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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.3 sec
: Elapsed time for training with 1000 events: 0.305 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00264 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: 0.00082 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00405 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000227 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000354 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 = 31512.8
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33028.7 31102.7 0.0104334 0.00106737 85414.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32487 30508.8 0.0106487 0.00113461 84086.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31762.1 29822.5 0.0107906 0.00112422 82760.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31014 29206.3 0.0109449 0.00107862 81084 0
: 5 Minimum Test error found - save the configuration
: 5 | 30317 28552.3 0.0109115 0.00105573 81170.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29560.3 27710.9 0.0109283 0.00108143 81244.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28793.7 26948 0.0107836 0.00107835 82429.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28262.8 26509.7 0.0104659 0.00103539 84831.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27883.4 26181.6 0.0112643 0.0010562 78369.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27558 25882.4 0.0109833 0.00102717 80352.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27255.4 25599.2 0.0105643 0.00106044 84176.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 26967.2 25326.5 0.0104413 0.00102835 84989.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26687.6 25065.5 0.0114854 0.00105174 76674.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26418.9 24811.1 0.0105198 0.0010328 84326.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26155.8 24564.7 0.0108325 0.00137308 84571.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25900.5 24323.4 0.0131793 0.00137114 67749.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25651.4 24085.5 0.0110204 0.00104581 80204.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25403.5 23856 0.0105544 0.00102225 83926.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25165.7 23626.4 0.0106622 0.00105149 83240.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 24928.7 23401.8 0.0108312 0.0010429 81730.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24693.2 23184.8 0.0109501 0.00112565 81429.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24466.9 22966.8 0.011673 0.00107574 75491 0
: 23 Minimum Test error found - save the configuration
: 23 | 24240.7 22752.9 0.0106281 0.0010411 83446.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24021.3 22537.8 0.0106655 0.00106707 83347 0
: 25 Minimum Test error found - save the configuration
: 25 | 23797 22332.6 0.0110779 0.00109666 80150.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23582.2 22127.4 0.0107211 0.00107059 82897.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23367.1 21926.5 0.010734 0.00112286 83236.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23158.5 21724.4 0.0107759 0.00114505 83066.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 22945.6 21530.9 0.0108041 0.00113813 82764.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22743.5 21333.4 0.0109672 0.00110304 81101.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22537.5 21141.4 0.0109045 0.00116535 82142.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22335.1 20953.1 0.0109847 0.00105604 80574.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22137.1 20765 0.0107918 0.00109872 82532.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 21942.4 20575.8 0.010972 0.00120066 81872 0
: 35 Minimum Test error found - save the configuration
: 35 | 21744.7 20393 0.0119731 0.00108429 73469.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21553.6 20210.1 0.0105958 0.00104955 83802.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21362.3 20030.2 0.0109727 0.00104935 80618.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21173.9 19852.2 0.0107992 0.00104062 81978.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 20987.1 19676.6 0.011169 0.0013328 81332.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20804.7 19500 0.0105146 0.00103169 84362.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20619 19329.9 0.0109312 0.00112032 81542.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20442 19156.4 0.0119451 0.001191 74390.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20259.7 18989.3 0.0110787 0.00108136 80021.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20083.4 18821.7 0.0112488 0.00121416 79724 0
: 45 Minimum Test error found - save the configuration
: 45 | 19905.4 18655.5 0.0116868 0.00136009 77468.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19728.5 18487.4 0.0125581 0.00159646 72981.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19556 18324.5 0.011763 0.00113881 75299.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19383.1 18160.9 0.0130368 0.00121029 67644.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19207.9 18001.3 0.0122754 0.00166628 75406.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19044.7 17842.6 0.0125263 0.00179471 74546.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18875.8 17684.6 0.0143457 0.00115011 60626.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18711.5 17529.7 0.012682 0.00113603 69288.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18545.9 17367.8 0.012998 0.0014482 69265.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18382.8 17217.5 0.010835 0.00108885 82084 0
: 55 Minimum Test error found - save the configuration
: 55 | 18218.1 17064.3 0.0105489 0.0010563 84276.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18062.1 16909.2 0.0114008 0.00138988 79912.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17905.2 16753.7 0.0112131 0.00112169 79275.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17740 16611.9 0.0109072 0.00108501 81448.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17587.1 16457.5 0.0111503 0.00108855 79508.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17429.2 16308.6 0.0107867 0.00108052 82421.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17275.3 16161.2 0.0113795 0.00116854 78347.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17119.3 16014.5 0.0106997 0.00107163 83090.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16966.1 15872.4 0.0109234 0.00108402 81305.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16817.4 15727.1 0.0108998 0.00110271 81657.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16665.7 15581.9 0.0111358 0.00109669 79688.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16515.8 15443.1 0.0109197 0.00118577 82187.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16369.6 15298.8 0.0113096 0.0012353 79410.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16219.9 15160.3 0.0120038 0.00146916 75940 0
: 69 Minimum Test error found - save the configuration
: 69 | 16073.7 15025.1 0.0109644 0.00107892 80927.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15930.3 14886.3 0.0144268 0.00130742 60978.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15786.7 14749.3 0.0139945 0.00151895 64125.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15644.5 14614 0.0108821 0.00109732 81759.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15501.5 14481.2 0.0106101 0.00107845 83930.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15364.6 14347.9 0.0108556 0.00108766 81901 0
: 75 Minimum Test error found - save the configuration
: 75 | 15225 14216.4 0.0110425 0.00112035 80627.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15085.9 14089.3 0.0110819 0.00114341 80495 0
: 77 Minimum Test error found - save the configuration
: 77 | 14952 13960.6 0.0109676 0.0011186 81226.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14816.9 13834.2 0.0114413 0.0011493 77730 0
: 79 Minimum Test error found - save the configuration
: 79 | 14684.8 13707.5 0.0122107 0.00186651 77338.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14551.6 13583.9 0.0123938 0.00109542 70806.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14422.5 13458.7 0.0127708 0.00111929 68660.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14290.7 13337.9 0.0113846 0.00114384 78119 0
: 83 Minimum Test error found - save the configuration
: 83 | 14162.7 13218.2 0.0109691 0.0010891 80971.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14038 13095.1 0.0108319 0.00108051 82039.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13908.8 12977.9 0.0106896 0.00108933 83331.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13785 12860.1 0.0126018 0.00111877 69667.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13660.1 12744.8 0.0120368 0.0011195 73277.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13538.8 12628.5 0.0113284 0.00113416 78475.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13415.5 12515.2 0.0113211 0.00111401 78376.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13296.6 12400.4 0.0116091 0.00108668 76028.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13178 12285.2 0.0122925 0.00114012 71733.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13057.2 12174.6 0.0108996 0.00113155 81899.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 12939.3 12065.4 0.0110017 0.00114853 81192.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12825.3 11953.7 0.0113802 0.00113886 78114.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12707.9 11845.8 0.0110842 0.00113678 80422.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12593.3 11739.4 0.0113247 0.00110595 78287.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12480.6 11632.4 0.0111914 0.00124411 80423.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12368.4 11526.4 0.0110531 0.00109655 80349.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12257.1 11421.1 0.0113674 0.00116713 78429.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12144.9 11319.3 0.010989 0.00114253 81247.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12037.1 11215.8 0.0127391 0.0017505 72802.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11927.9 11114.4 0.0128411 0.00124433 68984.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11820.8 11013 0.0125247 0.00159166 73172.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11714.6 10911.9 0.0147794 0.00124325 59101 0
