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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:359
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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
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:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h: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: 0.276 sec
: Elapsed time for training with 1000 events: 0.279 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00291 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: 0.000783 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00399 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: 0.000194 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000412 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 = 31486.9
: --------------------------------------------------------------
: 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 | 33040.8 31118.6 0.0107229 0.00108324 82990.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32579.9 30596.3 0.0106665 0.00108897 83529 0
: 3 Minimum Test error found - save the configuration
: 3 | 31871.5 29921.7 0.0109865 0.00112396 81115 0
: 4 Minimum Test error found - save the configuration
: 4 | 31116.4 29238.3 0.0110077 0.00111708 80884.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30346.5 28497.6 0.0109961 0.00110565 80885.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29523.5 27606.1 0.0109916 0.00107801 80697.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28801.2 26974.7 0.0109033 0.00108346 81467.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28333.3 26598.7 0.0108481 0.00107932 81893.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27974.8 26278.3 0.0107095 0.00100618 82445.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27658.2 25976.2 0.010762 0.00107443 82580.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27353.9 25693.4 0.0108078 0.00118689 83152 0
: 12 Minimum Test error found - save the configuration
: 12 | 27064.1 25424.1 0.0106283 0.00106136 83621.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26785.9 25164.2 0.0108202 0.00105264 81903.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26518.4 24909.2 0.0107279 0.00105136 82674.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26255.6 24661.9 0.0106392 0.00106261 83537.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26001 24419 0.0108002 0.0010612 82143.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25750.5 24181.7 0.0105906 0.00103711 83738.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25504.2 23950.3 0.010228 0.00100115 86703.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25264.9 23720.6 0.0101849 0.00100041 87103.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25025.9 23497.9 0.0101915 0.00100016 87038.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24795.5 23275.2 0.0102029 0.00100271 86954.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24561.5 23062.6 0.0101951 0.00101837 87176.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24340.3 22845.8 0.0102824 0.00100714 86250.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24113.2 22638.1 0.0103609 0.00103642 85795.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23898.2 22425.8 0.0101706 0.000995201 87189.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23679.6 22218.9 0.0101618 0.000996912 87289.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23465.1 22015.5 0.0105847 0.00106932 84074.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23252.8 21815.7 0.0106675 0.00100146 82764.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23042.9 21619.8 0.0106674 0.00104604 83148 0
: 30 Minimum Test error found - save the configuration
: 30 | 22838.1 21423.7 0.0107869 0.00106473 82286.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22633.3 21230.9 0.0108523 0.00108685 81921.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22432.9 21038.5 0.0107747 0.00107262 82456.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22231.4 20851.2 0.0112161 0.00156998 82934.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22036.4 20662.9 0.0109401 0.00105611 80939.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21839.2 20479.7 0.010531 0.00104266 84314.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21646.9 20297.6 0.0106311 0.00106516 83629.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21455 20118.8 0.0104714 0.00107711 85157.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21268.6 19938.5 0.0107719 0.00101368 81981.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21079.8 19762.9 0.0108696 0.00128752 83488.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20895.2 19588.6 0.0103935 0.00102742 85414.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20713.7 19414.2 0.0108849 0.0010609 81433.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20530.3 19245 0.011035 0.00107645 80332.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20351.6 19076.9 0.0108261 0.00113206 82524.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20175 18909.6 0.0108737 0.00106745 81580.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19998.6 18745.2 0.0109029 0.00111616 81743.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19825.4 18581.7 0.0108764 0.00101794 81148.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19653.4 18420 0.0106623 0.00106654 83370.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19483 18260.3 0.0108156 0.0010279 81735 0
: 49 Minimum Test error found - save the configuration
: 49 | 19316 18100.2 0.0105695 0.00103367 83893.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19147.9 17943.8 0.0103005 0.00100907 86100.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18984.9 17786.1 0.0103681 0.00101245 85510.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18818.3 17634.6 0.0104298 0.00103356 85140.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18656.7 17484.1 0.0103276 0.00103909 86127.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18498.6 17331.9 0.0102231 0.00100712 86806 0
: 55 Minimum Test error found - save the configuration
: 55 | 18337.4 17183.6 0.0102634 0.00102496 86594.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18179.2 17030.1 0.0102412 0.00100815 86645.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18014.7 16868.9 0.0102611 0.00101477 86520.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17856.9 16727.8 0.0102862 0.00102495 86381.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17704.9 16589.9 0.010244 0.00101177 86652.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17548.1 16434.4 0.0102798 0.00101958 86390.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17386.1 16274.5 0.0103031 0.00102328 86208.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17242 16140.6 0.0103665 0.00103087 85693.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17079.6 15983.1 0.0103286 0.00102417 85980.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 16935.3 15841.8 0.0103613 0.00102493 85686.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16780 15706.8 0.010427 0.0010859 85643.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16625.7 15544.7 0.0104228 0.00103384 85206.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16472.1 15404.7 0.0104251 0.0010405 85246.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16325.1 15262.3 0.0103871 0.00103268 85521.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16178.8 15122.5 0.0104024 0.00104234 85469.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16032.4 14984.5 0.0103956 0.00103187 85435.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15888.7 14847.3 0.0104092 0.00103402 85331.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15743.7 14712.3 0.0104164 0.00103311 85257.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15602.6 14576.3 0.0104259 0.00103253 85166.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15460.3 14444.7 0.010419 0.00103363 85239.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15322.1 14310.8 0.0104103 0.00103246 85307.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15184.2 14179.3 0.0104681 0.00104516 84899.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15045.7 14050.2 0.0104183 0.00103747 85280 0
: 78 Minimum Test error found - save the configuration
: 78 | 14911 13921 0.0104233 0.00103345 85198.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14775.4 13794.3 0.0104387 0.00103658 85086.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14642 13669.6 0.0104412 0.00103751 85072.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14510.9 13544.9 0.0104711 0.00105107 84925.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14379.3 13422.4 0.0104244 0.00103849 85234.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14249.9 13300.9 0.0104369 0.00103648 85102.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14122.1 13180.1 0.0104342 0.00103594 85121.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13996.2 13058.5 0.0104315 0.00103842 85169 0
: 86 Minimum Test error found - save the configuration
: 86 | 13868.2 12941.7 0.0104675 0.00103462 84810 0
: 87 Minimum Test error found - save the configuration
: 87 | 13744.7 12823.5 0.0104639 0.00105236 85002.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13620.7 12707.3 0.0104441 0.0010345 85019.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13499.5 12590.5 0.0104374 0.00103533 85088 0
: 90 Minimum Test error found - save the configuration
: 90 | 13375.3 12478.7 0.010449 0.00103624 84991.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13258.3 12363.2 0.0104698 0.00103555 84797.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13137.5 12250.2 0.0104738 0.00103757 84779.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13018.6 12139.6 0.0104531 0.00104097 84996.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 12901.1 12030.4 0.010438 0.00103379 85068.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12785.8 11920.6 0.0104368 0.00103809 85117.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12672.3 11809.7 0.010465 0.00104639 84938.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12554.8 11704.6 0.0104501 0.00103609 84979.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12443.1 11598.6 0.0104412 0.00103659 85065 0
: 99 Minimum Test error found - save the configuration
: 99 | 12331 11493.4 0.0104583 0.00103528 84898.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12220.6 11387.8 0.0104237 0.00103708 85228 0
: 101 Minimum Test error found - save the configuration
