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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.253 sec
: Elapsed time for training with 1000 events: 0.256 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00254 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: 0.000757 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00405 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: 0.000179 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000449 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 = 31533.9
: --------------------------------------------------------------
: 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 | 33129.6 31210.5 0.0101922 0.00102741 87290.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32692.8 30703.1 0.0102466 0.00102571 86759.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 32040.5 30095.8 0.0104111 0.00106872 85631.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31369.9 29487.6 0.0104151 0.00103063 85247.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30655.3 28823.1 0.0104199 0.00105584 85433.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29888.1 27957 0.0103751 0.0010335 85638.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 29161.8 27326.6 0.0102613 0.00100482 86426.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28695.1 26944 0.0101777 0.000998224 87151.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28335.5 26615.9 0.0101724 0.000997963 87198.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 28007.6 26314.2 0.0101863 0.00100252 87110.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27699 26030 0.0101684 0.000997233 87230.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27411 25751.8 0.0101676 0.000996085 87226.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27128.8 25485 0.0101608 0.000998104 87310.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26856 25226.6 0.0101728 0.000995194 87168.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26585.5 24981.8 0.0101987 0.00103056 87258.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 26331.6 24735.2 0.010387 0.00101806 85388.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 26075.5 24497.4 0.0101892 0.000997595 87036 0
: 18 Minimum Test error found - save the configuration
: 18 | 25832.8 24256.6 0.0102001 0.000999724 86953.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25585.1 24026.1 0.0102247 0.00100282 86750.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25345.5 23799.9 0.0101894 0.00100085 87064.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 25110.8 23576.2 0.0102021 0.00100002 86937.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24877.7 23357.4 0.0101971 0.000999845 86982.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24652.9 23136.8 0.0101836 0.000999954 87111 0
: 24 Minimum Test error found - save the configuration
: 24 | 24423.9 22925 0.0102067 0.00100005 86893.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24199.8 22718.7 0.0102013 0.000998374 86929.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23983.3 22510.7 0.0102319 0.00102115 86854.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23767.6 22304.3 0.0102055 0.00100219 86924.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23552.8 22102 0.0101959 0.000999324 86988.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23342.4 21900.8 0.0105513 0.00101916 83926.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 23131.1 21705.7 0.0102582 0.00100503 86456.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22927.4 21508.9 0.0102073 0.00100107 86898 0
: 32 Minimum Test error found - save the configuration
: 32 | 22722 21316.5 0.0102308 0.00100362 86700.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22520.1 21126.5 0.0102641 0.00100403 86392.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22320.5 20938.7 0.0102024 0.0010037 86968.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 22126.9 20747.9 0.0101969 0.000997635 86963.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21927.6 20565.3 0.0103858 0.00109541 86110.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21734.5 20384.8 0.0102255 0.00100376 86751.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21544.5 20204.6 0.0102454 0.00100628 86588.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21357.5 20023.6 0.0102044 0.00100209 86935.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21168.2 19848.1 0.0102283 0.00100475 86734 0
: 41 Minimum Test error found - save the configuration
: 41 | 20982.9 19675 0.0102286 0.00100276 86713.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20802.7 19499.8 0.0102211 0.00100412 86796.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20619.2 19329.7 0.0102219 0.00100522 86799.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20439.2 19162.6 0.0102288 0.00100263 86709.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20263.1 18995 0.0102193 0.00100274 86800.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 20087.7 18828.9 0.0102696 0.00102265 86515 0
: 47 Minimum Test error found - save the configuration
: 47 | 19912 18667.4 0.0102251 0.00100069 86726.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19743.8 18501.6 0.0102351 0.00100377 86661 0
: 49 Minimum Test error found - save the configuration
: 49 | 19572.6 18339.2 0.0102239 0.00100468 86775.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19400.2 18183.9 0.0102204 0.00100366 86799 0
: 51 Minimum Test error found - save the configuration
: 51 | 19236.2 18025.6 0.0102394 0.00100626 86644.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 19069.5 17870.6 0.0102436 0.0010075 86617 0
: 53 Minimum Test error found - save the configuration
: 53 | 18906.6 17714.1 0.0102206 0.00100576 86816.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18739 17554.2 0.010248 0.00101699 86664.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18575 17401.2 0.0103085 0.00101647 86095.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18410.7 17252.8 0.0103959 0.0011111 86162.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18247.6 17092 0.0103883 0.00102274 85419 0
: 58 Minimum Test error found - save the configuration
: 58 | 18106.5 16936.6 0.0103087 0.0010162 86090.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17937.1 16815.4 0.0103006 0.0010189 86191.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17790.7 16668.5 0.0103111 0.00102071 86110.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17629.2 16513.1 0.010311 0.00101951 86100.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17469.7 16359.7 0.0103733 0.00102099 85540.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17318.4 16212 0.0103471 0.00102578 85824.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17160.9 16069.6 0.0103676 0.00102739 85650.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 17013.7 15915.5 0.0105332 0.00104185 84286.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16857.4 15770.2 0.0104182 0.00104667 85364.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16706.6 15629.1 0.0104307 0.00104496 85235.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16557.6 15489.2 0.0104125 0.00103005 85265.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16414.9 15340.8 0.0104203 0.0010294 85188.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16260.9 15209.1 0.010413 0.00103054 85265.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 16119.7 15067.5 0.01047 0.00103462 84787.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15973.6 14930.6 0.0104391 0.00103663 85084.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15831.9 14791.9 0.0104236 0.00103576 85216.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15688.9 14659.5 0.0104337 0.00103441 85112.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15546.9 14523.9 0.0104299 0.00103722 85173.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15408.1 14391.7 0.010583 0.00114099 84728.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15267.2 14262 0.0105579 0.00106204 84247.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15131.2 14133.7 0.0104621 0.0010407 84913.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14995.8 14004.6 0.0104631 0.00103613 84863.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14861.9 13875.9 0.0104892 0.00104069 84669.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14727.4 13751.6 0.0104551 0.0010408 84976.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14594.6 13627.8 0.0104618 0.00103706 84883.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14463.8 13504 0.0104691 0.00104415 84881.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14335 13380.8 0.0104766 0.00103806 84758.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14208 13256.5 0.0104612 0.00104033 84918.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 14077 13138.5 0.0105178 0.00105773 84565.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13952 13019.6 0.0104797 0.00104755 84815.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13826.4 12902.8 0.0104853 0.0010398 84696.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13703.4 12785.3 0.0104559 0.00103908 84954.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13580.2 12669.6 0.0104711 0.00103681 84797.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13458.2 12555.1 0.0104744 0.00103798 84778.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13338.9 12439.8 0.0104943 0.00104025 84619.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13217.4 12328.2 0.0104719 0.00103901 84809.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 13099 12217.3 0.0104811 0.00104086 84744 0
: 95 Minimum Test error found - save the configuration
: 95 | 12984.3 12104.2 0.010493 0.00104031 84632.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12864.2 11996.8 0.0105996 0.00106806 83931.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12749.5 11889.1 0.0105794 0.00104961 83946.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12634.1 11783.9 0.010493 0.00103918 84622.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12523.5 11675.1 0.0104755 0.00104197 84803.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12410 11568.6 0.0105198 0.00104214 84409.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12298.2 11464.1 0.0104614 0.00104086 84921.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 12186 11362.4 0.0104816 0.00104414 84768.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 12078.6 11258.6 0.0105019 0.00104035 84553 0
: 104 Minimum Test error found - save the configuration