: 105 Minimum Test error found - save the configuration
: 105 | 11610 10810.3 0.0113411 0.00118549 78773.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11502.1 10714.1 0.011068 0.00114799 80644.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11400.2 10615.9 0.0109328 0.00107956 81191.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11297.3 10518.7 0.0111658 0.00111807 79619.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11193.8 10424.7 0.010984 0.00108427 80810.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11093.6 10329.6 0.0112286 0.00107688 78804.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 10993.1 10235.7 0.0109103 0.00107258 81319.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10893.9 10142.4 0.0109099 0.00107367 81332 0
: 113 Minimum Test error found - save the configuration
: 113 | 10795.3 10050 0.0110841 0.00112319 80314.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10697.7 9958.28 0.0110382 0.001086 80384 0
: 115 Minimum Test error found - save the configuration
: 115 | 10600.4 9868.09 0.0113911 0.00118111 78354.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10504.9 9777.65 0.0114219 0.0011632 77982.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10410.1 9687.73 0.011452 0.0011604 77733.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10315.3 9599.35 0.011282 0.00118139 79203.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10221 9512.93 0.0111336 0.00111319 79837.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10129.6 9425.18 0.0111442 0.00112351 79834.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10037.2 9338.99 0.0108375 0.00111656 82296.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 9947.11 9252.33 0.0125209 0.00110001 70047 0
: 123 Minimum Test error found - save the configuration
: 123 | 9855.03 9168.98 0.0116779 0.00108728 75538.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9767.25 9083.89 0.0108079 0.00108908 82314.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9676.62 9002.71 0.0109662 0.00112396 81282.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9591.98 8917.55 0.0107977 0.00110672 82551.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9501.62 8837.73 0.0110369 0.00111642 80641.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9415.94 8757.51 0.0109333 0.00110892 81430.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9331.04 8677.02 0.0109662 0.00112525 81293.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9246.73 8596.49 0.0108613 0.00109616 81924.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9161.39 8518.71 0.0108963 0.00109321 81607 0
: 132 Minimum Test error found - save the configuration
: 132 | 9078.85 8440.02 0.0117564 0.00118064 75644.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 8996.07 8362.47 0.0110145 0.0011619 81196.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8914.86 8284.72 0.0116896 0.00112175 75701.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8833.13 8208.61 0.0112163 0.00127373 80462.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8751.85 8134.37 0.0110965 0.00117543 80636.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8672.77 8059.67 0.0113211 0.00136188 80327.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8593.47 7986.15 0.0115223 0.00113907 77047.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8515.7 7912.26 0.0134132 0.00185516 69216.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8437.37 7840.17 0.0119681 0.0011186 73736.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8361.36 7767.24 0.0111791 0.00122277 80350.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8284.31 7696.09 0.0113693 0.0012119 78760.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8209.85 7623.89 0.0110394 0.00111658 80622.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8133.83 7553.85 0.0107684 0.00112146 82928.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8058.23 7486.61 0.0111145 0.00113902 80196.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 7986.12 7417.38 0.011056 0.00113066 80601.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7913.18 7348.77 0.0119994 0.00131501 74875.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7841.73 7279.52 0.0108505 0.0011171 82190.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7769.13 7212.26 0.0108534 0.00112759 82255.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7697.35 7146.49 0.0109957 0.00113119 81098.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7627.76 7080.28 0.0112924 0.00112389 78674.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7557.35 7015.54 0.0117993 0.00112545 74949.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7488.98 6950.22 0.0114211 0.0012263 78471.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7420.14 6885.69 0.0115774 0.00135262 78241.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7353.53 6820.34 0.0138217 0.00111898 62978.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7283.79 6758.66 0.0113362 0.00114139 78471.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7217.61 6696.99 0.0120355 0.00184205 78482 0
: 158 Minimum Test error found - save the configuration
: 158 | 7152.05 6634.99 0.0112363 0.00117001 79473.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7086.41 6573.49 0.0116028 0.00131092 77731.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7021.45 6512.61 0.011708 0.00147404 78170.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6957.08 6452.2 0.0109294 0.00114041 81724.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6893.51 6392.01 0.0114159 0.00143854 80181.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6829.49 6333.44 0.0119832 0.00113447 73741.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6767.73 6274.13 0.011094 0.00114716 80427.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6705.65 6215.24 0.0112395 0.00121361 79793.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6642.69 6159.01 0.0114588 0.00120629 78030 0
: 167 Minimum Test error found - save the configuration
: 167 | 6582.12 6102.68 0.0112282 0.00110316 79012.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6523.07 6044.43 0.0109907 0.00117546 81505.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6461.17 5989.66 0.0111053 0.00113656 80250.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6403.26 5932.95 0.0113435 0.00111845 78239.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6343.85 5877.49 0.0112503 0.0011059 78861.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6285.14 5823.07 0.0108002 0.00110208 82490.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6227.02 5769.6 0.0111904 0.00114296 79622.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6170.83 5714.83 0.0115778 0.00117782 76923 0
: 175 Minimum Test error found - save the configuration
: 175 | 6113.34 5661.38 0.0110265 0.00114969 80997.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6056.94 5608.49 0.0110871 0.00113754 80405.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6001 5556.51 0.0112671 0.00113147 78929.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5945.75 5504.54 0.0114334 0.0012213 78338.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5891.24 5452.86 0.0116162 0.00114505 76400.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5835.95 5402.88 0.0119734 0.00159369 77073.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5782.49 5352.95 0.0113327 0.00111061 78262 0
: 182 Minimum Test error found - save the configuration
: 182 | 5729.98 5302.13 0.010851 0.00110502 82085 0
: 183 Minimum Test error found - save the configuration
: 183 | 5676.39 5252.66 0.0113198 0.00113053 78513.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5624.07 5203.64 0.0111545 0.00113414 79837.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5572.23 5154.98 0.0108278 0.00108957 82150.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5520.21 5107.68 0.0115562 0.00124772 77606.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5470.74 5058.42 0.0117429 0.00111072 75243.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5418.69 5012.06 0.0120317 0.00120625 73899.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5369.09 4965.22 0.0118819 0.00121371 74989.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5319.68 4918.57 0.0112096 0.00118561 79808.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5270.34 4872.79 0.011093 0.0011703 80623.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5221.73 4827.11 0.0112205 0.00118992 79756.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5173.09 4782.65 0.0114157 0.00122405 78495.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5126.1 4737.22 0.0113685 0.00114412 78244 0
: 195 Minimum Test error found - save the configuration
: 195 | 5077.87 4693.77 0.0114242 0.00118132 78103.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5031.69 4649.82 0.0111887 0.0012066 80143.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4985.47 4605.8 0.011303 0.00125243 79597.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 4938.45 4563.34 0.0111969 0.00114863 79615.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4893.16 4521.11 0.0114235 0.00112541 77684.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4848.34 4478.74 0.0113027 0.00114911 78789.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4804.21 4436 0.0111181 0.00110755 79916.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4758.73 4395.31 0.0121721 0.00113138 72459 0