: 101 | 12110.3 11283.3 0.0104612 0.00104023 84917.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11999.2 11182.8 0.0104575 0.00103629 84914.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11893.3 11079.7 0.0104391 0.00103661 85084.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11784.9 10979.1 0.0104489 0.00103751 85003.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11678.4 10879.6 0.0105754 0.00105476 84028.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11572.4 10782.1 0.0104961 0.00104177 84617.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11469.2 10683.2 0.0104844 0.00103577 84668.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11365 10586.4 0.0104766 0.00104947 84861.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11261.2 10492.1 0.0104715 0.00104099 84830.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11162.7 10393.6 0.0104493 0.00103646 84990.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11059.9 10299 0.0105272 0.00104574 84375.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10960.6 10204.3 0.0104492 0.00104238 85045.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10859.2 10114 0.0104505 0.00103438 84960.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10762.2 10022.4 0.0104706 0.0010387 84818.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10665.4 9930.86 0.0105807 0.00104646 83907.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10570.1 9838.33 0.0104946 0.00103664 84584.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10472 9750.2 0.0105759 0.00104686 83953.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10379.3 9659.78 0.0104744 0.00104003 84796.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10284.1 9572.21 0.0104953 0.00104939 84692.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10191.1 9484.7 0.0104653 0.00103865 84865.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10098.1 9399.29 0.0104835 0.0010361 84679.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10007.2 9313.59 0.0104556 0.00104018 84966.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9916.16 9229.12 0.010655 0.00110154 83739.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9826.61 9144.82 0.0105725 0.00105764 84079.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9737.72 9060.9 0.0105679 0.00106683 84201.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9649.43 8977.51 0.0105266 0.0010389 84319.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9561.29 8896.15 0.0104808 0.0010405 84743.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9475.52 8813.69 0.010517 0.0010484 84489.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9389.07 8732.66 0.0104858 0.00104178 84709.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9302.41 8654.68 0.0105815 0.00107495 84152.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9220.28 8573.73 0.0104758 0.00103975 84781.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9135.72 8494.66 0.0104873 0.00103781 84660.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9051.2 8418.52 0.0107632 0.00104436 82314.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8969.89 8341.33 0.0104957 0.00103994 84604.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8889.64 8263.09 0.0105295 0.00104634 84360.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8806.23 8189.72 0.0106383 0.00106424 83559.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8727.22 8114.79 0.0105577 0.00104497 84097.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8648.95 8038.61 0.0105137 0.00104793 84515.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8569.11 7965.3 0.0106673 0.00105739 83247.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8491.11 7892.06 0.0104786 0.00103985 84756.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8414.68 7818.95 0.0106777 0.00108627 83407.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8337.21 7747.04 0.0105562 0.00104113 84077.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8260.89 7676 0.010503 0.00105269 84652.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8185.5 7605.94 0.0109553 0.00110217 81192.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8111.68 7535.37 0.0106667 0.00106042 83278.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8036.36 7467.1 0.0105644 0.00104635 84051.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7963.65 7398.37 0.0105791 0.00105035 83956.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7890.88 7330.57 0.010554 0.00105341 84205.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7819.64 7262.03 0.010589 0.00106883 84032.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7746.99 7195.95 0.0107099 0.00105209 82834.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7677.03 7128.95 0.0105117 0.00104531 84509.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7606.16 7063.84 0.0105112 0.00104167 84481.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7537.8 6997.57 0.010492 0.0010413 84650.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7468.38 6932.38 0.0105755 0.0010471 83959.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7399.27 6869.36 0.0105245 0.00104318 84376.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7331.67 6806.38 0.0105096 0.00106161 84673.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7265.36 6742.98 0.010676 0.00105477 83149.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7198.19 6681.37 0.0105076 0.00104619 84553.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7132.36 6619.78 0.0105533 0.00107081 84366 0
: 160 Minimum Test error found - save the configuration
: 160 | 7067.97 6557.67 0.0105379 0.00104524 84275.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 7001.98 6497.95 0.0105138 0.00104554 84493.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6938.24 6438.13 0.0106675 0.00106261 83290.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6876.3 6376.81 0.0106021 0.00104867 83739.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6811.4 6318.45 0.0106062 0.00105031 83718.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6749.54 6259.43 0.0105898 0.00104969 83856.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6687.65 6201.45 0.0106136 0.00105815 83722.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6625.98 6144.44 0.0105683 0.00107802 84296.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6566.08 6086.87 0.010645 0.00113499 84122.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6504.23 6031.56 0.010676 0.00105381 83141.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6445.35 5975.78 0.0105049 0.00104166 84537.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6386.68 5919.64 0.0107078 0.00107799 83075.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6327.12 5865.2 0.0105787 0.00104491 83912.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6270.21 5809.6 0.0106157 0.00105481 83674.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6211.08 5756.82 0.0106187 0.00105228 83625.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6154.34 5703.52 0.0105454 0.00107232 84450.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6097.4 5651.71 0.0106248 0.00105404 83588 0
: 177 Minimum Test error found - save the configuration
: 177 | 6042.78 5597.45 0.010673 0.00105585 83185.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5986.31 5545.57 0.010617 0.00105389 83655.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5931.33 5493.52 0.0106308 0.0010499 83499.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5876.49 5442.47 0.010627 0.00104838 83519 0
: 181 Minimum Test error found - save the configuration
: 181 | 5822.92 5391.37 0.0106265 0.0010669 83685.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5768.22 5341.7 0.0108059 0.00105521 82045.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5716.28 5291.33 0.0107263 0.001117 83252.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5663.05 5242.5 0.0109587 0.00109025 81066.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5610.37 5193.58 0.0116497 0.0010966 75807.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5559.13 5145.17 0.0146202 0.001634 61603.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5508.57 5096.7 0.0158772 0.00161639 56097.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5456.36 5050.14 0.0148117 0.00111902 58425.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5407.19 5002.31 0.0110397 0.00110384 80516.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5358.02 4954.45 0.011028 0.00111643 80714.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5307.06 4908.93 0.0107861 0.00107074 82343.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5258.47 4863.31 0.0105392 0.00104644 84274.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5209.91 4818.85 0.010774 0.00105696 82329.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5161.82 4774.61 0.0110843 0.00121838 81087.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5115.01 4729.54 0.0107198 0.00105848 82804.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5067.42 4685.67 0.0107961 0.00106931 82246.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5020.79 4642.15 0.0106016 0.00105772 83823.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4974.91 4597.88 0.0107605 0.00107176 82569.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4928.43 4555.55 0.0108788 0.00107539 81604 0
: 200 Minimum Test error found - save the configuration
: 200 | 4883.25 4513.11 0.0107295 0.00106838 82806.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4838.08 4471.95 0.0107929 0.00116851 83121.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4793.13 4430.44 0.0108879 0.00105426 81353.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4750 4388.81 0.0109714 0.00109982 81040.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4706.57 4347.02 0.0109495 0.00110272 81244.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4662.12 4307.07 0.0107576 0.00107549 82627 0
: 206 Minimum Test error found - save the configuration
: 206 | 4619.22 4267.79 0.0108539 0.00108677 81907 0
: 207 Minimum Test error found - save the configuration
