Logo ROOT  

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

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.251 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00261 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: 0.000716 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00382 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000294 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 = 31542.8
: --------------------------------------------------------------
: 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 | 33106.1 31186.6 0.0101427 0.00103837 87870.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32607.9 30623.5 0.0102256 0.00102757 86974.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31889.8 29962.3 0.0103693 0.00102855 85646 0
: 4 Minimum Test error found - save the configuration
: 4 | 31193 29349.3 0.0103691 0.00102918 85654.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30496.1 28713.4 0.0103502 0.0010267 85805.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29739.2 27860.6 0.0103901 0.00104071 85566.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28979.2 27129.3 0.0103564 0.00101522 85642.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28472.1 26719 0.0103324 0.00103006 86000.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28096.1 26392.6 0.0103029 0.00100596 86050.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27775 26085.5 0.0102099 0.00100439 86904.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27467 25799.6 0.0102072 0.00100048 86893.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27175.9 25526.3 0.0101542 0.000997595 87368.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26894.8 25264.2 0.0101671 0.000998466 87254.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26622.8 25010.4 0.0101623 0.000998075 87296 0
: 15 Minimum Test error found - save the configuration
: 15 | 26360.9 24760.2 0.0101697 0.000996405 87210.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26102.2 24517.4 0.0101575 0.000997525 87336.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25852.5 24276.5 0.0101572 0.000997935 87343.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25603.1 24044.1 0.0101722 0.000999256 87212.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25361.7 23814.3 0.0101428 0.000993795 87441.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25122.9 23589.2 0.0101519 0.000995845 87374.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24887.3 23369.1 0.0101513 0.000995805 87379.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24658.8 23148.8 0.0101635 0.000994765 87253.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24430.7 22932.6 0.0101655 0.000998344 87268.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24208.1 22717.3 0.0101759 0.000997825 87164.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23983.6 22509.9 0.0101808 0.000995334 87094.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23765 22305.5 0.0102255 0.00100405 86753.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23553.3 22098.3 0.0101936 0.000998755 87005 0
: 28 Minimum Test error found - save the configuration
: 28 | 23337.2 21898.5 0.0102067 0.000997176 86866.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23130.3 21696.7 0.0101773 0.000997495 87147.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22918.4 21503.6 0.0102093 0.00100268 86894 0
: 31 Minimum Test error found - save the configuration
: 31 | 22715.5 21309.3 0.0102069 0.00101522 87035.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22514.4 21115 0.0101876 0.00100047 87078.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22311.7 20926.3 0.0102035 0.000999275 86916.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22113.6 20739.5 0.0102054 0.000997935 86885.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21918.7 20553.3 0.0102152 0.00100477 86858.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21724.9 20369.3 0.0101981 0.000999595 86971 0
: 37 Minimum Test error found - save the configuration
: 37 | 21531.8 20189.4 0.0103288 0.00100792 85828.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21342.3 20011.3 0.0102196 0.00100228 86793 0
: 39 Minimum Test error found - save the configuration
: 39 | 21152.9 19837.6 0.0102031 0.000999645 86923.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20970.6 19660.4 0.0102112 0.00100139 86863.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20785.8 19486.8 0.0102263 0.00101186 86820.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20603.7 19315.4 0.0102134 0.00100029 86833.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20423.6 19146 0.0102039 0.00100424 86959.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20247.6 18975.4 0.0102163 0.00100032 86806.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20068.9 18810.3 0.0102264 0.00100468 86751.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19894.2 18647 0.0102297 0.00100176 86693.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19721.8 18485.1 0.0102135 0.00100299 86857.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19551.2 18324 0.0102727 0.0010248 86506.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19381.5 18164.7 0.0102519 0.00100481 86513.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19213.9 18005.9 0.0102739 0.00100939 86351.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19046.9 17845.1 0.0102729 0.00104641 86707.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18875.6 17682.7 0.0102862 0.00101344 86274.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18713.2 17527.8 0.0102979 0.00101227 86155.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18545.4 17374.5 0.0102669 0.00102203 86534.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18381.1 17220.5 0.0103039 0.00101558 86129.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18226 17069.2 0.0103324 0.00102293 85933.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18060.6 16928 0.0102975 0.00101821 86213.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17907.4 16768.2 0.0103414 0.00102398 85861 0
: 59 Minimum Test error found - save the configuration
: 59 | 17746.9 16620.1 0.0103174 0.00102532 86094.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17589.4 16468 0.0103567 0.00102242 85706.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17437.4 16325.9 0.0103385 0.00102253 85873.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17280.7 16171.2 0.0103506 0.00102634 85797.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17126 16026.3 0.0103584 0.00102563 85719.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16974 15880.4 0.0104008 0.00102789 85352.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16822.9 15734.6 0.0103885 0.00103169 85499.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16671.5 15592.3 0.0103991 0.00103386 85421.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16522.8 15450.9 0.0104317 0.00104294 85208.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16374.3 15309.7 0.0104105 0.00104291 85400.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16228.8 15169.2 0.010424 0.00103278 85185.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16082.2 15033.1 0.0104179 0.00103535 85264.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15939.5 14896.1 0.0104187 0.00103373 85242.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15795.2 14759 0.0104177 0.00103704 85282 0
: 73 Minimum Test error found - save the configuration
: 73 | 15653.3 14623.5 0.0104211 0.00103572 85239 0
: 74 Minimum Test error found - save the configuration
: 74 | 15511 14489.6 0.0104313 0.0010426 85209.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15370.4 14359.3 0.0104836 0.00103813 84696.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15234.8 14226.8 0.0104194 0.0010343 85241.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15097 14097.6 0.0104586 0.00104758 85006.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14960.3 13966.9 0.0104246 0.00104761 85315.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14823.8 13842.6 0.0104269 0.00103272 85159.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14690.9 13716.3 0.0104422 0.00103575 85047.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14557.8 13593.3 0.0104124 0.00103089 85274.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14429.3 13467.1 0.0104436 0.00103429 85022.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14299.3 13342.9 0.0104527 0.00103429 84939.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14168.1 13223.7 0.010425 0.0010329 85178.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14040.3 13106 0.0104357 0.00103458 85096.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13916.9 12985 0.0107045 0.00104478 82817.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13790.8 12866.8 0.0104371 0.00105224 85243.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13666.6 12749.6 0.0104721 0.00105909 84988.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13544.3 12633 0.010417 0.00103206 85242.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13420.7 12520.2 0.0104641 0.00103864 84876.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13300.8 12407.2 0.0104536 0.00103631 84950.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13182.3 12293.4 0.010429 0.00103228 85135.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13063.4 12181.3 0.0104503 0.00103539 84971.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12944.1 12073.1 0.0104347 0.00103615 85119.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12830.2 11961.6 0.0104407 0.00103594 85063.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12713.5 11853 0.0104456 0.0010385 85042.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12599.1 11745.3 0.0104366 0.0010343 85085.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12485.6 11638.8 0.0104637 0.00103617 84858.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12371.9 11535.4 0.0104436 0.00103715 85047.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12262.9 11428.8 0.0104323 0.00103578 85137.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12151.8 11324.2 0.0104656 0.00103666 84845.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 12040.1 11223.7 0.0104334 0.00103626 85132.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11933.1 11122 0.0104395 0.00103611 85075.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11826.7 11019.6 0.010544 0.00104554 84224.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11719.8 10918.2 0.0104589 0.0010379 84917.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11612.8 10819.7 0.0104761 0.00103555 84740.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11507.9 10722.4 0.0104697 0.00103995 84837.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11405.2 10624.5 0.0104896 0.00103871 84648 0