: 203 Minimum Test error found - save the configuration
: 203 | 4715.05 4355.04 0.0109097 0.00109596 81518 0
: 204 Minimum Test error found - save the configuration
: 204 | 4672.34 4313.57 0.0108007 0.00108669 82355.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4628.59 4273.27 0.0109255 0.00113107 81678.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4586.72 4232.76 0.0110121 0.00110809 80775 0
: 207 Minimum Test error found - save the configuration
: 207 | 4543.26 4194.49 0.0115714 0.00118666 77036.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4502.69 4154.46 0.0109822 0.00110329 80980.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4460.76 4115.35 0.0108513 0.00112125 82219.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4420.11 4076.6 0.0112687 0.00113651 78956 0
: 211 Minimum Test error found - save the configuration
: 211 | 4377.84 4040.28 0.0111524 0.00112895 79813 0
: 212 Minimum Test error found - save the configuration
: 212 | 4339.35 4001.59 0.0109845 0.00111598 81066.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4298.53 3964.79 0.0111891 0.001117 79427.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4259.4 3927.49 0.011005 0.00114445 81131.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4219.7 3891.71 0.0111039 0.0011239 80160.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4181.28 3855.65 0.0109917 0.00111139 80969.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4143.32 3819.8 0.0110687 0.00114055 80579.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4105.07 3784.12 0.0111495 0.00113581 79890.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4067.83 3748.37 0.0112285 0.00117533 79576.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4030.37 3713.32 0.0118537 0.00113789 74656 0
: 221 Minimum Test error found - save the configuration
: 221 | 3993.94 3677.92 0.0111675 0.00124292 80607.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3956.02 3645.07 0.0119622 0.0011576 74042.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3920.99 3610.35 0.0115746 0.00168533 80896.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3885.02 3576.86 0.011202 0.0011327 79449.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3848.69 3544.55 0.011304 0.00121985 79332.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3814.28 3511.27 0.0122732 0.00111951 71725.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3779.81 3477.9 0.0111834 0.00116924 79887.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3744.36 3446.27 0.0117135 0.00165122 79504.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3711.24 3413.31 0.0134461 0.00186155 69057.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3677.38 3381.46 0.015341 0.00182054 59169.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3643.72 3349.57 0.0163272 0.00170111 54696.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3609.74 3319.61 0.0158448 0.00169199 56525.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3577.02 3289.26 0.0158056 0.00175022 56917.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3545.04 3258.47 0.0160489 0.00179805 56136.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3513.22 3227.32 0.0164513 0.00189061 54942.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3480.79 3197.84 0.0170865 0.00182952 52435.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3448.79 3168.08 0.0166667 0.0018308 53923.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3417.78 3138.51 0.0165928 0.0017982 54073.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3386.95 3109.4 0.0167572 0.00186542 53721 0
: 240 Minimum Test error found - save the configuration
: 240 | 3355.6 3080.92 0.0168981 0.00186214 53205.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3325.72 3051.67 0.0167608 0.00189 53796.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3295.59 3023.12 0.0167249 0.00183442 53725.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3265.13 2995.21 0.0166712 0.00183617 53926.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3235.07 2968.27 0.0163002 0.00179151 55139.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3207.09 2939.53 0.0161377 0.00178115 55723.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3176.83 2912.92 0.0158531 0.00164607 56310.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3148.83 2885.35 0.0116346 0.00133934 77705.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3119.59 2858.87 0.0119077 0.00133914 75696.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3091.64 2832.33 0.0116874 0.00145755 78202.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3063.48 2805.77 0.0118503 0.00115058 74768.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3035.37 2780.08 0.011348 0.00125412 79256.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3008.01 2754.45 0.0112682 0.00119796 79442.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 2980.84 2728.98 0.0109934 0.00113075 81113.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2953.81 2704.28 0.0109774 0.00109797 80976.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2927.04 2679.13 0.0108061 0.00108953 82333.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2900.85 2653.69 0.0107963 0.00109667 82477.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2873.86 2629.71 0.0109732 0.00115721 81499.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2848.6 2604.94 0.0109112 0.00111658 81677.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2822.33 2580.8 0.0108441 0.00109589 82066.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2796.62 2557.04 0.0110491 0.00122448 81428.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2771.83 2532.98 0.0116067 0.00122165 77033.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2746.19 2510.12 0.0114989 0.00111703 77057.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2721.58 2487.09 0.0122582 0.00156422 74808.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2696.81 2464.35 0.0150798 0.00178097 60155.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2672.76 2441.45 0.0159357 0.00146952 55301.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2648.39 2418.49 0.0114745 0.00133445 78894.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2624.22 2396.4 0.0112655 0.0011454 79050.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2600.75 2374.05 0.0109122 0.00109978 81529.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2576.99 2352.91 0.0109503 0.00108805 81117.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2553.78 2330.48 0.0107877 0.00108099 82417.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2530.48 2309.07 0.0109134 0.00113512 81813.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2507.99 2287.51 0.0107958 0.00107899 82331.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2484.82 2266.55 0.0107995 0.0010945 82431.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2462.33 2245.72 0.0110942 0.00110203 80062.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2439.44 2225.68 0.0107722 0.00108941 82621.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2417.92 2204.98 0.0107859 0.00108153 82436.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2395.42 2185.2 0.0108773 0.00108482 81695.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2373.79 2165.39 0.0107667 0.00107648 82557.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2352.4 2145.28 0.0107387 0.00106885 82731.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2331.37 2125.06 0.0107984 0.00108134 82329.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2309.23 2106.1 0.0107738 0.0010877 82593 0
: 282 Minimum Test error found - save the configuration
: 282 | 2288.76 2086.64 0.0110634 0.00113476 80574.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2267.9 2067.5 0.0116855 0.0012005 76299.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2246.94 2048.17 0.0128325 0.00129844 69359.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2225.97 2029.53 0.0126072 0.0012289 70309.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2205.88 2010.76 0.0123401 0.00139632 73100.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2185.13 1992.77 0.0128936 0.00120426 68438.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2165.67 1974.54 0.012958 0.00142978 69394.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2145.49 1956.61 0.0123682 0.00159716 74273.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2125.58 1939.06 0.0136091 0.00139646 65506 0
: 291 Minimum Test error found - save the configuration
: 291 | 2106.31 1921.06 0.0130657 0.00132012 68110.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2086.85 1903.17 0.0131588 0.00122659 67045.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2066.87 1886.18 0.0133354 0.00124863 66188 0
: 294 Minimum Test error found - save the configuration
: 294 | 2048.46 1869.13 0.012422 0.00134348 72211.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2029.6 1851.26 0.0118362 0.00140819 76716.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2010.64 1834.3 0.0131585 0.00151263 68693.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 1991.79 1817.94 0.0118636 0.00111736 74445 0
: 298 Minimum Test error found - save the configuration
: 298 | 1973.54 1800.75 0.0119759 0.00123895 74509 0
: 299 Minimum Test error found - save the configuration
