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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.255 sec
: Elapsed time for training with 1000 events: 0.258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00256 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000718 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.000197 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000304 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 = 31482.1
: --------------------------------------------------------------
: 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 | 33012.9 31098.2 0.00980725 0.00101216 90959.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32536.3 30556.6 0.00987034 0.000997923 90167.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31874.3 29937.2 0.0100026 0.00101352 88997.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31175.6 29342.7 0.0100529 0.00100511 88419.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30478.2 28685.3 0.0100343 0.00100084 88559.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29701.3 27811.6 0.0100206 0.00100955 88780.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28955.3 27112.9 0.00996982 0.000989023 89079 0
: 8 Minimum Test error found - save the configuration
: 8 | 28468.9 26724.1 0.0100284 0.000984003 88452.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28110.9 26397.4 0.00990616 0.000982922 89653.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27782.9 26101.7 0.00991527 0.00100922 89826.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27480.4 25819.6 0.00987673 0.000979703 89917.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27193 25546.3 0.00987848 0.000979013 89893 0
: 13 Minimum Test error found - save the configuration
: 13 | 26915 25281.5 0.00985658 0.000976603 90090.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26641.8 25029.2 0.00988787 0.000991563 89925 0
: 15 Minimum Test error found - save the configuration
: 15 | 26382 24779.1 0.00987831 0.000979374 89898.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26124 24537.5 0.00988512 0.000978864 89824.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25874 24299.7 0.00991399 0.000982163 89567.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25626.5 24068.6 0.00987906 0.000980583 89903 0
: 19 Minimum Test error found - save the configuration
: 19 | 25384.6 23842.4 0.00987862 0.000977003 89871.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25151.2 23614.1 0.00992022 0.000999072 89674.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24914.7 23393.9 0.00989414 0.000980294 89748 0
: 22 Minimum Test error found - save the configuration
: 22 | 24686.7 23174.6 0.00988752 0.000969963 89710.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24458.7 22960.4 0.00989749 0.000979753 89708.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24235.2 22749.2 0.0099067 0.000979993 89618.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24014 22541.8 0.00990193 0.000979202 89658.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23798.5 22333.7 0.00990798 0.000982973 89635.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23581.6 22131.5 0.00990484 0.000979832 89635.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23373.4 21926.1 0.00989692 0.000978213 89699.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23159.1 21730.1 0.00999333 0.000986443 88820.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22952.7 21535.5 0.00988265 0.000979293 89853.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22748.7 21341.9 0.00998601 0.000998154 89009 0
: 32 Minimum Test error found - save the configuration
: 32 | 22548.9 21146.8 0.00994468 0.000988713 89325.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22344.5 20960.5 0.00989741 0.000981212 89724.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22148.1 20774 0.00990663 0.000994402 89764.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21952 20590.1 0.0098874 0.000974643 89759 0
: 36 Minimum Test error found - save the configuration
: 36 | 21759.8 20406.1 0.00989108 0.000979263 89768.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21568.2 20224.3 0.00989235 0.000984164 89805 0
: 38 Minimum Test error found - save the configuration
: 38 | 21380.6 20042.1 0.00990778 0.000983582 89643.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21187.6 19869.8 0.00991234 0.000979833 89560.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21006.1 19693.2 0.0099238 0.000984982 89497.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20821.8 19519.5 0.00994862 0.000999363 89392.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20638.8 19349.3 0.00990833 0.000982482 89627.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20460.9 19177.5 0.00995059 0.000992673 89306.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20279.8 19010.6 0.00990773 0.000983033 89638.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20102 18841.6 0.00994045 0.000986712 89348.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19924 18670.7 0.00996264 0.000996554 89225.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19756.7 18504.4 0.00998067 0.00100169 89097 0
: 48 Minimum Test error found - save the configuration
: 48 | 19583.9 18353.2 0.00997542 0.000991702 89050 0
: 49 Minimum Test error found - save the configuration
: 49 | 19412.8 18192.9 0.00998976 0.000991182 88902.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19243.6 18029.4 0.0100764 0.000994292 88085.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19072 17867.8 0.0100223 0.00102539 88919.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18899.4 17710.2 0.00997487 0.000994384 89082 0
: 53 Minimum Test error found - save the configuration
: 53 | 18739.5 17551.4 0.0100072 0.000996263 88781.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18574.8 17398.8 0.00999042 0.000995663 88940.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18412.5 17248.1 0.0100202 0.000996323 88653.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18248 17092.9 0.0100007 0.000998263 88864.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18093.9 16936.9 0.0100779 0.00103249 88442.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17929.6 16792.6 0.010014 0.000997913 88730.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17770.4 16635.2 0.0100397 0.000999693 88495.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17614.7 16484.4 0.0100598 0.00100301 88331.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17458.8 16334.7 0.0100179 0.000999023 88703.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17303.8 16187.4 0.0100715 0.00102111 88394 0
: 63 Minimum Test error found - save the configuration
: 63 | 17153.3 16042.2 0.0100519 0.00100675 88445.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16998.5 15893.3 0.0102232 0.00117744 88438.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16845.6 15751.2 0.0104575 0.00102066 84773.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16695.4 15612.6 0.0101129 0.00100624 87847.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16548.6 15470.7 0.0100588 0.00100841 88394.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16400 15331.7 0.0100927 0.00100981 88077.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16255.7 15192.9 0.0100729 0.00100418 88215 0
: 70 Minimum Test error found - save the configuration
: 70 | 16108.9 15054.9 0.0100886 0.00100576 88078.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15964.2 14919.6 0.0101869 0.00101836 87254.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15821.6 14785.2 0.0101568 0.0010344 87696.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15679.6 14653 0.0101128 0.00100804 87866.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15541 14517.9 0.0101123 0.00100816 87871.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15401.6 14387 0.0100978 0.00100519 87983.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15260.8 14256.9 0.0101022 0.00100726 87961.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15125.4 14125.7 0.010133 0.00101214 87711 0
: 78 Minimum Test error found - save the configuration
: 78 | 14988.7 13996.7 0.0100998 0.00100711 87982.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14854.6 13868.2 0.0101123 0.00101891 87976.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14719.7 13743.6 0.0101391 0.00100512 87585.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14589.3 13617 0.0101089 0.00100436 87867.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14456.8 13495.3 0.0101536 0.00102666 87652.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14326.5 13375.5 0.0101245 0.00100886 87760.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14199.6 13254.4 0.010205 0.00105479 87429.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14073.2 13132.2 0.0101215 0.00100771 87778.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13946.7 13012.6 0.010098 0.00100718 88001 0
: 87 Minimum Test error found - save the configuration
: 87 | 13820.5 12895.6 0.0101399 0.0010234 87753.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13696.9 12779.2 0.0101548 0.00101242 87504.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13574.9 12662.4 0.0101358 0.00100653 87630.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13452.1 12548.9 0.0101644 0.00101137 87403 0
: 91 Minimum Test error found - save the configuration
: 91 | 13332.3 12434.5 0.0102074 0.00101038 86984.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13211.2 12323.4 0.0101388 0.00101271 87661.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13093.6 12212.4 0.0101551 0.00101265 87504.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12978 12099.2 0.0101388 0.00100787 87614.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12858.7 11991.6 0.0101368 0.00100869 87641.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12745.9 11880.6 0.0101286 0.00101658 87796.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12629.6 11773.4 0.0101282 0.00100935 87730.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12516.3 11666.9 0.0101927 0.00106134 87610.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12403.9 11561.4 0.0101462 0.00101139 87576.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12292.8 11456.4 0.010128 0.00100771 87716.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12182.4 11352.5 0.0101321 0.001013 87727.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12070.9 11252.5 0.0101515 0.00101177 87530.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11965.3 11148.8 0.0101564 0.00102892 87647.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11856.6 11047.7 0.0101502 0.00101306 87554.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11749.3 10948.7 0.0101645 0.00101514 87437.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11645.4 10847.6 0.0101523 0.00101302 87534 0
: 107 Minimum Test error found - save the configuration