: 109 Minimum Test error found - save the configuration
: 109 | 11302.4 10527 0.0104854 0.00104058 84702.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11198.3 10433.2 0.010475 0.00103973 84788.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11097.6 10339.9 0.010478 0.00104265 84787.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10999.5 10244.2 0.0104812 0.00104624 84790.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10900.3 10149 0.0104755 0.0010382 84770 0
: 114 Minimum Test error found - save the configuration
: 114 | 10799 10058.7 0.0106196 0.00104089 83518.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10701.8 9969 0.0105065 0.00104228 84528.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10606.2 9877.94 0.0105551 0.00105441 84204.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10509.9 9787.7 0.010577 0.00104384 83917.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10414.9 9698.64 0.0105079 0.00104696 84558.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10321.4 9609.27 0.0104712 0.00104105 84834.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10226.3 9523.01 0.0104923 0.00104045 84639.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10134.4 9436.36 0.0104849 0.00103873 84690.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10042.1 9350.88 0.0104888 0.00103945 84661.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9951.41 9266.14 0.0104924 0.00104141 84647.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9864.59 9177.41 0.0104895 0.00104203 84679 0
: 125 Minimum Test error found - save the configuration
: 125 | 9770.61 9095.68 0.0104844 0.00104131 84718.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9682.32 9013.8 0.0104749 0.00104139 84803.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9596.03 8931.01 0.0104713 0.00104147 84837 0
: 128 Minimum Test error found - save the configuration
: 128 | 9508.07 8849.9 0.0105273 0.00104541 84371.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9421.71 8769.66 0.0104987 0.00104264 84601.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9336.86 8688.7 0.010513 0.00104306 84477.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9251.62 8609.46 0.0104852 0.00104177 84715.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9167.65 8530.61 0.0104804 0.00104087 84750.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9083.64 8453.4 0.0107379 0.00106199 82679.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9001.33 8376.49 0.0105868 0.00105539 83933.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8919.94 8299.87 0.010587 0.00105649 83941.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8838.69 8222.97 0.0106145 0.00105798 83712.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8758.09 8147.84 0.0106181 0.00105785 83679.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8679.15 8072.37 0.0106179 0.00105975 83698.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8599.83 7997.39 0.0106419 0.00107533 83624.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8519.46 7926.86 0.0105763 0.00105499 84021.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8443.6 7853.95 0.010598 0.00105645 83843.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8366.22 7782.4 0.0106019 0.00105617 83807.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8290.36 7710.94 0.0106158 0.00106951 83802.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8214.85 7639.9 0.0106318 0.001062 83596.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8139.05 7569.93 0.0106267 0.0010589 83613.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8065.97 7500.33 0.0106419 0.00105722 83466.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 7991.65 7431.28 0.0106612 0.00105938 83317.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7918.88 7362.11 0.0106983 0.00106829 83073.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7846.46 7294.61 0.0106312 0.00106153 83597.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7774.64 7227.77 0.0106043 0.00105845 83805.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7704.42 7160.1 0.0106245 0.00106773 83710.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7633.05 7094.45 0.0106146 0.00106124 83740.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7563.69 7028.95 0.0106377 0.0010611 83537.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7493.69 6965.04 0.0106314 0.0010582 83566.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7426.54 6899.81 0.0106411 0.00106229 83517.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7357.33 6837.29 0.0105967 0.0010566 83856.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7291.37 6773.22 0.0106258 0.00106061 83636.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7223.83 6710.73 0.0106117 0.00105321 83695.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7157.52 6648.52 0.010614 0.00106272 83758.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7092.31 6587.87 0.0106354 0.0010573 83523.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7027.12 6525.67 0.010622 0.00105642 83632.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6963.13 6465.05 0.0106767 0.00106318 83216 0
: 163 Minimum Test error found - save the configuration
: 163 | 6899.14 6405.31 0.0106424 0.0010694 83568.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6836 6345.15 0.0105964 0.00105898 83880.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6772.66 6287.29 0.0106178 0.00106266 83725 0
: 166 Minimum Test error found - save the configuration
: 166 | 6711.73 6229.59 0.0106292 0.0010552 83559.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6648.61 6171.8 0.0106792 0.00106391 83200.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6588.75 6113.69 0.0106905 0.00105975 83067.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6527.9 6056.8 0.0106771 0.0010772 83333.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6467.34 6001.69 0.0106705 0.00105931 83236 0
: 171 Minimum Test error found - save the configuration
: 171 | 6409.3 5944.24 0.0106579 0.00105759 83330.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6348.3 5890.5 0.0106252 0.00106293 83662.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6291.34 5834.63 0.0106351 0.00106878 83626.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6233.01 5781.85 0.0106049 0.00105805 83797.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6176.96 5725.71 0.0106449 0.00106057 83469.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6119.09 5673.07 0.0106492 0.00106438 83465.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6063.3 5618.21 0.0106555 0.00105889 83362.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6005.66 5567.76 0.0106415 0.00106061 83499.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5951.91 5516.31 0.0106467 0.00106238 83470.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5896.52 5464.25 0.010862 0.00107339 81727.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5841.97 5414.02 0.0126441 0.0010677 69106 0
: 182 Minimum Test error found - save the configuration
: 182 | 5788.36 5363.78 0.0105626 0.00106094 84196.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5735.02 5313.62 0.010576 0.00105095 83989 0
: 184 Minimum Test error found - save the configuration
: 184 | 5682.33 5264.17 0.0105327 0.00104601 84328.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5629.5 5214.64 0.0105331 0.00104654 84329.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5577.79 5166.59 0.0105399 0.00104965 84296.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5527.33 5117.8 0.010551 0.00104762 84180.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5475.68 5069.8 0.01058 0.00105011 83946.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5424.6 5022.65 0.0105672 0.00104784 84039.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5375.13 4975.61 0.0105671 0.00104834 84044.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5324.8 4930.13 0.0105669 0.00104886 84050.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5275.78 4884.55 0.0105413 0.00104702 84261.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5228.58 4836.95 0.0105297 0.00104671 84361.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5179.73 4791.34 0.010559 0.0010483 84116.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5131.3 4747.03 0.0105327 0.00104879 84353.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5084.28 4701.69 0.0105338 0.00104817 84337.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5037.06 4658.08 0.0105313 0.00104792 84358.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4990.46 4615.68 0.0105447 0.00105151 84270.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4944.5 4573.08 0.010546 0.00104871 84235 0
: 200 Minimum Test error found - save the configuration
: 200 | 4898.69 4530.27 0.0105303 0.0010498 84383.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4854.01 4487.94 0.0105425 0.00105081 84284.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4808.88 4446.54 0.0105727 0.00105103 84019 0
: 203 Minimum Test error found - save the configuration