: 207 | 4576.75 4229.03 0.0107357 0.00112616 83250.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4535.6 4188.83 0.0107792 0.00109086 82573.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4493.67 4149.47 0.0106365 0.00105994 83537.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4451.77 4111.51 0.0106915 0.00105957 83056.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4411.55 4072.62 0.0107002 0.00108539 83204.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.09 4034.71 0.0107705 0.00105106 82309.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4330.69 3996.55 0.010559 0.00104882 84120.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4291.14 3959.54 0.0105931 0.0010945 84223.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4251.86 3922.76 0.0108096 0.00107826 82208.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4212.11 3886.43 0.0106524 0.001062 83417.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4174.75 3849.59 0.0108663 0.00122247 82954.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4135.26 3814.94 0.0110845 0.00109505 80084.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4097.94 3779.6 0.0107088 0.0010915 83183.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4060.35 3744.28 0.0108365 0.00107627 81965 0
: 221 Minimum Test error found - save the configuration
: 221 | 4023.26 3709.53 0.0130169 0.00114977 67412.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.67 3674.77 0.0106992 0.00107549 83128.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3950 3640.69 0.0107929 0.00106098 82203.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3914.07 3607.41 0.0105788 0.00106307 84071.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3878.61 3572.99 0.0106528 0.00105672 83367.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3842.99 3539.4 0.0108352 0.00107558 81970.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.11 3506.55 0.0111514 0.0010969 79566.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3773.52 3473.77 0.0111026 0.00110098 79987 0
: 229 Minimum Test error found - save the configuration
: 229 | 3738.88 3441.84 0.010718 0.00107953 83000.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3704.43 3409.78 0.0110559 0.00110116 80364 0
: 231 Minimum Test error found - save the configuration
: 231 | 3671.14 3378.23 0.0108057 0.00112808 82665.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3638.25 3346.17 0.0108867 0.00110813 81811.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.63 3315.18 0.0110662 0.00114964 80672.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3571.13 3284.91 0.0110761 0.00107574 79997.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3540.15 3253.58 0.0106029 0.00105116 83754 0
: 236 Minimum Test error found - save the configuration
: 236 | 3508.15 3222.24 0.0110462 0.00110921 80507.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3474.22 3194.87 0.0110238 0.00110796 80679 0
: 238 Minimum Test error found - save the configuration
: 238 | 3444.24 3165.25 0.010769 0.00105783 82379.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.98 3134.83 0.0106528 0.00105577 83359.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3382.12 3105.28 0.0107314 0.00105563 82680.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3351.13 3076.61 0.0106837 0.00110724 83538.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3320.92 3048.49 0.0106559 0.00106665 83426.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.71 3019.32 0.0107675 0.00106552 82457.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3260.3 2992.15 0.0107596 0.00106462 82517.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3230.81 2965.43 0.0113172 0.00133666 80155.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3201.78 2938.76 0.0109406 0.00108176 81145.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.8 2910.44 0.0107127 0.00106694 82938.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3144.35 2884.01 0.0118195 0.00142179 76940.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3116.03 2856.59 0.0109072 0.00105965 81238.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3087.47 2830.79 0.0106671 0.00105725 83247.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3060.26 2803.12 0.0108787 0.00108528 81687.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.32 2777.53 0.0108892 0.00107566 81519.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3004.08 2751.69 0.0108538 0.00112669 82244.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2976.99 2726.21 0.0110714 0.00110171 80243.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2949.76 2701.23 0.0106247 0.00107093 83736.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.38 2675.85 0.0106103 0.00105462 83720.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2896.33 2652.01 0.0106519 0.00105908 83396.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2870.6 2627.33 0.0107942 0.00107296 82293.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.17 2603.66 0.0108085 0.00108447 82270.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.41 2578.3 0.0110962 0.00113806 80336.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2793.1 2554.75 0.0106916 0.00106191 83076.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2768.44 2530.72 0.0106771 0.00106019 83186.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2743.33 2506.9 0.0107033 0.00109537 83264.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2717.64 2484.65 0.0106694 0.00106033 83254.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2694.26 2461.12 0.0106473 0.00108572 83668.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2669.19 2438.43 0.0107132 0.00106172 82889.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2645.4 2415.94 0.0106714 0.00110144 83595.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.76 2393.28 0.0106195 0.00105133 83610.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.45 2371.54 0.010619 0.00105318 83631.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2573.83 2350.46 0.010634 0.00105979 83557.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.91 2328.78 0.0107123 0.00106849 82954.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.3 2307.76 0.0106423 0.00107308 83601.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2504.97 2286.08 0.0106932 0.00105785 83027.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2482.06 2264.72 0.0106341 0.00105447 83510.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.31 2244.33 0.0107303 0.00105925 82721.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2436.8 2224.24 0.0106345 0.00105677 83526.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2415.34 2203.29 0.0106264 0.00105977 83624 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.93 2182.99 0.010571 0.00104873 84013.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2371.24 2162.86 0.0105635 0.00105015 84092.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2349.63 2142.88 0.0105854 0.0010524 83918.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2328.25 2122.97 0.0107152 0.00106036 82860 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.89 2103.58 0.0106232 0.00105634 83622.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.88 2084.23 0.0105779 0.00105169 83978.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2264.67 2065.65 0.010581 0.00105302 83963.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2244.44 2046.19 0.0106514 0.00106543 83455.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.25 2028.44 0.010643 0.00106242 83502.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2203.19 2009.77 0.0105996 0.00105755 83839.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2183.04 1991.27 0.010606 0.00105648 83773.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2163.3 1972.93 0.0109249 0.00106715 81154.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2143.05 1955.02 0.0109354 0.00112273 81527.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2123.32 1936.98 0.0110268 0.00106782 80329.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2104.41 1918.26 0.0109012 0.00109992 81621.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2084.12 1901.42 0.0109794 0.00108038 80816.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2065.13 1884.12 0.010862 0.00107892 81774.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2046.16 1866.83 0.0112418 0.00112466 79073.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2027.14 1849.7 0.01114 0.00113253 79940.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.34 1832.74 0.0108952 0.00109279 81612.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1989.88 1815.8 0.0107971 0.00112972 82752.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.4 1799.65 0.0110465 0.00111343 80539 0
: 300 Minimum Test error found - save the configuration
: 300 | 1953.36 1782.54 0.0110936 0.00110078 80057.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1935.09 1766.28 0.0111038 0.00112783 80192.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1917.08 1750.2 0.0107626 0.00105983 82450.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1898.93 1734.1 0.0107792 0.00106848 82383.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1881.24 1718.4 0.0107384 0.00106066 82663.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.46 1703.06 0.0107529 0.00106306 82560.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1846.98 1686.66 0.0107919 0.001091 82466.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.58 1671.73 0.0110651 0.00109219 80217.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1812.07 1656.24 0.0109096 0.00110271 81575.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.68 1641.22 0.0108503 0.00114555 82433.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1778.09 1625.95 0.0107896 0.0010884 82463.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1761.1 1611.52 0.0110072 0.00115265 81180.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1744.43 1596.9 0.0107597 0.00106094 82484.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1728.62 1581.74 0.0106914 0.00106133 83072.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.33 1568.05 0.0107979 0.00106909 82230 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.86 1553.18 0.0108394 0.00110836 82211 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.82 1538.86 0.0107298 0.00106627 82785.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1663.5 1525.35 0.0107703 0.00108491 82598.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1647.75 1511.72 0.0107334 0.00105596 82666.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1632.62 1497.32 0.0106818 0.00106392 83178.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.93 1483.46 0.0109281 0.00106694 81126 0
: 321 Minimum Test error found - save the configuration