: 299 | 1955.24 1784.22 0.0134767 0.00128885 65639.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1936.75 1768.55 0.0121188 0.00126005 73673.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1918.71 1752.37 0.0120493 0.0011071 73111.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1900.95 1736.42 0.0133356 0.00124608 66173.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1883.27 1720.67 0.0133218 0.00111755 65551.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1865.81 1704.58 0.0119546 0.0011839 74275.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1848.57 1688.67 0.0119269 0.0011422 74178.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1830.65 1673.4 0.0118586 0.00126628 75526.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1813.94 1658.05 0.0124114 0.00131886 72120.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1796.79 1642.86 0.012726 0.00135283 70341.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1779.58 1628 0.0130106 0.0013304 68492.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1763.06 1612.99 0.0116737 0.00128742 77024.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1746.27 1598.61 0.0128746 0.00145229 70038.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1730.44 1583.31 0.0121891 0.0011882 72721 0
: 313 Minimum Test error found - save the configuration
: 313 | 1713.58 1568.87 0.011999 0.00157098 76716.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1697.6 1554.09 0.0124161 0.00112128 70828.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1680.92 1540.5 0.0114912 0.00124729 78095 0
: 316 Minimum Test error found - save the configuration
: 316 | 1665.94 1526.2 0.0113355 0.00111041 78239.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1649.37 1512.28 0.0118672 0.00121119 75074.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1634.06 1498.4 0.0112621 0.00117561 79314.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1618.61 1484.25 0.0109996 0.00108889 80720.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1602.88 1470.78 0.0114014 0.0011315 77897.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1587.44 1457.93 0.0109069 0.00109934 81569.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1572.78 1444.27 0.0110179 0.00112689 80881.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1557.36 1431.22 0.0110793 0.00113351 80436.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1543.01 1417.48 0.0111368 0.00110843 79773.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1527.75 1404.52 0.0110531 0.00114796 80766.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1513.03 1392.29 0.0111305 0.00112334 79942.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1498.92 1378.99 0.0113724 0.00113635 78155.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1484.49 1366.23 0.0111077 0.00113445 80214.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1470.98 1352.85 0.0117842 0.00142876 77254.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1455.74 1340.79 0.0119357 0.00135903 75638.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1442.44 1328.14 0.0114201 0.00115286 77918 0
: 332 Minimum Test error found - save the configuration
: 332 | 1428.29 1316.01 0.0115997 0.00115863 76620.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1414.45 1303.96 0.0111435 0.00111243 79752.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1401.08 1292.07 0.011178 0.00109801 79365.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1388.1 1279.82 0.0112794 0.00124372 79715.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1373.73 1268.06 0.0115967 0.00111966 76357.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1361.15 1256.03 0.0112912 0.00115773 78946.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1347.49 1245.01 0.0116119 0.00143839 78635.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1335.33 1232.97 0.0115576 0.00114425 76824.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1321.86 1221.8 0.0109053 0.00109298 81530.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1309.25 1210.64 0.010968 0.00110821 81137.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1296.88 1199.44 0.0107932 0.00109192 82463 0
: 343 Minimum Test error found - save the configuration
: 343 | 1284.2 1188.16 0.011018 0.00108389 80530.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1271.88 1176.67 0.0113452 0.00112066 78243.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1259.16 1166.25 0.0118707 0.00114753 74605.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1247.77 1154.76 0.0107955 0.00108714 82403.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1234.92 1144.17 0.0110035 0.00110734 80839.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1223.25 1133.82 0.0126197 0.00138714 71221.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1211.53 1122.89 0.0110946 0.00117809 80673.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1199.63 1112.39 0.0126311 0.00112472 69526.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1188.42 1101.84 0.0109369 0.00113242 81595.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1176.42 1091.13 0.0130099 0.00139855 68898.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1165 1080.98 0.0116021 0.00112437 76352.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1153.56 1071.29 0.0108896 0.00108315 81579.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1142.28 1061.84 0.015296 0.00178866 59226.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1131.67 1051.52 0.0168413 0.00182198 53264.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1120.53 1041.54 0.0169921 0.00184935 52830.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1109.46 1031.84 0.016987 0.00184275 52825.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1099.1 1021.61 0.0167769 0.00185878 53626.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1088.34 1012.08 0.0166293 0.00180247 53956.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1077.65 1002.62 0.0167897 0.001845 53530.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1067.13 992.891 0.0149343 0.00111124 57874.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1056.66 983.411 0.010895 0.00110167 81688.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1046.53 973.787 0.0118532 0.00116499 74849 0
: 365 Minimum Test error found - save the configuration
: 365 | 1036.08 964.352 0.0112129 0.0011421 79438 0
: 366 Minimum Test error found - save the configuration
: 366 | 1025.66 955.359 0.0132539 0.00118694 66296.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1015.8 946.422 0.0141986 0.00164225 63712.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1005.93 937.377 0.0123996 0.00167293 74580.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 996.395 928.17 0.0141604 0.00177631 64599.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 986.129 919.589 0.0141855 0.00120505 61631 0
: 371 Minimum Test error found - save the configuration
: 371 | 976.848 910.743 0.0120405 0.00123271 74020.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 967.222 901.854 0.0145523 0.00127864 60269.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 957.836 892.989 0.0146117 0.00173047 62105.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 948.225 884.319 0.0114762 0.00117982 77696.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 939.308 875.406 0.0120994 0.00118228 73279.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 929.717 867.021 0.0135194 0.00185524 68586.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 920.21 858.873 0.0137678 0.00177124 66686 0
: 378 Minimum Test error found - save the configuration
: 378 | 911.226 851.303 0.0165024 0.00188616 54733.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.89 842.353 0.0142111 0.00128698 61899.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 893.631 833.96 0.0109036 0.00112449 81806.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 884.503 826.194 0.0114877 0.00109477 76975.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 875.877 818.242 0.0111169 0.00110676 79919.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 867.269 810.121 0.0110877 0.00116916 80657.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.055 801.993 0.0109821 0.00112978 81198.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 850.143 794.5 0.0109345 0.00110069 81351.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 841.735 786.127 0.0116766 0.00125033 76729.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 833.276 778.492 0.0114787 0.00113889 77371 0
: 388 Minimum Test error found - save the configuration
: 388 | 825.094 770.868 0.0115174 0.00113008 77016.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 816.682 763.302 0.0143318 0.0011382 60635.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 808.652 756.247 0.0108999 0.00108308 81493 0
: 391 Minimum Test error found - save the configuration
: 391 | 800.718 748.573 0.0108934 0.00108971 81602.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 792.766 740.917 0.0122146 0.00112784 72158.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.095 733.928 0.0112627 0.00112695 78928.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.959 726.226 0.0139432 0.00178171 65781.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 768.933 718.758 0.0167704 0.00182614 53532.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 761.266 712.016 0.016993 0.00188974 52968.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 753.68 705.531 0.0171816 0.00187371 52260.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.201 697.846 0.0149179 0.00168457 60453.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 738.916 690.447 0.0158279 0.00170955 56663.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.308 684.168 0.0164439 0.00183446 54759.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 723.844 676.646 0.0167271 0.00179725 53583.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 716.675 669.609 0.0165674 0.00173496 53936 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.353 663.03 0.016852 0.00181796 53212.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 702.055 656.479 0.0130524 0.00122528 67641 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.16 649.497 0.0110945 0.00123862 81170.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 687.741 643.069 0.0118103 0.00140975 76918.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.327 636.587 0.0130137 0.00142521 69033.