: 107 | 11538.7 10750.3 0.0101451 0.00101336 87606.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11434.8 10653.9 0.0102195 0.00103498 87103.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11334.2 10554.9 0.0101575 0.00101564 87510.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11230.8 10458.6 0.0101643 0.00101568 87445 0
: 111 Minimum Test error found - save the configuration
: 111 | 11128.8 10364.5 0.0101569 0.00101157 87476.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11029.1 10270.3 0.0105116 0.00107868 84809.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10930 10176.4 0.0102163 0.00103119 87097.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10831.2 10083.6 0.0101418 0.00101016 87607.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10732.7 9993.02 0.0101632 0.00101375 87436.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10635.5 9903.77 0.0111185 0.00125736 81126.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10540.7 9813.15 0.0101649 0.00101441 87427.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10446.6 9721.89 0.0101718 0.00101552 87371.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10350.6 9633.97 0.0101637 0.00101355 87429.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10258 9545.56 0.0101515 0.0010154 87564.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10165.2 9458.18 0.0102563 0.00101392 86557.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 10072.3 9373.1 0.0101632 0.00100924 87393.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9981.62 9288.04 0.0102729 0.00103834 86630.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9891.57 9203.48 0.0102634 0.00101894 86538.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9801.46 9120.56 0.0101633 0.00101534 87451.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9714.04 9036.27 0.0101679 0.00101392 87393.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9626.23 8952.7 0.0101317 0.00101068 87709.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9538 8871.29 0.0102238 0.00101789 86901.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9451.28 8791.13 0.0101747 0.00101621 87350.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9366.24 8710.83 0.0103907 0.00101921 85365 0
: 131 Minimum Test error found - save the configuration
: 131 | 9281.62 8630.76 0.0106239 0.00102544 83346.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9197.39 8551.42 0.0102836 0.00101847 86345.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9113.2 8474.02 0.0101907 0.00104002 87425.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 9032.37 8394.62 0.0101765 0.00101553 87327.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8948.42 8318.82 0.0101703 0.00101704 87400.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8867.67 8242.89 0.0105693 0.00119126 85306 0
: 137 Minimum Test error found - save the configuration
: 137 | 8788.09 8166.32 0.0102668 0.00102301 86544.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8707.59 8091.45 0.0101527 0.00101086 87509.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8628.11 8017.77 0.0101552 0.00101275 87504.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8549.98 7944.28 0.0101675 0.0010189 87444.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8472.1 7871.57 0.0101864 0.00101862 87262.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8394.59 7800.24 0.0101979 0.00102206 87185.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8319.02 7728.19 0.0101792 0.00104556 87588.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8243.42 7656.85 0.0102917 0.00101771 86263.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8168.2 7586.31 0.0101729 0.00102423 87444.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8093.74 7516.38 0.0101696 0.00101255 87364 0
: 147 Minimum Test error found - save the configuration
: 147 | 8018.98 7448.62 0.0101765 0.00101532 87324.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7947.68 7378.99 0.010197 0.00104502 87413.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7874.53 7310.86 0.0101774 0.00102696 87427.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7802.14 7244.26 0.0102023 0.00101634 87089.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7731.89 7176.95 0.0101854 0.00101638 87250.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7660.69 7111.21 0.0102673 0.00102015 86513.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7591.77 7044.73 0.0102155 0.00105824 87362 0
: 154 Minimum Test error found - save the configuration
: 154 | 7521.2 6980.75 0.010215 0.00103578 87153.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7452.48 6917.43 0.0101761 0.00101627 87338.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7385.73 6852.58 0.0101853 0.00101713 87258.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7318.18 6788.54 0.0101826 0.00101517 87265.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7250.79 6725.92 0.0102222 0.00102709 87002.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7183.99 6664.67 0.0101676 0.00101666 87422.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7119.36 6602.44 0.0101798 0.00102249 87361.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7053.79 6541.54 0.010184 0.00101991 87297.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6989.62 6480.65 0.0101851 0.00101833 87271.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6925.22 6420.88 0.0101939 0.00101278 87135.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6861.31 6362.58 0.0103535 0.00105517 86036.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6800.57 6301.73 0.0101973 0.00101694 87142.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6736.3 6244.38 0.010197 0.00101683 87144.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6675.15 6186.62 0.0102051 0.00101883 87086.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6614.37 6129.07 0.0101513 0.00101579 87570.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6553.9 6071.6 0.0101891 0.00101878 87238.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6493.42 6015.3 0.0102001 0.00101877 87133.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6432.55 5961.4 0.0102218 0.00101481 86890.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6375.24 5905.42 0.010298 0.00110532 87025.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6317.01 5849.53 0.0101992 0.00101695 87124.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6257.25 5796.81 0.0102138 0.00103624 87169.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6201.01 5742.52 0.0101839 0.00101757 87275.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6143.55 5689.58 0.0101778 0.00101738 87332 0
: 177 Minimum Test error found - save the configuration
: 177 | 6086.98 5637.06 0.0101861 0.00101591 87239.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 6031.36 5584.61 0.0102212 0.00102202 86964.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5976.58 5531.54 0.0101953 0.00101765 87168.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5920.22 5480.98 0.0101939 0.00101639 87169.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5866.03 5430.7 0.010188 0.00101807 87242.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5812.31 5380.17 0.0101697 0.00101444 87381.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5760.35 5328.12 0.0101835 0.0010187 87290.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5705.57 5278.95 0.0102206 0.00103204 87065 0
: 185 Minimum Test error found - save the configuration
: 185 | 5653.25 5230.01 0.010315 0.00102114 86078.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5601.26 5181.27 0.0102165 0.00103526 87134.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5548.91 5134.33 0.0102174 0.00101977 86978.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5498.76 5086.13 0.0101963 0.00101692 87152.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5447.78 5039.11 0.0102039 0.00101972 87106.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5398.28 4991 0.0102067 0.00101609 87045.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5347.61 4945.29 0.0102306 0.0010215 86870.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5299.27 4898.25 0.0101952 0.00101876 87179.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5249.67 4852.87 0.0102929 0.00102028 86275.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5201.47 4807.67 0.010235 0.00103965 87000.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5153.72 4762.67 0.010179 0.00101634 87311 0
: 196 Minimum Test error found - save the configuration
: 196 | 5105.7 4718.87 0.0102267 0.00101685 86863.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5059.15 4674.55 0.0102259 0.00102826 86978.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5012.18 4631.23 0.0101955 0.00101647 87155.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4966.09 4588.13 0.010202 0.00101963 87123.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4920.24 4545.5 0.0102073 0.00102127 87088.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4875.12 4503.07 0.010205 0.00101744 87074.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4830.45 4460.87 0.0102055 0.00102143 87107.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4785.38 4419.78 0.0102097 0.00101942 87048.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4741.78 4378.6 0.010189 0.00101675 87219.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4698.12 4337.5 0.0103437 0.00104189 86004.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4653.91 4298.63 0.0102462 0.00101903 86700.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4611.72 4258.85 0.0101929 0.00101767 87190.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4569.66 4218.53 0.0102156 0.00102041 87001.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4528.25 4178.36 0.0101894 0.00103101 87351.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4485.55 4139.86 0.0101996 0.00102252 87173.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4444.72 4101 0.0102105 0.00102015 87047.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4403.69 4063.04 0.0101933 0.00101585 87170.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4363.42 4025.08 0.0102882 0.00102628 86375.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4322.62 3988.33 0.0102022 0.00101793 87105.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4283.19 3951.84 0.010226 0.00103909 87080.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4244.61 3914.28 0.01023 0.0010288 86944.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4205.76 3877.2 0.0101841 0.00101778 87276 0
: 218 Minimum Test error found - save the configuration