: 203 | 4765.26 4404.88 0.0105365 0.0010464 84298.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4721.08 4363.28 0.0105918 0.00105007 83842.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4677.47 4322.15 0.0105452 0.00104853 84239.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4634.17 4282.7 0.0105747 0.00105357 84023.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4592.38 4241.57 0.0105636 0.00106056 84183.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4548.59 4203.21 0.0105682 0.00105134 84061.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4508.56 4162.79 0.0105747 0.00106057 84085.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4465.07 4125.35 0.0105664 0.00105209 84084.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4425.71 4086.37 0.0105581 0.00104849 84125.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4384.17 4048.31 0.0105851 0.00105632 83955.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4344.37 4009.89 0.0105515 0.00105405 84233.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4304.16 3972.85 0.0105682 0.00105015 84050.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4263.81 3936.8 0.0105815 0.00105191 83949.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4226.17 3898.72 0.0105851 0.001051 83909.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4186.11 3863.43 0.0105591 0.00105758 84196.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4148.83 3826.75 0.0105744 0.00105223 84014.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4109.76 3791.33 0.0105686 0.00105346 84076.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4073.24 3754.77 0.0105463 0.00105091 84251.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4035.14 3720.72 0.0105539 0.00104725 84151.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3998.01 3685.75 0.0105812 0.00104889 83925.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3961.24 3652.68 0.0105669 0.00105068 84067.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3925.5 3618.31 0.0105588 0.00105021 84134.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3889.69 3584.57 0.0105584 0.00105192 84153.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3854.24 3551.79 0.0105922 0.00105946 83921.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3818.19 3519.33 0.0105906 0.00107028 84030.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3784.88 3485.23 0.0105645 0.00105265 84105.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3749.27 3453.93 0.0105617 0.00106241 84216.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3716.34 3419.41 0.0105764 0.00104985 83975.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3680.6 3389.15 0.0105795 0.00105425 83987.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3647.9 3357.5 0.0105703 0.00105189 84047.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3615.46 3325.34 0.0106021 0.00105243 83772.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3582.08 3294.4 0.0105717 0.00105538 84066.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3548.17 3265.59 0.0105677 0.0010491 84045.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3517.82 3234.01 0.0105925 0.00105284 83860.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3484.87 3204.6 0.0105531 0.00104934 84177.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3453.2 3174.29 0.0105745 0.00105817 84066 0
: 239 Minimum Test error found - save the configuration
: 239 | 3422.15 3144.87 0.0105867 0.0010616 83988.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3390.91 3115.82 0.0105718 0.00105188 84034 0
: 241 Minimum Test error found - save the configuration
: 241 | 3361.12 3085.47 0.0105841 0.00105263 83932.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3329.32 3056.88 0.0105834 0.00105349 83946.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3299.01 3029.04 0.0105843 0.00104936 83901.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3269.67 3001.58 0.0105867 0.00105835 83959.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3239.61 2973.08 0.0105902 0.00105351 83886.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3210.13 2945.83 0.010614 0.00105181 83663.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3181.39 2918.16 0.0105983 0.00105566 83834.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3152.31 2891.12 0.0105782 0.00105171 83976.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3123.67 2865.19 0.0105847 0.00105539 83951.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3095.67 2837.43 0.0105917 0.00106412 83966.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3066.82 2811.87 0.0105569 0.00105067 84155 0
: 252 Minimum Test error found - save the configuration
: 252 | 3039.57 2785.28 0.0105796 0.00105195 83966.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3011.82 2759.25 0.0105745 0.00105174 84008.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2984.23 2734.09 0.0105819 0.00105118 83939.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2957.36 2708.91 0.0105931 0.00105113 83840.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2930.9 2683.02 0.0105919 0.00105021 83842.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2903.71 2658.73 0.0105938 0.00105488 83867.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2877.25 2634.5 0.0105927 0.00105463 83874 0
: 259 Minimum Test error found - save the configuration
: 259 | 2851.93 2609.85 0.0105937 0.00105104 83833.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2826.05 2585.26 0.0105706 0.00105687 84089.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2800.35 2562.09 0.0105579 0.0010527 84164.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2775.01 2538.99 0.0105761 0.00105181 83995.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2750.73 2515.37 0.0105927 0.00105247 83855.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2725.42 2490.42 0.0105924 0.0010504 83839.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2699.59 2468.16 0.0106321 0.00106221 83595.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2675.56 2445.58 0.0105767 0.00105404 84010.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2651.61 2422.45 0.0106039 0.00105181 83751.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2627.27 2400.32 0.0105671 0.00105239 84080.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2604.01 2377.39 0.0105803 0.00105186 83959.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2579.58 2356 0.0105739 0.00105116 84009.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2556.5 2334.73 0.0105787 0.00105544 84005.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2533.83 2312.95 0.0105977 0.00104976 83787.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2510.33 2291.8 0.0105688 0.00105183 84060.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2487.61 2271.24 0.0106057 0.0010554 83767 0
: 275 Minimum Test error found - save the configuration
: 275 | 2465.12 2250.03 0.0107279 0.00106805 82817 0
: 276 Minimum Test error found - save the configuration
: 276 | 2442.97 2229.32 0.0106726 0.00106047 83228.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2420.61 2209.12 0.0107027 0.00106597 83015.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2398.48 2189.03 0.0106892 0.00106384 83113.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2377.31 2168.09 0.0107092 0.00106185 82924.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2354.64 2148.66 0.0107114 0.00106912 82967.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2334.08 2128.34 0.0107055 0.00106243 82961.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2311.89 2108.9 0.0106726 0.00106573 83273.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2291.04 2089.89 0.0106748 0.00106304 83231 0
: 284 Minimum Test error found - save the configuration
: 284 | 2269.61 2071.23 0.0106807 0.00106314 83181.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2249.57 2051.99 0.0107223 0.00106673 82853.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2228.51 2032.94 0.0107228 0.00107347 82906.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2208.39 2013.94 0.010717 0.00106868 82915.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2188.04 1995.18 0.0106967 0.00106661 83072.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2167.67 1977.34 0.0106778 0.00106573 83228.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2147.59 1959.73 0.0106718 0.00107349 83347.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2128.04 1941.52 0.0106753 0.00106214 83219 0
: 292 Minimum Test error found - save the configuration
: 292 | 2108.47 1923.61 0.0106693 0.00106461 83292.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2089.61 1904.93 0.0106918 0.0010622 83077.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2069.49 1887.77 0.0106944 0.00106871 83110.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2050.68 1870.37 0.0106915 0.00106681 83119.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2031.72 1853.03 0.0106888 0.00105901 83075.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2012.53 1836.39 0.0107119 0.00107046 82975.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1993.84 1820.2 0.0106706 0.00105893 83232.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1976.04 1802.61 0.0106675 0.0010643 83305.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1956.73 1787.04 0.0107103 0.00107956 83067.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1939.03 1770.55 0.010678 0.00106373 83209.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1920.91 1754.37 0.0106877 0.00106721 83155.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1903.12 1738.04 0.0106897 0.00106278 83100 0
: 304 Minimum Test error found - save the configuration