: 321 | 1601.53 1469.88 0.0107834 0.00110574 82664.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1586.19 1456.89 0.0107962 0.00109254 82443.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1571.44 1443.02 0.0113197 0.00118867 78965.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1555.91 1429.67 0.0107291 0.00109602 83047.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1541.37 1416.66 0.0106637 0.0010644 83339.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1526.03 1403.98 0.0107145 0.00108356 83066 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.96 1390.87 0.0107243 0.00106169 82793.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497.76 1377.52 0.0106778 0.00107217 83284.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.74 1365.21 0.0107422 0.00106056 82630.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.97 1352.35 0.0106673 0.00106607 83322.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.68 1339.94 0.0107704 0.00108322 82583.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.55 1327.6 0.0106543 0.00105641 83351.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.54 1316.63 0.0106613 0.00105565 83284.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1413.82 1303.49 0.010826 0.00106706 81975.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.85 1290.94 0.0106617 0.00105415 83268.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1386.09 1279.09 0.0110421 0.00106666 80196.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.92 1267.26 0.0124345 0.00136716 72284.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.67 1255.44 0.011561 0.00108723 76381.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.48 1243.64 0.0107622 0.00108763 82691 0
: 340 Minimum Test error found - save the configuration
: 340 | 1333.28 1232.5 0.0106875 0.00107566 83230.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1320.94 1220.99 0.0108518 0.00107209 81802 0
: 342 Minimum Test error found - save the configuration
: 342 | 1308.15 1209.25 0.0107755 0.00108849 82585.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1295.13 1198.29 0.0107607 0.0010903 82727 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.8 1187.02 0.0106907 0.00107656 83210.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.42 1175.86 0.0106692 0.0010629 83279.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.86 1165.35 0.0108147 0.00106459 82050.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1246.05 1154.51 0.0108012 0.00110578 82513 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.99 1143.6 0.0108514 0.00108212 81889.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1222.31 1132.49 0.0106799 0.0010576 83140.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1210.38 1121.72 0.010881 0.0010888 81697.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.5 1111.41 0.0109616 0.00109169 81054.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1187 1101.32 0.0108013 0.00111994 82632.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1175.52 1091.19 0.0110773 0.00106271 79883.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1164.47 1081.06 0.010764 0.00106091 82448.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1153.26 1071.58 0.010909 0.00107307 81334.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.97 1061.08 0.0107217 0.00108104 82982.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.74 1050.39 0.0107213 0.00108281 83000.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1120.05 1039.88 0.0108288 0.00110026 82232.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1108.62 1030.31 0.0107079 0.00105764 82899.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.92 1020.96 0.0106854 0.00106038 83116.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1087.52 1011.06 0.0106758 0.00106149 83209.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1076.76 1001.23 0.0106506 0.00105728 83391 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.99 991.933 0.010659 0.00106283 83367 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.89 982.43 0.0107346 0.00106072 82697.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1045.89 972.628 0.0122346 0.00107743 71702.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1035.11 963.478 0.0108574 0.00106597 81704 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.96 954.756 0.0107429 0.00107055 82709.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1015.1 946.046 0.0106441 0.00105695 83445.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1005.45 936.317 0.0106588 0.00105822 83328.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 995.572 927.173 0.0108376 0.00109632 82124.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.391 918.901 0.0109002 0.0010918 81563 0
: 372 Minimum Test error found - save the configuration
: 372 | 976.298 909.773 0.0110047 0.00106944 80521.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 966.399 900.927 0.0107271 0.0010875 82990.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 957.01 892.318 0.010874 0.0010893 81760.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.659 883.669 0.0111377 0.00109603 79668.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.162 875.309 0.0107757 0.00106217 82359.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.79 867.027 0.0106946 0.00107278 83144.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.888 858.436 0.0107803 0.00106081 82309.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.755 850.434 0.0107137 0.00108067 83047.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.055 841.626 0.0116328 0.00107412 75767.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.598 834.208 0.0107068 0.00109316 83215.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 884.345 825.743 0.0109028 0.00122923 82700 0
: 383 Minimum Test error found - save the configuration
: 383 | 875.678 816.888 0.0109962 0.00106938 80590.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.362 809.209 0.0108997 0.00108389 81501.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.984 801.237 0.0115552 0.00130898 78077.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.436 794.075 0.0143368 0.00169817 63298 0
: 387 Minimum Test error found - save the configuration
: 387 | 841.376 786.092 0.0121243 0.00112755 72748.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.742 778.282 0.0108442 0.00112647 82323.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 824.342 770.209 0.0107496 0.0010949 82861 0
: 390 Minimum Test error found - save the configuration
: 390 | 816.228 762.654 0.0108854 0.00106865 81493.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 808.031 755.198 0.0108407 0.00107441 81914.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 800.222 747.392 0.011203 0.00111778 79324.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 791.796 740.539 0.0111461 0.00111431 79746.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 784.34 733.503 0.0111307 0.00110053 79759.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 776.57 725.616 0.0111587 0.0011117 79626 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.226 718.486 0.0111819 0.00110978 79426.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.811 711.269 0.0112051 0.00116318 79665.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.461 704.038 0.0112651 0.00112058 78860 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.651 696.826 0.0111315 0.00111826 79894.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.128 689.687 0.0111788 0.00110829 79439.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.508 683.432 0.0112169 0.00112302 79256.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 723.367 676.239 0.0111822 0.0011423 79682.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 716.138 669.051 0.0111673 0.00110916 79537.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.781 662.373 0.011196 0.00112051 79400.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.682 655.668 0.0111754 0.00110437 79436 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.67 648.692 0.0111531 0.00110764 79637.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.288 642.777 0.0112776 0.00117133 79159 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.189 635.808 0.0112308 0.0011146 79081.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.545 629.342 0.0111896 0.00111775 79429.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.136 622.928 0.0112006 0.00111491 79320.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 660.324 616.555 0.0112641 0.00116256 79195.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.244 610.457 0.0112134 0.00111142 79192.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.03 604.03 0.0112203 0.00112132 79215.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.309 598.152 0.0111588 0.00112006 79690.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.87 591.575 0.0111513 0.00111252 79690.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.272 585.258 0.0112569 0.00117981 79388.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.874 579.673 0.0112223 0.00110732 79090.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 614.516 573.563 0.0111927 0.00111118 79353.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.439 567.591 0.0111348 0.00110823 79787.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.12 561.628 0.0112398 0.00112279 79074.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.782 555.849 0.0112995 0.00111181 78526 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.605 550.103 0.0111473 0.00111158 79715.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.553 544.423 0.0112046 0.00111536 79292.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.685 538.47 0.0112131 0.00111183 79198.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.811 532.792 0.011329 0.00119704 78958 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.973 527.729 0.0112219 0.00110819 79100.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.878 521.937 0.0112064 0.00111754 79295.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.411 516.074 0.0111413 0.00111389 79781.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.349 510.861 0.0111555 0.00111576 79683 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.082 505.134 0.0112913 0.00114469 78844.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.081 499.894 0.0111937 0.00111204 79352.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.426 494.676 0.0112193 0.00111895 79205 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.287 489.317 0.0112727 0.00112077 78803 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.478 484.64 0.0113187 0.00111246 78383.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.425 478.888 0.0112337 0.00111177 79036.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.085 473.441 0.0112012 0.00111374 79306.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.507 468.763 0.0112377 0.00112139 79080.