: 218 | 4165.88 3842.55 0.0102002 0.0010179 87124.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4129.78 3804.91 0.0101969 0.00102278 87201.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4090.29 3770.58 0.0102172 0.00101721 86956.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4053.16 3735.95 0.0102113 0.0010197 87036.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4016.99 3700.16 0.0102026 0.00102073 87128.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3979.38 3665.93 0.0102103 0.00101679 87017.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3943.21 3631.71 0.0102662 0.00101994 86521.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3907.45 3597.52 0.0103345 0.00115414 87142.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3871.52 3564.45 0.0102074 0.00101929 87069.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3836.52 3531.01 0.0102549 0.00105471 86954.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3801.09 3498.17 0.0102121 0.00101802 87012.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3766.88 3465.53 0.0102184 0.00103459 87109.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3732.24 3433.45 0.0102239 0.00102287 86947.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3697.8 3402.15 0.0102178 0.00101651 86944.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3665.19 3369.45 0.0102253 0.00102093 86915.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3630.67 3339.34 0.0102731 0.00109905 87202.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3598.11 3308.05 0.0101873 0.00101913 87258 0
: 235 Minimum Test error found - save the configuration
: 235 | 3565.56 3277.54 0.0102422 0.0010414 86948.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3533.37 3246.23 0.010209 0.00101758 87038 0
: 237 Minimum Test error found - save the configuration
: 237 | 3501.2 3215.7 0.0102055 0.00101774 87072.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3468.66 3186.67 0.0102014 0.001021 87141.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3437.87 3156.56 0.0102444 0.00103413 86860.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3405.34 3128.77 0.0102153 0.00102793 87076.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3375.87 3099 0.0102263 0.00102065 86903.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3344.56 3070.48 0.0101984 0.00101821 87144.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3314.53 3041.65 0.0102059 0.00102437 87131.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3284.45 3013.25 0.0102127 0.00101917 87017.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3254.62 2985.12 0.0102487 0.00103497 86827.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3224.23 2958.7 0.0103561 0.00102878 85770 0
: 247 Minimum Test error found - save the configuration
: 247 | 3196.17 2929.92 0.010215 0.00101965 87000.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3166.61 2902.5 0.0102023 0.00102204 87143.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3137.98 2875.4 0.0102058 0.00101902 87081.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3109.28 2848.84 0.0101798 0.00101681 87307.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3080.86 2822.47 0.0102236 0.00102123 86934.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3053.83 2795.34 0.0101935 0.00101989 87206.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3024.94 2770.56 0.0102194 0.00102429 87002.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2997.86 2744.85 0.0103179 0.00102462 86083.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2971.4 2718.7 0.010214 0.00103559 87160.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2943.02 2694.68 0.0102145 0.0010186 86994.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2917.26 2669.81 0.0102112 0.00102455 87083.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2890.78 2645.16 0.0101956 0.0010196 87184 0
: 259 Minimum Test error found - save the configuration
: 259 | 2864.58 2620.52 0.0102 0.00101872 87133.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2838.74 2596.68 0.0101996 0.00102492 87196.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2813.32 2572.24 0.0102241 0.00101757 86894.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2787.47 2548.45 0.0102335 0.00102388 86866.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2761.91 2525.83 0.0102184 0.00101883 86960.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2737.88 2501.93 0.010219 0.00101887 86954.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2712.92 2478.94 0.0102293 0.00102098 86877.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2688.23 2454.96 0.0103913 0.0010416 85564.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2663.14 2433.22 0.0101948 0.00101774 87173.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2639.93 2409.94 0.0101997 0.00102208 87168.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2615.52 2388.31 0.0102083 0.00101932 87060.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2592.53 2365.51 0.0102239 0.00102919 87007 0
: 271 Minimum Test error found - save the configuration
: 271 | 2568.22 2343.81 0.0102248 0.00102197 86930.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2544.85 2322.73 0.0102102 0.00102593 87105.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2521.74 2302.34 0.0102179 0.00102244 86999.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2499.17 2280.99 0.010331 0.00102952 86008.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2476.76 2259.7 0.0102078 0.00101643 87038.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2454.18 2239.19 0.0102555 0.00104076 86817.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2432.21 2217.72 0.0102043 0.0010193 87098.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2409.49 2197.81 0.0102423 0.00103912 86926.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2387.7 2177.9 0.0102292 0.00102803 86945.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2365.98 2158.06 0.0102991 0.00102055 86220.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2344.84 2137.44 0.0102368 0.00102105 86808.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2322.76 2118.42 0.01025 0.00103219 86788.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2302.18 2098.39 0.0102081 0.00101799 87050.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2280.77 2079.54 0.0102231 0.00102372 86962.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2260.43 2059.88 0.0102021 0.00101844 87111.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2239.21 2041.2 0.0103486 0.00109609 86463.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2218.4 2022.9 0.0102336 0.00102248 86852 0
: 288 Minimum Test error found - save the configuration
: 288 | 2197.92 2004.96 0.0102029 0.00101862 87105.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2178.54 1986.33 0.0102068 0.00101833 87066 0
: 290 Minimum Test error found - save the configuration
: 290 | 2158.3 1967.82 0.010227 0.00103021 86987.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2138.18 1949.91 0.0102043 0.00101609 87067.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2118.82 1932.18 0.0102174 0.0010229 87009 0
: 293 Minimum Test error found - save the configuration
: 293 | 2099.61 1914.42 0.0102355 0.00102 86810.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2080.11 1896.68 0.0102988 0.00109606 86930.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2060.2 1879.25 0.0102323 0.00101986 86839.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2041.51 1861.95 0.01026 0.0010381 86750.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2023.11 1845.27 0.0102121 0.00102243 87054.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 2003.67 1828.64 0.0102188 0.00102304 86996.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1986.08 1811.17 0.0102029 0.00101585 87078.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1967.13 1794.03 0.0102137 0.00101722 86989.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1948.48 1777.81 0.0102385 0.00102431 86822.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1929.91 1762.23 0.010207 0.00101605 87042 0
: 303 Minimum Test error found - save the configuration
: 303 | 1912.53 1746.19 0.0102326 0.00101785 86817.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1895 1729.65 0.0102674 0.00101974 86508.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1877 1713.94 0.0102145 0.00101589 86969.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1858.97 1698.71 0.0102559 0.00103633 86771.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1842.34 1682.85 0.0103523 0.00102761 85794.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1824.73 1667.46 0.0102378 0.00101722 86762.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1807.71 1652.27 0.0102147 0.00102152 87021.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1790.78 1636.98 0.0102168 0.00102093 86995.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1773.76 1622.45 0.0102214 0.00102266 86968.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1757.41 1607 0.0102232 0.0010193 86919.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1740.63 1592.33 0.0102101 0.00101616 87014 0
: 314 Minimum Test error found - save the configuration
: 314 | 1724.1 1577.92 0.0102237 0.00102119 86932.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1707.29 1563.79 0.0103122 0.00102423 86132.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1691.54 1549.46 0.0105262 0.00102806 84227 0
: 317 Minimum Test error found - save the configuration
: 317 | 1675.78 1534.96 0.010233 0.00102184 86851.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1659.95 1520.58 0.0102053 0.00101662 87063.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1643.68 1508.04 0.0102183 0.00101911 86964.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1628.78 1493.56 0.0102288 0.00103416 87007.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1613.02 1479.33 0.0102042 0.00101719 87079.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1597.21 1466.07 0.0102231 0.00102179 86944.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1582.23 1452.61 0.0102675 0.00102061 86515.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1566.91 1439.59 0.0102183 0.00101928 86966 0
: 325 Minimum Test error found - save the configuration
: 325 | 1552.7 1425.52 0.0103708 0.00103438 85685.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1537.28 1412.52 0.0102487 0.00104572 86928 0
: 327 Minimum Test error found - save the configuration