: 304 | 1885.08 1722.31 0.0107364 0.00106727 82737.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1867.83 1706.37 0.0106986 0.00106718 83061.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1850.28 1690.52 0.0106999 0.00106825 83059.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1832.34 1675.6 0.0106791 0.00106776 83235.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1815.27 1661.07 0.0106958 0.00106273 83046.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1799.03 1644.95 0.01069 0.00106165 83087.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1781.79 1629.98 0.0107033 0.00107055 83049.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1764.78 1615.05 0.0106821 0.00106098 83150.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1748.25 1600.15 0.0107069 0.00106465 82968.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1731.61 1585.52 0.0107046 0.00107233 83054.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1715.23 1571.3 0.0107066 0.00106821 83001.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1699.35 1556.84 0.0107313 0.00106879 82794.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1683.08 1542.8 0.0106718 0.00107014 83318.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1667.48 1528.02 0.0107214 0.00108605 83027.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1651.18 1514.11 0.0107224 0.00108472 83007.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1635.22 1500.63 0.0107214 0.00108654 83032.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1620.09 1486.78 0.0106935 0.00106398 83077.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1604.67 1472.94 0.0106756 0.00106584 83249 0
: 322 Minimum Test error found - save the configuration
: 322 | 1588.87 1459.89 0.0106859 0.00106842 83181.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1574.49 1445.83 0.0107174 0.00106718 82899.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1558.93 1432.88 0.0107751 0.00107613 82482.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1544.11 1419.84 0.010704 0.00106755 83018.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1529.67 1406.83 0.0106844 0.00106607 83174.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1514.78 1393.84 0.0107156 0.00106569 82902.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1500.53 1380.8 0.0107124 0.00106791 82949 0
: 329 Minimum Test error found - save the configuration
: 329 | 1485.77 1368.15 0.0106819 0.00105999 83143.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1471.7 1355.36 0.0107135 0.00106807 82940.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1457.48 1342.85 0.0106754 0.00107126 83297.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1443.25 1330.68 0.0106708 0.00106321 83267.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1429.72 1318.25 0.0107012 0.00109223 83255.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1416.14 1305.55 0.0106787 0.00106251 83193.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1402.06 1293.88 0.0106874 0.00106729 83159 0
: 336 Minimum Test error found - save the configuration
: 336 | 1388.93 1281.59 0.010718 0.00107171 82933.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1375.41 1269.81 0.0106793 0.0010658 83216.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1362 1258.08 0.010664 0.00106335 83328 0
: 339 Minimum Test error found - save the configuration
: 339 | 1349.13 1246.15 0.0106764 0.00106438 83229.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1335.99 1234.87 0.0106759 0.00106201 83212.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1323.11 1223.41 0.0107002 0.00106757 83051.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1310.44 1212.9 0.010712 0.00106865 82958.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1297.9 1200.93 0.0107487 0.00107073 82662.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1285.17 1189.63 0.0107137 0.00106619 82923 0
: 345 Minimum Test error found - save the configuration
: 345 | 1272.85 1178.52 0.010711 0.00106277 82916.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1260.63 1167.64 0.0107032 0.0010664 83015 0
: 347 Minimum Test error found - save the configuration
: 347 | 1248.77 1156.21 0.010669 0.00106185 83271.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1236.21 1145.71 0.010691 0.00106708 83126.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1224.58 1134.83 0.0106936 0.00106415 83078.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.5 1124.59 0.0106631 0.00106555 83354.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1201.13 1113.79 0.0107214 0.00108311 83002.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1188.88 1103.44 0.0107266 0.00106625 82812.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1177.86 1093.07 0.0106716 0.0010658 83282.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1166.14 1082.74 0.0107009 0.00106592 83030.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1155.17 1072.23 0.0106813 0.00105912 83141.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1143.67 1062.09 0.0107055 0.00106599 82992 0
: 357 Minimum Test error found - save the configuration
: 357 | 1132.77 1051.95 0.0106835 0.00107934 83297.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.54 1042.15 0.0106938 0.00106116 83050.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1110.5 1032.3 0.0107046 0.00106637 83002.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1099.96 1022.35 0.0107017 0.00106482 83014.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1088.91 1012.86 0.0107121 0.0010765 83025.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1078.34 1003.7 0.0107141 0.00109025 83126.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1068.14 994.041 0.0109633 0.00115295 81546.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1057.85 984.128 0.0106193 0.00105184 83616.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1047.26 975.003 0.010572 0.00105091 84023.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1036.97 965.456 0.0107964 0.00106129 82176.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1026.95 956.391 0.0106374 0.00105802 83512.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.79 947.152 0.0106124 0.00105873 83737.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1007 937.827 0.0106803 0.00105746 83135.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 997.209 928.769 0.0105862 0.00106821 84051.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 987.157 919.801 0.0105798 0.00106569 84085.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 977.539 911.04 0.0107661 0.00105796 82405.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 968.222 902.362 0.0105916 0.00105126 83854.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 958.736 894.318 0.0105847 0.00105074 83910.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 948.937 885.241 0.0108355 0.00106759 81900.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 939.466 877.166 0.0107368 0.00107313 82784.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 931.083 867.82 0.010622 0.00105486 83619.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 921.255 859.566 0.0106546 0.00105879 83369.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 912.305 851.103 0.0105693 0.00105051 84044.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 903.271 842.855 0.0105937 0.00105674 83883.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 894.334 835.498 0.0107144 0.00105862 82851.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.391 826.992 0.0106406 0.00105073 83421.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 876.815 819.068 0.0106227 0.00105531 83617 0
: 384 Minimum Test error found - save the configuration
: 384 | 868.15 810.719 0.0106898 0.00110697 83482.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.513 803.032 0.0106197 0.00105328 83626.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 851.036 794.759 0.0105839 0.00105028 83913.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.213 787.914 0.0105898 0.00105116 83869.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 834.502 779.972 0.0108056 0.00106029 82091.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 826.138 773.217 0.0105733 0.00105215 84023.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.917 763.709 0.0109332 0.00107415 81143.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 809.142 756.369 0.0113733 0.00108695 77773.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 801.266 749.31 0.0107286 0.00106533 82787.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.301 741.626 0.0106499 0.00105744 83398.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.452 734.254 0.0107987 0.0010631 82172.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.489 726.334 0.0107465 0.00105824 82574.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.395 719.429 0.0106046 0.00106273 83841 0
: 397 Minimum Test error found - save the configuration
