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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx: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: 0.264 sec
: Elapsed time for training with 1000 events: 0.268 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0025 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: 0.000702 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00397 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: 0.000213 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000311 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 = 31479.5
: --------------------------------------------------------------
: 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 | 33024.4 31033.8 0.0102321 0.00102093 86851.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32441.5 30412.8 0.0104651 0.00102585 84752.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31684.8 29731.9 0.0104683 0.0010343 84799.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 30944.7 29098.8 0.0105144 0.00102592 84312.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30207.7 28415.1 0.0105103 0.00108616 84888.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29410.2 27528 0.0105013 0.00110072 85100.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28694.2 26862.5 0.0104933 0.00100493 84313.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28218.8 26491.8 0.0103763 0.00106804 85945.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27867.4 26172 0.0102028 0.00100273 86955.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27548.9 25875 0.0102023 0.000999586 86931 0
: 11 Minimum Test error found - save the configuration
: 11 | 27246.7 25596.5 0.0102929 0.00101606 86236.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26964 25324.6 0.0104027 0.0010004 85085.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26684.7 25066.2 0.0102678 0.000996576 86288.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26418 24813.7 0.0102444 0.000997597 86516.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26156.8 24568.5 0.0103483 0.000997796 85556.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25905.1 24325.1 0.0102215 0.00100044 86758.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25652.2 24092.2 0.0103008 0.00101584 86161.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25409.4 23861.4 0.0102115 0.00100004 86847.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25171.5 23631.9 0.01029 0.00100923 86199.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24936.6 23405.7 0.010241 0.000995116 86525.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24699.6 23190.7 0.0103118 0.000997827 85892.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24474.7 22973.7 0.0103335 0.00100295 85739.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24248.8 22760.9 0.0101819 0.000997476 87104.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24025.7 22552.7 0.0103058 0.00106071 86532.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 23809.4 22343.4 0.0102406 0.000996296 86539.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23592.6 22137.9 0.0102191 0.000997876 86756 0
: 27 Minimum Test error found - save the configuration
: 27 | 23377.9 21937 0.0104082 0.00101838 85198.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23167.6 21737.6 0.0102744 0.00103513 86586.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 22958.8 21541.4 0.0105062 0.00100684 84216.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22754.1 21345.8 0.0103112 0.00101573 86063.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22551.4 21151.6 0.0104987 0.00108674 84998.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22349 20961.7 0.0104235 0.00104744 85323.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22151.2 20772.6 0.010333 0.00100675 85779.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21954.6 20586 0.0102949 0.00100052 86073.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21759.9 20402 0.0102888 0.00100284 86151.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21565.4 20223.4 0.010381 0.000996846 85250.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21376.8 20044.5 0.0103499 0.00101475 85697.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21189.4 19866.3 0.010279 0.000999346 86210.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21001.6 19692.3 0.0103895 0.0010284 85460.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20819.3 19517.3 0.0102982 0.00100711 86103.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20636 19345.5 0.0103046 0.00100352 86011.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20455.4 19175.6 0.010267 0.00100254 86351.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20277.8 19005.7 0.0103053 0.00100086 85980.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20101.4 18837 0.0103708 0.00105586 85883.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19923.7 18673.2 0.0102345 0.00100893 86715.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19750.3 18507.5 0.0103598 0.00100756 85541.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19573.8 18341.8 0.0104867 0.00102981 84594.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19399.6 18178.5 0.0103465 0.00102495 85822.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19232.2 18019.2 0.0104159 0.00101399 85089.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19061.9 17857.8 0.0103383 0.00101629 85818.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18892.5 17703.7 0.010548 0.00102216 83981.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18727.1 17550.4 0.0104637 0.00109945 85431.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18563.6 17386.4 0.0104806 0.00105758 84898 0
: 54 Minimum Test error found - save the configuration
: 54 | 18405.1 17238.4 0.0104214 0.00103235 85206 0
: 55 Minimum Test error found - save the configuration
: 55 | 18244.7 17093.2 0.0104482 0.0010219 84869.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18082.4 16931.1 0.0103821 0.00102169 85466.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17920.4 16779.4 0.0104005 0.00105736 85623.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17762.2 16631.9 0.0105114 0.00103392 84410.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17605 16481.8 0.0105515 0.00103616 84075.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17448.5 16333.2 0.010487 0.00102662 84563 0
: 61 Minimum Test error found - save the configuration
: 61 | 17294.5 16181.7 0.0105145 0.00102892 84338.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17140 16035.9 0.0105815 0.00103303 83783.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 16986.9 15888.7 0.0105471 0.00106714 84388.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16833 15744.6 0.0106129 0.0010712 83842.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16682 15600.9 0.0105723 0.00110729 84521.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16534.9 15458.9 0.0105937 0.0010384 83722.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16383.1 15319 0.0105536 0.00107294 84382.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16238.9 15175.5 0.010605 0.00104447 83677.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16090.4 15037.9 0.0105288 0.0010334 84251.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15944.5 14902.6 0.0105252 0.00103556 84302 0
: 71 Minimum Test error found - save the configuration
: 71 | 15801.7 14766.3 0.0107049 0.00105088 82866.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15661.8 14631.6 0.0105735 0.00105077 84009.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15520.4 14494.7 0.0105895 0.00103606 83739.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15378.7 14364.4 0.0106194 0.0010369 83485.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15241.3 14233 0.0107347 0.00107169 82789.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15103 14104.6 0.0106777 0.00105775 83160.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14970 13974.1 0.0106457 0.00103809 83267.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14834.1 13846.9 0.0107222 0.00104877 82700.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14698.9 13723.3 0.0106346 0.00103934 83374.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14568.8 13597.9 0.0106186 0.00103516 83477.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14437.1 13475.2 0.0105878 0.0010366 83758.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14309 13351.8 0.010542 0.00105455 84322.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14179.7 13230.2 0.0105632 0.00103738 83982.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14050 13114 0.0105732 0.00104575 83967.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13926.5 12994.4 0.0105975 0.00103946 83699.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13801.1 12876.3 0.0107046 0.00106753 83012.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13677 12759.7 0.0106605 0.00107454 83455 0
: 88 Minimum Test error found - save the configuration