: 327 | 1522.45 1399.92 0.0103525 0.001021 85730.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1507.77 1387.19 0.0102208 0.0010234 86981.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1493.74 1374.31 0.0102204 0.00101887 86942.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1479.46 1361.33 0.0102353 0.00103874 86989.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1464.79 1349.04 0.0102402 0.00102004 86766.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1451.12 1336.28 0.0102067 0.00102008 87083.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1437.12 1324.01 0.010228 0.00102374 86915.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1423.27 1311.91 0.0102177 0.00101916 86970.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1409.47 1299.72 0.0103725 0.00102468 85581.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.93 1287.65 0.0102268 0.00102174 86908.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1382.38 1275.85 0.010298 0.00104405 86449.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1369.29 1263.77 0.010232 0.00102396 86881.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1356.52 1251.29 0.0102318 0.00102719 86912.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1342.88 1240.13 0.0102143 0.00101835 86995.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1330.14 1228.29 0.0102244 0.00102155 86929.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1316.9 1217.42 0.0102186 0.00102697 87035.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1304.33 1206.28 0.0102419 0.00101766 86728.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1291.69 1195.06 0.0102064 0.00101957 87081.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1279.49 1183.96 0.0102093 0.00101816 87040.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1266.98 1173.1 0.0102082 0.00101915 87060.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1255.17 1161.7 0.010442 0.00106948 85356.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.88 1150.42 0.0102426 0.00102155 86758.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1230.39 1140.47 0.0102104 0.00101759 87024.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1219.1 1129.6 0.0102377 0.00102268 86814.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1207.29 1118.5 0.0102347 0.00102416 86857.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1195.42 1108.09 0.010214 0.00102164 87029.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.56 1097.68 0.0102447 0.0010211 86733.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1172.43 1087.12 0.0102 0.00101887 87135.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.91 1077.09 0.0103345 0.00102565 85939.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1149.66 1066.94 0.0102107 0.00102007 87045.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1138.27 1057.02 0.0102465 0.0010358 86855.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.66 1046.99 0.0102328 0.00102252 86859.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.1 1037.48 0.0102513 0.00102617 86719.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.62 1027.22 0.0102457 0.00102021 86716.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1095.02 1017.36 0.0102094 0.00102137 87069.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1084.19 1007.74 0.01022 0.00101792 86937.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.58 998.317 0.0102213 0.00101683 86914.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1063.14 988.535 0.0102009 0.00102004 87137.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.3 980.124 0.0102342 0.00101681 86792.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1042.53 970.341 0.0102359 0.00102359 86840.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1032.21 961.338 0.0102556 0.0010345 86757.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1022.54 951.274 0.0103561 0.00102246 85711.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.71 942.954 0.0102179 0.00102145 86990.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1002.19 933.823 0.0102639 0.00102395 86581.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 992.79 925.012 0.0102374 0.0010257 86846.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.632 916.01 0.0102631 0.00102323 86581.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 973.158 906.81 0.0102491 0.00101851 86668.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.702 898.13 0.0102883 0.00102312 86344.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 954.091 889.273 0.0102769 0.00102018 86423.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.824 880.466 0.0103134 0.00102001 86083.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 935.048 872.632 0.0102812 0.00103759 86546.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 926.226 864.23 0.0102964 0.00101952 86235.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 917.236 855.918 0.0102177 0.00101915 86969.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 908.055 847.366 0.0102598 0.00102094 86591.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 899.107 839.047 0.0101998 0.00102017 87149.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 890.294 830.826 0.010237 0.00102172 86812.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 881.168 822.902 0.0102169 0.00102103 86995.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.939 814.649 0.0102038 0.00101663 87077.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.897 806.812 0.0102322 0.00102089 86849.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.702 798.919 0.0102391 0.0010197 86773.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.607 791.359 0.0102758 0.00104183 86637.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.717 783.952 0.0103292 0.00102363 85970.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 830.335 775.374 0.0101833 0.00101554 87262.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.724 768.204 0.0102389 0.0010257 86831.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.786 760.484 0.0102171 0.00102227 87005.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.782 752.905 0.0102181 0.00102103 86984.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.626 745.319 0.0102018 0.00101716 87102.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.668 738.168 0.0102129 0.00101779 87002.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.839 730.589 0.0102414 0.00102036 86758.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 774.358 722.938 0.0103123 0.00102454 86135.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 766.081 715.828 0.0102355 0.00104591 87055.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 758.222 708.952 0.0102146 0.00101687 86977.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.76 701.984 0.0102163 0.00102185 87008.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 743.276 695.058 0.0102078 0.00102099 87081.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.912 688.144 0.010245 0.00102244 86744.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 728.785 680.731 0.0102076 0.00102079 87081.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 721.256 673.67 0.0102006 0.00101422 87085.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 714.232 667.586 0.0102344 0.00101863 86808 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.832 660.009 0.0102121 0.00102001 87031.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.492 653.415 0.0102096 0.00101759 87031.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.337 647.008 0.010211 0.00102161 87056.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.498 640.806 0.0103748 0.00103879 85690 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.806 633.834 0.010224 0.00102175 86935.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.893 627.904 0.0102319 0.00102281 86871.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 665.223 621.08 0.0102151 0.00101818 86985.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 658.103 615.131 0.0102117 0.00101983 87033.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.678 608.452 0.010228 0.00101981 86879.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.871 602.228 0.0102022 0.00101843 87110.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 638.247 596.013 0.0102251 0.00102189 86926.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.776 589.688 0.0103344 0.001025 85934.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 625.348 583.861 0.0102044 0.00101594 87065.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 619.195 577.961 0.0102358 0.00103756 86973.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.773 571.702 0.0102129 0.00101571 86983 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.441 565.417 0.010236 0.00102191 86823.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 600.032 559.684 0.0102195 0.00102328 86992.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.989 554.125 0.0102239 0.00101754 86896.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.758 548.373 0.0102567 0.00102748 86681 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.812 542.468 0.0102148 0.00101824 86989.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.893 536.701 0.0102566 0.00102426 86651.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.776 531.628 0.0102224 0.00102159 86948.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 564.186 525.719 0.0101974 0.00101711 87142.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 558.182 520.182 0.0103728 0.00116936 86924 0
: 429 Minimum Test error found - save the configuration
: 429 | 552.275 514.534 0.01025 0.00102305 86702.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.715 509.299 0.0102376 0.00101901 86781.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 541.164 503.531 0.0102154 0.00101749 86976.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.675 498.628 0.0102495 0.00103216 86793.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 530.134 494.171 0.0102209 0.00101798 86929.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.844 488.056 0.0102085 0.00101959 87061.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 519.171 483.047 0.0102354 0.0010206 86817.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.735 478.316 0.0102921 0.00109359 86971.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.625 472.241 0.0102457 0.0010245 86756.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 503.498 467.407 0.0102367 0.00103608 86950.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 498.035 462.149 0.0102309 0.00103319 86978.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.367 457.713 0.0102594 0.00102892 86669 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.656 452.566 0.0102366 0.00103942 86983.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 482.8 447.629 0.0102208 0.00102209 86968.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.315 442.89 0.010215 0.00102107 87014.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.631 437.799 0.0102317 0.00101611 86809.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.417 433.289 0.0102311 0.00102001 86851.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.81 428.703 0.0102014 0.00102141 87145.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 458.105 424.062 0.0102274 0.00102474 86931.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.14 419.257 0.0102688 0.0010385 86670.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 448.251 414.681 0.0103398 0.00102388 85875 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.588 410.307 0.0102446 0.00101881 86713.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.142 405.574 0.0102192 0.00101939 86958.