: 397 | 761.935 712.056 0.0106844 0.00105748 83100.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.852 705.863 0.0105993 0.00105816 83847.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.842 698.364 0.0105923 0.00105265 83860.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 739.398 691.355 0.0106446 0.0010577 83446.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 731.678 684.967 0.0106184 0.0010693 83777.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.645 677.067 0.0105798 0.00105425 83984.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.275 669.94 0.0107539 0.00106163 82540.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.877 663.559 0.0106068 0.00106678 83856.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.553 656.932 0.0106003 0.00105978 83852.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.928 649.755 0.0106304 0.00108997 83854 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.759 643.116 0.0105806 0.00105173 83955.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.327 637.072 0.0105904 0.00106 83941.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.439 630.628 0.0107804 0.00107825 82456.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.672 624.016 0.0105808 0.0010513 83950 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.156 617.635 0.010628 0.00105649 83581.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.213 611.245 0.0105778 0.00104977 83962.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.571 605.002 0.0107102 0.00105631 82868.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.999 598.871 0.010795 0.00106536 82222.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.333 592.469 0.0105961 0.00105609 83857.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.714 586.534 0.0108797 0.00106015 81469.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.437 580.321 0.010645 0.00105686 83436.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.2 574.055 0.010595 0.00105177 83828.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.852 568.953 0.0109239 0.00105896 81095.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.683 562.333 0.010602 0.00105095 83760.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.36 556.984 0.0107322 0.00107808 82866.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.236 550.575 0.0106613 0.00105627 83289.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.963 544.957 0.0106071 0.00105586 83758.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.076 539.691 0.0106413 0.00105352 83439.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.391 533.458 0.0106629 0.00105817 83292.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.329 527.83 0.0106061 0.00105526 83762.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.646 522.337 0.0106178 0.00106915 83781.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.766 517.053 0.0106265 0.00105067 83543.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.256 511.22 0.0106466 0.00105035 83365.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.291 506.4 0.0106975 0.00105912 83001.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.674 501.181 0.0106158 0.00105244 83652.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.003 495.376 0.0106351 0.00107401 83672.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.168 490.218 0.0106028 0.00105108 83755 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.433 485.407 0.0106105 0.00105075 83684.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.71 479.862 0.0106409 0.00105577 83463 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.271 474.707 0.0105961 0.00105518 83849.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.074 469.272 0.0106264 0.00106533 83672.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.614 464.265 0.0106373 0.00105404 83479.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.655 459.392 0.0105981 0.00105127 83797.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.153 454.765 0.0105898 0.00105742 83924.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.634 449.273 0.0105772 0.00105254 83992.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.191 444.796 0.0106119 0.00105529 83711.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.184 440.165 0.0105906 0.00105196 83869.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.361 435.834 0.0109898 0.00107653 80700.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.612 430.548 0.0110316 0.00121008 81454 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.461 426.31 0.0111623 0.00108351 79374.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.946 421.01 0.0109405 0.00106833 81036 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.22 416.471 0.0109187 0.00107303 81254.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.183 412.321 0.0111635 0.001117 79629.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.574 407.931 0.012217 0.00107845 71822.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.962 403.183 0.0107016 0.00107034 83063 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.253 398.988 0.0106339 0.00106251 83582.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.01 394.455 0.0106399 0.00105367 83453.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.558 389.897 0.0106151 0.0010549 83679.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.963 385.676 0.0106118 0.00105953 83749.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.686 382.085 0.0107615 0.00106734 82523.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.201 377.33 0.0106272 0.00105142 83544.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.882 373.27 0.0106139 0.00105405 83683.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.802 368.867 0.0106083 0.00105178 83712.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.749 365.724 0.010662 0.00105452 83268.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.497 361.432 0.0106288 0.00105235 83537.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.5 356.976 0.0108877 0.00106473 81441.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.94 352.896 0.0106258 0.00105652 83601 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.637 348.96 0.0106031 0.00105057 83747.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.961 345.045 0.0145425 0.00163933 62000.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.09 341.131 0.0110047 0.00105699 80420.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.8 337.401 0.0106685 0.00109689 83580.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.905 333.942 0.0106743 0.00106242 83230.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.192 329.974 0.010611 0.00105427 83710.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.015 326.29 0.0105813 0.00105032 83936.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.679 323.159 0.0106641 0.00105368 83242.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.942 318.923 0.010621 0.00105726 83648.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.056 315.353 0.0106509 0.0010533 83353.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.474 311.897 0.0106119 0.00105427 83703.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.727 307.832 0.0105947 0.00105118 83826.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.802 304.481 0.0106589 0.00106233 83363.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.442 301.124 0.0106122 0.00106566 83800.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.776 297.632 0.0105836 0.00104951 83909.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.257 294.373 0.0105821 0.0010504 83930.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.758 291.44 0.0106222 0.00105967 83660.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.436 288.19 0.0107929 0.0010852 82409 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.219 285.506 0.010714 0.00107343 82982.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.111 281.168 0.0106432 0.00106536 83526.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.37 277.941 0.0105932 0.00105137 83840.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.981 274.683 0.0106371 0.00105964 83529.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.963 271.774 0.0106069 0.0010484 83695.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.394 268.395 0.0106213 0.00105303 83609.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.456 265.345 0.0106305 0.00105914 83582.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.792 262.59 0.010624 0.0010536 83591.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.199 259.076 0.0106164 0.00107624 83856.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.517 256.558 0.0106208 0.00104937 83582.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.909 253.421 0.0106106 0.00105268 83699.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.492 250.342 0.0105999 0.00105391 83804.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.721 248.052 0.0105935 0.00105667 83885 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.627 245.175 0.0105869 0.00105104 83893.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.93 242.133 0.0105887 0.00105131 83880.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.595 238.952 0.0105954 0.00104794 83792.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.921 236.769 0.0106429 0.00106575 83532.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.242 233.388 0.0106298 0.00105429 83546 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.35 231.044 0.0106104 0.00104862 83666.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.468 227.93 0.0105975 0.00105426 83828.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.606 225.946 0.0106254 0.00107609 83775.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.886 223.503 0.0106014 0.00105956 83841.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.339 220.881 0.0105919 0.00105233 83861.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.608 218.256 0.0105866 0.0010502 83888.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.837 215.664 0.0106046 0.00105073 83735.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.033 213.872 0.0106074 0.00105097 83713.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.607 211.831 0.0106674 0.00106843 83342.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.378 209.697 0.0111072 0.00106774 79685.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.603 206.593 0.010609 0.00105312 83717.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.057 203.669 0.0107051 0.00112535 83509.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.266 201.322 0.0106144 0.00105189 83660.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.986 200.397 0.010679 0.00107889 83332.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.702 198.46 0.0106029 0.00106154 83845.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.177 195.369 0.0106339 0.00105049 83477.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.585 193.252 0.0106374 0.00105393 83476.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.466 191.803 0.0108658 0.00124905 83188.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.827 189.521 0.0106044 0.00105114 83741.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.723 187.57 0.0106015 0.00105306 83783.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.728 186.175 0.0106465 0.00105999 83450.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.843 183.269 0.0106389 0.00105536 83476.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.811 181.757 0.0106151 0.00105235 83657.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.018 179.373 0.0107114 0.00107574 83024.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.565 176.98 0.010658 0.00106225 83370.1 0