: 88 | 13555.5 12642.7 0.0104926 0.00104265 84656.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13432.8 12527.5 0.0106706 0.00104283 83092.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13311.2 12415.3 0.0105228 0.00104245 84384.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13193.7 12300.7 0.0107613 0.00104668 82350.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13071.6 12192.9 0.0106165 0.00103977 83535.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 12957.5 12080.7 0.010574 0.0010382 83894.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12840.7 11970 0.0107197 0.00105061 82737.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12725.3 11860.4 0.0105558 0.00105194 84176.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12609 11754.3 0.0106759 0.00114058 83898.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12496.4 11648.1 0.0106864 0.00108414 83313.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12384.8 11541.8 0.0106354 0.00104124 83383.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12271.4 11439.3 0.0106377 0.00106117 83537.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12163.8 11333.4 0.0105684 0.00104221 83979.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12053.2 11230.3 0.0106423 0.00105783 83468.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11944.3 11128.5 0.0106327 0.00108 83745.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11836.2 11028.4 0.0106051 0.0010406 83642.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11729.6 10929.2 0.0105959 0.00103998 83717.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11624.9 10829.3 0.0107583 0.00107486 82615.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11519.2 10731.6 0.0107046 0.00104479 82817.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11416.3 10633.4 0.0106027 0.0010504 83749.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11313 10536.6 0.010639 0.00106808 83586.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11210.1 10442 0.0106543 0.00103955 83205.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11109.9 10346.8 0.0106531 0.00107585 83531 0
: 111 Minimum Test error found - save the configuration
: 111 | 11008.7 10253.5 0.0108559 0.00105052 81588.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10909.1 10161.7 0.0105958 0.00104414 83755.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10813.2 10066.3 0.0106528 0.00104805 83292.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10713.9 9974.34 0.0106253 0.00109834 83972.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10615.8 9885.03 0.0107834 0.00107405 82394.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10519.7 9797.06 0.0106913 0.00108722 83298.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10426.8 9705.77 0.0107019 0.00104875 82874.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10331.7 9617.01 0.0107706 0.00104917 82292.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10237.6 9529.48 0.0106599 0.00111246 83791.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10144.3 9443.77 0.010569 0.00104626 84009.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10054.4 9356.18 0.0106158 0.00105097 83639.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9961 9272.52 0.0107086 0.00105273 82851.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9872.47 9187.2 0.0106721 0.00104444 83094.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9781.58 9104.38 0.010819 0.00107993 82142.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9694.59 9020.05 0.0107183 0.00114476 83563.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9606.47 8936.48 0.0106326 0.00111865 84086.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9518.34 8855.32 0.0105808 0.00104864 83926.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9432.39 8774.11 0.0106484 0.00108179 83624.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9345.83 8694.8 0.0107027 0.00110727 83372.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9262.5 8614.14 0.010853 0.00105282 81631.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9176.25 8537.66 0.0108096 0.00108679 82280.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9094.07 8459.67 0.0107627 0.00111302 82904.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9012.04 8381.13 0.0106741 0.00105705 83185.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8929.44 8304.62 0.0107037 0.00105036 82873.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8849.01 8227.35 0.0108434 0.00112598 82326.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8767.83 8151.99 0.0106164 0.00105205 83644.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8687.19 8078.44 0.0107768 0.00105684 82304.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8609.25 8003.87 0.0106432 0.00105065 83398.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8529.49 7932.33 0.0107793 0.00105215 82244.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8452.86 7859.12 0.0107034 0.0011209 83485.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8377.12 7785.16 0.0106133 0.00105381 83686.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8299.2 7713.79 0.0106704 0.00104962 83153 0
: 143 Minimum Test error found - save the configuration
: 143 | 8223.52 7643.31 0.0106837 0.00104832 83027.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8148.05 7573.91 0.0107195 0.00106323 82847.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8075.01 7503.35 0.010678 0.00106927 83257.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8000.93 7434.02 0.0107208 0.00105276 82746.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7926.52 7367.24 0.0107357 0.00108249 82873.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7856.19 7298.07 0.0106565 0.00106915 83443.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7783.21 7231.25 0.0108801 0.0010832 81658.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7713.48 7163.39 0.01073 0.00105989 82729.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7641.71 7097.86 0.0107244 0.00113733 83445.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7571.63 7033.2 0.0107253 0.00109609 83080.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7503.14 6967.84 0.0107577 0.00111736 82984.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7433.76 6904.16 0.0108154 0.00113845 82670.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7366.22 6840.95 0.0106907 0.00105078 82988.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7299.26 6776.88 0.0107259 0.00105806 82748.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7232.97 6713.02 0.0107453 0.00105175 82528.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7165.15 6652.07 0.0107797 0.00105312 82249.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7100.28 6590.68 0.0105988 0.00105067 83786.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7034.35 6530.92 0.010725 0.00105617 82739.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6971.14 6470 0.0107499 0.0010577 82540.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6906.3 6410.98 0.0107497 0.0010771 82707.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6844.24 6350.76 0.0106314 0.00106078 83589.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6781 6291.66 0.0107166 0.00106906 82922.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6718.6 6233.29 0.0106598 0.00105171 83262.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6657.63 6174.78 0.0106358 0.001064 83579 0
: 167 Minimum Test error found - save the configuration
: 167 | 6595.92 6117.17 0.010713 0.00112891 83472 0
: 168 Minimum Test error found - save the configuration
: 168 | 6533.98 6062.11 0.0107381 0.0011452 83394.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6475.49 6005.94 0.0107403 0.00105616 82609 0
: 170 Minimum Test error found - save the configuration
: 170 | 6416.27 5949.09 0.0108414 0.00105751 81767 0
: 171 Minimum Test error found - save the configuration
: 171 | 6356.7 5893.76 0.0107311 0.00111995 83237 0
: 172 Minimum Test error found - save the configuration
: 172 | 6298.3 5838.89 0.0106623 0.00106212 83332 0
: 173 Minimum Test error found - save the configuration
: 173 | 6241.22 5783.22 0.0107646 0.00105944 82430.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6183.04 5729.57 0.0108939 0.00117123 82282 0
: 175 Minimum Test error found - save the configuration
: 175 | 6126.43 5676 0.0106993 0.00105413 82942.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6069.32 5623.4 0.0106604 0.00105767 83309.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6013.55 5571.49 0.0107021 0.0010602 82971.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 5958.19 5520.12 0.010692 0.00105245 82991.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5903.46 5468.51 0.0107033 0.00105612 82926 0
: 180 Minimum Test error found - save the configuration
: 180 | 5849.42 5417.19 0.0107352 0.00105404 82635.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5795.61 5366.52 0.0106874 0.00105625 83064.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5741.55 5316.78 0.0107445 0.00105318 82547.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5688.04 5268.53 0.0107617 0.0010922 82734.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5637.54 5217.92 0.0106086 0.00105385 83728 0
: 185 Minimum Test error found - save the configuration
: 185 | 5584.75 5168.74 0.0107339 0.00106185 82712.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5532.25 5121.88 0.0106324 0.00105268 83510.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5482.6 5073.02 0.0106652 0.00105279 83226 0
: 188 Minimum Test error found - save the configuration
: 188 | 5431.11 5025.74 0.0108548 0.001173 82629.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5380.81 4979.46 0.0106878 0.00115002 83877 0
: 190 Minimum Test error found - save the configuration