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.324 464.129 0.0113513 0.00111756 78172.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.036 459.044 0.011235 0.00112043 79093.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.082 453.796 0.0112086 0.00111425 79252.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.828 448.706 0.0112656 0.00113953 79004 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.678 444.577 0.0112508 0.0011179 78950.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.142 439.37 0.0111768 0.00111341 79496.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.098 434.49 0.0111936 0.00111167 79349.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.733 429.937 0.0111564 0.00110239 79570.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.297 425.301 0.0112748 0.00117342 79197.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.274 420.888 0.0111847 0.00110619 79377 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.608 416.069 0.0112038 0.00111641 79307.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.754 412.106 0.0112059 0.00111776 79301.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.42 406.815 0.0111344 0.00106286 79431.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.627 402.556 0.0113061 0.00115417 78802.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.957 398.401 0.0112618 0.00112521 78922.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.773 393.698 0.0112039 0.00112274 79356.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.054 389.835 0.0111899 0.0010946 79244.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.834 386.293 0.0112774 0.00117929 79223 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.358 381.478 0.0112129 0.00110255 79126.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.07 376.847 0.0112419 0.00111429 78992.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.666 372.501 0.0112126 0.00111304 79211.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.489 368.733 0.0113229 0.00116218 78734.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.071 364.511 0.0112607 0.00111048 78816.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.8 360.507 0.0111791 0.00111559 79495 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.904 356.378 0.0111409 0.00110209 79691 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.675 352.385 0.011231 0.0011388 79268.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.721 348.447 0.0112319 0.00111628 79085.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.616 344.423 0.0112762 0.00112969 78845 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.702 340.623 0.011225 0.0011125 79110.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.872 336.789 0.011283 0.00115577 78994.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.947 333.029 0.0113497 0.00111619 78174.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.915 329.584 0.0112104 0.001115 79243.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.338 325.614 0.0113008 0.00111882 78569.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.341 322.182 0.0112541 0.00116209 79270.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.743 318.666 0.0112982 0.00112438 78633 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.895 315.092 0.0111547 0.00110252 79585 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.125 311.363 0.0111933 0.00111856 79406.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.464 307.872 0.0110701 0.0010604 79922.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.772 304.281 0.0112746 0.00111078 78710.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.149 300.982 0.0111732 0.00112297 79600.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.721 297.785 0.0112558 0.00111397 78881.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.161 294.559 0.0112103 0.0011102 79206.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.75 290.756 0.0113294 0.00119619 78948.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.304 287.289 0.0111805 0.00110162 79373.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.892 284.16 0.0112042 0.00111279 79275.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.82 280.636 0.0111805 0.00111019 79441.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.104 277.833 0.0110946 0.00117452 80644.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.356 275.931 0.011194 0.00115717 79706.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.892 271.524 0.0111528 0.00109674 79554.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.367 268.224 0.0111389 0.00110869 79758.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.122 265.129 0.0110963 0.00105498 79670.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.125 261.729 0.0110907 0.0010996 80071.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.718 258.783 0.0111631 0.00110706 79554.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.501 256.007 0.0110912 0.00110836 80137.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.644 252.887 0.0111794 0.00113742 79665.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.473 250.029 0.011229 0.00111148 79070.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.442 246.952 0.0121593 0.00109299 72291.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.46 244.359 0.010707 0.0010599 82926.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.757 241.264 0.0108181 0.00108172 82166 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.474 238.706 0.0114133 0.00110742 77625.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.715 236.089 0.0131832 0.00119602 66738.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.889 233.751 0.011458 0.00110225 77252 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.132 230.829 0.0108941 0.00116337 82214.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.329 228.382 0.0111099 0.00126291 81243.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.772 225.208 0.011027 0.00107704 80402.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.729 222.443 0.0106788 0.00105856 83157.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.038 220.062 0.0111485 0.00115028 80014.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.433 217.447 0.0113441 0.00111548 78212.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.411 215.097 0.0111777 0.00108185 79240.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.011 212.99 0.0113628 0.0012123 78813.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.502 210.093 0.0113473 0.00111457 78180.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.602 207.467 0.0114811 0.001147 77413.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.018 206 0.0113398 0.00120246 78916.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.838 203.002 0.0112411 0.00107041 78657 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.021 200.889 0.0114294 0.00113159 77686.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.74 198.467 0.0113643 0.00117136 78485.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.129 195.675 0.0112817 0.00118647 79245.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.754 193.627 0.0112712 0.00112626 78857 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.553 192.27 0.0113777 0.00118052 78453.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.994 189.495 0.0111982 0.00106118 78918.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.739 187.188 0.011313 0.00112338 78511.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.383 184.717 0.0112868 0.00112839 78752.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.992 183.094 0.0113271 0.00111792 78361.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.573 180.903 0.0112247 0.00112276 79192.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.73 178.77 0.011161 0.00112227 79691.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.06 176.645 0.0112469 0.00111705 78974.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.938 174.804 0.0113921 0.00111718 77859.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.718 173.237 0.0112593 0.00111097 78831 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.787 170.478 0.0111829 0.00111666 79473.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.611 168.758 0.0112838 0.00117036 79102.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.327 167.069 0.0112224 0.00111827 79175.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.376 164.935 0.0112213 0.00111498 79158.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.992 162.883 0.011207 0.00111367 79260.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.968 160.903 0.0112164 0.00113331 79340.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.968 159.482 0.0112376 0.00111334 79018.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.109 157.593 0.0110842 0.00106072 79812.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.881 155.766 0.0113023 0.00111607 78537.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.872 154.038 0.0111383 0.00110687 79749.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.411 152.06 0.0111812 0.00112112 79522.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.27 150.31 0.0112035 0.0011668 79707.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.204 148.433 0.0111516 0.00109574 79555.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.419 146.527 0.0111604 0.00111078 79604.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.633 145.863 0.0111282 0.00110428 79809 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.504 144.271 0.0111241 0.00110872 79877 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.358 142.584 0.0111666 0.00110184 79485.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.794 140.183 0.0111668 0.00114409 79818.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.03 139.387 0.0111588 0.00111444 79646.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.037 137.075 0.0112142 0.00111486 79213.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.192 135.152 0.0111701 0.00105725 79107.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.38 133.869 0.0111949 0.00110982 79325 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.603 132.585 0.0112932 0.00112844 78703.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.957 131.869 0.0111523 0.00110567 79628.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.436 131.283 0.0111823 0.00111389 79456.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.577 129.282 0.0111653 0.00111545 79602.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.809 127.25 0.0112412 0.00112178 79056.