: 104 | 11968.8 11157.6 0.0104979 0.00104349 84616.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11861.8 11056.6 0.0104968 0.00104028 84597.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11755.2 10956.2 0.0105038 0.00103984 84531.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11649.2 10856.9 0.010503 0.00104264 84563.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11544.6 10758.4 0.0105004 0.00104078 84569.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11440.7 10661.3 0.0105052 0.00104221 84539.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11337.6 10564.4 0.0105397 0.00104131 84224.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11234.4 10470.5 0.0104986 0.00104243 84600.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11134.7 10374.9 0.0105186 0.00104244 84422.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 11034.7 10279.7 0.0105066 0.00104412 84544.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10933.9 10187.7 0.0105698 0.00104638 84003.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10835.7 10096 0.0105453 0.00104835 84237.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10737.5 10005 0.0107264 0.00106913 82839.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10642.1 9913.35 0.0105424 0.00104669 84248.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10544.1 9825.51 0.0105145 0.00104744 84503.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10450.5 9736.46 0.0105523 0.0010459 84153.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10355.7 9647.27 0.0105278 0.00105474 84450.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10261.7 9560.18 0.0105215 0.00105013 84465.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10169 9474.1 0.0105721 0.0010628 84127.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 10077.5 9388.11 0.0105411 0.00105311 84317.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9987.06 9301.26 0.0105812 0.00108617 84254.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9897 9215.78 0.0105539 0.00107968 84439.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9806.5 9131.74 0.0105778 0.00108075 84236.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9716.26 9051.91 0.0106243 0.00108909 83899.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9630.53 8968.04 0.0105373 0.00105076 84329.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9542.25 8886.95 0.0106672 0.00105692 83243.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9456.8 8805.75 0.0105629 0.0010532 84124.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9369.85 8726.86 0.0106021 0.00105381 83784.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9286.68 8645.77 0.010538 0.00104868 84305.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9201.23 8567.06 0.0105443 0.0010492 84254.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9117.41 8491.06 0.0105585 0.0010544 84174.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 9035.85 8412.65 0.0105814 0.00106989 84108.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8953.69 8335.79 0.0107311 0.00106256 82742.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8870.9 8262.01 0.0105722 0.00105006 84015.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8793.06 8183.78 0.0105858 0.0010666 84040.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8712.72 8108.68 0.0105777 0.00105304 83992.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8631.8 8035.51 0.0105705 0.00104865 84016.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8553.59 7963.39 0.0105845 0.00105025 83908.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8476.26 7891.28 0.0105747 0.0010546 84032.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8399.96 7818.93 0.0105759 0.00104949 83977.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8322.49 7748.44 0.0106188 0.00107639 83836 0
: 145 Minimum Test error found - save the configuration
: 145 | 8247.77 7677.12 0.0105706 0.00106856 84192.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8172.72 7605.67 0.0105511 0.00104858 84187.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8097.61 7537.19 0.0105376 0.00104915 84313.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 8023.51 7469.82 0.0105792 0.00106608 84094.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7951.58 7400.3 0.0106957 0.00105385 82972 0
: 150 Minimum Test error found - save the configuration
: 150 | 7878.33 7334.24 0.0105726 0.00105204 84028.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7806.78 7267.16 0.0105984 0.00105471 83824.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7735.72 7199.85 0.0106934 0.00106558 83092.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7664.92 7135.64 0.0106344 0.00105764 83535.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7594.94 7069.03 0.0106163 0.00105668 83685.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7527.2 7003.35 0.0106726 0.00108249 83419.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7456.43 6940.8 0.0106829 0.0010619 83151.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7388.41 6877.62 0.0106044 0.00105609 83784.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7323.69 6812.56 0.0105874 0.00105342 83910.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7254.15 6751.94 0.0105928 0.0010524 83854.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7187.57 6691.06 0.0105715 0.00105773 84088.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7123.2 6629.81 0.0105733 0.00105135 84016.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 7057.08 6568.74 0.0106013 0.00105874 83834.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6994.78 6507.59 0.0105847 0.00104883 83894 0
: 164 Minimum Test error found - save the configuration
: 164 | 6929.3 6447.03 0.0105883 0.00105227 83892.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6865.26 6389.91 0.0106294 0.00107952 83771 0
: 166 Minimum Test error found - save the configuration
: 166 | 6803.9 6330.17 0.0105974 0.00105378 83826 0
: 167 Minimum Test error found - save the configuration
: 167 | 6741.14 6270.95 0.0106315 0.00105371 83526.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6678.65 6215.16 0.0106139 0.00106674 83794.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6618.97 6155.17 0.0105935 0.00105331 83855.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6556.73 6100.59 0.0106083 0.00105544 83745 0
: 171 Minimum Test error found - save the configuration
: 171 | 6497.8 6043.16 0.010583 0.00105175 83934.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6437.18 5989.24 0.0106118 0.0010513 83677.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6379.44 5932.35 0.010608 0.00105263 83722.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6319.47 5877.55 0.010637 0.00108121 83718.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6262.84 5824.37 0.0108289 0.00107119 81986.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6204.56 5771.51 0.0106648 0.00107354 83409.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6147.41 5718.6 0.0105861 0.00105817 83964 0
: 178 Minimum Test error found - save the configuration
: 178 | 6091.5 5666.78 0.0106206 0.00105763 83656.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 6036.09 5610.41 0.0106003 0.00105422 83804.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5979.52 5560.02 0.0106044 0.0010528 83755.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5924.54 5509.79 0.0106548 0.00105796 83360.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5871.17 5457.71 0.0106411 0.00105901 83489.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5816.55 5408.28 0.0106191 0.00105683 83661.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5763.3 5355.87 0.0106453 0.0010734 83577.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5709.37 5306.22 0.0106216 0.00105544 83627.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5658.85 5257.06 0.0106544 0.00106259 83404.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5605.53 5208.5 0.0106086 0.00105474 83736 0
: 188 Minimum Test error found - save the configuration
: 188 | 5553.7 5158.56 0.0106104 0.00105923 83759.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5502.37 5113.94 0.0106238 0.00105609 83614.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5452.12 5066.63 0.0106193 0.0010571 83663.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5402.69 5017.26 0.0107484 0.00106842 82645.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5351.44 4971.72 0.0106267 0.00106257 83645.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5303.14 4925.58 0.0106065 0.00105605 83765.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5255.27 4876.83 0.0107356 0.00115373 83490.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5205.58 4833.59 0.0107499 0.00107076 82651.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5157.92 4788.61 0.010627 0.00107041 83711.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5110.46 4744.67 0.010624 0.00106123 83657.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5063.09 4699.13 0.0106771 0.00106174 83199.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 5015.93 4656.57 0.0106115 0.00105903 83748.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4970.59 4614.38 0.010631 0.00105886 83575.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4924.68 4571.1 0.0106305 0.00106174 83605.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4879.53 4528.02 0.0106284 0.00105929 83602.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4833.84 4485.89 0.0106242 0.00105712 83620.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4790.87 4443.88 0.0106506 0.00107435 83540.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4745.98 4401.81 0.0106143 0.00105842 83718 0
: 206 Minimum Test error found - save the configuration
: 206 | 4702.43 4360.73 0.0106393 0.001057 83487 0
: 207 Minimum Test error found - save the configuration
: 207 | 4658.57 4321.31 0.0106311 0.00107657 83730.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4616.26 4281.94 0.0106222 0.00105842 83648.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4573.83 4241.54 0.0106739 0.00107285 83324.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4532.12 4200.58 0.0106668 0.00108066 83454.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4489.73 4161.43 0.0106915 0.00106619 83114.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4448.69 4124.11 0.0106201 0.0010579 83662.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4408.77 4084.58 0.0106294 0.00106359 83630.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4367.16 4047.98 0.0108167 0.00107296 82104.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4327.39 4011.02 0.0106557 0.00106426 83407.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4288.05 3972.76 0.0106371 0.00105993 83531.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4249.08 3934.24 0.01061 0.00105856 83757 0
: 218 Minimum Test error found - save the configuration