: 525 | 195.079 177.251 0.0105601 0.0010198 83854.5 1
: 526 Minimum Test error found - save the configuration
: 526 | 192.933 174.325 0.0107186 0.0010764 82969.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.492 171.632 0.0105993 0.00105342 83806 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.368 170.365 0.0106743 0.00105707 83184.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.403 168.448 0.0106001 0.00105356 83799.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.349 166.43 0.0105978 0.00105446 83828 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.198 164.231 0.0106611 0.00105974 83321.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.272 163.714 0.0106036 0.00105485 83780.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.977 160.608 0.0106301 0.00105616 83560 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.13 158.914 0.0106025 0.00106108 83845.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.944 157.543 0.0105783 0.00105018 83962.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.129 156.42 0.0105958 0.00105258 83828.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.987 154.365 0.0105809 0.00105445 83976.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.03 152.851 0.0107305 0.00108121 82907.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.095 150.586 0.0106166 0.00105514 83669.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.986 150.128 0.010617 0.00105583 83671.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.376 147.748 0.0105903 0.00105077 83861.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.641 147.48 0.0105905 0.00105331 83882 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.654 144.664 0.010658 0.00105572 83313.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.005 142.59 0.0106027 0.00105193 83762.5 0
: 545 | 154.907 142.868 0.0106755 0.00102085 82861.2 1
: 546 Minimum Test error found - save the configuration
: 546 | 153.229 140.101 0.010612 0.00106279 83776.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.203 137.967 0.0106162 0.00105128 83639.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.356 136.202 0.0105801 0.00105395 83979.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.75 134.613 0.0105934 0.00105057 83832.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.283 133.955 0.0106517 0.00106375 83437.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.845 133.03 0.0105987 0.00105498 83824.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.9 130.988 0.0106102 0.00105395 83714.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.151 130.095 0.0106698 0.00111145 83696.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.642 126.749 0.0106177 0.00105901 83693.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.698 125.23 0.0106454 0.00105517 83418.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.233 124.48 0.0106008 0.00105461 83803.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.663 123.57 0.0107586 0.00106607 82537.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.079 121.558 0.0120211 0.00163551 77029.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.391 119.586 0.0135994 0.00106479 63823.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.714 118.351 0.010627 0.00105878 83610 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.29 117.847 0.0106141 0.00105296 83672.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.643 116 0.010638 0.00105295 83463.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.246 115.238 0.0106778 0.00106269 83202 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.27 113.911 0.0106198 0.00105034 83599 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.4 112.354 0.0106643 0.00105595 83261.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.935 110.39 0.0106186 0.00105401 83641.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.415 109.651 0.0106503 0.00106098 83425.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.161 109.321 0.0108294 0.00106116 81897.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.616 108.226 0.0106315 0.00105813 83564.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.087 105.953 0.010678 0.00108213 83369.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.842 104.904 0.0106178 0.00105498 83657.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.672 103.113 0.0105849 0.0010502 83904.4 0
: 573 | 111.28 103.538 0.0106342 0.00102033 83213.4 1
: 574 Minimum Test error found - save the configuration
: 574 | 110.175 101.677 0.0105964 0.00106292 83915.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.555 101.122 0.010613 0.00106 83743.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.555 99.8297 0.0106015 0.00105262 83779.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.34 96.7706 0.010637 0.00105485 83488.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.821 95.5297 0.0107233 0.00106098 82795.5 0
: 579 | 103.622 95.6416 0.0105699 0.00102056 83775.5 1
: 580 Minimum Test error found - save the configuration
: 580 | 102.401 94.6329 0.0105896 0.00105115 83871.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.332 93.1855 0.0106537 0.00110425 83774.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.8145 92.067 0.0106727 0.00107322 83338.2 0
: 583 | 98.5327 92.4624 0.0124397 0.00103546 70149.2 1
: 584 Minimum Test error found - save the configuration
: 584 | 97.6801 90.3122 0.0106269 0.00107307 83736.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.2989 89.0845 0.0106355 0.00105445 83498.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.1394 87.5882 0.0106299 0.00105762 83574.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0096 87.3481 0.0106239 0.00105948 83643.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.0454 84.7901 0.0106042 0.00105269 83756.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.0331 84.4309 0.010582 0.00105178 83943.7 0
: 590 | 90.7667 84.7017 0.0105548 0.00102004 83903.4 1
: 591 Minimum Test error found - save the configuration
: 591 | 89.9032 83.1754 0.0105984 0.00106467 83912.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.739 81.7977 0.0112973 0.00160598 82547.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.664 80.471 0.0107532 0.00106629 82585.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.5477 80.1283 0.0106058 0.00105844 83792.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.7043 79.3081 0.0106113 0.00105659 83728.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.6042 77.5841 0.0106092 0.00104955 83684.9 0
: 597 | 83.8035 77.6011 0.0105845 0.00101909 83634.5 1
: 598 Minimum Test error found - save the configuration
: 598 | 82.6824 77.0793 0.0106101 0.0010539 83715 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.5486 74.8668 0.0106224 0.00105269 83596.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.6111 73.6662 0.0106124 0.00105167 83675.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.6376 72.7658 0.0106948 0.00105904 83023.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.8107 72.5042 0.0106364 0.00105352 83482.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8215 72.0916 0.01065 0.00105925 83413.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.3165 71.0936 0.0107678 0.00107394 82526.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.0865 69.1149 0.0106307 0.00105565 83550.7 0
: 606 | 75.1649 70.0526 0.0106691 0.00102448 82947.5 1
: 607 Minimum Test error found - save the configuration
: 607 | 74.2254 67.421 0.0106375 0.00105978 83526.9 0
: 608 | 73.2237 67.5415 0.0105806 0.00101885 83666.8 1
: 609 Minimum Test error found - save the configuration
: 609 | 72.4017 66.2547 0.0106388 0.00105242 83451.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.6207 65.9492 0.0114932 0.00165446 81311.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.7643 65.2619 0.01293 0.00106313 67414.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.8163 63.5282 0.0106324 0.00105281 83510.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1553 62.6345 0.0106675 0.00105575 83231.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0657 61.8986 0.0105997 0.00105221 83791.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4472 61.4777 0.010643 0.00105601 83446.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.5299 59.9536 0.0106893 0.00106731 83143.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.9941 59.5968 0.0106805 0.0010562 83122.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.0386 58.9219 0.0106241 0.00105561 83607.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.1177 58.2513 0.0106134 0.0010536 83683.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.7776 58.1758 0.0106062 0.00105788 83784.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7055 56.3049 0.01062 0.00105499 83638.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9904 55.9303 0.0107101 0.00106596 82951.8 0
: 623 | 61.4253 55.9872 0.0106286 0.00102067 83264.1 1
: 624 Minimum Test error found - save the configuration
: 624 | 60.9207 55.0156 0.0107205 0.0010758 82946.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.0313 53.9606 0.0106232 0.00105303 83593.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.1483 53.345 0.0106338 0.00105601 83526.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2765 52.8464 0.0106721 0.00105643 83197.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.8043 52.4395 0.0106178 0.00105312 83641.1 0
: 629 | 57.0597 52.5898 0.0105893 0.00102052 83605.1 1
: 630 Minimum Test error found - save the configuration