: 190 | 5331.82 4932.84 0.0106835 0.0010539 83076.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5282.64 4886.44 0.0106738 0.00105925 83207.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5233.88 4840.23 0.0106709 0.00105628 83206.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5185.12 4795.42 0.0107644 0.00107177 82536.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5138.43 4749.28 0.0108372 0.00110137 82170.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5089.15 4706.15 0.0107815 0.00105716 82268 0
: 196 Minimum Test error found - save the configuration
: 196 | 5044.13 4660.7 0.0107081 0.00106856 82991.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4996.51 4617.29 0.0106879 0.00105551 83053 0
: 198 Minimum Test error found - save the configuration
: 198 | 4949.66 4575.45 0.0107123 0.00105718 82857.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4904.61 4533.02 0.010608 0.00107514 83920 0
: 200 Minimum Test error found - save the configuration
: 200 | 4859.6 4490.62 0.0107211 0.00105396 82754.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4815.34 4447.79 0.0106421 0.00105612 83455.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4770.9 4405.66 0.010721 0.00111625 83291.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4725.22 4366.56 0.0106919 0.00106876 83132.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4683.25 4325.46 0.0107986 0.00105764 82127.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4640.02 4284.67 0.0106656 0.00105706 83259.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4597.37 4244.33 0.0107154 0.00108097 83035.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4554.42 4205.27 0.0107327 0.00105868 82695.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4512.57 4166.49 0.010791 0.00114372 82925.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4471.5 4127.69 0.0107895 0.00106681 82281.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4430.59 4088.37 0.0107741 0.00109639 82663.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4389.32 4050.46 0.0106685 0.00105295 83198.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4348.99 4013.36 0.010659 0.00108323 83544.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4309.65 3975.08 0.0107874 0.00108584 82461 0
: 214 Minimum Test error found - save the configuration
: 214 | 4269.87 3937.3 0.0106617 0.00105208 83250.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4229.69 3901.59 0.0107343 0.00106541 82739.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4191.72 3864.87 0.0107076 0.00105438 82874 0
: 217 Minimum Test error found - save the configuration
: 217 | 4152.19 3829.93 0.0107702 0.0010544 82340 0
: 218 Minimum Test error found - save the configuration
: 218 | 4115.79 3793.28 0.010676 0.00111913 83709.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4077.24 3758.47 0.0106888 0.00106189 83100.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4039.89 3723.41 0.0106853 0.00106242 83135.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4002.93 3688.44 0.0107603 0.00106793 82539.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3966.2 3654.46 0.0107203 0.00106988 82897.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3930.1 3620.69 0.0108275 0.00105405 81854.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3894.71 3585.41 0.0107307 0.00105714 82699.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3858.08 3552.47 0.0106802 0.00107373 83276.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3823.24 3519.61 0.0106685 0.00105271 83196.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3788.01 3487.21 0.0109728 0.00110677 81086.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3753.62 3454.86 0.0108305 0.00106658 81934.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3719.78 3422.37 0.0107097 0.00106415 82939.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3685.56 3391.46 0.0107425 0.00110097 82974.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3652.23 3358.94 0.0109048 0.00108639 81479.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3618.37 3327.76 0.0108174 0.00107463 82112 0
: 233 Minimum Test error found - save the configuration
: 233 | 3586.23 3296.44 0.0107731 0.00105327 82306 0
: 234 Minimum Test error found - save the configuration
: 234 | 3552.51 3267.03 0.0107265 0.00106392 82794 0
: 235 Minimum Test error found - save the configuration
: 235 | 3520.74 3236.16 0.0106249 0.00106157 83652.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3488.87 3205.82 0.010714 0.00105262 82803.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3457.73 3174.82 0.0107404 0.00112511 83201.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3425.41 3145.67 0.0107579 0.00105484 82448.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3393.88 3117.23 0.0106686 0.00105383 83205.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3363.64 3087.97 0.010617 0.00106079 83715 0
: 241 Minimum Test error found - save the configuration
: 241 | 3333.15 3058.94 0.0108718 0.00112663 82092.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3302.67 3031.08 0.0106471 0.0010539 83392.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3272.83 3002.32 0.0106928 0.00105524 83008.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3242.58 2975.27 0.0108631 0.00111044 82028.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3213.74 2947.43 0.0106903 0.00105328 83013.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3184.34 2919.96 0.0108955 0.00116384 82205.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3155.65 2892.71 0.0107855 0.00111577 82732.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3126.49 2866.18 0.0107965 0.0010553 82125.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3098.44 2839.3 0.0107033 0.00105432 82910.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3070.81 2812.29 0.0108577 0.00114058 82328.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3041.74 2787.15 0.0107601 0.00108482 82684.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3014.86 2761.3 0.0107624 0.00105191 82385.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 2987.43 2735.78 0.0106926 0.00111827 83556.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2960.15 2710.19 0.0107696 0.00105749 82371.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2933.39 2685.03 0.0106155 0.00105283 83658.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2906.93 2659.84 0.0106868 0.00105411 83050.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2880.13 2635.64 0.0107321 0.00105598 82677.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2853.98 2611.75 0.0106227 0.00105998 83658.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2828.65 2587.29 0.0107378 0.00112795 83247.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2803.37 2562.43 0.011181 0.00106779 79104.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2776.88 2539.64 0.0107159 0.00107887 83013.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2752.3 2516.14 0.0107579 0.00108741 82725.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2728.11 2491.88 0.0107702 0.001056 82353.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2702.65 2469.21 0.010748 0.001062 82593.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2678.12 2446.64 0.0108581 0.00106053 81652.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2654.18 2423.72 0.0108322 0.00106025 81867.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2629.38 2402.19 0.0107585 0.00108434 82694.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2606.24 2379.98 0.0107491 0.00106057 82571.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2582.8 2357.64 0.0106493 0.00105753 83404.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2558.94 2336.42 0.0107717 0.00108124 82555.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2535.45 2315.84 0.0107507 0.00111771 83048 0
: 272 Minimum Test error found - save the configuration
: 272 | 2512.89 2294.46 0.0107085 0.0011177 83412.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2490.34 2273.05 0.0106692 0.00105522 83212.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2467.86 2251.29 0.0107614 0.00106655 82517.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2444.85 2230.93 0.0107138 0.00106401 82903.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2422.73 2210.81 0.0106719 0.00106147 83243.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2401.19 2189.69 0.0106971 0.00105835 82998.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2378.7 2170.12 0.0106968 0.00105346 82958.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2357.16 2150.28 0.0106569 0.00106525 83405.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2336.12 2129.95 0.01086 0.00112149 82148.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2314.53 2110.35 0.0107228 0.00112075 83315.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2293.35 2090.96 0.0107853 0.00105887 82249.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2272.2 2072.57 0.0106858 0.0010665 83166.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2252.18 2052.64 0.0106123 0.00106474 83791.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2230.82 2033.97 0.0110215 0.00106792 80373.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2210.32 2015.4 0.0106815 0.00105938 83141.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2190.67 1996.34 0.0107807 0.00106397 82331.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2169.78 1978.4 0.0106671 0.00106161 83285.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2150.16 1960.17 0.0107625 0.00105406 82402.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2129.99 1942.86 0.0107789 0.00109959 82650.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2111.02 1924.7 0.0106523 0.00107824 83558.