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.267 629.862 0.0116835 0.00154084 78874.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.376 623.553 0.0123208 0.00112894 71480.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 660.772 617.077 0.0141179 0.00121802 62015.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 653.773 610.456 0.0117966 0.00124851 75843.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 646.842 604.432 0.0115683 0.00127717 77736.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 640.743 598.551 0.0115337 0.00119007 77342.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.375 591.889 0.0116848 0.00114143 75877.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 627.531 587.814 0.0111905 0.001147 79653.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.685 579.674 0.0113515 0.00118647 78701.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 614.84 573.754 0.0116277 0.00110032 75992.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.448 567.763 0.010756 0.0010792 82672.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.332 562.774 0.0107569 0.00107568 82633.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.39 557.41 0.0108498 0.00108011 81886.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.244 550.182 0.0115565 0.0011045 76540.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.775 544.955 0.0112831 0.00131272 80237.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 577.993 538.555 0.0112233 0.00109003 78948.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 571.775 532.95 0.0117453 0.00119597 75834.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.687 527.384 0.010912 0.0010891 81442.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.181 521.944 0.0110211 0.00113351 80909.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.203 516.45 0.0110332 0.00113161 80794.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 548.501 511.412 0.0119919 0.00123211 74351.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.838 505.978 0.011498 0.00115045 77313 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.425 500.118 0.0122092 0.00117548 72504.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.869 494.751 0.0117946 0.00112268 74962.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.287 489.3 0.0107635 0.00109212 82718.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 520.412 484.641 0.0108722 0.00114585 82250.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.49 479.742 0.0107613 0.00107526 82593 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.087 474.467 0.0108609 0.00111547 82089.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.053 468.873 0.0109187 0.00110796 81543.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 499.528 463.887 0.0115039 0.00116689 77392 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.174 459.088 0.0111031 0.00111901 80127.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.201 454.721 0.0109466 0.00110084 81253.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.936 449.328 0.0110535 0.00119448 81143.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.915 444.441 0.0113206 0.00117319 78837.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.086 439.664 0.0109556 0.00108678 81063.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 468.948 434.988 0.0108247 0.00108917 82173.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.214 430.303 0.0110072 0.00117589 81373.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.289 425.794 0.0109797 0.00110512 81016.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.352 421.99 0.0109067 0.00111043 81663.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.058 416.177 0.0110574 0.00114426 80701 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.021 411.346 0.0109511 0.0010996 81205.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.11 407.375 0.0117685 0.00180482 80291.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.972 402.79 0.011863 0.00130338 75760.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.106 398.185 0.012468 0.00126528 71411.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.574 394.107 0.011365 0.001133 78186.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.083 390.108 0.0111707 0.001126 79643.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.644 385.653 0.0109531 0.00111845 81345 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.29 381.432 0.010893 0.00112605 81908.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.765 376.91 0.0110624 0.00113814 80610.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.757 372.872 0.0116445 0.00111726 75993.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.252 369.303 0.0124165 0.00112433 70845.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.438 364.768 0.0110125 0.00107636 80513.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.034 360.563 0.0120337 0.00111677 73280.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.947 356.381 0.0118307 0.00125961 75678.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.653 352.741 0.0120394 0.00118467 73700.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.756 348.719 0.0121708 0.00133758 73846.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.809 345.049 0.0112352 0.00111651 79061.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.682 340.891 0.0115661 0.00117985 77025.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.695 337.398 0.0115301 0.00113532 76961.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.758 333.235 0.0117014 0.00114583 75789.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.987 329.254 0.0111838 0.0011676 79870.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.212 326.002 0.0109204 0.00109379 81411.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.365 322.307 0.0115807 0.00147482 79162.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.638 318.383 0.0131663 0.0015559 68904 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.693 315.488 0.0124491 0.00113895 70733 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.508 311.046 0.0122333 0.00118078 72381.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.376 307.839 0.0109887 0.0011367 81202.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.292 305.248 0.0114561 0.00120657 78052.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.535 300.694 0.0120361 0.00116967 73621 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.505 297.659 0.0109924 0.00108878 80778.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.211 294.23 0.0109022 0.00109487 81571.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.641 290.679 0.0109669 0.00110247 81099.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.173 287.169 0.0109584 0.00117412 81764.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.856 284.338 0.0114567 0.00109593 77214.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.449 280.637 0.0114302 0.00147733 80378.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.009 277.792 0.0116566 0.00127174 77035.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.05 274.972 0.011672 0.00126842 76896.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.551 271.153 0.0118868 0.0013322 75796.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.366 268.146 0.0119758 0.00121956 74375.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.978 264.9 0.0113994 0.00117692 78258.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.707 262.124 0.0108839 0.00107856 81588.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.749 259.202 0.0109625 0.00110012 81116 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.762 255.909 0.0111438 0.00116786 80192.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.817 253.138 0.0111692 0.00109855 79439.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.891 250.202 0.0112957 0.0011437 78802 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.624 247.138 0.0125295 0.00145121 72213.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.391 244.379 0.0111162 0.0010904 79794.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.519 241.506 0.011286 0.00112663 78745.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.581 239.126 0.0111285 0.00114941 80167.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.889 236.032 0.0126793 0.00179203 73480.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.974 233.325 0.0141478 0.00136651 62591.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.099 231.058 0.0112725 0.00111266 78741.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.339 227.938 0.0119971 0.00117213 73903 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.384 225.704 0.0120605 0.00159377 76432.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.817 222.964 0.0131551 0.00111764 66459.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.047 220.356 0.0109132 0.0010873 81417.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.429 218.023 0.0112955 0.00114123 78784.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.693 215.053 0.0121854 0.00118093 72697.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.099 212.483 0.0113008 0.00110576 78469.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.368 210.466 0.0114591 0.00113584 77495 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.96 208.096 0.0123103 0.00115565 71719.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.245 205.189 0.0109824 0.00113586 81246.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.675 202.65 0.0116057 0.00162481 80153.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.31 200.767 0.0113134 0.00130931 79967.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.674 198.237 0.0124486 0.0011186 70609.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.325 196.02 0.0110891 0.00117104 80661.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.901 193.484 0.0110741 0.0013217 82030.