: 630 | 56.2804 51.158 0.0106117 0.00105408 83702.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5441 50.1855 0.0106362 0.00105869 83529.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8858 48.9209 0.0107483 0.00105828 82558.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.5195 48.6508 0.010626 0.00105305 83569.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.8302 48.2491 0.0106597 0.00106153 83349.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1276 47.1524 0.010597 0.00104872 83784.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.4413 46.7832 0.0106755 0.00106449 83238.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6425 46.1034 0.0107481 0.00107263 82683.3 0
: 638 | 51.0591 46.9864 0.0105664 0.00102121 83811.8 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.5977 44.4407 0.0106375 0.00105347 83472.6 0
: 640 | 50.2409 45.1248 0.0108236 0.00103194 81702.3 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.5159 43.7347 0.010647 0.00106091 83454.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.8053 43.3509 0.0107232 0.00109597 83097.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.1404 42.2366 0.010778 0.0011 82661.4 0
: 644 | 47.3835 43.0432 0.010571 0.00101973 83758.9 1
: 645 | 46.8927 42.3324 0.01061 0.00102285 83445.4 2
: 646 | 46.6399 42.5975 0.0106271 0.00104568 83495.2 3
: 647 Minimum Test error found - save the configuration
: 647 | 45.9441 40.1661 0.0106405 0.0010718 83605.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.301 39.4395 0.0106343 0.00106462 83597.3 0
: 649 | 44.7978 39.6634 0.0106023 0.0010225 83508.7 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.252 39.3566 0.010769 0.00106296 82423.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.6397 38.0987 0.0118202 0.00164247 78602.7 0
: 652 | 43.1406 38.4798 0.0139757 0.00103134 61803 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.8744 37.505 0.0106576 0.00106067 83360.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.1083 36.8294 0.010654 0.00105813 83369.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6352 36.0463 0.0106856 0.00106499 83155 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.2828 35.7783 0.0105991 0.00105189 83793.8 0
: 657 | 40.6401 36.1508 0.0105822 0.00102015 83664.2 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.3561 34.9985 0.010598 0.00105207 83805.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7689 34.4647 0.0106347 0.00105522 83512.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.0812 34.0223 0.0106345 0.00105755 83533.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.769 33.6872 0.0105764 0.00105318 84004.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3794 33.0304 0.0105983 0.00108481 84091.3 0
: 663 | 37.9996 33.3614 0.010645 0.00105682 83435.7 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.4205 32.8679 0.0106299 0.00106803 83665.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.0227 32.2807 0.0106215 0.00106107 83677.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.3074 31.8251 0.0105939 0.00105233 83844 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8558 30.5883 0.0105747 0.00105394 84026.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.6265 30.0211 0.0105646 0.00105376 84114.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.1209 29.7694 0.0105759 0.00105612 84035.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5686 29.4982 0.0106113 0.00105676 83730.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.336 29.3805 0.0106502 0.00105346 83361.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8606 28.8039 0.010624 0.00105081 83566.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.4525 28.5505 0.0106382 0.00105803 83506.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.1651 27.651 0.0106637 0.0011021 83668 0
: 675 | 33.1228 28.2443 0.0105639 0.00102126 83833.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.3781 26.8512 0.0111456 0.00107187 79414.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8786 26.3488 0.0106542 0.0010609 83391.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2938 26.0839 0.0106383 0.00105393 83469.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.8906 25.4746 0.0106122 0.00105349 83693.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7108 25.0539 0.0106155 0.00105524 83679.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.3711 24.235 0.0106379 0.00105663 83496 0
: 682 | 29.958 24.582 0.0106134 0.00102242 83411.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.448 23.7346 0.010624 0.0010581 83630.8 0
: 684 | 29.0487 24.0717 0.0106328 0.00102147 83235 1
: 685 | 28.8799 23.7684 0.0105837 0.00102374 83682 2
: 686 Minimum Test error found - save the configuration
: 686 | 28.4843 22.6118 0.0106339 0.00106521 83606.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.9688 22.3049 0.0106187 0.00105143 83618.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6526 22.1686 0.010801 0.00106252 82148.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.2851 21.7956 0.0106093 0.00105196 83705 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7612 21.0167 0.0106256 0.00105884 83623.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6216 20.9157 0.0107829 0.00105998 82279.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3087 20.6475 0.0107536 0.00106071 82534.3 0
: 693 | 26.0046 21.4912 0.0105894 0.00101999 83599.6 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.4909 20.0641 0.0106334 0.00106154 83578.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1215 19.4833 0.0106602 0.00107786 83486.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.8763 19.1712 0.0112842 0.00110258 78572.9 0
: 697 | 24.6765 19.617 0.0111893 0.00102378 78697.5 1
: 698 | 24.1712 19.1762 0.0106396 0.00102166 83178.3 2
: 699 Minimum Test error found - save the configuration
: 699 | 23.8202 18.6217 0.0106002 0.0010589 83845.8 0
: 700 | 23.6183 18.6596 0.0106323 0.00102243 83248 1
: 701 | 23.4811 19.0888 0.0106118 0.00102311 83431.5 2
: 702 Minimum Test error found - save the configuration
: 702 | 23.0747 18.1535 0.0106564 0.00105885 83354.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.7332 17.6521 0.0110721 0.00106858 79971.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.33 17.0992 0.0106458 0.00105902 83448.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.937 16.616 0.010682 0.00105621 83110.5 0
: 706 | 21.7075 16.8321 0.0106137 0.00102262 83410.6 1
: 707 | 21.5332 16.6723 0.0106762 0.00105692 83166.1 2
: 708 | 21.1899 16.7094 0.0106386 0.00103649 83314.9 3
: 709 Minimum Test error found - save the configuration
: 709 | 20.9282 15.8446 0.0107337 0.0010644 82736.4 0
: 710 | 20.5881 15.9895 0.0106197 0.00101994 83335.8 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.3802 15.7765 0.0106309 0.00105419 83535.9 0
: 712 | 20.1232 16.6191 0.0105887 0.00102185 83621.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.0721 15.772 0.0106092 0.00105186 83705 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.5352 15.3056 0.0108004 0.00109945 82466.2 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.2346 14.4814 0.0106284 0.00106071 83615 0
: 716 | 19.1033 15.4183 0.010612 0.00101892 83393.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.8837 13.8632 0.01068 0.00105936 83154.9 0
: 718 | 18.5146 14.0011 0.010582 0.00101836 83649.9 1
: 719 | 18.2467 14.4094 0.0105928 0.00101859 83557.6 2
: 720 Minimum Test error found - save the configuration
: 720 | 18.1252 13.7182 0.0106712 0.00106887 83313.5 0
: 721 | 17.7679 13.7449 0.0105738 0.00102042 83739.8 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5867 13.1369 0.0107408 0.00107938 82803.9 0
: 723 | 17.3476 13.3587 0.0106187 0.00102056 83349.7 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.0389 12.4616 0.0106697 0.00106149 83262.1 0
: 725 | 16.845 12.4659 0.0106088 0.00102044 83434.5 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.6291 12.0068 0.0106299 0.00105557 83557 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.2995 11.5935 0.0106414 0.00106146 83508.2 0
: 728 | 16.0454 12.6332 0.0106111 0.00102363 83442 1
: 729 | 15.9623 11.9697 0.0105877 0.00102174 83630 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.816 11.4489 0.0106382 0.00106025 83524.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6196 10.9892 0.0106334 0.00105254 83500 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1868 10.8503 0.0106187 0.00105473 83647.1 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.2164 10.8262 0.010658 0.00105978 83349.2 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.9037 10.614 0.0106074 0.00105279 83729.2 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.6351 10.0753 0.0106112 0.00105572 83722 0
: 736 | 14.5372 10.2603 0.0105945 0.00102355 83586.3 1
: 737 | 14.4155 10.0986 0.010573 0.00102016 83744.7 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.326 9.68843 0.010594 0.00105431 83859.7 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1553 9.46842 0.0106638 0.00107007 83388 0
: 740 | 13.7739 9.53464 0.0106734 0.00103557 83006.6 1
: 741 | 13.4697 9.87006 0.0105711 0.0010213 83771.8 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.5892 9.38986 0.0106662 0.00106759 83345.1 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.4222 9.01904 0.0106408 0.00105436 83450.8 0
: 744 | 13.2299 9.14116 0.0106677 0.00104887 83169.9 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.9499 8.51335 0.0153416 0.00164345 58402 0
: 746 | 12.5847 8.57393 0.0110175 0.00102494 80059.5 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.4673 8.40569 0.0106602 0.00108032 83508 0
: 748 | 12.5027 8.5538 0.0106145 0.00102297 83406.6 1
: 749 | 12.5957 9.00334 0.0106205 0.00102172 83343.8 2
: 750 Minimum Test error found - save the configuration
: 750 | 12.1675 8.07396 0.0106461 0.00105703 83428.6 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.885 7.75105 0.010642 0.00105806 83473.2 0
: 752 | 11.768 7.84859 0.0105811 0.00102232 83692.8 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.464 7.66731 0.010624 0.00105514 83604.4 0
: 754 | 11.5382 7.72709 0.0105947 0.00102212 83572.1 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.247 7.00225 0.0106444 0.00105912 83461.6 0