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2091.25 1906.94 0.0107985 0.00105559 82111.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2072.08 1889.41 0.010702 0.00112921 83569.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2052.98 1873.78 0.0106691 0.00105742 83232.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2033.69 1855.56 0.0106031 0.00105577 83793.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2015.04 1838.24 0.0107763 0.00105688 82309.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1996.37 1821.24 0.0107938 0.001085 82399.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1977.69 1805.67 0.0108691 0.00106156 81569.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1959.58 1788.14 0.0107327 0.00108434 82915.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.89 1771.89 0.0105998 0.00105553 83819.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1923.09 1755.71 0.0107089 0.00106084 82917.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1905.41 1739.28 0.0107927 0.00106323 82224.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1887.36 1723.59 0.0106722 0.00106244 83248.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1869.8 1707.77 0.0107988 0.00106473 82185.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1852.34 1692.02 0.0109491 0.00111099 81316.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1834.54 1677.09 0.0106546 0.00105642 83348.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1817.82 1661.55 0.0110335 0.00105922 80206.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1800.38 1646.51 0.0108244 0.00107648 82069.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1783.62 1631.3 0.0108256 0.00113211 82529.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1766.93 1616.46 0.0107549 0.0010613 82529 0
: 311 Minimum Test error found - save the configuration
: 311 | 1750.17 1602.06 0.0106815 0.00106278 83171.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1733.87 1586.82 0.0106242 0.00105407 83593.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1717.34 1573 0.0107794 0.00105873 82298.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1701.24 1558.05 0.0107922 0.00110587 82590.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1684.78 1543.95 0.0106887 0.00107712 83232.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1669.2 1529.36 0.0107327 0.00105867 82695.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.99 1515.51 0.0107302 0.0010662 82781.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1637.14 1501.98 0.0107217 0.00106505 82844.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.83 1488.47 0.0107397 0.00107588 82783.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1606.18 1474.73 0.010783 0.00105966 82276 0
: 321 Minimum Test error found - save the configuration
: 321 | 1591.22 1460.95 0.0107802 0.00113683 82958.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1575.94 1447.48 0.0108148 0.00112074 82524.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1560.91 1434.11 0.0107055 0.0010568 82912.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1546.34 1420.67 0.0107878 0.00106026 82241 0
: 325 Minimum Test error found - save the configuration
: 325 | 1530.93 1407.67 0.0107037 0.0010553 82914.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1516.28 1395.22 0.0107923 0.00106051 82204.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1502.08 1382.23 0.0107151 0.00105451 82810.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1487.48 1369.21 0.0106644 0.00108431 83506.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1473.52 1356.77 0.0106976 0.00106216 83026.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1459.11 1344.11 0.0107327 0.00108166 82892.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1445.07 1331.58 0.0106463 0.0010621 83470.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1431.1 1319.14 0.0106892 0.00113457 83728.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1417.64 1306.68 0.010744 0.00112754 83190.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1403.76 1294.68 0.0108012 0.00112679 82692 0
: 335 Minimum Test error found - save the configuration
: 335 | 1390.19 1282.64 0.0107233 0.00105475 82742.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1376.75 1270.93 0.011084 0.00106298 79831.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1363.39 1259.42 0.0106713 0.00106383 83268.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1350.76 1247.51 0.01089 0.00107702 81524.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1337.2 1236.12 0.0107119 0.00105671 82857.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1324.52 1224.63 0.0107796 0.00105937 82302.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.94 1212.7 0.0107496 0.00106431 82599.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.89 1201.61 0.0106895 0.0010651 83122.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1286.59 1190.8 0.0109653 0.00106256 80785.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1274.2 1179.05 0.0107119 0.00106361 82915.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.9 1167.87 0.0106759 0.0010901 83456.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1249.15 1157.68 0.0107483 0.00105485 82530.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.58 1146.52 0.0107049 0.00110113 83300.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.61 1135.79 0.0107487 0.00107996 82740.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.73 1125.01 0.0107124 0.0010699 82966.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.78 1114.74 0.0107085 0.00112136 83445.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1190.57 1103.73 0.0108064 0.00109876 82409.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.57 1093.4 0.0109139 0.0011239 81716 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.97 1083.38 0.0111202 0.00110254 79858.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1156.4 1073.09 0.0114101 0.0011873 78256.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.35 1063.28 0.0114983 0.0010741 76744.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.53 1053.08 0.0106799 0.00105963 83157.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1122.34 1043.13 0.0107437 0.00106776 82679.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1111.69 1033.04 0.0108279 0.00111526 82367.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.9 1023 0.0110285 0.00110891 80648.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.02 1013.26 0.0109141 0.00112325 81708.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.41 1003.76 0.0107799 0.0011391 82981 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.84 994.557 0.0108619 0.00106062 81621.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1058.49 985.024 0.0107532 0.00105585 82496.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.12 975.686 0.0106843 0.00106627 83177 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.13 965.76 0.0107667 0.00106965 82499.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.43 956.703 0.0108866 0.00105625 81380.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.63 947.722 0.0109114 0.00115059 81960.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.72 938.836 0.0107247 0.00105192 82706.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.666 929.871 0.0108093 0.00106722 82117.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 988.046 921.181 0.0108286 0.00110666 82288.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.498 912.104 0.0109806 0.00111109 81057.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.911 903.154 0.0107657 0.00106597 82476.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.53 894.277 0.0107164 0.00105412 82795.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.512 886.103 0.0107538 0.00115514 83345.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.572 877.536 0.0107005 0.00105772 82963.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.295 868.73 0.0108906 0.00111521 81838.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.994 860.645 0.0108578 0.00107236 81753.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.369 852.09 0.0107756 0.00105876 82331.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.883 843.589 0.0107007 0.00105927 82975.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.86 835.255 0.0107057 0.00106034 82941.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 886.07 827.46 0.0107862 0.00105704 82226.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.398 819.682 0.0108766 0.0011039 81860.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.703 811.08 0.0107068 0.00106123 82939.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.797 803.285 0.0107753 0.00107598 82480 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.178 795.629 0.0107099 0.00106476 82942.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.968 787.644 0.0107714 0.0010811 82557 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.714 779.956 0.0107285 0.00113227 83365.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.252 772.339 0.010801 0.00114487 82848.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.192 764.195 0.0107092 0.00105941 82903.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.485 757.013 0.0108513 0.00105793 81687.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.764 749.33 0.0107624 0.00105389 82401.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.632 741.832 0.0107359 0.00106344 82709.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.648 734.507 0.0106934 0.0010564 83013.