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.516 401.153 0.0102217 0.00102421 86979.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.778 396.964 0.0102061 0.00102211 87108.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 425.371 392.433 0.0102047 0.00102256 87125.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 421.316 388.861 0.0102323 0.00101871 86828.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 416.425 383.875 0.0102185 0.00102559 87024 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.183 380.273 0.0103195 0.00102474 86070.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.166 376.25 0.0102521 0.00103465 86791.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 403.783 371.987 0.0102487 0.00102439 86727 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.421 367.04 0.0102327 0.00102425 86876.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.366 363.279 0.0102035 0.00101963 87109.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 391 359.541 0.0102482 0.00102402 86728.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.89 355.599 0.0102091 0.00101741 87034.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.871 351.586 0.010217 0.00102322 87015 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.801 347.682 0.0102272 0.00101738 86864.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.714 343.407 0.0102161 0.00101827 86976.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.682 339.546 0.0102082 0.00102076 87075.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.415 336.241 0.010217 0.00102333 87016 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.79 332.544 0.010399 0.00104373 85513.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.881 328.619 0.0102309 0.00102458 86897 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.221 324.953 0.0101906 0.00102621 87294.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.455 320.746 0.010228 0.00102157 86895.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.533 317.389 0.0102063 0.00102161 87101.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.686 314.092 0.0102268 0.00101855 86878.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.142 310.222 0.0102265 0.00102106 86905.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.595 308.207 0.0102068 0.00101733 87056.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.356 303.845 0.0102943 0.00101915 86252.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.422 299.85 0.0102245 0.00102374 86949.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.747 296.325 0.0102276 0.00103387 87015.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.362 292.916 0.0102226 0.0010176 86909.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.186 289.38 0.0102184 0.00102269 86997 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.275 286.113 0.0102095 0.00101493 87008.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.848 283.345 0.0102047 0.00101926 87094.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.684 279.845 0.0102023 0.00101812 87106.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.177 277.126 0.0102266 0.00102152 86908.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.164 273.686 0.0102351 0.00101966 86810.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.739 269.957 0.0102083 0.00101681 87037.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.298 267.232 0.0101898 0.0010218 87259.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.296 264.386 0.010333 0.00110456 86688.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.115 261.494 0.0102211 0.00101977 86944 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.376 258.148 0.010214 0.00101966 87010.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.886 255.598 0.0102111 0.0010206 87046.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.034 252.328 0.0102134 0.00101721 86993 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.664 249.881 0.01023 0.00102315 86892 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.16 246.837 0.0102751 0.00102257 86462.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.867 243.928 0.010206 0.00102749 87160.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.992 240.649 0.0103004 0.00110366 86987.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.888 238.171 0.010211 0.00101684 87011.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.162 235.023 0.0102765 0.00103299 86547 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.269 232.24 0.0102571 0.00102246 86630.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.423 230.019 0.0102127 0.00101848 87010.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.72 227.242 0.0102127 0.00101972 87022.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.835 224.54 0.0102231 0.00102143 86941.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.167 222.09 0.0101969 0.00101714 87148.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.316 219.583 0.0102262 0.00102125 86909.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.924 216.946 0.010203 0.00101688 87087.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.221 214.078 0.0102 0.00101348 87083.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.458 211.691 0.0102375 0.00101991 86790.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.889 208.981 0.0102316 0.00103499 86988.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.093 206.943 0.010371 0.00103035 85646.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.821 204.667 0.0102224 0.00101967 86930.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.242 202.736 0.0101929 0.00101637 87178.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.465 200.223 0.0102315 0.00104401 87075.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.564 198.276 0.0102329 0.00103137 86941.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.961 195.855 0.0102457 0.00101496 86667.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.346 193.03 0.0102371 0.00101976 86793.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.039 190.478 0.0102447 0.00102223 86744.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.748 188.582 0.010355 0.00102654 85759 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.254 186.759 0.0102608 0.00103794 86741.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.149 184.389 0.0102378 0.00102029 86790.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.779 182.347 0.0102062 0.00101659 87054.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.638 180.075 0.0102254 0.00102933 86993.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.242 178.214 0.0102283 0.00101643 86844.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.772 176.354 0.0102073 0.00101749 87053.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.661 173.114 0.0102263 0.00101999 86896.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.444 171.742 0.0101949 0.00101862 87181.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.73 170.169 0.010237 0.00102108 86806.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.173 167.941 0.0102157 0.00102167 87012.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.408 166.058 0.0102273 0.00104977 87169.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.993 164.559 0.0103462 0.00102539 85829.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.195 161.795 0.0102309 0.00101886 86842.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.847 160.582 0.0102192 0.00103505 87106.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.105 158.904 0.0102162 0.00102283 87019.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.854 156.597 0.0102117 0.00102003 87035 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.734 154.871 0.0102286 0.00102125 86886.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.808 153.135 0.010205 0.00101822 87081.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.924 151.285 0.0101928 0.0010159 87175.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.042 148.763 0.0103283 0.0010377 86108.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.071 148.623 0.0102144 0.00101657 86976.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.304 146.76 0.0102431 0.00103473 86877.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.012 144.291 0.010236 0.0010211 86815.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.145 142.292 0.0102246 0.00102058 86918.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.284 140.612 0.0102248 0.00102511 86959.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.435 139.82 0.010222 0.00103367 87066.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.809 138.855 0.0101921 0.0010173 87195 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.979 136.039 0.0102119 0.00102274 87059 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.138 134.092 0.0102171 0.00102705 87050.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.084 133.239 0.0101969 0.0010147 87125.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.538 130.727 0.0102423 0.00103241 86863.5 0
: 550 | 147.764 131.503 0.0103052 0.000987242 85856.1 1
: 551 Minimum Test error found - save the configuration
: 551 | 145.921 128.836 0.0102346 0.00102315 86848.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.834 126.742 0.0102227 0.00102084 86939.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.713 126.271 0.0101934 0.00101595 87170.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.281 123.873 0.0102533 0.00104669 86894.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.293 122.029 0.0102376 0.00102216 86810.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.646 121.103 0.0102083 0.00101525 87022.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.027 120.372 0.0102286 0.00103196 86987.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.365 118.358 0.0102979 0.00102541 86276.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.832 117.014 0.0102074 0.00102675 87139.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.459 115.914 0.0102713 0.00104161 86676.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.727 115.226 0.0102062 0.00101762 87064.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.291 113.125 0.0102041 0.00101867 87094.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.755 111.414 0.0102136 0.00102238 87039.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.225 110.015 0.0102318 0.00103173 86955.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.639 108.71 0.0102066 0.00102727 87151.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.186 108.361 0.0102243 0.0010194 86910.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.791 106.41 0.0102411 0.0010192 86749.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.592 103.922 0.010227 0.00103455 87028.3 0
: 569 | 118.255 104.187 0.0101743 0.00100032 87203.2 1
: 570 Minimum Test error found - save the configuration