: 218 | 4209.49 3900.21 0.0106206 0.00105962 83673.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4171.49 3861.83 0.0106646 0.00109534 83601.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4132.28 3826.29 0.0106752 0.00105948 83196.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4095.06 3791.33 0.0106405 0.00106464 83543.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4058.43 3757.76 0.0106105 0.00105776 83745.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4020.78 3721.24 0.0107532 0.00109337 82817.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3983.55 3685.06 0.0106698 0.00106502 83292 0
: 225 Minimum Test error found - save the configuration
: 225 | 3948.26 3649.5 0.0106419 0.00107405 83613.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3911.85 3615.84 0.0106188 0.00105868 83681.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3875.9 3581.79 0.0106283 0.00105864 83597.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3840.27 3548.87 0.0106256 0.00105861 83620.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3805.6 3515.65 0.0106545 0.00107069 83473.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3770.6 3484.3 0.0106929 0.00106255 83071.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3736.43 3450.99 0.0106748 0.00106975 83289.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3702.89 3418.31 0.0106593 0.00106109 83348.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3669.03 3385.5 0.010757 0.00115298 83298.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3636.13 3354.95 0.0107826 0.00107048 82371.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3601.94 3323.99 0.0106252 0.00106057 83641.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3569.39 3293.94 0.0106297 0.0010598 83595.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3537.12 3262.99 0.0106486 0.00105992 83431.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3505.97 3231.33 0.0106261 0.00105944 83623.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3473.07 3202.18 0.010641 0.00106011 83499.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3442.2 3170.5 0.0106302 0.00107084 83687.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3410.72 3142.78 0.010625 0.00106163 83652.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3379.25 3114.72 0.0106512 0.00106718 83471.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3349.57 3084.12 0.0106627 0.00107485 83439.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3318.24 3057.62 0.010679 0.00106526 83214.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3288.95 3027.09 0.010691 0.00106212 83083 0
: 246 Minimum Test error found - save the configuration
: 246 | 3258.81 2999.6 0.0106501 0.00107478 83548.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3229.46 2971.13 0.0107208 0.0010695 82890 0
: 248 Minimum Test error found - save the configuration
: 248 | 3200 2944.69 0.0106345 0.00105898 83546.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3171.14 2915.65 0.0106676 0.00106185 83283.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3141.67 2889.62 0.0106254 0.00105823 83619.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3113.64 2863.17 0.0106818 0.00106312 83171.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3085.53 2836.34 0.0106681 0.00110533 83658 0
: 253 Minimum Test error found - save the configuration
: 253 | 3057.86 2809.15 0.0108126 0.00107959 82194.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3029.39 2783.62 0.0107041 0.00107053 83043.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 3002.62 2757.38 0.0106783 0.00106912 83254 0
: 256 Minimum Test error found - save the configuration
: 256 | 2974.66 2731.98 0.0107347 0.00108157 82875 0
: 257 Minimum Test error found - save the configuration
: 257 | 2948.5 2706.94 0.0106677 0.00107419 83389.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2921.09 2681.86 0.0107186 0.00106486 82869.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2894.89 2657.86 0.0106521 0.0010684 83475.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2868.74 2632.37 0.0106553 0.00106207 83391.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2842.86 2608.3 0.0107529 0.00106237 82554.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2817.22 2584.21 0.0106765 0.00107624 83331 0
: 263 Minimum Test error found - save the configuration
: 263 | 2791.53 2559.18 0.0106437 0.00105966 83471.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2766.02 2535.98 0.0106532 0.00106206 83410.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2741.63 2511.93 0.0106475 0.00106199 83459.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2715.94 2489.71 0.0106507 0.00105949 83410 0
: 267 Minimum Test error found - save the configuration
: 267 | 2691.58 2467.24 0.0106903 0.00106218 83090.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2667.6 2444.06 0.0106687 0.00106059 83263 0
: 269 Minimum Test error found - save the configuration
: 269 | 2643.44 2420.97 0.0106967 0.00105981 83014.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2619.66 2398.56 0.0106622 0.00106072 83320.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2595.44 2376.99 0.0106354 0.00105852 83534.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2571.99 2354.99 0.0106725 0.00107719 83373.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2549.11 2332.89 0.0107484 0.00107018 82659.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2525.76 2311.92 0.0106394 0.00105825 83496.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2502.97 2289.97 0.0106368 0.00105831 83520.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2480.62 2269.12 0.0106409 0.00106081 83506.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2457.73 2247.53 0.0106487 0.00105953 83427.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2434.74 2227.83 0.0106174 0.00106402 83739.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2413.35 2207.17 0.0106225 0.00105678 83632 0
: 280 Minimum Test error found - save the configuration
: 280 | 2391.26 2186.88 0.0106379 0.00106154 83539.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2369.59 2166.44 0.0106445 0.00106246 83489.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2347.46 2147.09 0.0106847 0.00107624 83260 0
: 283 Minimum Test error found - save the configuration
: 283 | 2326.83 2126.59 0.0106636 0.00105834 83287.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2304.32 2108.58 0.0106397 0.00105977 83508.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2284.6 2088.32 0.0106406 0.00106257 83524.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2263.33 2069.3 0.0106376 0.00106252 83549.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2242.72 2049.63 0.0106326 0.00105546 83532.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2221.93 2030.89 0.0106495 0.00106317 83452.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2201.17 2012.76 0.0106437 0.00106802 83544.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2181.12 1994.56 0.0106463 0.00106524 83498 0
: 291 Minimum Test error found - save the configuration
: 291 | 2161.83 1975.72 0.0106636 0.00108561 83525.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2140.7 1959.2 0.0107428 0.00107081 82713.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2122.48 1939.75 0.0108204 0.00106973 82046 0
: 294 Minimum Test error found - save the configuration
: 294 | 2102.15 1922.37 0.0107205 0.00106957 82893.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2082.96 1904.22 0.0106758 0.00106182 83212.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2063.88 1886.47 0.0106449 0.00106697 83524.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2044.95 1868.97 0.0106786 0.0010625 83193.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2025.33 1852.49 0.0107344 0.00106426 82729.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 2006.41 1836.3 0.0106818 0.00106231 83164.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1988.89 1818.57 0.0106875 0.0010616 83109.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1970.02 1802.35 0.0107127 0.0010891 83128.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1951.54 1785.53 0.0106783 0.0010635 83204.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1933.51 1769.39 0.0106398 0.00106137 83521.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1915.61 1752.8 0.0106615 0.00106091 83328 0
: 305 Minimum Test error found - save the configuration
: 305 | 1897.42 1737.25 0.0106606 0.00105988 83327.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1879.77 1721.2 0.0106499 0.00106376 83453.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1862.52 1705.67 0.0106482 0.00106046 83440.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1844.77 1689.97 0.0106763 0.00105879 83181.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1827.4 1675.36 0.0106579 0.00106254 83373.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1810.75 1659.52 0.0106623 0.00105868 83301.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1793.35 1644.29 0.0107296 0.00108028 82907 0
: 312 Minimum Test error found - save the configuration
: 312 | 1776.87 1629.33 0.0107666 0.00108627 82641.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1759.85 1614.24 0.0106486 0.0010612 83442.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1743.65 1598.95 0.0106838 0.00106095 83135.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1726.9 1584.8 0.0106851 0.00108448 83327.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1710.78 1570.53 0.010664 0.00105931 83292.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1694.57 1556.05 0.010693 0.00106345 83077.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1678.64 1541.55 0.0106556 0.00105892 83362.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1662.42 1527.78 0.0106445 0.00106043 83471.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1646.75 1513.8 0.0106959 0.00109295 83308.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1630.98 1499.71 0.0107263 0.00107861 82921.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1615.48 1486.11 0.0106409 0.00105889 83489.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1600.52 1472.2 0.0106482 0.00105967 83432.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1584.59 1459.42 0.0106866 0.00106102 83111.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1570 1446.09 0.0106412 0.00106302 83523 0
: 326 Minimum Test error found - save the configuration