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.896 727.016 0.0108453 0.00106162 81769.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.854 720.407 0.0106537 0.00105735 83365.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.372 712.824 0.0107644 0.00108772 82672.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.751 705.388 0.0106911 0.00105894 83054.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.952 698.489 0.0107064 0.0010842 83141.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.779 691.139 0.0109845 0.00127876 82425.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.978 684.088 0.0108696 0.00106427 81587.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.611 677.328 0.0107405 0.00105716 82616 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.313 670.953 0.0107465 0.00105989 82588.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.462 664.15 0.0107464 0.00105926 82584.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.095 657.14 0.0107195 0.00105309 82761.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.947 650.401 0.0108069 0.00122803 83517.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.761 643.616 0.0106972 0.00110322 83385.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.651 637.692 0.0107535 0.00105905 82521.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.033 631.023 0.0107786 0.00105429 82267.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.993 624.516 0.0107251 0.0010568 82744.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.352 617.853 0.0107173 0.00105733 82816.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.401 611.483 0.0108789 0.00111153 81905.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.892 605.361 0.0107838 0.00109411 82562.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.056 599.948 0.0107558 0.0011106 82943.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.078 592.707 0.0107944 0.00106059 82187.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.116 586.861 0.0107687 0.00107281 82509.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.933 580.495 0.0106515 0.00106134 83419.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.188 574.078 0.0107718 0.00110566 82763 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.899 568.491 0.0107217 0.0010572 82776.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.995 562.338 0.0107797 0.00105812 82290.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.384 556.791 0.0108351 0.00106911 81916.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.405 550.976 0.0106995 0.00105579 82955.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.307 545.001 0.0107701 0.00105352 82333.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.348 539.475 0.010679 0.00106869 83244.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.313 533.662 0.0107249 0.00105397 82722.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.716 527.852 0.0106984 0.00108022 83175.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.295 523.393 0.0108352 0.00105525 81799.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.836 517.097 0.0107345 0.0010542 82642.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.389 511.319 0.0107848 0.00105247 82200.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.082 506.051 0.0107719 0.00105656 82343.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.918 500.663 0.0107354 0.00106534 82729.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.964 495.695 0.0108403 0.00107238 81900.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.71 489.988 0.0106945 0.00106132 83045.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.288 484.797 0.0106558 0.00105694 83343.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.754 479.568 0.0109312 0.00113007 81623 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.172 475.188 0.0106772 0.0010903 83447.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.174 470.026 0.0107554 0.00113223 83133 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.295 464.117 0.0106455 0.00106315 83486.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.708 459.506 0.0107182 0.00105758 82810.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.363 455.109 0.0107417 0.00105697 82604.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.4 449.632 0.0108156 0.00105917 81997 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.327 444.719 0.0107833 0.00106097 82285 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.194 440.104 0.0106867 0.00105545 83063.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.349 435.032 0.0108246 0.00115382 82723 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.341 430.28 0.010749 0.00107258 82675.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.467 426.136 0.0107086 0.00107624 83053.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.864 421.033 0.0108647 0.00106068 81598.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 449.991 416.476 0.0106122 0.00107083 83845.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.313 411.904 0.01076 0.00105395 82422.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.36 407.949 0.0107404 0.00113606 83295.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.934 403.174 0.0108816 0.00109705 81761.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.366 398.868 0.0107186 0.00105197 82758.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.107 394.403 0.0107275 0.00109581 83059.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.405 390.02 0.0107799 0.0011363 82956.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.964 385.668 0.0106716 0.00107065 83325.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.357 381.613 0.0106739 0.00106246 83233.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.357 377.38 0.0107092 0.00105393 82855.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.829 373.462 0.010793 0.00109021 82450.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.739 368.93 0.010831 0.00107236 81979 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.161 364.996 0.0107612 0.00105904 82456 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.307 361.21 0.0107217 0.0010579 82782.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.885 357.696 0.0107816 0.00106019 82292.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.035 353.458 0.0107549 0.00105284 82456.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.952 348.834 0.0107255 0.00108547 82987.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.576 345.025 0.010742 0.00105599 82593.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.171 341.513 0.01077 0.00108828 82629.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.964 337.192 0.0106413 0.00105296 83434.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.939 333.333 0.0107279 0.00106034 82751.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.986 330.552 0.0106162 0.00105999 83714.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.502 325.884 0.0108255 0.00114405 82632.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.315 323.09 0.0107651 0.00108715 82661.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.637 318.572 0.010717 0.00107249 82948.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.812 315.081 0.0108113 0.00105593 82006.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.248 311.504 0.0107376 0.00107559 82798.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.498 308.634 0.0108827 0.00108913 81686.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.906 304.529 0.010692 0.00105276 82993.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.26 300.776 0.0106896 0.00106313 83104.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.84 297.577 0.0109057 0.00110112 81594.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.248 294.711 0.0108768 0.00106411 81527.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.975 291.157 0.0107034 0.00105288 82896.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.41 287.982 0.0107771 0.00109166 82598.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.182 284.807 0.0107331 0.00109585 83010.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.263 281.643 0.0106676 0.00106225 83286.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.407 277.946 0.0106739 0.00106798 83281.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 302.933 274.584 0.0107858 0.00112117 82775.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.712 272.102 0.0106778 0.0010845 83391.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.447 268.727 0.010712 0.00105266 82821.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.12 265.34 0.0108214 0.00105545 81917.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.042 262.278 0.0107565 0.00106049 82508.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.829 260.191 0.0107307 0.00105306 82664.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.723 256.541 0.0106764 0.00105977 83189.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.631 253.27 0.0108284 0.00113165 82501.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.323 250.205 0.0110494 0.001277 81863.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.423 247.226 0.0108186 0.00106077 81985.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.444 244.687 0.0107168 0.00105033 82760.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.595 241.675 0.010751 0.00111469 83019.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.619 238.901 0.0107594 0.00108956 82731 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.652 235.849 0.0108886 0.00106197 81411.