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.574 191.398 0.0120778 0.00141353 75016.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.122 189.745 0.0118345 0.00130789 75997.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.162 187.995 0.0112838 0.00113901 78858.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.514 184.634 0.0119936 0.0011849 74014.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.55 182.268 0.0111621 0.00112252 79684.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.939 180.486 0.0112048 0.00114946 79559.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.928 178.204 0.0112453 0.00112579 79055.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.905 177.544 0.0122764 0.00120719 72272.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.223 174.237 0.0121352 0.00171145 76747.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.139 171.824 0.0113643 0.00114161 78257.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.755 170.026 0.0116208 0.00142419 78457.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.778 167.88 0.0116886 0.00121714 76398.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.535 166.74 0.0115321 0.00111913 76827.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.599 163.86 0.013208 0.00170871 69569.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.095 162.128 0.0149724 0.00181748 60813.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.321 161.182 0.0139519 0.00122418 62854.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.081 158.771 0.0151093 0.00163836 59387.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.146 156.055 0.0128385 0.00137317 69775.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.437 154.372 0.0129572 0.00151501 69916.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.567 153.185 0.0142174 0.00169579 63889.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.216 150.986 0.0130798 0.00132914 68081.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.957 149.255 0.0115389 0.00114415 76962.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.248 147.252 0.0108424 0.00111044 82203.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.402 146.168 0.011639 0.00109551 75876.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.386 144.262 0.0115011 0.00115861 77350.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.547 142.575 0.0112082 0.001081 78995.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.763 140.645 0.0120924 0.00115186 73122.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.564 138.931 0.0113581 0.00109829 77974.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.639 137.413 0.0110424 0.00108555 80346.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.139 135.826 0.0112927 0.00110677 78539.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.315 133.857 0.0111595 0.00107426 79323.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.409 132.276 0.0107877 0.00106513 82282.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.628 130.556 0.0110698 0.00107328 80028 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.001 129.416 0.0113106 0.0011626 78832.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.271 127.734 0.0116327 0.00117809 76521 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.554 126.537 0.0111663 0.00113217 79728.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.94 124.797 0.010775 0.00106902 82423.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.005 123.49 0.011168 0.00108014 79303.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.515 121.402 0.0111432 0.00116381 80165.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.824 119.531 0.0151305 0.00153614 58847.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.343 118.409 0.0132454 0.0011573 66181 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.733 116.913 0.0110889 0.00114796 80475.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.222 115.631 0.0110313 0.00114902 80953.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.935 114.576 0.0117108 0.00166119 79604.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.374 114.373 0.0141051 0.00167449 64357.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.784 111.296 0.0139492 0.00174836 65569.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.979 110.002 0.014504 0.00126248 60416 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.375 108.669 0.0129419 0.00144925 69609.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.003 107.179 0.0140705 0.00117722 62048.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.204 105.817 0.0112214 0.00113023 79276.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.965 104.697 0.0110416 0.00109775 80451.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.454 103.936 0.0110186 0.00110187 80672.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.1 102.25 0.01105 0.00120576 81265.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.798 101.169 0.0108668 0.00107367 81689.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.453 99.9271 0.0108752 0.00107209 81607.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.079 98.4258 0.0108439 0.00107241 81871 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.698 97.0116 0.0108045 0.00107654 82237.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.376 95.9246 0.0112445 0.00115211 79268 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.225 95.1307 0.0111502 0.00110855 79668.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.55 94.0851 0.0109276 0.00108718 81297 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.493 92.1989 0.0107851 0.00107285 82370.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.903 90.9929 0.0108845 0.00110894 81836.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.787 89.8303 0.0109602 0.00107961 80966.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.547 88.9509 0.0108397 0.00108084 81976.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.209 87.5278 0.0108651 0.001084 81790.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.155 86.4288 0.0107995 0.00107491 82265.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8516 85.7078 0.0107973 0.00107472 82282.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.1331 84.887 0.0113629 0.00112444 78136.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.5262 83.5293 0.0108905 0.00109088 81636.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.4793 83.0298 0.0109004 0.00108346 81491.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.3188 81.4644 0.0111446 0.00120558 80490.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.1026 80.2073 0.0114406 0.00114569 77708 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.1721 79.7776 0.0112665 0.00113487 78961 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.3046 78.0335 0.0111609 0.00114205 79849.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8946 77.1255 0.0111432 0.00114131 79985.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.9885 76.2423 0.0112749 0.00117231 79187.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8881 75.1152 0.0110689 0.00111716 80387.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.986 74.9996 0.0113061 0.00111695 78515 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.7559 73.0974 0.0111055 0.00118145 80612.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6782 72.5866 0.0110693 0.00118625 80947.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.7582 71.4084 0.0111208 0.00114096 80161.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.8598 70.5667 0.0111161 0.00109938 79866.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6668 70.0394 0.0113315 0.00111447 78300.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.8942 68.9883 0.0110119 0.00111049 80797 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.1353 68.2698 0.01093 0.00107605 81185.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.3766 67.6719 0.011074 0.00111044 80292.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.0759 66.1325 0.0109777 0.00106577 80710.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0984 66.1122 0.0114913 0.00109853 76976.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.0954 64.2485 0.0114851 0.00110562 77075.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.1138 63.0949 0.0118284 0.00113744 74829.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.2343 62.9005 0.0120739 0.00112474 73065.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.5037 62.0989 0.0110982 0.00108033 79857.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.4895 60.7031 0.0109224 0.00107801 81264.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.5772 60.3131 0.0121683 0.00153064 75204.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.9586 59.2667 0.0159855 0.00173918 56154.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.177 59.1268 0.0145017 0.00114306 59886.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.4114 59.0653 0.0132102 0.00110934 66110.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7583 58.14 0.0112374 0.00110236 78934.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.5692 55.9803 0.0111361 0.00108658 79605.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.4344 55.1823 0.0111098 0.00111578 80048.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.7553 54.7395 0.01107 0.00114879 80635.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.095 53.9125 0.0113965 0.00117334 78253.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.3812 52.98 0.0113445 0.00113442 78354.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3567 52.3824 0.0112327 0.00109408 78905.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.6784 51.5578 0.0115067 0.00137697 78975.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.8747 51.2044 0.0125101 0.00122435 70885.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.0915 50.6889 0.0111638 0.00108794 79397.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.3989 49.4962 0.0120245 0.00142382 75466.