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.227 125.235 0.011252 0.00110683 78855.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.724 124.327 0.0111728 0.00111653 79552.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.152 124.301 0.0111798 0.00110093 79374.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.501 123.465 0.01137 0.00114385 78230.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.849 120.896 0.0112446 0.00111207 78953.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.219 119.148 0.0112057 0.00111021 79243.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.498 117.981 0.0112641 0.00111232 78803.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.149 115.857 0.0111439 0.00111258 79750.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.364 114.511 0.0112168 0.00116318 79573.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.823 113.414 0.0111874 0.00110862 79374.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.334 111.775 0.0111529 0.00109518 79540.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.151 111.37 0.0111536 0.00110532 79615.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.539 109.533 0.0111517 0.00111228 79686.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.029 108.711 0.0111425 0.00110747 79720.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.034 107.302 0.0111919 0.00116634 79795.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.37 105.781 0.0111759 0.00111269 79497.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.881 104.476 0.0112247 0.00113253 79269.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.512 103.654 0.0112058 0.001122 79335 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.149 102.357 0.0112264 0.0011291 79229.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.546 101.682 0.0112555 0.0011193 78925.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.55 100.014 0.0111225 0.00112399 80011.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.065 98.5167 0.0111968 0.00111956 79387.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.889 97.2029 0.0112165 0.00111415 79189.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.553 95.5104 0.0112195 0.00113753 79349.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.99 94.5598 0.0112247 0.00110999 79092.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.731 93.349 0.01111 0.00110422 79953.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.749 92.3949 0.0111156 0.0011054 79918.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.372 91.3536 0.0111898 0.00111461 79402.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.403 90.3436 0.0111192 0.00109742 79826.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.257 89.0678 0.0111771 0.00113717 79681.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.8355 87.9063 0.0111933 0.00111871 79407.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.6447 87.213 0.0111376 0.00111003 79780.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.6243 85.358 0.0111526 0.00110378 79611.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.3795 84.4869 0.0111814 0.00112092 79518.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.1781 83.5929 0.0111951 0.00111664 79377.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.9928 82.6434 0.0112913 0.00114745 78865.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.8007 81.6843 0.0111728 0.00110591 79468.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.8139 80.0776 0.011193 0.00109908 79255.4 0
: 591 | 89.8886 80.7468 0.011151 0.0010707 79362.8 1
: 592 Minimum Test error found - save the configuration
: 592 | 88.9924 78.7856 0.0111934 0.00111211 79355.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.7931 77.2211 0.0112298 0.0011292 79202.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.5762 76.2414 0.0111611 0.00109903 79506.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.6299 75.3099 0.011112 0.00110482 79942.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.5017 75.1433 0.0111512 0.00110154 79604.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6455 73.2115 0.0111327 0.00111811 79883.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.4276 72.6778 0.0111515 0.00110956 79665.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.5509 71.6213 0.0111668 0.00116695 80000.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.3808 70.3734 0.0111617 0.00110956 79584.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.5629 70.0938 0.0110724 0.00110009 80221.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.6762 69.1968 0.0112302 0.00111688 79103.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9084 68.469 0.0111577 0.00112757 79759.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.9627 66.7642 0.0112949 0.00117182 79027.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.8503 66.4711 0.0108345 0.00106972 81927.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.0683 65.3711 0.0106937 0.00105907 83033.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.1175 64.8601 0.0107022 0.00106673 83026.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.396 64.5224 0.0106944 0.00107283 83146.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.5152 62.7999 0.0107062 0.00105767 82914 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.5707 62.3386 0.0107088 0.00106179 82927.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.7527 61.2697 0.0107156 0.00105995 82853 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.8297 60.5191 0.01068 0.00106317 83187.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8963 60.0517 0.0107058 0.001063 82963.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2905 58.4486 0.0106889 0.0010636 83114.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.3627 58.4342 0.0108038 0.00109287 82381.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.7043 57.0693 0.0107246 0.00106301 82801.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.747 56.0306 0.0107481 0.00106479 82616.3 0
: 618 | 65.0866 56.4335 0.0106815 0.00102371 82835 1
: 619 Minimum Test error found - save the configuration
: 619 | 64.3657 55.2365 0.0106956 0.00106195 83042.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.7395 54.329 0.0106775 0.00105802 83164.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1573 54.2935 0.0106917 0.00106211 83077.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.3262 53.4643 0.0106857 0.00107546 83244.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.2316 52.3397 0.0106976 0.00106023 83010.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.4899 51.8139 0.0106993 0.00106364 83025 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7326 50.8751 0.0107184 0.00106032 82832.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0485 49.9269 0.0107207 0.00105897 82801 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2057 49.0076 0.010708 0.00106074 82925 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.443 48.5623 0.0107129 0.00105976 82874.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.765 48.2207 0.0107076 0.0010744 83045.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.1371 47.2128 0.010711 0.00105989 82892.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.3667 46.2874 0.0107046 0.00106122 82958.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6349 45.8247 0.0106847 0.00106039 83122.8 0
: 633 | 54.1666 45.8878 0.0106478 0.00102758 83158.4 1
: 634 Minimum Test error found - save the configuration
: 634 | 53.557 44.8318 0.0106957 0.00105876 83013.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8909 44.5614 0.0107128 0.00105886 82867.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1766 43.866 0.0107539 0.00108892 82773.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6573 43.089 0.0107502 0.00106182 82573.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.0154 42.9561 0.0107123 0.0010625 82902.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.1981 42.0382 0.0107024 0.0010561 82933.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7566 41.4991 0.0106797 0.00106661 83220 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0981 40.9604 0.0109524 0.00111663 81335.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4379 40.4291 0.0112064 0.00114494 79511.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8897 39.8212 0.0111797 0.00111133 79457 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.3582 39.0116 0.0111355 0.0011013 79727.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.7697 38.6033 0.0111148 0.00109761 79862.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.226 38.5239 0.0111461 0.00110765 79693.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6598 37.6866 0.0111651 0.00111008 79562.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1126 37.229 0.0113035 0.00117454 78981.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4716 36.524 0.0112608 0.00111389 78841.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9356 36.0891 0.0112153 0.00110211 79104.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3859 35.9419 0.0111994 0.00111339 79317.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8916 35.322 0.0111449 0.00111271 79743.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5674 34.5732 0.0112375 0.00113652 79200 0
: 654 | 42.1631 34.7259 0.0111342 0.00107004 79490 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.4641 33.7215 0.0111929 0.00111176 79356 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8419 33.0221 0.0111938 0.00111137 79346.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4533 32.7978 0.0111797 0.00111114 79455.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7743 32.7791 0.0113602 0.00112624 78171.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.3677 32.5127 0.0112377 0.00111749 79049.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9972 31.3406 0.0112581 0.00110931 78827.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4891 30.9438 0.0109534 0.00106034 80865.1 0
: 662 | 38.0667 31.1392 0.0106552 0.00102638 83084.3 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.9236 30.3181 0.0106736 0.00106434 83253.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.1373 30.0689 0.0106839 0.00105716 83101.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.8546 29.9631 0.0106956 0.00106487 83067.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.3198 28.9712 0.0107124 0.00106436 82918.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7145 28.2978 0.0107165 0.00107306 82957.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2847 27.9376 0.010688 0.00106086 83098.5 0