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.596 233.291 0.0108561 0.00106113 81674.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.094 231.068 0.0106888 0.00105411 83033.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.065 228.287 0.0108405 0.00105521 81755 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.358 225.9 0.0107407 0.00105789 82620.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.901 223.469 0.0107718 0.00107431 82495.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.929 220.478 0.0107272 0.00106956 82836.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.064 217.523 0.010684 0.00105341 83068.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.385 215.304 0.0107529 0.00111276 82986.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.036 212.865 0.0106954 0.00105691 83000.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.191 210.263 0.0107414 0.0010894 82884.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.867 207.735 0.0107461 0.0010526 82529.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.92 205.692 0.0108218 0.00105463 81906.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.319 203.369 0.0106918 0.00111161 83505.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.955 201.44 0.0106868 0.00108823 83346.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.527 198.245 0.0108173 0.0011618 82854.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.858 196.352 0.0106572 0.00106509 83401.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.569 194.502 0.0107814 0.00107078 82384.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.258 192.404 0.0106335 0.00106048 83568.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.867 189.858 0.0108265 0.00107429 82033 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.443 187.245 0.0108929 0.00105366 81307.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.204 185.93 0.0107966 0.00105601 82130.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.988 182.592 0.0107982 0.00106363 82181.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.407 180.829 0.010681 0.00111993 83672.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.203 179.561 0.0108384 0.00108575 82028.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.036 177.199 0.0107432 0.00105359 82562.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.75 174.506 0.01072 0.00105124 82740.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.693 172.622 0.0106393 0.00106426 83550.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.5 170.977 0.0107238 0.00105523 82742.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.501 168.615 0.0107223 0.00105469 82750.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.079 167.116 0.0106763 0.00105343 83134.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.251 164.789 0.0107537 0.00114697 83274.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.181 162.965 0.0107136 0.00111626 83356.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.078 160.719 0.0107764 0.00105838 82321.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.066 158.792 0.010702 0.00106879 83046.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.924 156.993 0.0108387 0.00110773 82212 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.941 154.775 0.0106724 0.00105688 83198.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.71 153.137 0.0107605 0.00107341 82584.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.563 151.481 0.0106303 0.0010535 83534.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.664 150.157 0.0109336 0.00106345 81052.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.98 148.079 0.0107445 0.00108175 82791.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.92 146.803 0.0106657 0.00105367 83228.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.076 145.641 0.0111273 0.00105726 79443.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.168 142.784 0.0107753 0.00116509 83245.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.169 141.075 0.0106358 0.00107651 83688.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.67 139.728 0.010751 0.001059 82542.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.817 138.747 0.0107351 0.00105235 82620.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.059 138.328 0.0107587 0.001073 82596.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.265 135.012 0.0106624 0.00105097 83233.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.214 133.881 0.0106786 0.00105181 83101.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.516 131.267 0.0108594 0.00104999 81554 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.919 130.864 0.0108619 0.00111069 82040.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.108 129.068 0.0107566 0.00114582 83239.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.409 126.879 0.0107508 0.00111512 83024.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.56 126.623 0.0107295 0.0010583 82719.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.222 124.259 0.0107037 0.00105229 82889.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.76 123.227 0.01071 0.00105536 82861.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.698 121.507 0.0107745 0.00105479 82306.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.938 119.68 0.0108484 0.00110163 82078.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.42 118.787 0.0107642 0.00105333 82381.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.871 116.906 0.0107071 0.0010503 82842.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.242 116.034 0.0107185 0.00106247 82849.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.75 114.055 0.0107521 0.0010565 82511.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.152 113.02 0.0107072 0.00107312 83038.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.644 111.469 0.0107671 0.00105233 82348.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.157 111.412 0.0106723 0.00105315 83167.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.738 110.026 0.010668 0.00105065 83182.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.344 108.068 0.0107393 0.00106186 82666.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.819 106.597 0.0107087 0.00107687 83058 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.272 104.924 0.0107577 0.00112174 83022.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.932 103.545 0.0108376 0.00105504 81778.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.585 103.45 0.010735 0.0010489 82592.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.348 101.462 0.0107151 0.00104946 82767.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.045 100.669 0.0107184 0.00106869 82904 0
: 571 | 112.457 100.69 0.0106099 0.00101586 83385.2 1
: 572 Minimum Test error found - save the configuration
: 572 | 111.2 97.738 0.0107198 0.00106207 82835.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.802 96.9302 0.0106255 0.00106139 83646 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.347 95.6418 0.0107677 0.00105189 82340 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.263 94.5548 0.0107712 0.00107365 82495 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.799 92.9226 0.0107486 0.00113319 83199.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.683 91.7863 0.0107352 0.00105082 82607.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.287 90.68 0.0107146 0.00105489 82817.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.124 89.9796 0.0107979 0.00109795 82474.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.027 88.1856 0.01066 0.00105788 83314.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.9412 86.8699 0.0107412 0.00106323 82662.2 0
: 582 | 98.6554 87.1986 0.0107732 0.00102109 82033.1 1
: 583 Minimum Test error found - save the configuration
: 583 | 97.4308 85.2031 0.0107199 0.00107833 82973.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.2299 84.5421 0.0107234 0.00105727 82762.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.0905 83.1487 0.0110085 0.00131437 82523.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.0227 82.385 0.0107542 0.00105476 82478.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.9022 81.3319 0.0107025 0.0010539 82913.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.7729 80.6022 0.0107003 0.00114401 83714.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8765 78.8318 0.0108821 0.00111086 81872.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.5509 78.1047 0.0106406 0.00105218 83433.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.5556 77.5474 0.0107009 0.00106012 82980.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.76 76.5939 0.0105831 0.00105421 83955.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.6294 76.1761 0.010693 0.00105416 82997.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6523 75.1667 0.0109383 0.00106571 81032.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.5145 73.361 0.0107236 0.00106889 82861.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.4968 73.0484 0.0107995 0.00111997 82648.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.4438 72.0739 0.0106775 0.00105928 83175.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5436 71.1512 0.0108395 0.00109707 82114.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.7116 70.3581 0.0107179 0.00107716 82980.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7811 69.1241 0.0106877 0.00104888 82997.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.9078 68.3107 0.0106401 0.00105485 83461.1 0
: 602 | 77.7991 68.3463 0.0107172 0.00102783 82564.3 1