: 570 | 116.532 101.824 0.0102275 0.0010335 87013.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.116 101.161 0.0103747 0.00102884 85599.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.923 99.6965 0.0102303 0.00101779 86838.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.426 98.5538 0.0102391 0.00102894 86861 0
: 574 | 111.318 98.7284 0.010171 0.000984954 87088.4 1
: 575 Minimum Test error found - save the configuration
: 575 | 109.816 96.6948 0.0101977 0.00102674 87231.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.665 94.2747 0.0102123 0.00101741 87004.5 0
: 577 | 107.255 94.8806 0.0101789 0.000987392 87036.5 1
: 578 Minimum Test error found - save the configuration
: 578 | 106.149 92.703 0.0102293 0.00101605 86831.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.831 92.1169 0.0103117 0.00102492 86144 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.5 90.4794 0.0102344 0.00103702 86980.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.4 89.6807 0.0102266 0.00101828 86878.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.434 88.0812 0.010257 0.00102351 86641.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.8864 87.9643 0.0102242 0.00101639 86882.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.5311 86.7763 0.0102318 0.0010176 86822.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.5022 84.5488 0.0102016 0.00101819 87113.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.2812 84.4772 0.0102155 0.00101755 86976.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3528 83.044 0.0102396 0.00102042 86775.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.1591 82.2837 0.0102176 0.00101703 86951 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.798 81.1332 0.0102215 0.00101618 86906.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.833 80.1276 0.0102479 0.00104833 86960.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.7498 79.292 0.0103291 0.00102156 85952.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.6601 78.1169 0.0101889 0.00101737 87226.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7845 76.6065 0.0102019 0.00101878 87116 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.6756 76.173 0.0102165 0.00101595 86951.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.6833 75.4288 0.0102098 0.00101967 87050.1 0
: 596 | 85.6598 76.1164 0.0101717 0.000984903 87081.9 1
: 597 Minimum Test error found - save the configuration
: 597 | 85.0002 73.4452 0.0102517 0.00101703 86630.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8243 73.0407 0.0102028 0.0010174 87095.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.8115 71.5431 0.0102885 0.00101767 86292.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.5379 69.9741 0.0101941 0.00101979 87199.8 0
: 601 | 80.8024 70.0707 0.0101803 0.000984633 86997.2 1
: 602 Minimum Test error found - save the configuration
: 602 | 79.7024 68.505 0.0101956 0.00101684 87158 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.8349 68.2939 0.0102006 0.00101554 87098.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.8567 66.9013 0.0102178 0.0010221 86996.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.897 65.8765 0.0102194 0.00101651 86929.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.0246 65.833 0.0102117 0.0010166 87002.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.6781 64.4475 0.0101996 0.00101878 87137.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.6021 63.7775 0.0101934 0.00101577 87168 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.3142 62.942 0.0102729 0.00102384 86495.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.5989 61.6282 0.0101935 0.00101728 87181.7 0
: 611 | 72.1202 61.835 0.0103147 0.000986403 85760.5 1
: 612 Minimum Test error found - save the configuration
: 612 | 71.4645 60.3295 0.0102375 0.00103394 86922.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.4365 59.3778 0.0101819 0.00101514 87272.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.4709 59.174 0.0102136 0.00102149 87031.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.7507 58.1528 0.0102041 0.00101859 87093.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.9094 57.1991 0.0102126 0.00101489 86977.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.9276 56.8654 0.010214 0.0010181 86995.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.9441 55.5839 0.0102525 0.00101964 86647.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.1988 54.6979 0.0102819 0.00102235 86397.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.2369 54.1383 0.0102399 0.00102752 86839.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.7207 53.2751 0.0124011 0.00179186 75406 0
: 622 | 62.852 53.9165 0.0131303 0.000988174 65886.3 1
: 623 Minimum Test error found - save the configuration
: 623 | 62.4487 52.7249 0.0111305 0.00137239 81983.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.4767 51.7224 0.010246 0.00102224 86732.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.9177 51.5468 0.0102264 0.00101774 86874.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.1344 50.105 0.0101981 0.00101531 87119.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.4519 49.4378 0.0101994 0.00101606 87114.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.5594 48.3167 0.0101995 0.00102128 87162.6 0
: 629 | 58.0249 49.1398 0.0101823 0.000986963 87000.4 1
: 630 Minimum Test error found - save the configuration
: 630 | 57.5513 47.8691 0.0102892 0.00105632 86646.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.7885 46.6349 0.0103134 0.00102393 86119.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.9592 46.5955 0.0101866 0.00101653 87240 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.2839 46.0647 0.0102186 0.00101945 86964.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.3951 45.6221 0.0102539 0.00102127 86648.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.03 45.3387 0.010204 0.00101822 87091.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.8293 45.306 0.0101938 0.00101934 87198.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 53.5549 44.0786 0.0102022 0.00102168 87140.7 0
: 638 | 52.6794 44.1173 0.0101762 0.000985143 87041.4 1
: 639 Minimum Test error found - save the configuration
: 639 | 51.4516 42.3243 0.0104418 0.00103691 85062.4 0
: 640 | 50.5629 42.437 0.0101908 0.000983024 86882.8 1
: 641 Minimum Test error found - save the configuration
: 641 | 50.2762 41.9046 0.0102488 0.00104244 86896.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6033 41.4803 0.0101994 0.00101771 87129.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.0198 40.556 0.0101914 0.00101442 87174.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.2738 39.473 0.010198 0.00102098 87174 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.8709 38.8555 0.0101963 0.00101538 87136.9 0
: 646 | 47.2921 38.9906 0.0101832 0.000990923 87029.9 1
: 647 Minimum Test error found - save the configuration
: 647 | 47.0423 38.192 0.0102022 0.00102123 87136.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.1514 38.0867 0.0101903 0.00101487 87189.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.712 37.0135 0.0102292 0.00101672 86838.5 0
: 650 | 45.2744 37.1939 0.0101733 0.000986663 87082.7 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.8662 36.5129 0.010365 0.00102464 85650 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.0132 36.0893 0.0102495 0.00102256 86702.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3652 36.0363 0.0102276 0.00101765 86863 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.1216 34.8802 0.0102347 0.00101361 86757.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.4599 34.6018 0.0102222 0.00101884 86924.5 0
: 656 | 42.058 34.7798 0.0101675 0.000983973 87112.7 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.8852 33.7492 0.0102 0.00101814 87128.5 0
: 658 | 41.3194 33.9272 0.0101696 0.000984674 87098.9 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.616 32.3318 0.0102744 0.00109816 87181.4 0
: 660 | 40.1162 32.7393 0.0101681 0.000985933 87125 1
: 661 Minimum Test error found - save the configuration
: 661 | 40.0117 32.1101 0.0102516 0.0010374 86822.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 39.1305 31.543 0.0102086 0.0010237 87099.1 0
: 663 | 39.2373 32.5367 0.0102019 0.000985303 86800.3 1
: 664 Minimum Test error found - save the configuration
: 664 | 38.3137 30.6726 0.0102253 0.00102267 86931.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.9128 29.9173 0.0102168 0.00102125 86998.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.4289 29.5405 0.0102029 0.00102028 87120.8 0
: 667 | 36.8992 29.7125 0.0101507 0.000985222 87284 1
: 668 | 36.3313 29.7975 0.0101648 0.000982812 87127.5 2
: 669 Minimum Test error found - save the configuration
: 669 | 36.0117 28.6587 0.0102308 0.00102353 86887.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.7149 27.8543 0.0102306 0.0010173 86831.5 0
: 671 | 35.4508 28.1323 0.0101914 0.000982862 86876.2 1
: 672 | 34.9432 28.4537 0.0102938 0.00100769 86150.5 2
: 673 | 34.2544 28.0898 0.0102097 0.00100061 86871.1 3
: 674 Minimum Test error found - save the configuration
: 674 | 33.8994 27.1233 0.0102779 0.00102977 86503.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.4297 26.3231 0.0101832 0.00101807 87287 0
: 676 | 32.9989 26.4293 0.0101619 0.000986963 87194.2 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.7787 25.5103 0.0102042 0.00102108 87116 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.3938 24.9353 0.0102183 0.00103089 87075.6 0
: 679 | 32.3277 25.1967 0.0101778 0.000988262 87055.1 1
: 680 Minimum Test error found - save the configuration
: 680 | 32.1225 24.5444 0.01031 0.00102514 86161.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.4328 24.4288 0.0102275 0.00103315 87010.2 0
: 682 | 30.96 25.0274 0.0101705 0.000986983 87113 1
: 683 Minimum Test error found - save the configuration
: 683 | 30.8605 23.7513 0.0102506 0.00103676 86826.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 30.3855 23.219 0.0101914 0.00101577 87188 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.6382 23.0539 0.0101909 0.00102109 87242.4 0
: 686 | 29.4317 24.0991 0.0101762 0.000983632 87026.4 1
: 687 Minimum Test error found - save the configuration
: 687 | 29.1556 22.7019 0.010203 0.00101421 87062.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.5478 21.9592 0.0102171 0.0010274 87054.1 0
: 689 | 28.4145 22.5308 0.0101701 0.000986372 87110.3 1
: 690 | 27.9421 21.9934 0.0101683 0.000992063 87181.8 2
: 691 Minimum Test error found - save the configuration
: 691 | 27.4832 21.451 0.0102047 0.0010235 87134.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 27.1667 21.0734 0.0103675 0.00103917 85760.1 0
: 693 | 27.0063 22.2447 0.0102116 0.000994142 86791.9 1
: 694 | 26.6394 21.7901 0.0102183 0.000983753 86631.4 2
: 695 Minimum Test error found - save the configuration
: 695 | 26.273 20.758 0.0101999 0.00101477 87097 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.7284 20.1497 0.0102134 0.00101884 87007.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.3652 19.7573 0.0101818 0.00101657 87286.6 0