: 669 | 34.8697 28.097 0.0106741 0.00102491 82908.6 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.5065 26.9441 0.0110803 0.00112674 80372.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9096 26.8482 0.0113268 0.00112651 78428.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6814 26.4898 0.0113644 0.00117277 78495.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3089 25.6697 0.0112012 0.0011479 79576.1 0
: 674 | 32.7294 25.6863 0.0114811 0.00114443 77394.6 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.3263 25.578 0.0112981 0.00115379 78861.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1151 24.7878 0.0111858 0.00106357 79033.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8337 24.2356 0.0106877 0.00106311 83120.3 0
: 678 | 31.1922 24.497 0.0106834 0.00102675 82844.2 1
: 679 | 30.7719 24.4368 0.0107834 0.00102533 81983.1 2
: 680 | 30.4799 24.5884 0.0110278 0.00108929 80494.7 3
: 681 Minimum Test error found - save the configuration
: 681 | 30.2295 22.8909 0.0113722 0.00114955 78257.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.7346 22.5021 0.0112194 0.0011497 79445.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2264 21.9535 0.0112239 0.0011119 79114.2 0
: 684 | 28.9091 22.3874 0.0112675 0.00108807 78589.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.6229 21.9057 0.0113559 0.00120374 78800.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.2652 21.7018 0.0112444 0.00110613 78908.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0256 21.0798 0.0112471 0.00110393 78871 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.3611 20.3211 0.0112042 0.00111901 79324.1 0
: 689 | 27.071 20.3796 0.011267 0.00117357 79259.1 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.6738 20.136 0.0112716 0.00111559 78771.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4774 19.4981 0.0114886 0.00132468 78710.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8966 19.3454 0.0110918 0.00113084 80313.8 0
: 693 | 25.576 19.6651 0.01124 0.00112643 79101.3 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.4289 18.7354 0.0113973 0.00114644 78042.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0299 18.0208 0.0111418 0.0010916 79600.8 0
: 696 | 24.7911 18.6376 0.0112949 0.00112599 78670.9 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.4742 17.957 0.0112365 0.00111437 79034.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.9809 17.9059 0.0113705 0.00112813 78106.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.7396 17.2188 0.0112466 0.00113198 79093.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5252 16.992 0.011178 0.00113546 79660.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.096 16.4429 0.0112084 0.00111931 79293.2 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7638 16.1891 0.0111735 0.00111427 79529.2 0
: 703 | 22.6021 17.4575 0.0110218 0.00108008 80469.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.4834 16.1716 0.0113052 0.00113264 78642.6 0
: 705 | 21.9903 16.6171 0.0113086 0.00108239 78230.5 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.624 15.2698 0.0111931 0.00113008 79499 0
: 707 | 21.3398 15.2926 0.0111841 0.00107124 79107.2 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.9869 15.1165 0.0113115 0.00115314 78752.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7698 14.5911 0.0110112 0.00107745 80533.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4491 14.3438 0.0106941 0.0010636 83069.6 0
: 711 | 20.1782 14.8345 0.0107385 0.00103008 82402.5 1
: 712 | 19.857 14.3922 0.0106721 0.00102357 82914.4 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.6273 13.326 0.0107103 0.00106664 82956 0
: 714 | 19.4924 14.2234 0.0106909 0.00102707 82783.1 1
: 715 | 19.2803 13.7211 0.0107001 0.00102412 82678.7 2
: 716 | 18.8965 13.4489 0.0106947 0.00102657 82746.1 3
: 717 Minimum Test error found - save the configuration
: 717 | 18.6298 12.574 0.010702 0.00106309 82996.6 0
: 718 | 18.3974 12.984 0.0106652 0.00102401 82977.1 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.3388 12.4352 0.0106868 0.00106289 83126.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9252 12.0682 0.0107298 0.00106161 82745.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6915 11.9263 0.010887 0.00106813 81476.1 0
: 722 | 17.3368 12.1299 0.0106927 0.00102538 82753.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.1512 11.3135 0.0107166 0.00106328 82872.7 0
: 724 | 16.9696 11.5246 0.0106672 0.00102771 82992 1
: 725 | 16.9034 11.3388 0.0106734 0.00102141 82884.7 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.6677 11.1776 0.0106848 0.00106646 83174.8 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.5924 10.9974 0.0106937 0.00106502 83085.3 0
: 728 | 16.1123 11.2672 0.0106766 0.00102745 82908.9 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.7959 10.6619 0.0107245 0.00106439 82814.6 0
: 730 | 15.6617 10.8999 0.0106884 0.00104115 82925.4 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.4485 10.2511 0.0107371 0.00107036 82757.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1134 10.1179 0.0107111 0.00106154 82905.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8814 9.98502 0.0107142 0.00105993 82864.5 0
: 734 | 14.7803 10.4611 0.0106681 0.00103837 83076 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.6531 9.4949 0.0107194 0.00106604 82872.9 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3634 9.14443 0.010723 0.00106235 82810.6 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1476 9.01638 0.010743 0.00106504 82661.8 0
: 738 | 14.0244 9.18762 0.0106666 0.0010217 82945.8 1
: 739 | 13.7373 10.2793 0.010668 0.00103061 83009.7 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.6875 8.79743 0.0107135 0.00106343 82901 0
: 741 | 13.4581 9.04107 0.0106394 0.00102549 83213 1
: 742 | 13.2309 8.91544 0.0106785 0.0010285 82901.6 2
: 743 | 12.9977 8.81755 0.010688 0.00102772 82813.7 3
: 744 Minimum Test error found - save the configuration
: 744 | 12.9529 8.37605 0.0107184 0.00106847 82901.8 0
: 745 | 12.6406 8.55387 0.0106778 0.00102865 82908.7 1
: 746 | 12.481 8.43668 0.0106971 0.00102955 82750.9 2
: 747 | 12.3606 8.6191 0.0107356 0.00103067 82432.5 3
: 748 Minimum Test error found - save the configuration
: 748 | 12.1749 8.12937 0.0107349 0.00106144 82700.3 0
: 749 | 11.9904 8.8841 0.0107623 0.00102701 82175.2 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.147 8.06369 0.010787 0.00107125 82340.5 0
: 751 | 11.8153 8.15964 0.0106643 0.00102497 82993.6 1
: 752 | 11.5442 8.31163 0.0107116 0.00102245 82566.6 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.4013 7.73644 0.0107152 0.00106552 82904.2 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2015 7.13953 0.0107959 0.00110629 82562.6 0
: 755 | 11.096 7.43621 0.0107745 0.00102839 82084.1 1
: 756 | 10.9423 7.34741 0.0107101 0.00102426 82594.7 2
: 757 | 10.7589 7.62923 0.0107146 0.00102493 82562.5 3
: 758 Minimum Test error found - save the configuration
: 758 | 10.5659 7.02373 0.0107696 0.00106304 82418.1 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.3729 6.9501 0.0107293 0.00105975 82733.9 0
: 760 | 10.304 6.9674 0.0107079 0.00102485 82618.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.0837 6.82116 0.0107272 0.00106791 82822.1 0
: 762 | 9.96241 6.97079 0.0106961 0.00102731 82740.4 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.90745 6.78019 0.0107427 0.00106781 82688.2 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.9453 6.46941 0.0107208 0.00105614 82776 0
: 765 | 9.72577 7.13762 0.0106755 0.00102274 82877.7 1
: 766 | 9.56045 6.98466 0.0106842 0.00102782 82847.2 2
: 767 | 9.42628 6.76133 0.0108509 0.00102922 81452.3 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.25048 6.00268 0.0107586 0.00106595 82536.8 0
: 769 | 9.12293 6.09667 0.0107267 0.00102822 82487 1
: 770 | 9.01693 6.16887 0.0107375 0.00102984 82409.2 2
: 771 Minimum Test error found - save the configuration
: 771 | 8.90171 5.74 0.0107507 0.00106359 82583.9 0
: 772 | 8.73932 6.0141 0.0106715 0.00102049 82892.8 1
: 773 | 8.736 6.60434 0.0107258 0.00102575 82473.9 2
: 774 | 8.70024 6.05467 0.0106919 0.00102874 82788.9 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.66683 5.51752 0.0108176 0.00108416 82191.2 0
: 776 | 8.60058 5.82351 0.0106945 0.001027 82751.6 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.32653 5.12377 0.0107002 0.00105932 82979.7 0
: 778 | 8.0923 5.91574 0.0106998 0.0010246 82685.3 1
: 779 | 8.06266 5.59773 0.0106868 0.00102667 82814.8 2
: 780 | 7.87833 5.84725 0.0107079 0.00102831 82648.1 3
: 781 Minimum Test error found - save the configuration
: 781 | 7.80594 4.8865 0.0107818 0.00108627 82512.2 0
: 782 | 7.73891 4.92401 0.010684 0.00102535 82827.7 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.63236 4.61897 0.0107259 0.00106056 82770.1 0
: 784 | 7.59477 5.1267 0.0106809 0.00102747 82871.9 1
: 785 | 7.40606 4.9372 0.0106904 0.00102655 82783.1 2
: 786 | 7.34888 5.51329 0.0107102 0.00103018 82644.9 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.38964 4.27963 0.0107598 0.00106218 82494.2 0
: 788 | 7.11614 4.71114 0.0106839 0.00102554 82829.6 1
: 789 | 6.9633 4.52299 0.0107061 0.00103106 82687 2
: 790 | 6.9229 4.43449 0.0106882 0.00102489 82787 3
: 791 Minimum Test error found - save the configuration
: 791 | 6.95041 4.09039 0.0107765 0.0010688 82408.6 0
: 792 Minimum Test error found - save the configuration
: 792 | 7.04557 3.92365 0.0107415 0.00106282 82655.7 0
: 793 | 6.76295 3.94124 0.0106973 0.00102362 82698.6 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.6418 3.80716 0.0107517 0.00106966 82627.4 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.79994 3.79787 0.0107107 0.00106023 82897.9 0
: 796 | 6.60061 3.92332 0.0106671 0.00102516 82970.7 1
: 797 | 6.38901 3.82876 0.0106867 0.00102793 82826.6 2
: 798 Minimum Test error found - save the configuration
: 798 | 6.20954 3.15391 0.0107361 0.00106567 82726.8 0
: 799 | 6.11892 4.27609 0.0107084 0.00103174 82673.4 1
: 800 | 6.14149 3.6091 0.0107021 0.00102448 82664.9 2
: 801 | 6.0484 3.90623 0.0106829 0.00102263 82813.2 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.01252 3.13033 0.0107443 0.00106844 82680.4 0
: 803 | 5.98155 3.67936 0.0107266 0.00102674 82475.6 1
: 804 | 5.73577 3.51576 0.0106551 0.00102815 83100.5 2
: 805 | 5.7766 3.16171 0.0106897 0.00102313 82759.7 3
: 806 | 5.82206 3.52064 0.010682 0.00103297 82909.5 4
: 807 | 5.69468 3.24762 0.010679 0.00102648 82879.6 5
: 808 Minimum Test error found - save the configuration
: 808 | 5.7556 3.10569 0.0110852 0.00107927 79952.9 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.58813 2.78721 0.010795 0.00106932 82256.5 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.54199 2.61905 0.0113042 0.00112525 78593.5 0