: 603 Minimum Test error found - save the configuration
: 603 | 76.8455 66.2719 0.0107651 0.00106026 82432.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.9872 65.4381 0.0106341 0.00105781 83539.8 0
: 605 | 75.2397 65.6757 0.0108317 0.00104035 81704.7 1
: 606 Minimum Test error found - save the configuration
: 606 | 74.3788 63.6913 0.0107253 0.00105458 82724 0
: 607 | 73.4376 63.7687 0.0107149 0.00108741 83095 1
: 608 Minimum Test error found - save the configuration
: 608 | 72.7709 63.4119 0.0107175 0.0010544 82789.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.7935 62.0708 0.010753 0.00105789 82515.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.7915 61.6571 0.0107493 0.00113154 83179.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.2855 60.2568 0.0106836 0.00105799 83111.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.2477 60.2521 0.0107122 0.00105766 82862.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.3873 58.3447 0.0108988 0.00108826 81545.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.4459 57.2495 0.010823 0.00105406 81892.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.953 57.0083 0.0108124 0.00109811 82353.2 0
: 616 | 65.9501 57.0842 0.0106195 0.00101899 83328.7 1
: 617 Minimum Test error found - save the configuration
: 617 | 65.0527 55.2933 0.0109063 0.00112664 81802.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.2787 54.68 0.0109011 0.00109557 81586.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.7824 54.5703 0.0106796 0.00104991 83076.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.8999 53.7429 0.0107753 0.00109257 82621.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.9828 52.8569 0.0107524 0.00106458 82577.9 0
: 622 | 61.2349 52.9475 0.010809 0.0010196 81720.9 1
: 623 Minimum Test error found - save the configuration
: 623 | 60.5889 51.3102 0.0107168 0.00105426 82794.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.606 50.5093 0.0107676 0.00109959 82747 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.9585 49.8518 0.0106065 0.00105555 83761.1 0
: 626 | 58.4768 49.9456 0.0107609 0.00101718 82104.3 1
: 627 Minimum Test error found - save the configuration
: 627 | 57.5574 47.9737 0.0106686 0.00105277 83196.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.9046 47.3777 0.010713 0.00114403 83603.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.2448 47.1833 0.0108551 0.00105968 81670.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.6802 47.1732 0.0108632 0.00105374 81553.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.1906 46.0239 0.0108453 0.00107288 81863.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1564 45.8037 0.0107907 0.00105863 82202.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.6544 44.5457 0.0107777 0.00105339 82267.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.7537 44.2726 0.0106282 0.00105771 83590.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1762 43.489 0.010762 0.00106198 82474 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.7103 42.9358 0.0107593 0.00106359 82511.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.1073 42.5024 0.0107469 0.00108916 82834.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.6126 42.1722 0.0107051 0.00104962 82854.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9365 41.4976 0.0107372 0.00104931 82577.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.2175 39.8762 0.0107875 0.00108028 82412.9 0
: 641 | 48.7405 40.2248 0.0106834 0.0010262 82839.9 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.8803 39.1958 0.0105979 0.00106247 83897.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3307 38.2556 0.0107483 0.00105186 82504.2 0
: 644 | 46.8631 38.3692 0.0106229 0.0010402 83483.4 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.4398 37.7207 0.0106137 0.00105791 83719.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0501 37.24 0.0108166 0.00105273 81934.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.2663 36.6112 0.0108555 0.0010687 81742.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.8559 36.5998 0.0106988 0.00108343 83200.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5235 35.5427 0.0108325 0.00105086 81785.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.8308 35.0782 0.0107315 0.00105123 82642.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0759 34.8421 0.0107198 0.00106446 82855.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.3647 34.0372 0.0109183 0.00105846 81136.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.1811 33.9434 0.0106557 0.00105391 83318.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.697 33.1137 0.0107416 0.0010799 82801.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9841 32.0762 0.0107302 0.00105284 82667.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.501 31.8903 0.0107299 0.00105936 82725.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.0669 31.4897 0.0107126 0.00110087 83231.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.4733 30.8247 0.0107398 0.00112113 83171.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.8793 30.4135 0.0107784 0.00108832 82558.5 0
: 660 | 38.5803 30.4974 0.0107149 0.00107211 82963.7 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.098 29.4629 0.0107049 0.00105282 82884 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.5226 29.0918 0.0107328 0.00109541 83010.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.2174 29.0677 0.0107114 0.00106177 82904.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.8757 28.4896 0.0106662 0.00105879 83269.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.5518 27.8437 0.0107097 0.00105032 82820.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.8528 27.0762 0.0106662 0.00111691 83775.4 0
: 667 | 35.8032 27.1551 0.0106279 0.00102372 83297.2 1
: 668 | 35.2198 27.1519 0.0106508 0.00101592 83031.7 2
: 669 Minimum Test error found - save the configuration
: 669 | 34.5729 25.9957 0.0106503 0.00106089 83425.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.146 25.2316 0.0106511 0.00107306 83524.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.6352 25.0369 0.0109875 0.00106686 80639.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.1535 24.8504 0.0108234 0.00105797 81921.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.7983 24.4585 0.0107818 0.00113241 82907 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3447 23.7033 0.0107164 0.00110848 83264.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.9773 23.5259 0.0106973 0.00115168 83807.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5893 23.3723 0.01072 0.00107174 82916.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.3314 23.3333 0.0107198 0.0010494 82726.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.8451 22.6667 0.0108118 0.00108468 82244.5 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.4189 21.7174 0.0107199 0.0010829 83013.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.0848 21.6288 0.0107364 0.0010533 82618.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6878 21.6127 0.0107002 0.00106005 82986 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.2036 20.9844 0.0107436 0.00106597 82665 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.954 20.7813 0.0107997 0.00114805 82887.5 0
: 684 | 28.6155 20.7857 0.010834 0.00105375 81797.8 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.0782 19.9685 0.0107107 0.00105962 82892.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.8366 19.6634 0.0108011 0.00107488 82252.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.4848 19.4842 0.0107742 0.00105197 82285.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.0302 19.1011 0.0107358 0.00107922 82845.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.6116 18.7222 0.0106872 0.00105621 83065.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.4025 18.3815 0.0107571 0.00105741 82476.6 0
: 691 | 25.9913 18.6176 0.0107926 0.00101897 81853 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.9057 18.0351 0.0106628 0.00105933 83302.8 0
: 693 | 25.7253 18.5137 0.0107587 0.0010218 82161.5 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.2759 17.6159 0.0106482 0.00105819 83420.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.729 16.8865 0.0107871 0.00105173 82174.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.2859 16.3891 0.0106767 0.00107092 83283.5 0
: 697 | 24.0345 16.5153 0.0108265 0.00105993 81912.1 1
: 698 | 23.8859 16.4906 0.0106746 0.00101857 82850 2
: 699 Minimum Test error found - save the configuration
: 699 | 23.4895 16.0775 0.0106067 0.00105081 83718.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.0982 15.7669 0.0106242 0.00105502 83601.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.8407 15.534 0.0106798 0.0010626 83184.6 0
: 702 | 22.5272 15.5384 0.0106201 0.00101772 83312.3 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.2287 15.0238 0.0106997 0.00105426 82940.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.8928 14.5774 0.0106539 0.00106224 83405.5 0
: 705 | 21.7362 14.7832 0.0105926 0.00101794 83553.6 1
: 706 | 21.4503 14.7224 0.010844 0.00101736 81411.2 2
: 707 | 21.0417 15.1633 0.0107032 0.00101897 82608.7 3
: 708 Minimum Test error found - save the configuration
: 708 | 21.0983 13.5899 0.0107575 0.00106412 82530.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.6277 13.5235 0.0106721 0.00105784 83210 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.1377 12.9922 0.0109603 0.00106276 80828.5 0
: 711 | 19.9571 13.2785 0.0107236 0.00101653 82414.5 1
: 712 | 19.8112 13.0149 0.010599 0.00101859 83503.4 2