: 326 | 1554.83 1432.63 0.0106606 0.00106134 83340.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1540.29 1419 0.0106507 0.00106092 83422.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1525.18 1405.78 0.0106483 0.00106624 83489.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1510.73 1392.8 0.0106601 0.0010662 83386.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1496.08 1380.52 0.0107176 0.00108599 83059.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1481.76 1367.49 0.0107612 0.00108661 82690.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1467.42 1355.19 0.0106713 0.00106419 83271.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1453.8 1342.17 0.010661 0.00106274 83348.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1439.69 1329.81 0.010654 0.00105956 83381.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1425.8 1317.17 0.0106884 0.00106451 83126.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1412.05 1305.09 0.0106577 0.00105941 83348.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1398.44 1293.44 0.0106782 0.0010789 83339 0
: 338 Minimum Test error found - save the configuration
: 338 | 1384.87 1281.56 0.0106568 0.00106072 83367.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1371.93 1269.44 0.01068 0.00106046 83163.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1358.25 1258.03 0.0106801 0.00108895 83410.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1345.34 1246.21 0.0107289 0.00107104 82834.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1332.74 1234.49 0.0106519 0.00105985 83402.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1319.52 1222.78 0.0106641 0.00106434 83335.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1306.62 1211.92 0.0106698 0.00108468 83463 0
: 345 Minimum Test error found - save the configuration
: 345 | 1294.37 1200.26 0.0106721 0.0010611 83237.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1281.4 1189.42 0.0106862 0.00106137 83118.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1269.5 1178.6 0.0106506 0.00106167 83429.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1257.08 1167.47 0.010652 0.0010591 83394.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1244.92 1156.28 0.0106876 0.00105978 83092.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1232.8 1145.52 0.0108905 0.00110376 81743.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1220.89 1135.16 0.01073 0.00107044 82819.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1209.38 1123.78 0.0106704 0.00105992 83242.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1197.43 1113.5 0.0106866 0.00106423 83139.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1186.18 1103.49 0.0106624 0.00106332 83341 0
: 355 Minimum Test error found - save the configuration
: 355 | 1174.51 1093 0.0106668 0.00106099 83283.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1163.11 1082.69 0.0106651 0.00106029 83291.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1152.09 1072.04 0.0106452 0.00106014 83463.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1140.71 1062.01 0.0106781 0.00106779 83244.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1129.89 1051.66 0.0106656 0.00106136 83296.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1118.47 1041.9 0.0106848 0.00107526 83250.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1107.4 1032.27 0.0107105 0.00106185 82913 0
: 362 Minimum Test error found - save the configuration
: 362 | 1097.11 1022.29 0.0106506 0.00105998 83414.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1085.79 1013.07 0.0106517 0.0010609 83413.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1076.05 1003.1 0.0106617 0.00106068 83324.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1065.61 992.806 0.0106452 0.00106041 83465.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1054.67 983.975 0.010628 0.00105766 83591.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1044.53 974.412 0.0106586 0.00106278 83369.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1034.19 965.031 0.0106808 0.001059 83144.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1024.15 955.885 0.0106802 0.00107573 83294.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1014.18 946.802 0.0108471 0.0010732 81850.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1004.32 937.459 0.0106781 0.00106932 83257.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 994.275 929.263 0.0106548 0.0010605 83382.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 984.824 919.9 0.0106818 0.00105909 83136.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 975.475 910.401 0.0106512 0.00106032 83412.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 965.45 901.919 0.0106601 0.00105767 83311.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 955.988 893.469 0.0106446 0.00105955 83463.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 946.93 884.441 0.0106855 0.00107131 83210.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 937.391 875.768 0.0107137 0.00106492 82911.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 928.043 867.541 0.0106834 0.00107795 83286.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 918.881 859.536 0.0106454 0.00106274 83484.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 909.895 850.652 0.0106553 0.00106339 83403.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 900.728 842.515 0.0107433 0.00106593 82667.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 891.995 834.509 0.0106986 0.00106132 83010.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 883.92 826.619 0.0106975 0.001062 83026.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 874.468 818.674 0.0107059 0.00107526 83068.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 865.998 809.852 0.0106778 0.00106347 83208.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 857.859 801.203 0.0106837 0.00106101 83136.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 848.449 793.749 0.0106759 0.00106176 83210.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 840.301 786.054 0.0107806 0.00108811 82537.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 831.952 778.139 0.0107678 0.00107328 82520.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 823.219 771.359 0.0106753 0.00105922 83194.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 815.791 763.193 0.0107487 0.00107511 82699.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 807.615 755.556 0.0106847 0.00106817 83190.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 799.495 748.044 0.0106766 0.00106262 83212.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 791.765 740.688 0.0106779 0.00106057 83183 0
: 396 Minimum Test error found - save the configuration
: 396 | 783.398 733.857 0.0106609 0.00106575 83375.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 775.87 726.36 0.0106985 0.0010616 83013.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 767.925 718.818 0.0107054 0.00109807 83269.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 759.966 711.554 0.0106469 0.00106014 83448.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 752.648 704.618 0.0106577 0.00105671 83324.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 745.039 697.645 0.0107083 0.00106394 82950.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 737.891 690.683 0.0106808 0.00106524 83198.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 730.438 683.172 0.0106732 0.00106546 83266.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 722.689 676.137 0.0106581 0.00106137 83362 0
: 405 Minimum Test error found - save the configuration
: 405 | 715.389 669.717 0.0106522 0.00105889 83391.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 708.216 662.801 0.0106801 0.00106024 83161.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.943 656.481 0.0106732 0.00106641 83274.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 693.797 649.69 0.0107179 0.00109548 83139.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 687.259 642.565 0.010861 0.00107636 81761 0
: 410 Minimum Test error found - save the configuration
: 410 | 679.808 636.546 0.0107315 0.00106553 82764.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 673.268 629.606 0.0106889 0.00106752 83148.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 666.496 623.013 0.0106798 0.00108508 83379.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 659.76 616.336 0.0106653 0.00105985 83286.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 652.612 610.145 0.0107001 0.00106857 83061 0
: 415 Minimum Test error found - save the configuration
: 415 | 646.008 604.224 0.0106744 0.00105875 83197.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 639.6 598.262 0.0106776 0.00105971 83178.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 632.913 591.812 0.0106847 0.00106223 83138.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 626.732 585.527 0.0107338 0.00108011 82869.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 620.113 580.082 0.0106587 0.00106225 83364.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 614.135 573.676 0.0107336 0.00107263 82807.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 607.356 567.725 0.0106894 0.0010642 83115.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 601.177 561.909 0.0106807 0.00107748 83305 0
: 423 Minimum Test error found - save the configuration
: 423 | 595.21 555.709 0.0106512 0.00106073 83415.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 588.831 550.443 0.010668 0.00105971 83261.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 582.863 544.578 0.0107134 0.00108331 83072.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 576.941 538.872 0.0106859 0.0010666 83165.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.936 533.135 0.0107419 0.00107174 82728.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 565.383 527.281 0.0108299 0.00108096 82059.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 559.135 521.975 0.0106786 0.00107777 83325.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 553.573 516.268 0.0106683 0.00105962 83258.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 547.874 510.918 0.0106779 0.00105979 83176.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.994 505.999 0.0106765 0.0010757 83326.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 536.807 500.467 0.0106507 0.00106087 83422 0
: 434 Minimum Test error found - save the configuration
: 434 | 531.065 494.75 0.0107354 0.00106565 82732.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 525.494 489.446 0.0107457 0.00107018 82683.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 519.754 484.247 0.0106678 0.00106029 83268.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 514.398 479.436 0.0107377 0.00108424 82871.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 509.191 474.286 0.0107212 0.00106312 82832.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 504.219 468.974 0.0106884 0.00107843 83246.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 498.436 464.474 0.0107122 0.00107924 83047.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 493.603 459.338 0.0106925 0.0010625 83073.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 488.223 454.068 0.0106861 0.00106172 83122.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 483.209 449.361 0.0106738 0.00106331 83241.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 478.183 444.701 0.0107466 0.00106782 82655 0