: 811 | 5.38643 3.29587 0.0112146 0.00107533 78901.3 1
: 812 | 5.33034 3.20533 0.0112162 0.00107445 78882 2
: 813 | 5.2238 3.04001 0.0112439 0.0010984 78852.6 3
: 814 Minimum Test error found - save the configuration
: 814 | 5.04679 2.58054 0.0112025 0.00116464 79698.4 0
: 815 | 5.13033 2.90149 0.0112681 0.00109395 78630.5 1
: 816 | 5.19724 2.68885 0.0111977 0.00107304 79014.7 2
: 817 Minimum Test error found - save the configuration
: 817 | 5.13435 2.55192 0.0112682 0.00113329 78934.9 0
: 818 Minimum Test error found - save the configuration
: 818 | 5.03574 2.44599 0.0112353 0.00111486 79048.3 0
: 819 | 4.89498 2.63832 0.0113506 0.00106924 77811 1
: 820 | 4.70548 2.7255 0.0112225 0.00107033 78801.2 2
: 821 | 4.69997 2.58452 0.011285 0.00112076 78707.5 3
: 822 | 4.66667 2.54806 0.0112934 0.0010965 78455.6 4
: 823 | 4.73111 2.88062 0.0111509 0.00107796 79420.5 5
: 824 Minimum Test error found - save the configuration
: 824 | 4.53849 2.27104 0.0112804 0.00113046 78817.9 0
: 825 | 4.47833 2.5568 0.0112664 0.00108649 78586.3 1
: 826 Minimum Test error found - save the configuration
: 826 | 4.42577 2.25848 0.0113264 0.00111891 78373.6 0
: 827 | 4.40617 2.84649 0.0112109 0.00107606 78935.3 1
: 828 | 4.52684 2.97929 0.0112925 0.00112863 78710 2
: 829 | 4.4824 2.87841 0.0112307 0.00106461 78693.3 3
: 830 | 4.24571 2.43671 0.0112177 0.00107642 78885.3 4
: 831 | 4.15651 2.27247 0.0112273 0.00107908 78831.5 5
: 832 | 4.04645 2.53976 0.0112726 0.00118401 79297.5 6
: 833 | 4.03585 2.39453 0.01123 0.00107239 78758.9 7
: 834 | 4.01627 2.41892 0.0111738 0.00108377 79286.2 8
: 835 | 3.99514 2.48556 0.0112569 0.00110028 78766.5 9
: 836 | 4.13227 3.34246 0.011371 0.00109798 77873.5 10
: 837 | 3.91642 2.37924 0.0113357 0.00121454 79042.2 11
: 838 | 3.91857 2.5058 0.0114523 0.0011166 77401.5 12
: 839 | 3.98046 2.89508 0.011332 0.00108273 78054.5 13
: 840 | 3.8124 2.4371 0.0112785 0.00109136 78530.6 14
: 841 Minimum Test error found - save the configuration
: 841 | 3.73308 2.20935 0.0111815 0.00117454 79944.2 0
: 842 | 3.65897 2.36738 0.0114482 0.00103339 76814 1
: 843 | 3.66465 2.24254 0.0112445 0.00108281 78727 2
: 844 Minimum Test error found - save the configuration
: 844 | 3.67158 2.13588 0.0112614 0.00112435 78918.6 0
: 845 | 3.55822 2.2499 0.0114779 0.00106332 76815.2 1
: 846 Minimum Test error found - save the configuration
: 846 | 3.5148 2.08078 0.0115952 0.00114577 76559.4 0
: 847 | 3.39403 2.31255 0.0111865 0.00110542 79356.6 1
: 848 Minimum Test error found - save the configuration
: 848 | 3.46025 2.03768 0.0112985 0.00112829 78660.9 0
: 849 | 3.35967 2.50494 0.011298 0.0011202 78602.6 1
: 850 | 3.43699 2.16058 0.0112544 0.00110424 78816.1 2
: 851 | 3.3705 2.10289 0.0112664 0.00108629 78584.5 3
: 852 | 3.347 2.48206 0.0112446 0.00107354 78654.7 4
: 853 Minimum Test error found - save the configuration
: 853 | 3.30552 2.00912 0.0113022 0.00114246 78742.5 0
: 854 | 3.33577 2.04179 0.0112409 0.00107504 78695.1 1
: 855 | 3.18242 2.19452 0.0111719 0.0010778 79254.3 2
: 856 Minimum Test error found - save the configuration
: 856 | 3.33058 1.9493 0.0112369 0.00111916 79069.4 0
: 857 | 3.28731 1.96399 0.0111772 0.00107753 79210.7 1
: 858 | 3.0417 2.02191 0.0111866 0.00101643 78661.5 2
: 859 Minimum Test error found - save the configuration
: 859 | 3.00914 1.6881 0.0110424 0.00117075 81039.9 0
: 860 | 2.97186 2.03668 0.0111321 0.00108465 79622.6 1
: 861 | 2.90652 2.12765 0.0112042 0.00108378 79048.4 2
: 862 | 2.90095 2.20683 0.0111708 0.00108482 79318.1 3
: 863 | 2.99165 2.22578 0.0112201 0.0010725 78836.2 4
: 864 | 2.96489 2.11252 0.0112008 0.00114166 79529.3 5
: 865 | 2.92089 2.07634 0.0112742 0.00109384 78582.7 6
: 866 | 2.90072 2.01668 0.0111835 0.00107324 79127.4 7
: 867 | 3.03094 2.07151 0.0111344 0.00108331 79593.6 8
: 868 | 2.98939 1.75779 0.0111373 0.00107107 79473.3 9
: 869 | 2.88258 1.94063 0.0112337 0.00111526 79063.2 10
: 870 | 2.8074 1.81881 0.0111264 0.00105907 79465.1 11
: 871 | 2.80464 2.1786 0.0112323 0.00108035 78802.6 12
: 872 | 2.79514 1.69738 0.0111128 0.00106959 79656.1 13
: 873 | 2.73682 1.75076 0.0111494 0.00107074 79375.3 14
: 874 | 2.75179 1.87567 0.0111502 0.00108866 79510.5 15
: 875 | 2.96651 1.70081 0.0112098 0.00108047 78978.4 16
: 876 | 2.7417 1.95887 0.0111625 0.00107154 79278.6 17
: 877 | 2.81867 1.87952 0.0111728 0.00107468 79222.5 18
: 878 | 3.00707 1.87522 0.0111806 0.00106702 79101.5 19
: 879 Minimum Test error found - save the configuration
: 879 | 2.91641 1.57246 0.0112899 0.00117893 79122 0
: 880 | 2.63579 1.64598 0.0112079 0.00108209 79005.8 1
: 881 | 2.57783 1.5734 0.0112705 0.00108888 78573.3 2
: 882 | 2.47936 1.86785 0.0112267 0.00107959 78840.5 3
: 883 | 2.54375 1.77522 0.0112833 0.00112649 78765 4
: 884 | 2.59467 2.15647 0.0112076 0.00108517 79032.4 5
: 885 Minimum Test error found - save the configuration
: 885 | 2.85949 1.55604 0.0112928 0.00112019 78642.9 0
: 886 | 2.86268 1.68268 0.0112223 0.00108519 78918 1
: 887 | 2.39214 1.70181 0.0112438 0.00111526 78984.4 2
: 888 Minimum Test error found - save the configuration
: 888 | 2.36523 1.46842 0.0113514 0.00112076 78196.7 0
: 889 | 2.31937 1.67833 0.0112316 0.00108355 78833.2 1
: 890 | 2.31511 1.51117 0.0111901 0.00109229 79225 2
: 891 | 2.50972 2.24017 0.0113068 0.00107048 78153.2 3
: 892 | 2.5069 2.46655 0.0112397 0.00108202 78758 4
: 893 | 2.56888 1.83917 0.0112505 0.00107601 78628.3 5
: 894 | 2.29535 1.6752 0.0112568 0.00112782 78981.3 6
: 895 | 2.29217 1.64032 0.0112521 0.00107723 78625.3 7
: 896 | 2.24452 1.58371 0.0111864 0.00107508 79119.2 8
: 897 | 2.28579 1.73763 0.011135 0.00106967 79480.4 9
: 898 | 2.38707 2.21586 0.0112323 0.00108093 78807.2 10
: 899 | 2.54363 1.6731 0.0112758 0.00109341 78566.7 11
: 900 | 2.77244 2.26117 0.0112175 0.00107645 78887.3 12
: 901 | 2.44273 1.64221 0.0112091 0.00109111 79067.4 13
: 902 | 2.36014 1.77682 0.0112544 0.00111148 78872.4 14
: 903 | 2.20327 1.83728 0.0112333 0.00107254 78734.5 15
: 904 | 2.23342 1.66186 0.0110818 0.00102355 79536.9 16
: 905 | 2.08653 1.47344 0.0112104 0.00108018 78971.4 17
: 906 Minimum Test error found - save the configuration
: 906 | 2.09622 1.43636 0.0112381 0.00113473 79181.5 0
: 907 | 2.16465 1.47506 0.0112862 0.00112488 78729.6 1
: 908 | 2.16931 1.93404 0.0111402 0.00107864 79510.2 2
: 909 | 2.11408 1.71501 0.011258 0.00108062 78605.4 3
: 910 Minimum Test error found - save the configuration
: 910 | 2.08777 1.39299 0.0111687 0.00111503 79572.7 0
: 911 | 2.22449 1.75717 0.0112697 0.0011045 78700.2 1
: 912 | 2.08762 2.1064 0.0112035 0.00107682 78999.1 2
: 913 | 2.24546 1.41059 0.0113251 0.00104448 77816.1 3
: 914 | 2.01712 1.41809 0.0112165 0.00107487 78882.5 4
: 915 | 2.07847 1.44727 0.0113249 0.00112175 78406.8 5
: 916 | 2.19897 1.57055 0.0111855 0.00107404 79118.4 6
: 917 Minimum Test error found - save the configuration
: 917 | 2.04373 1.36922 0.0112471 0.00111547 78960.5 0
: 918 | 1.94926 1.62487 0.01119 0.00107055 79055.6 1
: 919 | 1.97097 1.5469 0.0112372 0.00112457 79108.9 2
: 920 Minimum Test error found - save the configuration
: 920 | 2.02854 1.32647 0.0112324 0.00106618 78692.1 0
: 921 | 2.00365 1.53674 0.0111346 0.00106518 79448.4 1
: 922 | 2.04493 1.61894 0.0110615 0.00105483 79947 2
: 923 | 1.98149 1.52098 0.0110856 0.0010762 79924.8 3
: 924 | 1.94764 1.43634 0.0111071 0.00107718 79761.2 4
: 925 | 1.90944 1.73854 0.0110853 0.00106911 79870.9 5
: 926 | 1.90715 1.56191 0.0111929 0.00108648 79157.3 6
: 927 | 1.92402 1.48913 0.0113762 0.00104627 77445.2 7
: 928 | 2.06579 1.69871 0.0109986 0.00108417 80690.6 8
: 929 | 2.07908 1.4366 0.011186 0.00107522 79123.1 9
: 930 | 1.91558 1.87045 0.0112374 0.00108645 78810.5 10
: 931 | 1.99293 1.37551 0.0113053 0.00107158 78172.8 11
: 932 | 1.8861 2.20473 0.0112606 0.00109049 78662.1 12
: 933 | 1.86273 1.34098 0.0113017 0.00108127 78274.3 13
: 934 | 1.94204 1.36314 0.0112082 0.00105729 78811 14
: 935 | 1.85647 1.72738 0.0111695 0.00107662 79263.5 15
: 936 Minimum Test error found - save the configuration
: 936 | 1.86465 1.22917 0.0112712 0.00113006 78886.6 0
: 937 | 1.81506 1.44071 0.011239 0.00106372 78622.3 1
: 938 | 1.91393 1.38245 0.0113229 0.00109208 78195.1 2
: 939 | 1.81564 1.31872 0.0111813 0.00107457 79155.1 3
: 940 | 1.87005 1.59544 0.0111554 0.00108514 79441.5 4
: 941 | 1.89224 1.67653 0.0112214 0.00107412 78838.6 5
: 942 | 1.81878 1.43154 0.0112768 0.00112422 78797.4 6
: 943 | 1.79246 1.43289 0.0112556 0.00107445 78576.6 7
: 944 | 1.80806 1.48411 0.0111808 0.00108329 79227.4 8
: 945 | 1.83255 1.33672 0.0112182 0.00108685 78962.9 9
: 946 | 1.83576 1.44726 0.0112627 0.00113167 78965.3 10
: 947 | 1.88033 1.76242 0.0113935 0.00103401 77224.1 11
: 948 | 1.6932 1.54894 0.0107856 0.00102883 81994.4 12
: 949 | 1.72982 1.26061 0.0107214 0.00103297 82573 13
: 950 | 1.94094 1.70439 0.0107314 0.00102304 82403 14
: 951 | 1.93245 1.62751 0.0107065 0.00103054 82678.8 15
: 952 | 1.88364 1.46298 0.0107121 0.00102766 82606.7 16
: 953 | 1.77575 1.50441 0.0107454 0.00103501 82386.3 17
: 954 | 1.79825 1.25487 0.0106817 0.00102652 82857.4 18
: 955 | 1.92278 1.45975 0.0106841 0.00102777 82847 19
: 956 | 2.00796 1.6433 0.0107625 0.00102808 82182.7 20
: 957 | 1.77499 1.66947 0.0106821 0.00102851 82870.7 21
:
: Elapsed time for training with 1000 events: 10.5 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: 0.0113 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: 0.837 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.29466e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07062e+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: 0.0422 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: 0.0391 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: 0.00141 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: 0.105 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: 0.894 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: 0.0226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0029 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: 0.0391 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00444 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: 0.00224 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00043 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: 0.105 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0118 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: 0.945 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.106 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 : -0.373 0.113 4.11 1.30 | 3.286 3.261
: 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 : 0.0701 0.119 1.27 0.973 | 3.386 3.393
: 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.