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.5324 49.1354 0.011188 0.00114259 79638.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0596 48.3253 0.0112051 0.0010788 79002.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.156 47.6235 0.0113772 0.00111239 77936 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.3929 46.912 0.0113876 0.00108963 77685.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.7978 46.5813 0.0110264 0.00109805 80577.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.18 46.0189 0.0112011 0.00109325 79146.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.3773 45.0706 0.0115238 0.0014893 79725.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.6011 44.2287 0.0115183 0.00108415 76671.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.9132 43.6964 0.0117158 0.00108691 75266.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.3933 43.1673 0.0109268 0.00108847 81314.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.7665 42.5556 0.0110967 0.00117789 80654.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1349 42.1271 0.0110514 0.00111779 80535.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.531 41.4782 0.0113425 0.00112085 78265.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.7706 40.8392 0.0109634 0.00110259 81129.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.2887 40.8199 0.0111707 0.00112619 79645.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.6562 39.9056 0.0109158 0.00107746 81314.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.1163 38.8963 0.0108396 0.00108198 81987.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.3464 38.6241 0.0108321 0.00107777 82015 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.7527 37.9602 0.01093 0.00106996 81135.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1081 37.6436 0.011017 0.00115556 81124.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.6115 36.9555 0.0117145 0.00133699 77089.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.1609 36.6051 0.016605 0.00179589 54020.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5404 35.9204 0.0167149 0.00179835 53631.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.9186 35.4052 0.0130291 0.00136239 68571.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4107 34.7329 0.0113447 0.0013738 80233.2 0
: 648 | 45.0268 35.1661 0.0111504 0.00103218 79065.7 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.3281 33.6247 0.0109348 0.00109753 81323.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.5514 33.548 0.010829 0.0010924 82164.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.239 32.9035 0.0108688 0.00108061 81731.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.548 32.3409 0.0111607 0.00114611 79883.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2646 31.8206 0.0109859 0.00111028 81007.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7036 31.4415 0.0109052 0.00106898 81332.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.0433 31.434 0.0109701 0.00107066 80812.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7095 30.5307 0.0109634 0.00110297 81132.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.1356 30.1984 0.010909 0.00109097 81483.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.6934 29.7121 0.0108376 0.00107074 81909.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.1963 29.1298 0.0108421 0.00107156 81878.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.7698 28.5793 0.0109278 0.00109154 81331.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.749 28.3753 0.0108189 0.00106827 82046 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.0133 27.8491 0.0107408 0.00106433 82675.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4274 27.5714 0.0114353 0.00114621 77752.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7807 26.8229 0.0110558 0.00109944 80350.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.478 26.7252 0.0109627 0.00109086 81038.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.011 26.3652 0.0109783 0.00108743 80882.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.5147 25.7705 0.010979 0.00110371 81010.1 0
: 668 | 35.1562 25.8394 0.0111007 0.00105434 79630.8 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.7751 25.3385 0.011596 0.0011056 76260.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5091 24.5241 0.0111507 0.00118089 80242.2 0
: 671 | 33.8682 25.4083 0.012034 0.00103045 72703.6 1
: 672 | 34.1436 24.692 0.0112376 0.00107915 78752.4 2
: 673 Minimum Test error found - save the configuration
: 673 | 33.8678 24.0184 0.0109919 0.00110431 80909.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7419 22.9739 0.0110058 0.00110111 80769.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.1735 22.8167 0.0110375 0.0011565 80963.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.8305 22.7356 0.0113774 0.00110184 77854.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.4576 22.1705 0.0110319 0.00115464 80993.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.0242 21.7492 0.0113609 0.00111013 78042.8 0
: 679 | 30.7273 22.4119 0.0112607 0.00119855 79506.1 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.3672 21.2552 0.0114028 0.00107994 77497.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1132 21.0587 0.0109378 0.00114148 81663.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6949 20.9543 0.0112718 0.00109917 78642.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2267 20.0526 0.0109766 0.00110265 81021.7 0
: 684 | 28.6744 20.2971 0.0111229 0.00104041 79345.5 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.2843 19.6381 0.0109545 0.00109009 81100 0
: 686 | 28.1962 19.6597 0.0108841 0.00104253 81288.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.0929 19.1236 0.0109515 0.0011112 81298.8 0
: 688 | 27.6263 19.1522 0.011685 0.00114106 75873 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.3106 18.8957 0.0110533 0.00115675 80836.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7711 18.0494 0.010938 0.00110436 81353.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.3504 17.9284 0.0109715 0.00108275 80900.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.1457 17.5189 0.0109687 0.00111857 81217.2 0
: 693 | 26.5085 18.0691 0.0108171 0.00107448 82113.7 1
: 694 | 26.3066 17.6187 0.0112075 0.00105544 78801.7 2
: 695 Minimum Test error found - save the configuration
: 695 | 25.0549 16.9885 0.0111072 0.00109328 79888.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.8966 16.8566 0.0109787 0.00106956 80733.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2013 16.3051 0.010967 0.00110876 81150.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.909 16.2743 0.0108377 0.00106954 81898.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.5305 15.8498 0.0108759 0.00108919 81743.9 0
: 700 | 23.4068 16.247 0.0108884 0.00103121 81158.8 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.0653 15.4428 0.0111192 0.00110223 79864.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7925 15.2274 0.0112135 0.00107303 78892.1 0
: 703 | 22.3197 15.4146 0.0110622 0.00107569 80108.3 1
: 704 | 22.2755 15.2849 0.0110426 0.00118113 81124.2 2
: 705 Minimum Test error found - save the configuration
: 705 | 21.9999 14.5889 0.0110044 0.00107838 80596.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.4901 14.2203 0.0113285 0.00116229 78692.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.194 14.2059 0.0112802 0.00112625 78787.1 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.783 14.1749 0.0111801 0.00108984 79284.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5565 13.7629 0.0110755 0.00121098 81098.5 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.3241 13.6937 0.0112001 0.00113625 79492.8 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0969 13.3494 0.0109546 0.00114482 81551 0
: 712 | 19.9298 13.621 0.0115739 0.00127193 77655.4 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.694 13.3222 0.0128793 0.00119625 68475.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.4895 12.9256 0.0114606 0.00108635 77114.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.0321 12.7174 0.0115427 0.00164437 80821.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.812 12.5308 0.0119692 0.00116658 74056 0
: 717 | 18.5163 12.5921 0.012077 0.0011685 73337.2 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.4307 12.4795 0.0120565 0.00175493 77658.2 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.0434 12.0519 0.0117669 0.00108415 74887.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7183 11.9602 0.0118251 0.00111645 74705.7 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.5323 11.5909 0.0113433 0.00109937 78095.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3541 11.4745 0.0119571 0.00109682 73663.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.0331 11.4733 0.0124367 0.00108409 70468.2 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.1429 11.4593 0.0122952 0.00144144 73707 0
: 725 | 16.8042 11.4958 0.0123488 0.00150961 73806 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.5609 11.4309 0.0109638 0.0011383 81420.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.2764 11.1374 0.0111257 0.00112579 80000.9 0
: 728 | 16.0343 11.1458 0.0109757 0.00107101 80770.1 1
: 729 | 15.9723 11.1686 0.0112449 0.00116756 79386 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.6436 10.8173 0.0116505 0.00119918 76545.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4609 10.4235 0.0111311 0.00113943 80066.6 0
: 732 | 15.243 10.7367 0.0108625 0.0010294 81358.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.0884 10.1311 0.0109077 0.00109113 81494.7 0
: 734 | 15.0027 10.7916 0.0110921 0.00115429 80501 1
: 735 | 15.0284 10.4137 0.0111129 0.00103394 79373.7 2
: 736 | 14.5595 10.3667 0.0119263 0.00109941 73890.2 3
: 737 | 14.4076 10.4096 0.0111486 0.00105773 79280 4
: 738 Minimum Test error found - save the configuration
