 | 12.5099 13.4016 0.010474 0.000997541 84419.8 1
: 753 | 12.1314 13.6349 0.0104464 0.000992173 84618.2 2
: 754 | 12.0907 13.955 0.0104604 0.000993922 84508.3 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.7639 13.0497 0.010475 0.00102875 84690 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.7477 13.0144 0.0104869 0.00102693 84566.6 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.6636 12.8455 0.0104661 0.0010268 84751.7 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.2642 12.1515 0.0104353 0.00102179 84984.1 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.1273 11.8945 0.0104595 0.00104068 84936.4 0
: 760 | 10.9675 12.1803 0.0104025 0.000991383 85006.1 1
: 761 Minimum Test error found - save the configuration
: 761 | 11.0813 11.2121 0.0104694 0.00102693 84723.2 0
: 762 | 10.828 12.0749 0.0104218 0.000990881 84827.6 1
: 763 | 10.6202 12.5981 0.0104416 0.000990871 84649.5 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.4947 11.1631 0.0105102 0.00102688 84358.8 0
: 765 Minimum Test error found - save the configuration
: 765 | 10.3818 10.3949 0.0105194 0.00102707 84278.3 0
: 766 | 10.0843 11.8217 0.0105812 0.00110903 84458.4 1
: 767 | 10.3151 11.6575 0.0104288 0.000991212 84767 2
: 768 | 10.4597 11.6204 0.0104022 0.000991711 85011.3 3
: 769 | 9.8463 11.7235 0.0104311 0.000988112 84719.3 4
: 770 | 9.86243 10.8873 0.0105115 0.000993662 84052.6 5
: 771 | 9.58963 11.8733 0.0104489 0.000992121 84595.2 6
: 772 | 9.55854 10.5275 0.0104733 0.000987591 84337.4 7
: 773 | 9.58636 11.0029 0.0104405 0.000995143 84697.6 8
: 774 | 9.36625 10.762 0.0104362 0.000991642 84705.1 9
: 775 Minimum Test error found - save the configuration
: 775 | 9.04867 10.1153 0.0105053 0.00103524 84477.1 0
: 776 | 9.04114 10.7786 0.0104001 0.000988371 85000.5 1
: 777 Minimum Test error found - save the configuration
: 777 | 9.01528 9.68104 0.0104561 0.00103304 84898.4 0
: 778 | 8.70775 10.1012 0.0104375 0.000992292 84698.7 1
: 779 | 8.87419 10.4558 0.0104181 0.000987892 84833.6 2
: 780 | 8.94102 9.75078 0.0104259 0.000990912 84791 3
: 781 | 8.5806 9.80845 0.0103992 0.000989221 85015.9 4
: 782 Minimum Test error found - save the configuration
: 782 | 8.38851 9.4374 0.0104569 0.00102655 84832.5 0
: 783 Minimum Test error found - save the configuration
: 783 | 8.17229 9.1605 0.0104937 0.00102394 84479.5 0
: 784 | 8.28106 10.1268 0.0104463 0.00099169 84614.7 1
: 785 | 8.19418 9.52723 0.0104256 0.000989301 84778.6 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.94051 8.10566 0.0104686 0.00102622 84724.5 0
: 787 | 7.87416 8.92424 0.0104293 0.000990302 84754.9 1
: 788 | 7.64316 9.30694 0.0104068 0.000988962 84944.9 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.68798 7.96338 0.0104894 0.00102512 84528.2 0
: 790 | 7.48108 8.8646 0.0105001 0.000994001 84156.4 1
: 791 | 7.4283 10.134 0.0104279 0.000993882 84799.4 2
: 792 | 7.6645 8.32911 0.0104238 0.000990011 84801.6 3
: 793 | 7.45797 9.40491 0.0104963 0.000995963 84207.2 4
: 794 | 7.43507 8.54296 0.0104343 0.000991861 84723.8 5
: 795 | 7.16982 8.32709 0.0104493 0.000989631 84569.6 6
: 796 | 7.03277 8.08805 0.0104113 0.000993671 84947.5 7
: 797 Minimum Test error found - save the configuration
: 797 | 7.11863 7.25476 0.0104672 0.00103379 84805.3 0
: 798 | 7.27019 8.44917 0.0104415 0.00100276 84756.7 1
: 799 | 6.78245 8.16255 0.0104149 0.000988471 84867.5 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.73429 7.11668 0.010444 0.0010266 84948.7 0
: 801 | 6.48324 7.55451 0.0104662 0.000991682 84437.1 1
: 802 | 6.6355 8.84783 0.010444 0.000990661 84626.3 2
: 803 | 6.82769 8.02741 0.0104404 0.000990741 84659.2 3
: 804 | 6.91794 8.77012 0.0104349 0.000991911 84719.3 4
: 805 | 6.49187 8.5712 0.0104041 0.000989651 84976 5
: 806 | 6.34257 8.1144 0.0104851 0.000990761 84261 6
: 807 | 6.15337 7.25119 0.0104121 0.000989141 84898.8 7
: 808 | 6.1552 8.17669 0.0104589 0.000992001 84504.7 8