: 698 | 25.2879 20.2616 0.0102199 0.00101953 86953.4 1
: 699 | 24.9378 20.0308 0.0102129 0.000987493 86717.3 2
: 700 | 24.3576 20.0477 0.0102486 0.000977152 86286 3
: 701 Minimum Test error found - save the configuration
: 701 | 24.2079 19.0249 0.0101939 0.00102191 87222.5 0
: 702 | 23.8781 19.7375 0.0101919 0.000996683 87002 1
: 703 | 23.5789 19.1994 0.0101743 0.000992893 87132.8 2
: 704 Minimum Test error found - save the configuration
: 704 | 23.154 18.4179 0.010241 0.00102863 86839.8 0
: 705 | 23.1715 18.6214 0.0101837 0.000988193 86999.2 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.5884 17.9506 0.0102024 0.00101706 87095.3 0
: 707 | 22.2871 17.9839 0.0101722 0.000985432 87081.6 1
: 708 | 21.9559 18.4199 0.0101778 0.000999582 87163.3 2
: 709 Minimum Test error found - save the configuration
: 709 | 21.7455 17.7028 0.0102299 0.00101811 86845.4 0
: 710 | 21.5673 17.859 0.0101903 0.000985624 86912.1 1
: 711 | 21.2398 18.3283 0.0101733 0.000983604 87053.6 2
: 712 | 21.356 17.7507 0.0103235 0.00109981 86732.8 3
: 713 | 20.8905 17.9337 0.0102513 0.000994993 86427.7 4
: 714 Minimum Test error found - save the configuration
: 714 | 20.5 17.119 0.0102018 0.00102903 87215.2 0
: 715 Minimum Test error found - save the configuration
: 715 | 20.3812 16.2946 0.0102651 0.00101994 86531.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.9506 15.9811 0.0101918 0.00101713 87196.8 0
: 717 | 19.7731 16.1305 0.0102056 0.000988462 86794.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 19.5939 15.9632 0.0102458 0.00104734 86971 0
: 719 | 19.3106 16.1395 0.0101877 0.000986643 86946.8 1
: 720 Minimum Test error found - save the configuration
: 720 | 19.1853 15.3854 0.0102926 0.00110449 87069.2 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.7116 15.3745 0.0102196 0.00102004 86960.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.5176 14.9335 0.0102415 0.00104095 86951.6 0
: 723 | 18.3835 15.0647 0.0101852 0.000986033 86964.3 1
: 724 | 17.8493 15.0936 0.0101688 0.000984842 87108.2 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.5793 14.5947 0.0101812 0.00101675 87294 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.5591 14.3632 0.0102048 0.00101923 87093.2 0
: 727 | 17.2199 15.0052 0.0101844 0.000983374 86946.5 1
: 728 Minimum Test error found - save the configuration
: 728 | 17.1357 14.1015 0.0102578 0.00101948 86595.7 0
: 729 | 16.8195 14.3608 0.0101728 0.000986662 87088.1 1
: 730 | 16.5677 14.9022 0.0101584 0.000981972 87179.5 2
: 731 | 16.7707 14.3192 0.010169 0.000987434 87131.3 3
: 732 Minimum Test error found - save the configuration
: 732 | 16.2912 13.6742 0.0102335 0.00104282 87044.7 0
: 733 Minimum Test error found - save the configuration
: 733 | 16.0607 13.5893 0.0103226 0.00102019 85999 0
: 734 | 15.9316 13.843 0.0101865 0.000985174 86944.5 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.7185 13.5769 0.0102031 0.00101908 87107.5 0
: 736 | 15.5708 13.629 0.0101674 0.000982982 87103.9 1
: 737 | 15.5564 13.9836 0.0101632 0.000982373 87137.9 2
: 738 Minimum Test error found - save the configuration
: 738 | 15.1405 13.1287 0.0102034 0.00101976 87111.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.927 12.8446 0.0102081 0.00102997 87163.5 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.7802 12.7902 0.0101981 0.00102009 87164.9 0
: 741 | 14.4376 13.7039 0.0102473 0.000977293 86299.5 1
: 742 Minimum Test error found - save the configuration
: 742 | 14.7149 12.0054 0.0102215 0.00103533 87087.3 0
: 743 | 14.4393 12.5465 0.0101715 0.000984424 87079.2 1
: 744 | 14.0109 12.3136 0.0101642 0.000984835 87151.9 2
: 745 | 13.904 12.4293 0.0101835 0.000982922 86950.6 3
: 746 | 14.2427 14.1953 0.0101585 0.000983193 87190.2 4
: 747 | 13.896 13.2083 0.0102028 0.000989083 86827.1 5
: 748 | 13.412 12.4609 0.0102218 0.000989444 86651.8 6
: 749 | 13.4291 12.389 0.0101708 0.000984443 87085.6 7
: 750 | 13.0906 12.6889 0.0102047 0.000986312 86783.2 8
: 751 | 13.0742 12.5985 0.0102096 0.000998542 86852.5 9
: 752 | 12.85 12.1925 0.0101547 0.000982952 87224.1 10
: 753 Minimum Test error found - save the configuration
: 753 | 12.5731 11.7138 0.0103744 0.00104725 85771.6 0
: 754 | 12.2193 12.3453 0.010179 0.000984593 87009.3 1
: 755 | 12.5551 12.3102 0.0101664 0.000982943 87113.6 2
: 756 Minimum Test error found - save the configuration
: 756 | 12.1665 11.3677 0.0102317 0.00102013 86846.9 0
: 757 | 11.8592 11.5803 0.0101606 0.000989133 87227.5 1
: 758 | 11.5595 11.3723 0.0101845 0.000986072 86971 2
: 759 | 11.7142 11.8419 0.0101555 0.000983872 87225.7 3
: 760 Minimum Test error found - save the configuration
: 760 | 11.8523 11.3593 0.0101996 0.00101767 87127.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 11.4277 11.0125 0.0102938 0.00101928 86257.7 0
: 762 | 11.1003 11.1104 0.0102074 0.000986183 86756.6 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.9353 10.4346 0.0102398 0.00103449 86906.1 0
: 764 | 11.0479 11.3528 0.0102136 0.00102235 87038.9 1
: 765 | 10.7716 11.2155 0.0101658 0.000984192 87130.8 2
: 766 Minimum Test error found - save the configuration
: 766 | 10.4993 10.4062 0.0102391 0.00102021 86778.6 0
: 767 | 10.7012 10.8387 0.0101555 0.000983372 87221.1 1
: 768 | 10.3118 10.6099 0.0101847 0.000993893 87043.2 2
: 769 | 10.3847 10.9519 0.0101647 0.000984264 87141.5 3
: 770 | 10.2948 10.4487 0.0101817 0.000983263 86971.2 4
: 771 | 10.0481 10.7895 0.0101583 0.000984713 87207.3 5
: 772 | 9.9929 10.6743 0.0101588 0.000987982 87233.4 6
: 773 Minimum Test error found - save the configuration
: 773 | 9.83432 9.95099 0.0102784 0.00106971 86874.8 0
: 774 | 9.61688 10.0069 0.0102408 0.000976732 86355 1
: 775 | 9.59248 11.3992 0.0101805 0.000984563 86995 2
: 776 Minimum Test error found - save the configuration
: 776 | 9.85411 9.86464 0.0102116 0.00102367 87070.4 0
: 777 | 9.55631 10.4163 0.0101697 0.000983043 87083.2 1
: 778 | 9.27775 10.0276 0.0101793 0.000985133 87011.9 2
: 779 | 9.23351 10.2414 0.010164 0.000982543 87132.1 3
: 780 | 9.00048 10.2118 0.0101647 0.000992244 87217.3 4
: 781 Minimum Test error found - save the configuration
: 781 | 8.94901 9.78497 0.0101951 0.00102148 87206.6 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.62223 8.88871 0.0102809 0.00101811 86367.1 0
: 783 | 8.77152 9.80209 0.0101744 0.000984523 87052.2 1
: 784 | 8.5342 9.80901 0.010167 0.000978073 87061.6 2
: 785 | 8.61303 9.65906 0.0101627 0.000982943 87148.2 3
: 786 | 8.63062 9.65099 0.0101767 0.000984183 87027.6 4
: 787 Minimum Test error found - save the configuration
: 787 | 8.26496 8.74587 0.0101916 0.00101951 87221.5 0
: 788 | 8.75857 9.23406 0.0101689 0.000984562 87104.6 1
: 789 Minimum Test error found - save the configuration
: 789 | 9.13025 8.65335 0.0102039 0.00102061 87114.6 0
: 790 | 8.17197 10.3553 0.0101673 0.000984914 87123.5 1
: 791 | 8.2377 9.76599 0.0101615 0.000987743 87205.8 2
: 792 Minimum Test error found - save the configuration
: 792 | 8.1224 8.21718 0.0102337 0.00102237 86849.7 0
: 793 | 7.76847 9.58058 0.010179 0.000985032 87013.2 1
: 794 | 8.00746 8.48306 0.0102976 0.000989684 85948 2
: 795 | 7.77148 8.82868 0.0101769 0.000985354 87036.4 3
: 796 | 7.89022 8.70192 0.0101541 0.000983793 87238 4
: 797 | 7.4437 8.36205 0.0101668 0.000983423 87113.9 5
: 798 | 7.20616 8.32188 0.0101654 0.000985023 87142 6
: 799 Minimum Test error found - save the configuration
: 799 | 7.22778 8.12972 0.01023 0.00103932 87044.6 0
: 800 | 7.43366 9.9639 0.0101625 0.000985503 87174.3 1
: 801 | 7.0691 8.47788 0.0101629 0.000983484 87151.9 2
: 802 Minimum Test error found - save the configuration
: 802 | 7.18872 8.04906 0.0102767 0.00102204 86443.1 0
: 803 | 7.33203 9.76728 0.0101883 0.000979283 86871.3 1
: 804 | 7.38286 8.25857 0.010179 0.000986282 87025.5 2
: 805 | 7.05057 8.6354 0.0101972 0.000984924 86840.5 3
: 806 | 6.57183 8.11108 0.0102052 0.000985853 86774 4
: 807 Minimum Test error found - save the configuration
: 807 | 6.51772 7.50125 0.0101827 0.00101911 87301.7 0
: 808 | 6.57456 8.21068 0.0101799 0.000983353 86988.8 1
: 809 | 6.57547 8.45907 0.0101988 0.00101873 87145.4 2
: 810 Minimum Test error found - save the configuration
: 810 | 6.43894 6.94793 0.0101876 0.00101448 87211.1 0
: 811 | 6.38167 7.77263 0.0101879 0.000984193 86921.6 1
: 812 | 6.22487 8.17051 0.010162 0.000984063 87165.5 2
: 813 | 6.36773 7.65684 0.0102153 0.000988863 86706.9 3
: 814 | 6.19138 7.45172 0.0102921 0.000989404 85996.2 4
: 815 Minimum Test error found - save the configuration
: 815 | 5.86544 6.36768 0.0101959 0.0010237 87220 0
: 816 | 6.1657 7.57253 0.0101963 0.000984923 86848.7 1
: 817 | 6.13794 7.5505 0.0101644 0.000984012 87142 2
: 818 | 5.9304 6.38266 0.0101768 0.000983652 87021.1 3
: 819 Minimum Test error found - save the configuration
: 819 | 5.87587 6.22737 0.0101975 0.00102114 87180.3 0
: 820 | 5.86443 8.61255 0.010161 0.000986014 87193.3 1
: 821 | 5.76903 6.88867 0.0101575 0.000983894 87206.4 2
: 822 Minimum Test error found - save the configuration
: 822 | 5.68885 5.87213 0.0102899 0.00102717 86367.4 0
: 823 Minimum Test error found - save the configuration
: 823 | 5.54345 5.86568 0.0102182 0.00101535 86929.9 0
: 824 | 5.53689 8.05944 0.0101971 0.000985343 86845.6 1
: 825 | 5.91854 6.45898 0.0101631 0.000986762 87180.4 2
: 826 | 5.752 6.97108 0.0101829 0.000984263 86969.8 3
: 827 | 5.47424 6.37529 0.0101916 0.000979343 86840.8 4
: 828 | 5.48648 6.65931 0.0101803 0.000983734 86988.9 5
: 829 | 5.50591 6.20057 0.0101621 0.000986283 87185.4 6
: 830 | 5.31535 6.42952 0.0101675 0.000985403 87125.6 7
: 831 Minimum Test error found - save the configuration
: 831 | 5.24803 5.80011 0.010206 0.00102436 87130.1 0
: 832 | 5.18748 6.45135 0.0102639 0.000985993 86226.1 1
: 833 | 5.10012 6.20391 0.0102401 0.000984543 86434.9 2
: 834 Minimum Test error found - save the configuration
: 834 | 5.03633 5.78433 0.010218 0.00103415 87109.7 0
: 835 | 4.77868 6.54622 0.0103062 0.000983223 85809.5 1
: 836 | 5.02496 6.30057 0.0101666 0.000985223 87132.6 2
: 837 Minimum Test error found - save the configuration
: 837 | 4.70068 5.3021 0.0101999 0.00101451 87095.2 0
: 838 | 4.86153 5.70245 0.0101866 0.000987092 86961.4 1
: 839 | 4.96456 6.0269 0.0101509 0.000984903 87279.3 2
: 840 | 4.66072 5.65813 0.0101464 0.000983113 87305.2 3
: 841 | 4.6099 5.80679 0.0101492 0.000984162 87288.5 4
: 842 | 4.61783 6.37509 0.010152 0.000983303 87252.9 5
: 843 Minimum Test error found - save the configuration
: 843 | 4.65575 5.11601 0.0102938 0.001026 86320.7 0
: 844 | 4.62218 6.28462 0.0101776 0.000983632 87014 1
: 845 | 4.85689 6.66082 0.0101606 0.000983603 87174.9 2
: 846 | 4.90451 5.66978 0.0101532 0.000986313 87270.5 3
: 847 Minimum Test error found - save the configuration
: 847 | 4.46415 4.94114 0.0101972 0.00101922 87164.9 0
: 848 | 4.29857 6.24638 0.010167 0.000985074 87127.6 1
: 849 | 4.46931 6.14557 0.0101736 0.000985163 87065.6 2
: 850 | 4.58244 6.65748 0.0101726 0.000983133 87055.9 3
: 851 | 4.55784 7.23826 0.010188 0.000984702 86924.9 4
: 852 | 4.46128 5.5263 0.0101612 0.000983882 87171.9 5