: 445 Minimum Test error found - save the configuration
: 445 | 473.373 439.395 0.0106834 0.00105977 83129.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 468.172 435.022 0.0106569 0.00105897 83350.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 463.281 430.76 0.0107659 0.0011419 83125.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 458.545 425.858 0.0107686 0.00106973 82483.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 454.005 420.888 0.0106896 0.00106407 83111.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 449.046 416.79 0.0106691 0.00106102 83263.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 444.55 412.325 0.0106846 0.00106098 83129 0
: 452 Minimum Test error found - save the configuration
: 452 | 439.892 407.99 0.0106924 0.00106603 83104.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 435.367 403.329 0.0106612 0.0010631 83349.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 430.556 398.403 0.0107062 0.00105962 82931.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.832 394.453 0.0106635 0.00106204 83320.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 421.485 389.819 0.0106916 0.00107634 83201.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 417.172 385.582 0.0107243 0.00108244 82971.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.299 382.151 0.0106778 0.00106248 83201 0
: 459 Minimum Test error found - save the configuration
: 459 | 408.392 377.716 0.0106802 0.00105983 83156.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.934 373.135 0.0107321 0.00106541 82758.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.654 369.925 0.0106817 0.00106219 83164.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.831 365.431 0.0107368 0.00106557 82719.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 391.182 360.984 0.0106571 0.00105829 83343.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 387.283 357.107 0.0106842 0.00106155 83137.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 383.089 353.406 0.0106989 0.00106328 83025.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 379.056 349.133 0.0107232 0.00110427 83168.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 375.248 345.408 0.0108377 0.00107269 81925 0
: 468 Minimum Test error found - save the configuration
: 468 | 371.169 341.531 0.0106746 0.00105886 83197 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.968 338.288 0.0106524 0.00105861 83387 0
: 470 Minimum Test error found - save the configuration
: 470 | 363.02 334.449 0.0106456 0.00105887 83448.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 359.104 330.275 0.0106963 0.00107984 83190.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.338 326.537 0.0106811 0.0010588 83139.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.704 323.491 0.0106741 0.00105822 83195.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 348.101 319.408 0.0106736 0.00106061 83220.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 344.043 315.82 0.0107033 0.00106085 82966.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.788 312.103 0.0107093 0.0010855 83127.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.959 308.893 0.0106722 0.00105957 83223.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 333.417 305.976 0.0106906 0.00106017 83070.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.651 301.808 0.0106766 0.00106299 83215.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.967 299.18 0.0106552 0.0010606 83380.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.544 295.847 0.010695 0.0010658 83080.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 319.139 291.725 0.0106745 0.00106034 83210.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.664 289.35 0.0106635 0.00106013 83304.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 312.657 286.073 0.0109001 0.0012798 83157.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 309.069 282.232 0.0106821 0.00106037 83145.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.381 279.274 0.0107763 0.00108668 82562.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 302.334 276.316 0.0107959 0.0011018 82524.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.727 272.666 0.0106657 0.0010602 83286 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.549 270.444 0.01068 0.00105933 83153.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.62 267.11 0.0107553 0.00106364 82545.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.396 263.516 0.0106768 0.00105999 83187.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.936 260.601 0.0106713 0.00106134 83247.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 283.232 257.329 0.0106746 0.00105688 83179.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.962 254.65 0.0106532 0.00105734 83369.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.825 251.922 0.0106782 0.00106003 83175.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.98 249.279 0.0107113 0.00107595 83027.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.848 246.22 0.0106638 0.00105689 83273.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.938 244.674 0.0106724 0.00105909 83218.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 265.786 242.512 0.0106939 0.00107678 83184.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 262.311 238.03 0.0106957 0.00107617 83163.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 259.246 235.85 0.0106485 0.0010688 83510.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.428 232.889 0.0106915 0.00106405 83095.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.582 230.163 0.0106796 0.00109683 83482.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.693 228.412 0.0107011 0.00106183 82994 0
: 505 Minimum Test error found - save the configuration
: 505 | 248.426 225.502 0.0106986 0.00107726 83148.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.358 223.563 0.0108441 0.00107077 81855.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.84 221.692 0.0107043 0.00107602 83088.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.982 218.75 0.0106427 0.0010606 83488.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.293 217.269 0.0106888 0.00106152 83096.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.744 215.155 0.0106845 0.00107555 83255.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.426 212.666 0.0106622 0.00105883 83304.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 230.081 209.236 0.0106991 0.00106217 83013.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 227.18 207.626 0.0106839 0.00106915 83205.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.746 205.534 0.0106674 0.00105794 83251.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 222.079 202.999 0.0107093 0.00107574 83043.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.968 200.382 0.0107025 0.00109018 83226.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.257 198.653 0.0106651 0.00106101 83297.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.984 196.734 0.0107136 0.00106011 82871.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.937 193.988 0.010697 0.00106225 83032.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 210.234 193.911 0.0106961 0.00107807 83177.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.989 190.348 0.0106903 0.00106335 83099.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.513 187.692 0.0107584 0.00106832 82559 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.057 187.025 0.0106676 0.00105896 83258.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.01 184.481 0.0106587 0.00105638 83313.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.849 181.82 0.0107745 0.00108555 82568.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.41 179.432 0.0108247 0.00106839 81998.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.358 178.342 0.0106849 0.00105896 83109 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.411 176.289 0.0106707 0.00105954 83236.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.983 173.242 0.0106596 0.0010607 83342.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.125 171.092 0.0106846 0.00106252 83142.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.825 170.124 0.0106866 0.0010635 83133.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.687 168.399 0.0107292 0.00105795 82719.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.406 166.341 0.0106691 0.00105907 83246 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.933 165.709 0.0106684 0.00105919 83253.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.641 162.083 0.0107139 0.00107543 83001 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.374 160.438 0.0106703 0.00106108 83253.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.378 158.568 0.0106478 0.00105904 83431 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.326 157.897 0.010667 0.00106126 83283.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.392 154.891 0.0106639 0.00106172 83314.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.379 154.774 0.0106464 0.00105695 83424.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.527 152.676 0.0106438 0.00105786 83455.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.543 151.237 0.0106574 0.00105956 83352 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.593 149.842 0.0106812 0.00107095 83244.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.174 148.202 0.0107362 0.00107614 82815 0
: 545 | 158.315 149.18 0.0107764 0.00102794 82064.3 1
: 546 Minimum Test error found - save the configuration
: 546 | 156.59 145.013 0.0106973 0.00106445 83048.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.346 143.033 0.0106528 0.00105841 83382.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.672 142.277 0.0107301 0.00105813 82712.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.693 141.056 0.0106772 0.00106 83183.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.036 138.921 0.0106797 0.00107179 83265 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.495 137.504 0.0106502 0.0010601 83419.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.889 135.558 0.0106445 0.00105679 83440.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.989 134.952 0.0106546 0.00105729 83356.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.271 133.689 0.0107024 0.00108739 83202.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.436 132.642 0.0106708 0.00105835 83225.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.111 128.793 0.0106608 0.001067 83387.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.345 127.72 0.0106393 0.00105788 83494.9 0