: 809 | 6.05903 8.45684 0.0104188 0.000989711 84843.7 9
: 810 | 5.93855 8.42836 0.010508 0.000990581 84056.2 10
: 811 | 5.90526 7.46195 0.0104348 0.000990611 84708.4 11
: 812 Minimum Test error found - save the configuration
: 812 | 5.8493 6.62119 0.0104785 0.00102783 84649.7 0
: 813 | 5.6229 7.47368 0.0104417 0.000990422 84644.9 1
: 814 | 5.51204 7.5698 0.0103942 0.000989442 85063.2 2
: 815 Minimum Test error found - save the configuration
: 815 | 5.49142 6.54763 0.0104614 0.00102454 84774.3 0
: 816 | 5.41097 7.24383 0.0104119 0.000989981 84908.5 1
: 817 | 5.46775 6.96628 0.0104423 0.000991431 84648.4 2
: 818 Minimum Test error found - save the configuration
: 818 | 5.67435 6.36272 0.0104641 0.00104021 84890.5 0
: 819 | 5.3557 8.6129 0.010436 0.000991761 84707.4 1
: 820 | 5.46255 6.60373 0.0104152 0.000990621 84884.5 2
: 821 | 5.1662 6.70287 0.0104349 0.000989251 84695.5 3
: 822 | 5.13708 8.0085 0.0104327 0.00100475 84854.5 4
: 823 | 5.24319 6.62703 0.0104113 0.000992962 84940.6 5
: 824 | 5.1305 6.52726 0.0104215 0.000991122 84832.6 6
: 825 | 5.15111 6.46251 0.0104137 0.000993801 84926.3 7
: 826 Minimum Test error found - save the configuration
: 826 | 5.13361 6.35923 0.0105084 0.00104522 84538.5 0
: 827 | 4.79395 6.9004 0.0104396 0.000991271 84671 1
: 828 Minimum Test error found - save the configuration
: 828 | 4.75407 5.54161 0.0105918 0.00104174 83769.4 0
: 829 | 4.67536 6.20522 0.0104338 0.000997811 84781.9 1
: 830 | 4.70482 8.43346 0.0105227 0.000992332 83942.1 2
: 831 | 4.89718 6.21214 0.0104142 0.000993761 84921.6 3
: 832 | 4.51857 6.82092 0.0104577 0.000991082 84507.8 4
: 833 | 4.559 7.43223 0.0104258 0.000992733 84808.2 5
: 834 | 4.52881 7.09858 0.0104431 0.000989041 84620.1 6
: 835 | 4.45205 6.45368 0.0104169 0.000994932 84908.1 7
: 836 | 4.26377 6.20494 0.0104175 0.000990961 84866.5 8
: 837 | 4.2209 6.70357 0.0103979 0.000988772 85023.4 9
: 838 | 4.24059 5.55961 0.0104219 0.00098901 84809.8 10
: 839 | 4.18203 6.48505 0.0104179 0.000992742 84878.8 11
: 840 | 4.29651 6.06842 0.0104258 0.000992642 84807.3 12
: 841 | 4.1517 5.85428 0.0104531 0.000990472 84542.9 13
: 842 | 4.31336 6.89139 0.0104279 0.000995311 84812.8 14
: 843 | 4.01116 5.66396 0.0104366 0.000991321 84698.7 15
: 844 | 4.17222 6.0958 0.0104099 0.000991682 84941.3 16
: 845 | 3.91888 5.769 0.0104016 0.000988713 84989.5 17
: 846 | 4.05765 5.81029 0.0104125 0.000989031 84894.4 18
: 847 | 3.84578 6.35346 0.0104289 0.000993781 84789.9 19
: 848 | 3.82828 5.95233 0.0104354 0.000988911 84687.6 20
: 849 | 3.84314 6.85627 0.0104297 0.000990791 84755.9 21
:
: Elapsed time for training with 1000 events: 8.89 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0119 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: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.163 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= 3.30657e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.085e+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: 0.0335 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: 0.0365 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: 0.00225 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: 0.0961 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: 0.886 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: 0.0232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00417 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: 0.0382 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00586 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: 0.00225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000538 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: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0991 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 : -0.944 0.00117 5.93 1.65 | 3.195 3.213
: 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 : -0.115 0.0880 2.20 1.23 | 3.335 3.327
: 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.