: 713 | 19.6791 13.0652 0.0106614 0.00101816 82959.8 3
: 714 Minimum Test error found - save the configuration
: 714 | 19.2151 12.1447 0.0107093 0.00112469 83467.2 0
: 715 | 18.8553 12.3821 0.0107011 0.00104743 82870.1 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.6235 11.8377 0.0107003 0.00108754 83222.7 0
: 717 | 18.6377 12.8469 0.0106897 0.00101665 82704 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.5815 11.8236 0.0107149 0.00105241 82794.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9956 11.5338 0.0106746 0.00105704 83181.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.6705 11.3974 0.0107198 0.00107858 82976.7 0
: 721 | 17.391 11.9958 0.0107509 0.00108395 82756.3 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2048 10.9871 0.0107936 0.00108744 82421.5 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.8735 10.7968 0.0107414 0.00105298 82572.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8859 10.6539 0.0106575 0.00105048 83272.1 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.4812 10.2898 0.0114455 0.00108085 77185.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3985 10.1642 0.0108026 0.00105257 82050.6 0
: 727 | 16.3767 10.9684 0.0105869 0.00101573 83584.1 1
: 728 | 16.1129 10.4886 0.0108306 0.00112007 82384.4 2
: 729 | 15.7493 10.3485 0.0108113 0.00102007 81705.7 3
: 730 Minimum Test error found - save the configuration
: 730 | 15.5818 10.1009 0.010816 0.00106493 82042 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3251 9.62181 0.0107941 0.00107246 82290.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.9923 9.43317 0.0106832 0.00105551 83093.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8489 9.30535 0.0107242 0.00104695 82668 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.558 9.25603 0.0107688 0.00108175 82584.4 0
: 735 | 14.5013 9.32254 0.010862 0.00106227 81634.8 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.359 8.56645 0.0106694 0.00104715 83140.8 0
: 737 | 14.3144 9.78329 0.0107175 0.00102032 82497.9 1
: 738 | 14.3105 9.73431 0.0107373 0.00104941 82577.3 2
: 739 | 13.7006 8.82805 0.0106821 0.00102344 82827.6 3
: 740 | 13.4826 8.85811 0.0107321 0.00101932 82366 4
: 741 | 13.2669 8.79922 0.0107577 0.00101669 82126.8 5
: 742 | 13.1361 8.80959 0.0106743 0.00101521 82823.7 6
: 743 Minimum Test error found - save the configuration
: 743 | 12.9155 8.09619 0.0107347 0.00105357 82634.7 0
: 744 | 12.7344 8.34002 0.0107708 0.00107437 82504.9 1
: 745 | 12.7243 8.12235 0.010808 0.00103069 81822 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.3733 7.50526 0.0107917 0.00105757 82184.9 0
: 747 | 12.198 7.77786 0.0107229 0.00102499 82492.2 1
: 748 | 12.1632 7.95296 0.0106867 0.00108851 83349.3 2
: 749 | 11.8602 8.0338 0.0108107 0.00103052 81798.4 3
: 750 | 11.7043 7.68491 0.0108467 0.00105269 81682.8 4
: 751 Minimum Test error found - save the configuration
: 751 | 11.4919 7.19534 0.0108219 0.0010578 81932.6 0
: 752 | 11.3008 7.50877 0.0105985 0.00102346 83550.7 1
: 753 | 11.2012 7.65839 0.0107774 0.00106371 82357.7 2
: 754 | 11.0626 8.69228 0.0107451 0.00102441 82298.3 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.253 6.95528 0.0107964 0.00112374 82707 0
: 756 | 11.2439 7.71159 0.0107945 0.00113531 82822.5 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.6728 6.51656 0.0106419 0.00105944 83485.6 0
: 758 | 10.4955 7.50894 0.0107739 0.00101764 81998.2 1
: 759 | 10.3367 7.15738 0.0107544 0.00104137 82363.4 2
: 760 | 10.2952 7.10467 0.0107107 0.00103369 82670.3 3
: 761 | 10.3595 7.62767 0.0107766 0.00101633 81965.2 4
: 762 | 10.2959 7.10163 0.0106164 0.00102872 83440.7 5
: 763 | 10.1566 6.88318 0.0107433 0.00102442 82313.7 6
: 764 | 9.933 6.74611 0.0107203 0.00101597 82437.4 7
: 765 | 9.9023 6.78976 0.0107051 0.00101832 82587 8
: 766 | 9.4283 6.54009 0.0106958 0.00101518 82639.1 9
: 767 | 9.43115 6.95583 0.0108667 0.00106737 81638.5 10
: 768 | 9.2415 6.77702 0.0108519 0.00101845 81355.2 11
: 769 Minimum Test error found - save the configuration
: 769 | 9.06782 6.06414 0.0107514 0.00106058 82552.5 0
: 770 | 9.02154 6.71154 0.0107497 0.00109085 82825.7 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.01062 5.84794 0.0107214 0.00105338 82746.6 0
: 772 | 8.72629 6.28097 0.0111957 0.00101883 78609.3 1
: 773 | 8.74795 6.41937 0.0106237 0.00101828 83286.3 2
: 774 | 8.51814 6.25879 0.0119029 0.00102307 73530.7 3
: 775 | 8.46158 6.21984 0.0106459 0.00101949 83104.7 4
: 776 | 8.6232 6.18391 0.0106347 0.00101367 83150.9 5
: 777 | 8.4082 6.18506 0.0106074 0.00101254 83378.2 6
: 778 Minimum Test error found - save the configuration
: 778 | 8.28599 5.18891 0.0106289 0.00106122 83614.7 0
: 779 | 8.23445 6.28928 0.0105768 0.00101359 83653.8 1
: 780 | 8.33156 5.99186 0.0106714 0.00109176 83510.3 2
: 781 | 7.84175 5.47722 0.0121471 0.00102678 71940.4 3
: 782 | 7.73131 6.82278 0.0106539 0.00102034 83042.6 4
: 783 | 7.84351 5.21271 0.0106312 0.00101525 83194.8 5
: 784 | 7.63361 6.00132 0.0105925 0.00106089 83931.4 6
: 785 | 7.42334 5.32509 0.0105732 0.0010261 83794.8 7
: 786 | 7.28419 5.64813 0.010568 0.00101351 83730.3 8
: 787 Minimum Test error found - save the configuration
: 787 | 7.39341 5.00724 0.0107154 0.00106218 82873.7 0
: 788 | 7.32862 6.13148 0.0105929 0.00101709 83543.7 1
: 789 | 7.18305 5.80005 0.010617 0.00101312 83300 2
: 790 | 7.02673 5.41443 0.0105697 0.00101296 83710.9 3
: 791 Minimum Test error found - save the configuration
: 791 | 7.02067 4.78847 0.0105963 0.00105745 83867.2 0
: 792 | 6.93748 5.44268 0.0107231 0.00103018 82534.6 1
: 793 | 6.85285 5.11496 0.0105618 0.00103402 83965.1 2
: 794 | 6.79733 4.90817 0.0106395 0.00101654 83134.4 3
: 795 | 6.58571 5.08219 0.0105877 0.0010156 83576.6 4
: 796 | 6.46616 5.78895 0.0105464 0.00101402 83924.6 5
: 797 | 6.49943 5.24386 0.0105759 0.00101575 83681 6
: 798 | 6.3409 4.90252 0.0105586 0.00103005 83958.6 7
: 799 | 6.2976 4.93061 0.0105718 0.00103587 83893 8
: 800 | 6.32167 4.94994 0.0105548 0.00101325 83843.4 9
: 801 | 6.15 5.53592 0.0105283 0.00101377 84081.6 10
: 802 | 6.20515 5.82584 0.0106017 0.00101611 83458.2 11
: 803 | 6.07525 5.83013 0.0106239 0.0010145 83252 12
: 804 | 5.98867 4.97187 0.0107966 0.0010167 81800.8 13
: 805 | 5.82434 5.77094 0.0106675 0.00102429 82959.7 14
: 806 | 5.91356 5.49634 0.0105768 0.00101344 83652.4 15
: 807 Minimum Test error found - save the configuration
: 807 | 5.77505 4.6492 0.010761 0.00106369 82497.2 0
: 808 | 5.84196 4.74078 0.010621 0.0010268 83383.3 1
: 809 | 5.51651 4.66256 0.0105989 0.0010573 83843.6 2
: 810 Minimum Test error found - save the configuration
: 810 | 5.53054 4.50707 0.0106966 0.00106545 83064.1 0
: 811 | 5.46425 5.88094 0.010611 0.00101625 83378.5 1
: 812 | 5.30752 4.59817 0.0108107 0.00101669 81682.7 2
: 813 | 5.2088 5.02935 0.0107028 0.00103215 82724.1 3
: 814 | 5.20219 4.60584 0.0106335 0.00102626 83270.2 4
: 815 | 5.24196 5.66015 0.0106656 0.00102107 82948.6 5
: 816 | 5.27182 4.72828 0.0106055 0.00101564 83421.4 6
: 817 | 5.43671 4.95464 0.0108059 0.00101808 81734.6 7
: 818 | 5.28713 5.39753 0.0106699 0.00106969 83331.3 8
: 819 | 5.13889 4.81391 0.0121636 0.00118313 72856.6 9
: 820 | 4.96701 4.67161 0.0125403 0.00112688 70092.9 10
: 821 | 4.8646 4.9275 0.0138371 0.00131473 63885.6 11
: 822 | 4.72957 5.35801 0.0109402 0.00113333 81575.4 12
: 823 Minimum Test error found - save the configuration
: 823 | 4.68581 4.49789 0.0108467 0.00107418 81861.9 0
: 824 | 4.74031 5.7669 0.0106728 0.00105094 83143.9 1
: 825 | 4.93617 5.08766 0.0106987 0.00101953 82651.5 2
: 826 | 4.67798 5.36256 0.0105721 0.00101258 83686.1 3
: 827 | 4.59845 5.26179 0.012399 0.00103142 70375.8 4
: 828 | 4.48071 4.88401 0.0106163 0.00101538 83325 5
: 829 | 4.45281 5.15139 0.0106505 0.00102163 83083.2 6
: 830 | 4.2764 5.808 0.0106299 0.00101611 83214.1 7
: 831 | 4.2137 4.75556 0.0106714 0.00103175 82990.8 8
: 832 | 4.35042 4.80841 0.0106326 0.00102333 83252.6 9
: 833 | 4.22188 4.83827 0.0106019 0.00101275 83427.4 10
: 834 | 4.17054 4.65181 0.010583 0.00101461 83608.5 11
: 835 | 4.02357 4.86525 0.0106191 0.00101543 83301.4 12
: 836 | 4.11133 4.943 0.0106024 0.00101376 83431.7 13
: 837 | 4.09299 5.28881 0.0106187 0.00101338 83287.3 14
: 838 | 4.0302 4.56483 0.0106137 0.00105715 83712.6 15
: 839 | 3.99572 5.13403 0.010576 0.00101501 83673.7 16
: 840 | 3.93096 5.2235 0.010704 0.00101483 82566 17
: 841 | 3.8571 4.69027 0.0106176 0.00102683 83413.7 18
: 842 | 3.72463 5.26729 0.0107227 0.00101536 82411.5 19
: 843 | 3.82218 4.6746 0.010615 0.00101378 83322.9 20
: 844 | 3.95527 5.80846 0.0105794 0.00101465 83640.2 21
:
: Elapsed time for training with 1000 events: 9.06 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: 0.012 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.27886e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05566e+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: 0.0352 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0364 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00134 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: 0.0979 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: 0.889 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00253 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: 0.0368 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00428 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: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000313 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.670 0.197 5.77 1.65 | 3.217 3.222
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.0718 0.276 2.15 1.15 | 3.357 3.344
: 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.