: 558 | 135.777 129.219 0.0106258 0.00102484 83324.9 1
: 559 Minimum Test error found - save the configuration
: 559 | 134.092 125.982 0.0106431 0.00105688 83453 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.573 124.488 0.010654 0.00105502 83341.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.77 122.935 0.0106598 0.00105723 83310.8 0
: 562 | 129.451 123.642 0.0106096 0.0010262 83478.1 1
: 563 | 127.845 123.026 0.0106328 0.00103027 83311.1 2
: 564 Minimum Test error found - save the configuration
: 564 | 126.377 120.862 0.0107807 0.00109044 82557.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.774 118.294 0.0107473 0.00106559 82629.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.373 117.885 0.0106416 0.00106083 83500.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.145 117.729 0.0106689 0.00105711 83230.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.519 114.384 0.0106726 0.00105718 83199.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.088 112.591 0.0108777 0.00107956 81648.5 0
: 570 | 117.439 113.679 0.010603 0.00102693 83541.2 1
: 571 Minimum Test error found - save the configuration
: 571 | 116.265 112.414 0.0106916 0.00106011 83061 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.069 111.269 0.0107034 0.0010713 83055.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.546 110.342 0.010708 0.00108748 83155.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.195 109.111 0.0106666 0.00105955 83272.3 0
: 575 | 110.626 109.799 0.0107121 0.00102889 82617.3 1
: 576 | 109.369 110.285 0.0106162 0.00102409 83402.2 2
: 577 Minimum Test error found - save the configuration
: 577 | 108.443 105.001 0.0106817 0.00106851 83219.2 0
: 578 | 107.033 107.006 0.0106297 0.0010245 83287.9 1
: 579 | 105.697 105.801 0.010637 0.00102473 83227.3 2
: 580 Minimum Test error found - save the configuration
: 580 | 104.426 101.93 0.0118254 0.00108206 74464.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.118 101.653 0.0106513 0.00105813 83392.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.948 100.051 0.0106536 0.00106271 83412.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.787 98.4234 0.0107352 0.00107811 82840.3 0
: 584 | 99.6295 100.845 0.010776 0.00104604 82219.9 1
: 585 Minimum Test error found - save the configuration
: 585 | 98.6428 95.9832 0.0108438 0.00106843 81838.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.201 94.1489 0.0106778 0.00106087 83186.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.1201 93.8965 0.0107137 0.00107068 82961.8 0
: 588 | 94.9233 94.6404 0.0106727 0.00102337 82907.2 1
: 589 Minimum Test error found - save the configuration
: 589 | 93.7352 92.1131 0.0106525 0.00106627 83452.8 0
: 590 | 92.666 94.41 0.0106046 0.00102385 83500.7 1
: 591 Minimum Test error found - save the configuration
: 591 | 91.828 91.2162 0.0106324 0.00105671 83545.2 0
: 592 | 90.7135 92.2042 0.0106518 0.00105868 83392.8 1
: 593 Minimum Test error found - save the configuration
: 593 | 89.6663 89.5169 0.0113539 0.00110479 78055.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.694 88.0237 0.0109211 0.00107413 81243.2 0
: 595 | 87.3688 90.0852 0.0106389 0.00103082 83263.2 1
: 596 Minimum Test error found - save the configuration
: 596 | 86.2741 87.7578 0.0106996 0.00108621 83217.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.2746 87.044 0.0111489 0.00107868 79442.4 0
: 598 | 84.1901 87.3421 0.0107297 0.00102908 82468.8 1
: 599 Minimum Test error found - save the configuration
: 599 | 83.1001 86.1766 0.0107344 0.0010647 82732.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.2357 83.2652 0.010683 0.00106992 83219.7 0
: 601 | 81.2422 84.3892 0.0106781 0.0010868 83408.6 1
: 602 Minimum Test error found - save the configuration
: 602 | 80.4093 83.022 0.0107702 0.00108781 82623.8 0
: 603 | 79.5727 84.9436 0.0135283 0.00106748 64201.1 1
: 604 | 78.9055 83.0698 0.01126 0.00103956 78274.5 2
: 605 Minimum Test error found - save the configuration
: 605 | 77.6726 81.8878 0.0107605 0.00107069 82560.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.6747 79.1417 0.0108541 0.00106267 81703.8 0
: 607 | 75.7114 79.9643 0.0107002 0.00102563 82691 1
: 608 Minimum Test error found - save the configuration
: 608 | 74.7895 78.9191 0.0106421 0.00106007 83489.7 0
: 609 | 73.9557 82.4605 0.0106016 0.00102408 83528.9 1
: 610 Minimum Test error found - save the configuration
: 610 | 73.5685 78.3343 0.0106371 0.00105688 83505.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.3066 78.1595 0.0106743 0.00105993 83209.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.5174 78.0265 0.0106811 0.00107811 83307.4 0
: 613 | 70.517 79.5755 0.0108273 0.00103567 81702.4 1
: 614 Minimum Test error found - save the configuration
: 614 | 69.931 73.2311 0.0107497 0.00106098 82570.7 0
: 615 | 69.0327 76.9015 0.0108427 0.00105605 81744.3 1
: 616 Minimum Test error found - save the configuration
: 616 | 68.1755 72.8504 0.0108232 0.00108453 82147.1 0
: 617 | 67.3895 73.8204 0.0107812 0.00109396 82583.1 1
: 618 | 66.5139 75.2519 0.0107119 0.00102573 82591.6 2
: 619 Minimum Test error found - save the configuration
: 619 | 65.7774 71.2421 0.0106985 0.0010662 83053.5 0
: 620 | 64.9379 72.4386 0.0109539 0.0010352 80655.7 1
: 621 Minimum Test error found - save the configuration
: 621 | 64.2045 68.8881 0.0109879 0.00119923 81727.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.6211 68.7228 0.0111764 0.00114456 79745.7 0
: 623 | 62.6967 70.0437 0.0107943 0.0010269 81905.4 1
: 624 | 61.8497 69.9849 0.0107814 0.00106056 82297.5 2
: 625 | 61.2009 68.8688 0.010687 0.00102696 82815 3
: 626 Minimum Test error found - save the configuration
: 626 | 60.5803 64.0717 0.0107633 0.00111349 82902.8 0
: 627 | 59.7396 67.1973 0.010967 0.00105732 80729.4 1
: 628 | 59.2273 68.3151 0.0107 0.00102997 82729.4 2
: 629 Minimum Test error found - save the configuration
: 629 | 58.6089 62.3285 0.0109652 0.00108119 80938.7 0
: 630 | 57.6878 65.3169 0.0108614 0.00104532 81499.1 1
: 631 | 57.2414 63.1684 0.0108528 0.0010754 81821.1 2
: 632 | 56.3229 63.8564 0.0108435 0.00102579 81485.4 3
: 633 | 55.844 62.4248 0.0105936 0.00102297 83589 4
: 634 Minimum Test error found - save the configuration
: 634 | 55.1188 59.4771 0.0109784 0.00116746 81541.5 0
: 635 | 54.1798 60.5042 0.0108712 0.00115336 82322.5 1
: 636 | 53.5688 60.0846 0.0107176 0.00102816 82563.9 2
: 637 Minimum Test error found - save the configuration
: 637 | 52.9727 58.8505 0.0106759 0.00106908 83273.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.1407 57.3033 0.0107464 0.00112299 83130.3 0
: 639 | 51.6482 57.9812 0.0109307 0.0010322 80820.6 1
: 640 | 51.0511 58.8402 0.0109779 0.00113134 81246.6 2
: 641 Minimum Test error found - save the configuration
: 641 | 50.3934 52.9937 0.0110344 0.00111175 80623.8 0
: 642 | 49.7532 55.8166 0.0106576 0.00102307 83034.6 1
: 643 | 49.5165 54.0398 0.0113641 0.00103681 77464.8 2
: 644 | 48.7964 53.7451 0.0107023 0.00102315 82651.8 3
: 645 | 47.9708 56.5652 0.0106332 0.00102129 83230.5 4
: 646 Minimum Test error found - save the configuration
: 646 | 47.6252 49.2559 0.0107336 0.00109195 82973.5 0
: 647 | 46.8032 52.0699 0.0107105 0.00103773 82706.5 1
: 648 | 46.3866 51.2003 0.0110273 0.00103119 80031.3 2
: 649 | 46.0982 51.9851 0.0108452 0.00103117 81515.9 3
: 650 | 45.4041 50.0761 0.0107598 0.0010255 82183.5 4
: 651 Minimum Test error found - save the configuration
: 651 | 45.519 46.2296 0.0107182 0.00108011 83003.8 0
: 652 | 44.0172 47.6239 0.0106926 0.00103307 82820.2 1
: 653 | 43.6172 47.8207 0.0106409 0.00102418 83188.9 2
: 654 Minimum Test error found - save the configuration
: 654 | 43.1398 45.7446 0.010624 0.00106595 83699.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.8594 44.2108 0.0113104 0.00107468 78158 0
: 656 | 42.1491 47.3587 0.0106267 0.00103711 83423.4 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.4961 43.9277 0.0110475 0.00108124 80270.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.9635 43.8229 0.0108138 0.00115352 82813.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.556 42.117 0.0109428 0.00108211 81129.8 0
: 660 | 40.0424 42.4262 0.0107903 0.00110928 82635.7 1
: 661 | 39.5334 43.2506 0.0106659 0.00102848 83010.2 2
: 662 Minimum Test error found - save the configuration
: 662 | 39.0542 40.9879 0.0107729 0.00110041 82708.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.5283 39.2994 0.0109977 0.00107223 80600.9 0
: 664 | 38.342 40.636 0.0106407 0.00102396 83188.6 1
: 665 Minimum Test error found - save the configuration
: 665 | 38.178 37.4715 0.0106562 0.0010589 83356.5 0
: 666 | 37.3422 38.0536 0.0109787 0.00103815 80478.4 1
: 667 | 36.9617 37.8664 0.0109058 0.00102784 80988.7 2
: 668 Minimum Test error found - save the configuration
: 668 | 36.4867 36.8067 0.0109654 0.0011882 81823 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.7877 36.7003 0.0108666 0.00110465 81950.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.4776 35.9516 0.0106383 0.00105864 83510.6 0
: 671 | 34.9331 37.4831 0.0106088 0.00102274 83454.4 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.5249 34.904 0.0106516 0.00105995 83406.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.1777 33.8263 0.0106379 0.0010548 83480.4 0
: 674 | 33.7373 37.3039 0.0107684 0.00102541 82110 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.4246 33.2716 0.0107813 0.00110564 82681.5 0
: 676 | 32.9731 34.6924 0.0107052 0.00103214 82703.9 1
: 677 | 32.6451 33.6882 0.0106239 0.00102409 83335 2
: 678 Minimum Test error found - save the configuration
: 678 | 32.1144 32.1408 0.0109123 0.00108062 81369.8 0
: 679 | 31.6068 32.8088 0.0107722 0.00113531 83014.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.1934 31.1964 0.0109574 0.00107613 80961 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.1105 31.162 0.0107135 0.00107515 83001.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.8399 29.8418 0.0106452 0.00105999 83462 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.1853 28.9373 0.0107012 0.00106088 82984.9 0
: 684 | 29.8988 30.0471 0.0106669 0.00102656 82984.6 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.3365 28.8386 0.0107358 0.0010665 82735.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.0445 28.2504 0.010757 0.00106569 82548.5 0
: 687 | 28.6317 28.4174 0.0108065 0.00103345 81857.7 1
: 688 Minimum Test error found - save the configuration
: 688 | 28.2698 26.62 0.0107742 0.00106656 82409.2 0
: 689 | 27.8901 27.3302 0.0106689 0.00103585 83047.6 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.5245 25.2503 0.0106497 0.00106119 83433.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.2398 24.7124 0.0106657 0.00105623 83251.3 0
: 692 | 26.8456 25.1141 0.0105938 0.0010248 83603.6 1
: 693 | 26.5144 25.5306 0.0107726 0.00102414 82064.3 2
: 694 Minimum Test error found - save the configuration