: 738 | 14.3519 9.46914 0.0113394 0.00108413 78008.6 0
: 739 | 14.009 9.63793 0.0129082 0.0010559 67497.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.7333 9.33606 0.0109306 0.00111826 81530.3 0
: 741 | 13.5859 9.37157 0.0127777 0.00152729 71108.3 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.292 9.16433 0.0120393 0.00114622 73441.4 0
: 743 | 13.1318 9.42426 0.0118154 0.00109078 74595 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.8326 8.91436 0.0120494 0.00111183 73142.6 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.8873 8.69637 0.0123524 0.00147282 73532.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6439 8.66178 0.0126929 0.00130072 70223.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4199 8.65467 0.0120087 0.00110577 73375 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.4545 8.39053 0.0113286 0.00113609 78489 0
: 749 | 12.3592 8.8508 0.0118117 0.00118337 75270.5 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.2606 8.27654 0.011965 0.00118858 74236.1 0
: 751 | 11.9055 8.33493 0.0114053 0.00144708 80335.7 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.9314 8.18907 0.0123337 0.00121599 71957.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.6019 7.82839 0.0115071 0.00120419 77647.9 0
: 754 | 11.2917 8.14853 0.0119728 0.00115576 73957.4 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.1998 7.66435 0.0115077 0.00113567 77130.6 0
: 756 | 11.1499 7.93279 0.0117224 0.00105179 74972.1 1
: 757 | 10.8824 7.94301 0.0109635 0.00105893 80770.6 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.7449 7.3405 0.0113409 0.00112304 78294.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.8749 7.0664 0.0112363 0.00112343 79107.5 0
: 760 | 10.5492 7.76348 0.011724 0.0011329 75535.2 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.438 7.02059 0.0116097 0.00108838 76036.2 0
: 762 | 10.2366 7.20304 0.0111262 0.00132709 81640.5 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.0538 6.53988 0.0111217 0.00110744 79886.1 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.0405 5.95723 0.0118209 0.00154199 77829.5 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.78975 5.93978 0.0110768 0.00108237 80044.4 0
: 766 | 9.81634 6.71169 0.010957 0.00103809 80654.3 1
: 767 | 9.52803 6.38164 0.0109131 0.00106626 81244.3 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.52971 5.6113 0.0135044 0.00112301 64612.9 0
: 769 | 9.46707 5.83528 0.0119627 0.00129133 74966.6 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.45636 5.45078 0.0114267 0.00124452 78569 0
: 771 | 9.08836 5.59107 0.0123818 0.00103024 70475 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.07438 4.92546 0.0111777 0.00108068 79231.1 0
: 773 | 8.84571 5.33595 0.0110444 0.00103336 79911.5 1
: 774 | 8.70919 5.25158 0.0133531 0.00173799 68876 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.64917 4.85572 0.0110246 0.00107157 80377.2 0
: 776 | 8.52656 5.49866 0.0107596 0.00103234 82242.8 1
: 777 | 8.48597 6.15442 0.0107995 0.00103089 81894.9 2
: 778 | 8.46296 5.23809 0.0109577 0.00105398 80777.5 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.12391 4.7203 0.011037 0.00107892 80336.7 0
: 780 | 8.00405 5.12054 0.0108395 0.00103064 81558.7 1
: 781 | 8.04057 5.20578 0.0107396 0.00102867 82381.2 2
: 782 | 7.95266 4.87707 0.0112299 0.00102998 78432.1 3
: 783 Minimum Test error found - save the configuration
: 783 | 8.02073 4.46114 0.0113153 0.0010793 78155.5 0
: 784 Minimum Test error found - save the configuration
: 784 | 8.03797 3.8472 0.0108096 0.00107622 82191.8 0
: 785 | 7.58572 5.49237 0.0108418 0.00105811 81769 1
: 786 | 7.55403 4.15571 0.0108966 0.00105601 81295.7 2
: 787 | 7.29374 4.97137 0.0116266 0.00120404 76756.6 3
: 788 Minimum Test error found - save the configuration
: 788 | 7.2881 3.29609 0.0118094 0.00126693 75883.5 0
: 789 | 7.24966 4.37718 0.0113676 0.00106902 77681 1
: 790 | 7.13914 3.66424 0.0115751 0.00124454 77440.3 2
: 791 | 7.23297 4.01271 0.012441 0.0010634 70313.5 3
: 792 | 6.87525 4.5059 0.011602 0.00109275 76123.6 4
: 793 | 6.88929 3.64517 0.0112513 0.00108389 78683.1 5
: 794 | 6.85491 3.53718 0.0136372 0.00172824 67176.1 6
: 795 Minimum Test error found - save the configuration
: 795 | 6.66748 2.73422 0.0143945 0.00109935 60172.5 0
: 796 | 6.67088 3.10043 0.0132644 0.00121978 66419.9 1
: 797 | 6.76572 3.93181 0.0111257 0.001041 79328.1 2
: 798 | 6.62549 3.63755 0.0108392 0.0010526 81744.4 3
: 799 | 6.45765 3.2588 0.0110055 0.00106196 80454.5 4
: 800 | 6.4154 2.79935 0.0109757 0.00105944 80675.7 5
: 801 | 6.2557 4.38645 0.0109106 0.00105777 81195.1 6
: 802 | 6.30263 4.1202 0.0109767 0.00107817 80820.5 7
: 803 | 6.19783 3.07198 0.0109416 0.00102857 80702.2 8
: 804 | 6.009 2.92815 0.0108058 0.00104339 81947.2 9
: 805 | 5.819 2.73591 0.0107839 0.00103528 82063.2 10
: 806 | 6.09521 2.74439 0.0107792 0.00102708 82033.1 11
: 807 | 6.05546 2.85554 0.0110686 0.00102959 79689.5 12
: 808 | 5.85882 3.09157 0.0111366 0.00105348 79340.3 13
: 809 | 5.63463 3.52223 0.0108878 0.00106881 81474.9 14
: 810 | 5.62994 2.86771 0.0109467 0.00102909 80664.5 15
: 811 Minimum Test error found - save the configuration
: 811 | 5.56887 2.58703 0.0108713 0.00107726 81682.3 0
: 812 | 5.55401 2.69784 0.0108716 0.00105962 81533.2 1
: 813 | 5.49191 2.92707 0.0108404 0.00103301 81571.6 2
: 814 | 5.38369 2.83069 0.0107998 0.00102611 81852.4 3
: 815 | 5.30521 3.00073 0.0108267 0.00102912 81652.9 4
: 816 Minimum Test error found - save the configuration
: 816 | 5.41896 2.36494 0.0112078 0.00111667 79277.7 0
: 817 Minimum Test error found - save the configuration
: 817 | 5.2019 2.31667 0.0113041 0.00115214 78802.4 0
: 818 Minimum Test error found - save the configuration
: 818 | 5.21867 2.2809 0.0113869 0.00106841 77530.6 0
: 819 | 4.94747 2.36339 0.0107378 0.00102745 82386.1 1
: 820 Minimum Test error found - save the configuration
: 820 | 4.99414 2.13661 0.0108463 0.00108004 81914.5 0
: 821 Minimum Test error found - save the configuration
: 821 | 4.93612 2.06687 0.0113895 0.00108387 77627.8 0
: 822 | 4.77822 2.20188 0.0116423 0.00103374 75410.7 1
: 823 | 4.89458 2.8298 0.0111303 0.00104053 79287.9 2
: 824 | 4.78663 2.07478 0.0110767 0.00105695 79842.5 3
: 825 Minimum Test error found - save the configuration
: 825 | 4.77806 1.70437 0.0111633 0.00108716 79395.9 0
: 826 | 4.71352 1.84449 0.0110939 0.00105954 79726.5 1
: 827 Minimum Test error found - save the configuration
: 827 | 4.6202 1.31105 0.0110693 0.00112352 80436.5 0
: 828 | 4.5031 2.36472 0.011496 0.00107576 76773.4 1
: 829 | 4.46234 2.23437 0.0113548 0.00106172 77721.9 2
: 830 | 4.42818 1.79488 0.0116272 0.00135136 77852.9 3
: 831 | 4.47684 2.14268 0.0112398 0.00106811 78649.7 4
: 832 | 4.41661 1.9813 0.0111411 0.00106641 79406.7 5
: 833 | 4.61712 2.25667 0.0114018 0.00116938 78182.6 6
: 834 | 4.70394 1.93727 0.0112636 0.00110003 78712.3 7
: 835 | 4.3486 1.86939 0.0120172 0.00109326 73233.4 8
: 836 | 4.26352 2.00508 0.0111045 0.00108427 79838.9 9
: 837 | 4.35984 1.49028 0.0112746 0.00105876 78309.8 10
: 838 | 4.1201 1.6421 0.0110044 0.00103543 80249.3 11
: 839 | 4.0936 1.56316 0.0109414 0.00102792 80698 12
: 840 | 4.13043 1.70001 0.0107798 0.00102949 82048.4 13
: 841 | 4.13177 1.65424 0.0131851 0.00172289 69794.3 14
: 842 Minimum Test error found - save the configuration
: 842 | 3.859 1.23962 0.0145893 0.00111336 59365.3 0
: 843 | 3.87402 1.44673 0.0107547 0.00102999 82265.1 1
: 844 | 3.89817 2.01231 0.0109995 0.00102926 80238.6 2
: 845 | 3.81293 1.65028 0.0108028 0.00103912 81936.3 3
: 846 | 3.80202 1.49775 0.0108822 0.00105008 81365.8 4
: 847 | 3.69199 1.81331 0.0108406 0.00104654 81682.1 5
: 848 | 3.72767 2.57327 0.0139224 0.00162769 65068.6 6
: 849 | 3.64739 1.54611 0.0157166 0.00159395 56646.6 7
: 850 | 3.56719 1.5826 0.0119999 0.00105176 73071.8 8
: 851 | 3.48709 1.61823 0.0107787 0.00103326 82089.5 9
: 852 | 3.57986 1.40632 0.0109275 0.0010311 80837.3 10
: 853 | 3.49462 2.0344 0.0114032 0.00105137 77280.9 11
: 854 | 3.61791 1.4375 0.011028 0.0010325 80036.2 12
: 855 | 3.56083 1.51797 0.0112579 0.0011272 78967.6 13
: 856 | 3.5687 1.7027 0.0111163 0.0010652 79593.5 14
: 857 | 3.35523 1.64052 0.0115036 0.0010555 76568.9 15
: 858 | 3.30807 1.48478 0.0114589 0.00108603 77124.2 16
: 859 | 3.25358 2.11224 0.0113073 0.0010695 78141.5 17
: 860 | 3.12646 1.89059 0.0122624 0.00131375 73068.1 18
: 861 | 3.13605 1.59527 0.0110961 0.00105587 79679.2 19
: 862 | 3.19322 1.90231 0.0109907 0.0010355 80359.7 20
: 863 | 3.24382 1.96579 0.0108672 0.00103216 81342.2 21
:
: Elapsed time for training with 1000 events: 10.1 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: 0.0121 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: 0.886 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.179 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= 3.27594e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05218e+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: 0.0438 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: 0.0378 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: 0.00135 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: 0.113 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: 1.04 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: 0.0266 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00442 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: 0.0395 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00505 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: 0.00229 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000371 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: 0.103 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 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: 1 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 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 : -0.882 -0.180 5.27 1.56 | 3.223 3.224
: 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 : -0.203 -0.0664 1.76 1.08 | 3.364 3.353
: 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.