: 853 | 4.36273 5.08725 0.0101753 0.000983663 87035.9 6
: 854 | 4.46291 5.79588 0.0101782 0.00100874 87246.3 7
: 855 | 4.53841 5.93694 0.0103001 0.000984143 85874.6 8
: 856 | 3.97826 5.13703 0.0101509 0.000983203 87262.5 9
: 857 | 3.95093 5.33349 0.0101756 0.000983552 87031.5 10
: 858 | 3.77545 5.75468 0.0101916 0.000984113 86886.1 11
: 859 | 3.97468 5.81586 0.0101612 0.000982243 87156.1 12
: 860 | 4.28321 5.21467 0.0101797 0.000983663 86993.6 13
: 861 | 3.9922 5.13129 0.0101775 0.000982763 87006.3 14
: 862 Minimum Test error found - save the configuration
: 862 | 4.03521 4.75932 0.0102048 0.00102061 87106.4 0
: 863 | 4.35759 5.31897 0.0103046 0.000984413 85835.3 1
: 864 | 4.30992 6.22774 0.0102015 0.000985713 86807.4 2
: 865 Minimum Test error found - save the configuration
: 865 | 4.07485 4.24846 0.0102258 0.00103795 87071.8 0
: 866 | 3.95476 4.77865 0.010179 0.000984093 87004.8 1
: 867 | 3.8231 5.26104 0.0101753 0.000984404 87043 2
: 868 | 3.53333 4.98054 0.0101965 0.000984283 86840.8 3
: 869 | 3.58692 4.88512 0.0101714 0.000984103 87076.7 4
: 870 Minimum Test error found - save the configuration
: 870 | 3.83652 3.99979 0.0102024 0.00101719 87096.4 0
: 871 | 3.63315 5.14466 0.0101797 0.000983882 86996 1
: 872 | 3.77843 6.25266 0.0101719 0.000984293 87073.9 2
: 873 | 4.02509 4.22616 0.0101864 0.000984563 86939.6 3
: 874 | 3.74375 4.61773 0.0101714 0.000986034 87095.4 4
: 875 | 3.62568 4.1047 0.0102825 0.00109058 87032.6 5
: 876 | 3.31211 4.52363 0.0101912 0.000983393 86882.9 6
: 877 | 3.67622 4.42844 0.0102094 0.000987623 86751.3 7
: 878 | 3.68362 4.8014 0.0101823 0.000984332 86975.5 8
: 879 | 3.43633 4.19297 0.0101656 0.000983143 87123.1 9
: 880 | 3.34191 4.791 0.0101729 0.000982693 87048.8 10
: 881 | 3.49317 5.38773 0.0101591 0.000983523 87188.3 11
: 882 Minimum Test error found - save the configuration
: 882 | 3.6164 3.64997 0.010227 0.00102469 86934.7 0
: 883 | 3.80165 3.68953 0.0102535 0.001059 87008.6 1
: 884 | 3.36535 4.37002 0.0101889 0.000983843 86908.8 2
: 885 | 3.1798 4.16253 0.0101875 0.000982413 86908.1 3
: 886 Minimum Test error found - save the configuration
: 886 | 3.18381 3.35612 0.0102238 0.0010182 86903.6 0
: 887 | 3.26839 3.89486 0.0101868 0.000982464 86915.3 1
: 888 | 3.18238 3.37078 0.0102144 0.000989802 86724.8 2
: 889 | 3.21285 4.16468 0.010175 0.000988372 87083.1 3
: 890 | 3.32067 4.66297 0.0102425 0.000988193 86446.5 4
: 891 | 3.44124 3.73092 0.010193 0.000991043 86938.2 5
: 892 | 3.43554 5.00734 0.0101594 0.000982423 87175.1 6
: 893 | 3.31506 3.74421 0.0101945 0.000983933 86856.8 7
: 894 Minimum Test error found - save the configuration
: 894 | 3.13709 3.15309 0.0102534 0.00103519 86785.1 0
: 895 | 2.96002 3.40743 0.0102096 0.000977032 86649.4 1
: 896 | 2.90219 4.27433 0.0103175 0.000985134 85723.2 2
: 897 | 3.04089 3.91662 0.0101762 0.000983112 87022 3
: 898 | 2.9794 3.76245 0.0102004 0.000982522 86787.6 4
: 899 | 2.92373 3.60399 0.0101949 0.000985233 86865.1 5
: 900 | 3.0514 3.34332 0.0102035 0.000987703 86807.6 6
: 901 | 2.85806 3.6055 0.0101856 0.000983854 86940.1 7
: 902 Minimum Test error found - save the configuration
: 902 | 2.87559 3.0491 0.0102142 0.00102316 87041.5 0
: 903 Minimum Test error found - save the configuration
: 903 | 3.00688 3.02292 0.0102168 0.00101592 86947.9 0
: 904 | 2.98757 4.23932 0.0102943 0.000984793 85934.1 1
: 905 | 2.84845 3.56084 0.0101668 0.000983983 87118.8 2
: 906 | 3.2326 4.16036 0.0101745 0.000982503 87032.5 3
: 907 | 3.0391 4.77413 0.0101947 0.000994213 86951.8 4
: 908 | 2.92317 4.71307 0.0101967 0.000986124 86856.7 5
: 909 | 3.36848 4.22259 0.0102547 0.000984753 86299.9 6
: 910 | 3.05203 3.85115 0.0101797 0.000995223 87103.8 7
: 911 | 2.8086 3.89101 0.010188 0.000981963 86899.4 8
: 912 | 2.93873 3.89047 0.0101826 0.000983134 86961.4 9
: 913 | 2.69494 3.40056 0.0102018 0.000977152 86724.4 10
: 914 | 2.65978 3.43728 0.0101504 0.000981553 87251.8 11
: 915 Minimum Test error found - save the configuration
: 915 | 2.63858 2.69548 0.010193 0.0010266 87275.6 0
: 916 | 2.60899 2.9888 0.0102955 0.000982144 85898.2 1
: 917 | 2.48953 3.87559 0.0101841 0.000982562 86942 2
: 918 | 2.57935 2.80044 0.0102204 0.000984323 86616.5 3
: 919 | 2.59921 3.04722 0.010154 0.000981403 87216.7 4
: 920 | 2.6339 2.81637 0.0101669 0.000981793 87097.9 5
: 921 | 2.8971 4.4744 0.0101644 0.000983403 87136.8 6
: 922 | 2.6592 3.61387 0.0101718 0.000983333 87065.4 7
: 923 | 2.74847 3.58239 0.0102033 0.000983574 86770.2 8
: 924 | 2.65461 4.40542 0.0102725 0.000982693 86115.6 9
: 925 | 3.04962 2.93507 0.0101758 0.000981303 87008.5 10
: 926 | 2.49013 3.44168 0.0101988 0.000982684 86804.8 11
: 927 | 2.42341 2.89842 0.0101848 0.000990052 87005.8 12
: 928 | 2.47677 3.62077 0.0101969 0.000983183 86826.7 13
: 929 Minimum Test error found - save the configuration
: 929 | 2.59229 2.64902 0.0102434 0.00102438 86777.1 0
: 930 | 2.47433 3.03222 0.0101505 0.000982514 87260.4 1
: 931 | 2.35704 2.72041 0.010164 0.000983153 87137.8 2
: 932 Minimum Test error found - save the configuration
: 932 | 2.46675 2.60286 0.0102214 0.0010187 86930.6 0
: 933 | 2.3979 3.14638 0.0102137 0.000987803 86712.8 1
: 934 | 2.5159 2.87776 0.0101777 0.000988512 87058.8 2
: 935 | 2.61244 2.81962 0.0101944 0.000983614 86855.1 3
: 936 | 2.42948 3.02888 0.0102864 0.00108865 86977.7 4
: 937 | 2.42724 3.68941 0.010193 0.000985103 86882 5
: 938 | 2.55841 3.52569 0.0102054 0.000981042 86727.4 6
: 939 | 2.55576 2.83745 0.0101653 0.000981893 87113.4 7
: 940 | 2.25934 2.6961 0.0101762 0.000984674 87036.3 8
: 941 | 2.24311 3.13768 0.0101977 0.000992532 86907.8 9
: 942 | 2.26338 2.82564 0.0101914 0.000982282 86870.3 10
: 943 Minimum Test error found - save the configuration
: 943 | 2.31704 2.41032 0.0102334 0.00102295 86857.8 0
: 944 | 2.24221 3.41129 0.0101766 0.000983333 87020.3 1
: 945 | 2.43562 2.62591 0.0102659 0.000983693 86186.1 2
: 946 | 2.42593 3.04472 0.0102229 0.000984234 86592.3 3
: 947 | 2.48408 3.13927 0.01022 0.000985983 86636.3 4
: 948 | 2.51616 2.55303 0.0101828 0.000981992 86948.5 5
: 949 | 2.47584 2.7571 0.0101802 0.000990792 87057.1 6
: 950 | 2.17065 2.5678 0.010177 0.000983884 87021.4 7
: 951 | 2.29099 3.32959 0.010187 0.000990874 86993 8
: 952 | 2.51526 2.78555 0.0101578 0.000981493 87181.3 9
: 953 | 2.54945 3.38296 0.0101906 0.000985532 86908.8 10
: 954 Minimum Test error found - save the configuration
: 954 | 2.47811 2.34126 0.0102052 0.00102389 87133.3 0
: 955 | 2.3784 2.64086 0.0101676 0.000982522 87097.4 1
: 956 | 2.25678 2.58968 0.0102257 0.000985594 86579.3 2
: 957 | 2.3513 2.99235 0.0103008 0.000982853 85855.7 3
: 958 Minimum Test error found - save the configuration
: 958 | 2.22383 2.28138 0.0102702 0.00101909 86476.6 0
: 959 | 2.64851 3.261 0.0101927 0.000985913 86892.4 1
: 960 | 2.5774 2.76451 0.0101668 0.000981153 87092.3 2
: 961 | 2.35166 2.96241 0.0101797 0.000985702 87013.3 3
: 962 | 2.35765 2.55692 0.0101933 0.000983223 86861.5 4
: 963 | 2.60099 3.30653 0.0101634 0.000982914 87141 5
: 964 | 2.6306 2.30935 0.0101577 0.000978084 87149.2 6
: 965 | 2.30645 2.67754 0.0102822 0.00100115 86196.9 7
: 966 | 2.34769 2.47062 0.0101767 0.000993094 87111.5 8
: 967 | 2.12627 2.91144 0.0102087 0.000987504 86756.7 9
: 968 | 2.00787 2.35934 0.0101799 0.000983113 86986.8 10
: 969 | 2.29995 2.49033 0.0101731 0.000986853 87086.6 11
: 970 | 2.15765 2.98358 0.0102095 0.00100092 86875.3 12
: 971 | 2.11542 2.3067 0.0101586 0.000982962 87187.2 13
: 972 Minimum Test error found - save the configuration
: 972 | 2.01381 2.0461 0.010205 0.00102167 87114 0
: 973 | 2.16126 2.76376 0.0102074 0.000988252 86776.2 1
: 974 | 2.12306 2.93366 0.0101833 0.000980692 86931.6 2
: 975 | 2.33082 2.22171 0.0101811 0.000981012 86955.7 3
: 976 | 2.26998 2.12033 0.0101611 0.000983183 87165.5 4
: 977 | 2.26267 2.86062 0.0102959 0.000986503 85934.3 5
: 978 | 2.25386 2.1858 0.0102154 0.000986963 86688.6 6
: 979 | 2.18266 2.7164 0.0101665 0.000981523 87098.6 7
: 980 Minimum Test error found - save the configuration
: 980 | 2.06278 2.00306 0.0102168 0.00102314 87016.7 0
: 981 | 2.01425 2.32029 0.0101782 0.000982232 86994.6 1
: 982 | 2.06055 2.46194 0.0102048 0.000990282 86819 2
: 983 | 2.15281 2.34681 0.0102493 0.000984584 86349.3 3
: 984 | 2.4305 2.40344 0.0101818 0.000981764 86955.8 4
: 985 | 1.95788 2.31603 0.0102492 0.000982732 86332.8 5
: 986 | 2.09044 2.29521 0.0101951 0.000982543 86838.1 6
: 987 Minimum Test error found - save the configuration
: 987 | 2.33681 1.86141 0.0102492 0.00104721 86937.8 0
: 988 | 2.24517 2.25049 0.0102202 0.000985333 86628.2 1
: 989 | 2.40621 2.36927 0.0101666 0.000982133 87103.3 2
: 990 | 2.33745 2.51928 0.0101634 0.000982692 87139 3
: 991 | 2.24211 2.40902 0.010184 0.000987072 86985.9 4
: 992 | 2.34755 2.8536 0.010205 0.000986344 86780.9 5
: 993 | 2.29712 2.5917 0.0101829 0.000982193 86949.7 6
: 994 | 2.40245 2.09028 0.0101838 0.000985792 86975.5 7
: 995 | 2.28979 2.31495 0.0101879 0.000984762 86926.4 8
: 996 | 2.02583 2.04797 0.0101661 0.000983463 87120.8 9
: 997 | 1.9973 2.47107 0.0102098 0.000983983 86713.6 10
: 998 | 2.05817 2.45236 0.0103171 0.000983973 85715.8 11
: 999 | 2.43569 3.66976 0.0101753 0.000986044 87058.5 12
: 1000 | 2.40222 2.80739 0.0101988 0.000983624 86813.2 13
: 1001 | 2.1882 2.76772 0.0101625 0.000981944 87140.8 14
: 1002 | 2.11669 3.29297 0.01018 0.000976533 86924.2 15
: 1003 | 2.48962 2.35055 0.0101964 0.000985172 86850.9 16
: 1004 | 2.37455 2.12113 0.0101792 0.000982823 86991 17
: 1005 | 1.98874 2.17744 0.0101659 0.000983532 87123 18
: 1006 | 1.92238 2.47441 0.0102752 0.000983953 86102.8 19
: 1007 | 2.25047 2.31901 0.0101914 0.000981813 86866.5 20
: 1008 | 2.05042 2.50536 0.0101846 0.000984743 86958.1 21
:
: Elapsed time for training with 1000 events: 10.3 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: 0.0109 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: 0.823 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.31354e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08849e+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: 0.0303 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: 0.0364 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: 0.00132 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: 0.0943 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: 0.888 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: 0.0198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00245 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: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00419 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: 0.00185 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000268 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: 0.0942 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.888 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0988 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 : -0.302 0.246 4.32 1.54 | 3.220 3.235
: 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 : 0.262 0.286 1.39 1.13 | 3.358 3.357
: 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.