: 694 | 26.3784 22.4472 0.0107641 0.00106868 82513 0
: 695 | 25.9672 24.5075 0.0106908 0.00104061 82900.2 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.5962 21.9111 0.0106761 0.00107007 83281.4 0
: 697 | 25.3682 22.1384 0.0109655 0.00104193 80616.4 1
: 698 | 24.8174 22.78 0.0107406 0.00102583 82349.1 2
: 699 Minimum Test error found - save the configuration
: 699 | 24.7483 21.5721 0.0110121 0.00107061 80470.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.2803 20.7419 0.0109092 0.00107018 81309.1 0
: 701 | 23.9349 21.5474 0.0107559 0.00102808 82238.2 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.6071 19.4467 0.01064 0.00106143 83519.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.3605 19.3189 0.0109534 0.0011028 81213 0
: 704 | 23.1374 21.0216 0.0106579 0.0010238 83038.2 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.7616 19.0892 0.0107233 0.0010648 82828.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3209 18.5632 0.0106733 0.001064 83252.7 0
: 707 | 22.2707 18.6725 0.0105967 0.00102294 83561.8 1
: 708 | 21.857 18.6495 0.0112754 0.00103797 78144.5 2
: 709 Minimum Test error found - save the configuration
: 709 | 21.549 18.4117 0.0106372 0.00106437 83569.8 0
: 710 | 21.3184 20.0006 0.0106413 0.00102506 83192.5 1
: 711 Minimum Test error found - save the configuration
: 711 | 21.0682 17.171 0.0106426 0.0010735 83602.3 0
: 712 | 20.7993 17.5859 0.0106433 0.00107071 83572.3 1
: 713 | 20.3846 17.2432 0.0109441 0.00102344 80640 2
: 714 | 20.4471 17.6246 0.0106672 0.00102506 82969 3
: 715 Minimum Test error found - save the configuration
: 715 | 19.7794 16.4885 0.010641 0.00106295 83524 0
: 716 | 19.7117 16.7886 0.0106063 0.00102475 83493.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.3094 15.8217 0.0106908 0.00108361 83270.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 19.0073 14.9494 0.0109001 0.00107899 81457.3 0
: 719 | 18.8332 16.5206 0.0107055 0.00102583 82647.2 1
: 720 | 18.6722 15.1018 0.0106205 0.00102465 83369.7 2
: 721 | 18.3883 15.63 0.0106201 0.00102298 83358.3 3
: 722 | 17.9719 15.9403 0.0106951 0.00102597 82737.5 4
: 723 Minimum Test error found - save the configuration
: 723 | 17.9899 14.85 0.0106892 0.00107203 83184.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.7386 13.972 0.0108678 0.00106973 81648.9 0
: 725 | 17.5907 14.1049 0.0106312 0.00102363 83267.7 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.2018 13.8532 0.0106757 0.00107585 83335.1 0
: 727 | 16.9968 15.0179 0.0106601 0.00102286 83011.3 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.8432 13.527 0.0106698 0.00106133 83260.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.4608 12.4803 0.0106465 0.0010595 83446 0
: 730 | 16.36 13.05 0.0107707 0.00102718 82106 1
: 731 | 15.8823 14.0022 0.0106679 0.00102798 82988.1 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.8727 12.465 0.0107992 0.00110275 82504.4 0
: 733 | 15.7199 12.59 0.0107913 0.00103374 81987.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.5339 12.1274 0.0107402 0.00107691 82787.7 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.1616 11.8944 0.0106601 0.00106693 83393 0
: 736 Minimum Test error found - save the configuration
: 736 | 15.0984 11.1926 0.012381 0.00108527 70823.2 0
: 737 | 14.7588 11.6935 0.0112703 0.00104635 78247.4 1
: 738 | 14.5738 11.2684 0.0107064 0.00102626 82643.8 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.3924 10.9006 0.0106766 0.00106996 83276.1 0
: 740 | 14.2925 11.877 0.0107163 0.00104729 82738.8 1
: 741 Minimum Test error found - save the configuration
: 741 | 14.2478 10.3877 0.0107288 0.00108215 82930 0
: 742 | 14.3294 11.3241 0.010675 0.00102563 82907 1
: 743 | 13.7804 10.8351 0.0106358 0.00102892 83273.6 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.5625 10.0603 0.0140031 0.00165503 64787.3 0
: 745 | 13.3527 10.514 0.013334 0.00103232 65031.6 1
: 746 Minimum Test error found - save the configuration
: 746 | 13.1901 9.93458 0.0107792 0.00109506 82609.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.9249 9.74832 0.0107383 0.00106981 82742.9 0
: 748 | 12.8399 10.1081 0.0106389 0.00102918 83248.8 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.4718 9.64632 0.0107507 0.00107071 82644.8 0
: 750 | 12.2684 10.0328 0.0106546 0.00102887 83110.9 1
: 751 | 12.2052 10.1397 0.0108914 0.00103347 81152.5 2
: 752 | 12.152 10.664 0.0106072 0.0010236 83475.7 3
: 753 Minimum Test error found - save the configuration
: 753 | 12.196 8.84755 0.0106409 0.00106081 83506.8 0
: 754 | 12.0094 9.12406 0.0108545 0.00102637 81398.9 1
: 755 | 11.7222 9.43467 0.0106662 0.00102693 82994 2
: 756 | 11.4655 9.10075 0.0108237 0.00111424 82393.9 3
: 757 | 11.3811 10.5674 0.0106949 0.00106613 83084.4 4
: 758 Minimum Test error found - save the configuration
: 758 | 11.5429 8.67071 0.0107005 0.0010769 83129 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.0557 8.53463 0.0107482 0.00108172 82760.3 0
: 760 | 10.796 9.01459 0.0106812 0.0010267 82863 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.7045 8.30081 0.0106608 0.00106272 83350.2 0
: 762 | 10.6345 8.5872 0.0106241 0.00102532 83344.4 1
: 763 | 10.3807 8.65529 0.0106155 0.00102776 83440.2 2
: 764 | 10.1431 8.30502 0.0106231 0.00102603 83358.8 3
: 765 Minimum Test error found - save the configuration
: 765 | 10.0253 8.11343 0.0107138 0.00111278 83324.4 0
: 766 | 9.89317 8.17183 0.0106214 0.00102268 83344.4 1
: 767 | 9.7805 8.13376 0.010629 0.00102352 83285.5 2
: 768 | 9.74407 8.76189 0.0106957 0.00103831 82837.7 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.84846 7.9527 0.0107421 0.00106781 82693 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.56264 7.80087 0.0108738 0.00111049 81939.3 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.34175 7.67934 0.0107087 0.00108531 83130.8 0
: 772 | 9.21862 8.85339 0.0107045 0.00104706 82837.8 1
: 773 | 9.03743 8.66956 0.0106783 0.00106482 83216.5 2
: 774 | 8.89501 8.0691 0.0106702 0.00103039 82988.9 3
: 775 | 8.87854 7.88115 0.0106975 0.00103177 82766.3 4
: 776 | 8.88915 7.84064 0.0108547 0.00102553 81390 5
: 777 | 8.86287 8.35502 0.0107431 0.00103118 82372.8 6
: 778 | 8.41615 10.3802 0.0107375 0.00103013 82411.4 7
: 779 Minimum Test error found - save the configuration
: 779 | 8.56601 7.39466 0.0108271 0.00108154 82088.4 0
: 780 | 8.35959 8.41051 0.0106963 0.00102835 82748.1 1
: 781 | 8.13946 7.52266 0.0106507 0.00102389 83101.6 2
: 782 | 8.07038 7.7738 0.0106916 0.00104057 82892.3 3
: 783 | 8.01163 8.74919 0.0106627 0.00102873 83039.1 4
: 784 | 7.80619 8.80604 0.0106741 0.00102384 82899.1 5
: 785 | 7.59821 7.50242 0.0106909 0.00104448 82932.5 6
: 786 | 7.67019 8.9188 0.0106931 0.00104723 82936.9 7
: 787 | 7.62915 8.36566 0.0107684 0.00102982 82147.7 8
: 788 | 7.83459 9.19005 0.0107481 0.00102902 82312.3 9
: 789 | 7.74661 7.72263 0.0107949 0.00103059 81930.9 10
: 790 | 7.36006 7.60532 0.0107029 0.00102774 82686 11
: 791 Minimum Test error found - save the configuration
: 791 | 7.22492 7.17889 0.0107265 0.00107175 82860.8 0
: 792 | 6.97895 7.24699 0.0106468 0.00102633 83156.2 1
: 793 | 6.9326 7.83535 0.0106892 0.00102563 82785 2
: 794 | 6.94346 7.72383 0.0107617 0.00106124 82470.5 3
: 795 Minimum Test error found - save the configuration
: 795 | 6.95969 7.15661 0.0109574 0.00107607 80961.2 0
: 796 | 6.78683 8.50939 0.0107971 0.00102829 81893.4 1
: 797 | 6.64846 7.29316 0.0107397 0.00105168 82575.9 2
: 798 | 6.53759 9.11218 0.0108409 0.00106871 81865 3
: 799 | 6.51427 8.01117 0.0107312 0.00106477 82761.1 4
: 800 | 6.72248 9.44938 0.0110348 0.00124671 81732.1 5
: 801 | 6.54281 8.05372 0.0107064 0.00103509 82719 6
: 802 | 6.34178 8.56205 0.0120343 0.00142878 75432.7 7
: 803 | 6.14947 7.51554 0.0106867 0.00102705 82818.7 8
: 804 | 6.13118 7.41466 0.0107036 0.00102795 82681.6 9
: 805 | 6.0192 8.72159 0.0111395 0.00102791 79116.9 10
: 806 | 5.90387 8.49284 0.0107425 0.0010256 82330.9 11
: 807 | 5.98872 8.9899 0.0106978 0.00102432 82700.4 12
: 808 | 6.22996 8.01162 0.0106923 0.00104025 82884 13
: 809 | 5.7739 7.68225 0.0117578 0.00173918 79851.1 14
: 810 | 5.60867 8.61937 0.0112429 0.00102862 78321.8 15
: 811 | 5.53592 8.45042 0.0119444 0.00102612 73271.8 16
: 812 | 5.64733 8.72818 0.0106503 0.00102589 83121.9 17
: 813 | 5.58069 7.90454 0.0106988 0.00102451 82693.8 18
: 814 | 5.60619 7.74876 0.0110118 0.00103136 80156.4 19
: 815 | 5.51984 7.16408 0.0107452 0.00102885 82335.3 20
: 816 Minimum Test error found - save the configuration
: 816 | 5.2617 7.09204 0.0107816 0.00107981 82459.2 0
: 817 | 5.34324 8.43428 0.0106458 0.00102708 83171.5 1
: 818 | 5.24424 7.36472 0.0107232 0.00104451 82656 2
: 819 | 4.99641 9.35481 0.0107556 0.00104695 82400.5 3
: 820 | 5.21326 7.98003 0.0106666 0.00104353 83133.3 4
: 821 Minimum Test error found - save the configuration
: 821 | 5.04738 6.67989 0.0106907 0.00106823 83138.6 0
: 822 | 5.05012 6.84058 0.0106709 0.00103364 83010.9 1
: 823 Minimum Test error found - save the configuration
: 823 | 4.89641 6.57191 0.0107545 0.00111441 82986.5 0
: 824 | 4.71494 8.18427 0.0107597 0.00104499 82349.6 1
: 825 | 4.6793 6.83526 0.0109263 0.00104292 80944.4 2
: 826 Minimum Test error found - save the configuration
: 826 | 4.76072 6.55992 0.0107574 0.00106872 82570.6 0
: 827 | 4.74798 8.61377 0.0106908 0.00102802 82792.1 1
: 828 | 4.53294 7.32341 0.0112041 0.00104624 78756.4 2
: 829 | 4.49362 7.71279 0.0108228 0.00104548 81822.4 3
: 830 | 4.56875 7.5288 0.0106744 0.00105518 83166.5 4
: 831 | 4.4413 7.09348 0.0106826 0.00104543 83012.3 5
: 832 | 4.35008 6.82894 0.0107763 0.00109917 82669.1 6
: 833 | 4.27665 7.50606 0.0110676 0.00103368 79729.9 7
: 834 Minimum Test error found - save the configuration
: 834 | 4.35951 6.01226 0.0108524 0.00109858 82019.3 0
: 835 | 4.29279 8.8059 0.010737 0.00102839 82400.7 1
: 836 | 4.53787 6.74897 0.0106909 0.00102799 82790.9 2
: 837 | 4.35332 7.74631 0.0106698 0.00102718 82964.9 3
: 838 | 4.06253 6.19227 0.0106867 0.00104238 82950.3 4
: 839 Minimum Test error found - save the configuration
: 839 | 4.14792 5.50715 0.0107345 0.0010682 82761.6 0
: 840 | 3.99734 6.88314 0.0106389 0.0010253 83215.6 1
: 841 | 3.87164 6.44178 0.0106905 0.00102669 82783.5 2
: 842 | 3.77927 6.89741 0.0107571 0.00103397 82278.3 3
: 843 | 3.71813 6.73411 0.0107409 0.00102797 82364.4 4
: 844 | 3.73782 6.4331 0.0107088 0.00105196 82842.6 5
: 845 | 3.70622 6.76263 0.0106797 0.00104029 82993.1 6
: 846 | 3.6711 7.115 0.0122527 0.00149094 74337.4 7
: 847 | 3.74027 6.74082 0.0108673 0.00107037 81658.5 8
: 848 | 3.55336 5.62987 0.0107685 0.00102907 82140.6 9
: 849 | 3.57077 6.43054 0.0107071 0.00103015 82670.8 10
: 850 | 3.961 6.68031 0.010826 0.00104926 81827.2 11
: 851 | 3.77473 6.25201 0.010745 0.00102779 82327.8 12
: 852 | 3.54302 6.82994 0.0107606 0.00102794 82197.5 13
: 853 | 3.4218 6.89734 0.0107972 0.00102578 81871.6 14
: 854 Minimum Test error found - save the configuration
: 854 | 3.5916 5.2787 0.0107133 0.00107233 82979.2 0