: 756 | 11.1939 7.23275 0.0106318 0.0010222 83249.7 1
: 757 | 11.0064 7.18781 0.0106253 0.00102219 83306.4 2
: 758 | 10.8396 7.48504 0.0106052 0.00102032 83465.1 3
: 759 Minimum Test error found - save the configuration
: 759 | 10.5734 6.34056 0.0106491 0.00107209 83533.6 0
: 760 | 10.6738 6.46974 0.0106267 0.00101972 83272.6 1
: 761 | 10.3635 6.47639 0.0106345 0.00101943 83202.5 2
: 762 | 10.1859 6.56505 0.0105838 0.00101984 83647 3
: 763 | 10.3659 6.52744 0.0105981 0.00102047 83528.1 4
: 764 | 10.4169 6.63066 0.0106444 0.00104058 83299.9 5
: 765 Minimum Test error found - save the configuration
: 765 | 9.89591 5.79674 0.0106374 0.00106295 83556 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.64441 5.56083 0.0106642 0.00105966 83293.9 0
: 767 | 9.52254 5.59404 0.0106036 0.00102234 83495.9 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.48266 5.27264 0.0107054 0.00106236 82961 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.32428 5.1134 0.010629 0.00105237 83536.4 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.29552 5.08875 0.0106347 0.00105192 83483.4 0
: 771 | 9.1919 5.53022 0.0106029 0.00102317 83509.9 1
: 772 | 9.09886 5.09674 0.0106247 0.00102059 83297.6 2
: 773 Minimum Test error found - save the configuration
: 773 | 9.02198 4.68829 0.0106574 0.00106144 83368.8 0
: 774 | 8.82371 4.77924 0.0105982 0.00102281 83547.8 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.79727 4.36088 0.0106154 0.00105633 83690 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.51834 4.20816 0.0106493 0.00105962 83423.2 0
: 777 | 8.3778 4.38314 0.0106013 0.00102713 83558.5 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.41675 3.96462 0.0106326 0.00105587 83535.6 0
: 779 | 8.49315 4.08747 0.0106201 0.00102377 83365.2 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.19952 3.60975 0.0106408 0.00105444 83452.2 0
: 781 | 7.95386 3.63545 0.0107012 0.00102201 82651.5 1
: 782 | 7.9399 3.80332 0.0106219 0.00102089 83324.4 2
: 783 | 7.94491 3.6617 0.0105959 0.00102146 83555.4 3
: 784 | 8.11972 3.64902 0.0106584 0.00102403 83036 4
: 785 | 7.87122 3.76037 0.0106287 0.00102307 83284.5 5
: 786 Minimum Test error found - save the configuration
: 786 | 7.92029 3.29438 0.0106341 0.00106193 83575.8 0
: 787 | 7.58519 3.31673 0.0106144 0.00102851 83455.7 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.43414 3.24384 0.0107002 0.00106646 83041.6 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.31026 3.15868 0.0106869 0.0010587 83089.1 0
: 790 Minimum Test error found - save the configuration
: 790 | 7.18172 2.75175 0.0107078 0.00107601 83058.1 0
: 791 | 6.94976 2.99674 0.0107064 0.00102268 82612.5 1
: 792 | 6.83985 2.95943 0.0106127 0.00102031 83399.4 2
: 793 | 6.87697 2.78877 0.0105925 0.00102366 83604.4 3
: 794 | 6.77445 3.29952 0.0105842 0.00102495 83688.6 4
: 795 | 6.62276 2.84671 0.0106271 0.00102437 83310.1 5
: 796 | 6.57578 3.01419 0.0106267 0.00102084 83282.5 6
: 797 Minimum Test error found - save the configuration
: 797 | 6.50866 2.3383 0.0106476 0.00106188 83457.1 0
: 798 | 6.52334 2.7228 0.0106304 0.00102273 83266.4 1
: 799 Minimum Test error found - save the configuration
: 799 | 6.37453 2.27074 0.0106453 0.00105638 83429.3 0
: 800 | 6.2811 2.64965 0.0105854 0.00101984 83633.6 1
: 801 Minimum Test error found - save the configuration
: 801 | 6.18801 2.16556 0.0106382 0.00105477 83477.3 0
: 802 | 6.14043 2.2962 0.0105923 0.00102033 83577.2 1
: 803 | 5.97645 2.44751 0.0106653 0.00102174 82956.8 2
: 804 | 6.0212 2.3662 0.0107426 0.00102359 82313.2 3
: 805 | 5.92419 2.45326 0.0106924 0.00102467 82749.1 4
: 806 | 5.89385 2.36264 0.0106289 0.00102677 83315 5
: 807 | 5.8608 2.67389 0.0106097 0.00102455 83462.4 6
: 808 | 5.89803 2.36565 0.0106089 0.0010195 83425.5 7
: 809 Minimum Test error found - save the configuration
: 809 | 5.64316 2.1155 0.0106635 0.00106324 83331.2 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.64298 2.06124 0.0106359 0.00105438 83494 0
: 811 | 5.69387 2.65618 0.0106555 0.00102089 83034.2 1
: 812 | 5.5653 2.47176 0.0106135 0.0010213 83401 2
: 813 | 5.29312 2.15335 0.0106652 0.00102548 82989.7 3
: 814 | 5.30155 2.27254 0.0106062 0.00102296 83478.9 4
: 815 | 5.22093 2.32549 0.0106242 0.00102349 83327.4 5
: 816 | 5.49283 2.18522 0.0105848 0.001021 83648.5 6
: 817 | 5.17266 2.26278 0.0106148 0.00102412 83414 7
: 818 | 5.01629 2.50972 0.0105916 0.00102251 83602.1 8
: 819 | 4.95089 2.28592 0.0106184 0.00102564 83395.9 9
: 820 Minimum Test error found - save the configuration
: 820 | 4.84636 1.88157 0.0106251 0.00106061 83642.5 0
: 821 | 4.89326 1.91372 0.0106036 0.00102173 83490.7 1
: 822 | 4.8837 2.39649 0.0105926 0.00102005 83572.4 2
: 823 | 5.06676 2.31972 0.0106435 0.00102096 83138.3 3
: 824 Minimum Test error found - save the configuration
: 824 | 4.76912 1.85303 0.0106782 0.00106795 83244 0
: 825 | 4.58294 2.5863 0.0106615 0.00102438 83012.4 1
: 826 | 4.66194 1.93566 0.0106315 0.0010238 83266.7 2
: 827 Minimum Test error found - save the configuration
: 827 | 4.41301 1.82272 0.0106495 0.00106686 83484 0
: 828 | 4.39994 2.57432 0.0106027 0.00102255 83506.3 1
: 829 Minimum Test error found - save the configuration
: 829 | 4.409 1.60908 0.0106391 0.00106094 83522.9 0
: 830 | 4.28312 1.69815 0.0106055 0.00102312 83487 1
: 831 | 4.20764 1.76845 0.0106554 0.00103013 83114.7 2
: 832 | 4.2046 2.36646 0.0106381 0.00102486 83218.3 3
: 833 | 4.12693 1.81824 0.0106386 0.00102577 83221.9 4
: 834 | 4.1079 1.74428 0.0106177 0.00102338 83383 5
: 835 | 4.03066 1.96782 0.0106524 0.0010225 83074.2 6
: 836 | 4.09543 1.90482 0.0105941 0.00103013 83647.5 7
: 837 | 4.23534 2.20987 0.0106048 0.00102234 83486.1 8
: 838 | 4.15791 2.14671 0.0130975 0.00157632 69437.1 9
: 839 | 4.22738 2.0331 0.0126722 0.00102311 68675.1 10
: 840 | 3.82658 1.8082 0.0105896 0.00102274 83622 11
: 841 | 3.77017 1.92386 0.0106332 0.00102701 83279.2 12
: 842 | 3.58144 1.75156 0.0106216 0.00102332 83348.1 13
: 843 Minimum Test error found - save the configuration
: 843 | 3.67051 1.59961 0.0106631 0.00106774 83373.3 0
: 844 | 3.59902 2.0772 0.0105987 0.00102183 83534.9 1
: 845 | 3.61705 2.04332 0.0106644 0.00102436 82987.2 2
: 846 | 3.61864 1.78597 0.0107657 0.00102253 82108.8 3
: 847 | 3.59647 1.64592 0.010603 0.0010206 83486.8 4
: 848 | 3.85782 1.98367 0.010607 0.00102426 83483.4 5
: 849 | 3.60673 1.8273 0.0106274 0.00102451 83308.7 6
: 850 | 3.58553 1.76256 0.0106213 0.00103841 83481.9 7
: 851 | 3.46107 1.66455 0.0105838 0.00102221 83668.5 8
: 852 | 3.431 1.73433 0.0105773 0.00103131 83804.4 9
: 853 Minimum Test error found - save the configuration
: 853 | 3.20951 1.55385 0.0106248 0.00106998 83727 0
: 854 | 3.31144 1.83668 0.0105637 0.00102512 83870.3 1
: 855 | 3.34944 1.74832 0.0105669 0.00102236 83817.2 2
: 856 | 3.32179 1.71109 0.0105567 0.00102398 83921.8 3
: 857 | 3.20661 1.9733 0.0105714 0.00102417 83794.1 4
: 858 | 3.13493 1.57521 0.0105924 0.00102884 83650.8 5
: 859 | 3.21645 2.22203 0.0105777 0.00102286 83727.5 6
: 860 | 3.15924 1.87461 0.0105919 0.00102223 83597.4 7
: 861 | 3.10338 2.11976 0.0106247 0.0010264 83348.3 8
: 862 | 3.03885 1.76168 0.0106111 0.00102824 83482.2 9
: 863 Minimum Test error found - save the configuration
: 863 | 2.98056 1.48381 0.0106098 0.00106321 83799.4 0
: 864 | 2.97796 1.73599 0.010563 0.00102377 83864.4 1
: 865 | 2.89096 2.05022 0.010591 0.00102542 83633.2 2
: 866 | 2.95913 1.59955 0.0105767 0.00102186 83726.9 3
: 867 | 2.9633 2.12171 0.0105691 0.00102211 83796.4 4
: 868 | 3.00813 1.72936 0.0106172 0.00105021 83620.6 5
: 869 Minimum Test error found - save the configuration
: 869 | 2.77537 1.47455 0.0107076 0.00107136 83019.8 0
: 870 | 2.79911 1.75155 0.010627 0.00102266 83295.4 1
: 871 | 2.76104 1.53609 0.0105965 0.00102129 83548.6 2
: 872 | 2.73014 1.70731 0.0106055 0.00102126 83470.1 3
: 873 | 2.70971 2.21349 0.0106309 0.00102447 83277.7 4
: 874 | 2.8023 2.0619 0.0105989 0.00103024 83606 5
: 875 | 2.86425 2.04466 0.0113919 0.00103706 77258.2 6
: 876 | 2.7003 1.91657 0.0106562 0.00102406 83055.1 7
: 877 | 2.72861 1.71319 0.0106094 0.00102276 83449.4 8
: 878 | 2.63743 1.67107 0.0106687 0.00103795 83067.2 9
: 879 | 2.76829 2.11788 0.0106722 0.00103079 82975.7 10
: 880 | 2.57932 1.65415 0.0106109 0.00102294 83438 11
: 881 | 2.59755 1.90012 0.0106582 0.00102592 83054.3 12
: 882 | 2.66043 1.82854 0.0106304 0.00103302 83355.7 13
: 883 | 2.63871 1.5693 0.0105946 0.00102271 83578.4 14
: 884 | 2.58723 1.66318 0.0106369 0.00102555 83234.8 15
: 885 | 2.58007 1.8773 0.0107016 0.00103261 82738.9 16
: 886 | 2.53469 1.72329 0.0105997 0.00102376 83542.5 17
: 887 | 2.48283 1.80141 0.0105974 0.00102846 83603.8 18
: 888 | 2.48923 1.71261 0.0106263 0.00102289 83303.8 19
: 889 | 2.49156 1.76233 0.0106098 0.00102315 83449.6 20
: 890 | 2.35327 1.66561 0.0106126 0.00103512 83528.9 21
:
: Elapsed time for training with 1000 events: 9.48 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: 0.0112 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: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 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= 3.30534e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08183e+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: 0.0307 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: 0.0366 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: 0.0962 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: 0.884 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: 0.0202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00257 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: 0.00424 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: 0.00213 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00035 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: 0.0963 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.878 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0983 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 : -0.540 0.0806 4.82 1.46 | 3.241 3.238
: 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 : 0.0160 0.124 1.56 1.05 | 3.371 3.363
: 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.