: 855 | 3.47487 5.47396 0.0107016 0.00104872 82877.1 1
: 856 | 3.36505 6.0417 0.0106771 0.00105613 83152 2
: 857 | 3.30646 6.26958 0.0106722 0.00102566 82931.4 3
: 858 | 3.31382 6.51866 0.0106768 0.00102906 82921 4
: 859 | 3.31115 5.68596 0.0106761 0.00102827 82920.5 5
: 860 Minimum Test error found - save the configuration
: 860 | 3.38763 5.18464 0.0107242 0.00106953 82861.5 0
: 861 | 3.28368 6.31116 0.0108164 0.00104444 81866.9 1
: 862 | 3.24098 5.28471 0.0106896 0.00102637 82787.9 2
: 863 | 3.20863 5.4432 0.0106384 0.00102874 83249.7 3
: 864 | 3.14335 5.34027 0.010625 0.00102665 83347.5 4
: 865 | 3.02184 5.86167 0.0106197 0.00102534 83382.5 5
: 866 Minimum Test error found - save the configuration
: 866 | 3.06287 4.34882 0.0107435 0.00107264 82722.4 0
: 867 | 3.01184 5.15533 0.0106284 0.00102929 83341.2 1
: 868 | 3.02854 4.63626 0.0106402 0.0010249 83200.6 2
: 869 | 2.95044 4.69718 0.0107172 0.00107248 82946.6 3
: 870 | 3.01148 6.00285 0.0122155 0.00102693 71501.3 4
: 871 | 3.03054 4.51569 0.0107452 0.00105725 82576.5 5
: 872 | 2.95927 4.87605 0.0108889 0.00102783 81126.7 6
: 873 | 2.91087 5.10279 0.010723 0.00103111 82542.8 7
: 874 | 2.87808 4.65744 0.0110019 0.00103791 80289.3 8
: 875 | 2.76816 4.69579 0.0106865 0.00102495 82802.7 9
: 876 | 2.8267 4.73451 0.0106631 0.00102488 83003.2 10
: 877 Minimum Test error found - save the configuration
: 877 | 2.75651 3.92794 0.0107765 0.00107135 82430.2 0
: 878 | 2.61372 3.9956 0.0106975 0.00102663 82722.3 1
: 879 | 2.64108 4.88862 0.010717 0.00104295 82695.2 2
: 880 | 2.61282 4.62344 0.0107017 0.00104553 82848.3 3
: 881 | 2.56619 4.45114 0.0107638 0.00106821 82512 4
: 882 Minimum Test error found - save the configuration
: 882 | 2.63263 3.6098 0.010705 0.00106982 83029 0
: 883 | 2.56499 4.1174 0.0106859 0.00102672 82822.5 1
: 884 Minimum Test error found - save the configuration
: 884 | 2.46273 3.59281 0.0107354 0.00106849 82756.3 0
: 885 | 2.57254 4.48804 0.0107293 0.00102753 82459.5 1
: 886 | 2.66182 3.88834 0.0106994 0.00102791 82717.8 2
: 887 | 2.7182 4.52401 0.0107204 0.00102906 82547.7 3
: 888 Minimum Test error found - save the configuration
: 888 | 2.49574 3.56741 0.0107332 0.00108063 82879.8 0
: 889 | 2.43407 3.93115 0.010695 0.00102746 82751.3 1
: 890 | 2.77155 4.13666 0.0108229 0.00103687 81749.1 2
: 891 | 2.74758 4.31049 0.0109059 0.00102684 80979.7 3
: 892 | 2.58711 4.30068 0.010696 0.0010552 82980.9 4
: 893 | 2.4372 4.02688 0.0107301 0.00104057 82563.3 5
: 894 | 2.46128 3.85764 0.0107234 0.00103678 82588.6 6
: 895 | 2.16667 3.93076 0.010731 0.00103525 82510.6 7
: 896 | 2.29436 4.2441 0.0106863 0.00104035 82936.3 8
: 897 | 2.38544 4.6855 0.0107164 0.00103046 82594 9
: 898 | 2.42592 4.3356 0.0107215 0.0010325 82567.9 10
: 899 | 2.39174 3.57502 0.0106717 0.00102889 82963.6 11
: 900 Minimum Test error found - save the configuration
: 900 | 2.2383 3.22991 0.0108218 0.00108911 82197.3 0
: 901 Minimum Test error found - save the configuration
: 901 | 2.22012 3.08366 0.010759 0.00106774 82548.3 0
: 902 | 2.22203 3.6514 0.0109557 0.00103482 80638.1 1
: 903 | 2.63353 4.37955 0.0106999 0.00102672 82702.8 2
: 904 | 2.81285 3.37008 0.0106753 0.00102801 82925.1 3
: 905 | 2.35338 3.18649 0.0107035 0.0010374 82763.3 4
: 906 | 2.16747 4.0551 0.0107212 0.00104778 82700.7 5
: 907 | 2.42104 4.16807 0.0107577 0.0010498 82407.1 6
: 908 | 2.25131 4.91888 0.0107031 0.00107624 83100.4 7
: 909 | 2.40685 3.84031 0.0107899 0.00103808 82036.1 8
: 910 | 2.36653 3.64794 0.0109399 0.00111177 81398.9 9
: 911 | 2.21979 4.66149 0.0107827 0.00102955 82025.1 10
: 912 | 2.39896 3.73598 0.0107097 0.00102909 82639.3 11
: 913 | 2.1578 4.12711 0.0106352 0.00102697 83262 12
: 914 | 2.04981 3.28417 0.0106533 0.00102477 83086.2 13
: 915 | 1.99137 3.54072 0.0106817 0.00102701 82861.6 14
: 916 | 2.07426 3.85538 0.010738 0.00103392 82439.2 15
: 917 | 2.14566 3.43892 0.0107004 0.00102765 82706.6 16
: 918 | 2.04486 4.2622 0.0107144 0.00103023 82608.8 17
: 919 | 2.08089 3.45443 0.0106996 0.0010268 82706.1 18
: 920 | 1.95386 3.72809 0.0106996 0.00105944 82985.9 19
: 921 Minimum Test error found - save the configuration
: 921 | 2.0732 2.97571 0.0107204 0.00109383 83103.1 0
: 922 Minimum Test error found - save the configuration
: 922 | 2.01261 2.90036 0.0107437 0.00106669 82670.6 0
: 923 | 2.15486 2.92218 0.0107001 0.00104164 82828.8 1
: 924 | 2.07634 3.27739 0.0106798 0.00103013 82904.1 2
: 925 | 1.95078 3.53113 0.010691 0.00102943 82802.3 3
: 926 Minimum Test error found - save the configuration
: 926 | 1.92141 2.7569 0.0108224 0.00107723 82091.8 0
: 927 Minimum Test error found - save the configuration
: 927 | 1.97016 2.70486 0.0107592 0.00108435 82688.3 0
: 928 | 1.9685 3.30136 0.0106797 0.00102553 82865.4 1
: 929 | 1.92587 2.76294 0.0106946 0.00102843 82763.2 2
: 930 | 1.91156 2.87618 0.0108989 0.00102788 81045.6 3
: 931 | 1.97242 2.90944 0.0106995 0.00102911 82727.2 4
: 932 | 2.33411 3.26563 0.010667 0.0010445 83138.6 5
: 933 | 2.25894 2.7432 0.0106822 0.00105891 83131.4 6
: 934 | 1.97468 3.57981 0.010709 0.00106486 82952.1 7
: 935 | 2.12484 3.55998 0.0106678 0.00106537 83312.7 8
: 936 | 2.10208 3.00206 0.0107149 0.00102859 82590.3 9
: 937 | 2.04044 2.87358 0.0108371 0.00104629 81708.8 10
: 938 | 2.18474 3.42669 0.0106906 0.00102783 82791.9 11
: 939 | 2.01531 2.77163 0.0107308 0.00103072 82473.1 12
: 940 Minimum Test error found - save the configuration
: 940 | 2.07629 2.61402 0.0107351 0.00107293 82797.2 0
: 941 | 2.04306 2.98709 0.0107109 0.00102962 82633.8 1
: 942 | 1.86365 3.5459 0.0106647 0.00102594 82997.9 2
: 943 | 1.99334 2.91724 0.0107014 0.0010277 82698.1 3
: 944 Minimum Test error found - save the configuration
: 944 | 1.87375 2.57958 0.0107325 0.00106652 82764.9 0
: 945 Minimum Test error found - save the configuration
: 945 | 1.74167 2.3731 0.0107342 0.00106915 82772.2 0
: 946 | 1.75625 2.69878 0.0107701 0.00104408 82253.6 1
: 947 | 1.77365 2.69345 0.010669 0.00103585 83046.6 2
: 948 | 1.82585 2.97934 0.0107332 0.00104862 82605.4 3
: 949 | 1.85956 2.57696 0.0108656 0.00103368 81368 4
: 950 | 1.83577 2.74915 0.0106785 0.00102988 82913.4 5
: 951 | 1.88796 3.20341 0.0106837 0.00103136 82881.5 6
: 952 | 1.98344 3.04213 0.0106911 0.00103173 82821.1 7
: 953 | 1.944 2.56825 0.0107479 0.00102977 82320.1 8
: 954 | 1.90852 2.80803 0.0107162 0.00102848 82578.9 9
: 955 | 1.93825 3.40577 0.0107186 0.00104786 82723.7 10
: 956 | 2.01141 3.47169 0.0108142 0.001035 81806.1 11
: 957 | 2.10728 2.72536 0.0106826 0.0010345 82917.8 12
: 958 | 1.94507 3.3174 0.0107095 0.00102908 82640.8 13
: 959 | 1.74897 3.08595 0.0107054 0.00102668 82655.4 14
: 960 | 2.02397 3.03044 0.0107196 0.00104306 82674.6 15
: 961 | 2.09135 2.40469 0.0106827 0.00105725 83112.9 16
: 962 | 1.78652 2.86027 0.010654 0.00102862 83113.4 17
: 963 Minimum Test error found - save the configuration
: 963 | 1.73646 2.08233 0.0107457 0.00107033 82684.4 0
: 964 | 1.71786 2.63351 0.0106708 0.00102871 82969.5 1
: 965 Minimum Test error found - save the configuration
: 965 | 1.65863 2.06348 0.0107713 0.00106745 82441.4 0
: 966 | 1.71715 2.89135 0.0107046 0.0010287 82679.7 1
: 967 | 1.83867 2.19495 0.0106783 0.00102567 82878.6 2
: 968 Minimum Test error found - save the configuration
: 968 | 1.87302 2.0249 0.010863 0.00108613 81826.1 0
: 969 | 1.86101 3.63634 0.0107658 0.00102694 82144.7 1
: 970 | 2.03585 2.54274 0.0106836 0.00102876 82860.4 2
: 971 | 1.72634 2.55915 0.0107222 0.00103028 82542.6 3
: 972 | 1.72522 2.27474 0.0106787 0.0010289 82903.7 4
: 973 | 1.81261 2.88054 0.0107112 0.00106836 82962.9 5
: 974 | 1.76776 3.17446 0.0108323 0.00106474 81903.9 6
: 975 Minimum Test error found - save the configuration
: 975 | 1.70136 2.00333 0.0108154 0.0010718 82104.8 0
: 976 | 1.95274 3.60237 0.0106859 0.00102874 82839.7 1
: 977 Minimum Test error found - save the configuration
: 977 | 1.69008 1.92588 0.0107516 0.00110274 82911.3 0
: 978 | 1.58015 2.21575 0.0106602 0.00102548 83033.3 1
: 979 Minimum Test error found - save the configuration
: 979 | 1.64889 1.79087 0.0107243 0.00106597 82829.6 0
: 980 | 1.60094 2.02077 0.0107056 0.00102822 82666.9 1
: 981 | 1.70764 2.12456 0.0111616 0.00116048 79991.4 2
: 982 | 1.69654 3.03184 0.0119011 0.00103212 73603.8 3
: 983 | 1.71851 2.08329 0.0108351 0.00107718 81985 4
: 984 | 1.66446 2.08401 0.0108468 0.00104505 81618.1 5
: 985 Minimum Test error found - save the configuration
: 985 | 1.58409 1.59408 0.0107408 0.00110746 83044.6 0
: 986 | 1.76133 2.59327 0.0113569 0.00114766 78360.2 1
: 987 | 1.55176 2.49295 0.010893 0.001026 81078.7 2
: 988 | 1.62395 2.44823 0.0108048 0.00107077 82186 3
: 989 | 1.72925 2.10145 0.0106555 0.00103026 83114.9 4
: 990 | 1.74667 2.57333 0.0106569 0.00102852 83087.5 5
: 991 | 1.68989 2.00001 0.0106587 0.00102786 83066.7 6
: 992 | 1.65074 2.59555 0.0106507 0.00102661 83125.1 7
: 993 | 1.66882 1.73311 0.0106774 0.00102607 82890.6 8
: 994 | 1.55223 2.0468 0.0107278 0.00102826 82478.1 9
: 995 | 1.61441 2.08679 0.0106474 0.0010268 83155.1 10
: 996 | 1.64806 1.86648 0.0106458 0.00103111 83206 11
: 997 | 1.5171 2.11076 0.0107112 0.00103028 82637.2 12
: 998 | 1.62589 2.0715 0.0106763 0.00104451 83058.3 13
: 999 | 1.7156 1.96008 0.0106645 0.00103977 83119.2 14
: 1000 | 1.45436 1.91761 0.0106724 0.00103082 82974 15
: 1001 | 1.64126 2.67094 0.0106521 0.00102869 83130.5 16
: 1002 | 1.57278 1.96722 0.0107129 0.00102907 82611.7 17
: 1003 | 1.49605 2.41711 0.010668 0.00102885 82995.1 18
: 1004 | 1.57717 2.11095 0.0106878 0.00103295 82859.5 19
: 1005 | 1.74447 2.34267 0.0106532 0.00102974 83130.3 20
: 1006 | 1.78731 3.23783 0.0106918 0.00102881 82790.5 21
:
: Elapsed time for training with 1000 events: 10.8 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: 0.0115 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.811 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.151 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= 3.34309e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.12157e+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: 0.0305 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00155 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: 0.0957 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: 0.879 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: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00276 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00441 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: 0.0022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000569 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: 0.115 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.878 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0994 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 DNN_CPU : -0.408 0.119 4.05 1.37 | 3.238 3.256
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : 0.103 0.140 1.25 0.988 | 3.404 3.408
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.