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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:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3765
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:72
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:1174
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: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00241 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: 0.000707 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 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: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000396 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 = 31511.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33044.9 31112.5 0.0102286 0.00102356 86909.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32529.2 30493.3 0.010279 0.00106248 86801 0
: 3 Minimum Test error found - save the configuration
: 3 | 31774.2 29827.4 0.010453 0.00104783 85059.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31047.5 29220.9 0.0104902 0.00104037 84657.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30338.1 28532.1 0.0104782 0.00103394 84707.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29534.6 27630.7 0.0104136 0.0010437 85379.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28780.6 26958.9 0.0103326 0.00100848 85798.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28309.4 26569.3 0.0102215 0.00100311 86782.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27952.9 26241.5 0.0102395 0.00100349 86617.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27625 25946 0.010177 0.00100074 87181.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27322.9 25665.5 0.0102531 0.00100444 86499.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27036.7 25393.7 0.0103539 0.00103637 85859.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26756.3 25134.6 0.0102782 0.00101354 86349.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26488.5 24881.3 0.0101957 0.000997927 86977.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26226.5 24634.5 0.010202 0.000995517 86895.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25972.3 24391.4 0.0101772 0.000995747 87132.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25722.6 24153.4 0.0101892 0.00101124 87165.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25474.4 23924.1 0.0103752 0.00101155 85436.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25237.2 23694.1 0.0102245 0.00100937 86813.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24998.9 23470.6 0.0102159 0.00100159 86821.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24767.1 23249.2 0.0101865 0.00100072 87091.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24536.1 23033.9 0.0102309 0.00102505 86901.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24312.6 22818.3 0.0103004 0.00102209 86222.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24089.7 22606.5 0.0102017 0.00100197 86959.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 23868.6 22399.7 0.0102329 0.00100328 86677.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23652.4 22194.7 0.0101947 0.00100066 87013.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23438.6 21992.1 0.0102211 0.00100375 86792.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23226.1 21793.7 0.0102249 0.00100212 86741.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23018.5 21595.9 0.010937 0.00103263 80772.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22813.6 21398.5 0.0102745 0.00100509 86305.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22606.5 21207.9 0.0102096 0.000999437 86860.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22406.7 21016.9 0.0104466 0.00104823 85121.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22207.4 20828.1 0.0102786 0.00102787 86479.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22010.1 20641.6 0.0102343 0.00100624 86691.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21816.7 20455.1 0.010234 0.0010153 86780.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21619.7 20276.8 0.0107289 0.00142318 85968.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21431.5 20096.4 0.010653 0.00107471 83522.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21242.9 19917.8 0.0108299 0.00128634 83826.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21056.4 19740.9 0.0105812 0.00102324 83700.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20869.8 19568.6 0.0103467 0.00101549 85733.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20688.3 19396 0.0102866 0.00100691 86209.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20506.5 19226.5 0.0103111 0.00101215 86031.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20331.3 19053.5 0.0102696 0.00102734 86558.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20151.2 18886.8 0.0102857 0.00101168 86262.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19974.3 18724.3 0.01032 0.00100858 85915.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19802.3 18561.1 0.0102353 0.00100336 86655.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19631.3 18398.4 0.0102801 0.0010138 86334.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19461.2 18237.4 0.0102563 0.00100508 86475 0
: 49 Minimum Test error found - save the configuration
: 49 | 19291.3 18080.4 0.0103036 0.00102749 86242.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19125.8 17922.7 0.0102758 0.00101037 86342.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18958.5 17768.5 0.0102764 0.00100909 86324.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18796.8 17605.7 0.0104956 0.00102707 84490.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18626 17448.8 0.0103541 0.00104119 85902.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18461.7 17300.3 0.0103392 0.0010165 85811.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18301.9 17145.4 0.0103352 0.00101881 85869.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18139.6 16993.3 0.0103172 0.00101739 86023.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17983.8 16843.1 0.0103283 0.00101849 85931 0
: 58 Minimum Test error found - save the configuration
: 58 | 17821 16693.2 0.0103355 0.00102353 85911.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17673.1 16546.7 0.0104101 0.00102486 85240.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17515.1 16407.1 0.0103544 0.0010267 85766.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17356.5 16248.7 0.0104317 0.00105884 85352.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17206.7 16099.9 0.0104026 0.00102408 85301.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17049.8 15953.5 0.0104497 0.001061 85208.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16898.3 15806.2 0.0104447 0.00103268 84997.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16745.7 15663.2 0.0104149 0.00104426 85373.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16596.4 15520.3 0.0104214 0.0010444 85315.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16451.2 15378 0.0104835 0.00105421 84841.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16301 15242.6 0.0105211 0.0010647 84598.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16158.9 15102.3 0.0104716 0.00103512 84777.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16013.1 14965.4 0.0104352 0.00103288 85085.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15867.4 14829.1 0.0105153 0.00104038 84433.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15726.8 14692 0.010587 0.00104384 83829.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15581.9 14563.3 0.0105088 0.00105909 84658.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15444.2 14429.3 0.0104521 0.0010364 84964 0
: 75 Minimum Test error found - save the configuration
: 75 | 15305.4 14297.2 0.0104733 0.00104098 84814.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15167.3 14165.6 0.0104756 0.00105059 84880.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15030.1 14036.5 0.0105058 0.00104199 84532.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14892.2 13910.1 0.010507 0.00104555 84553.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14759.6 13782 0.0104424 0.0010391 85076.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14626.2 13655.8 0.0105483 0.00106615 84368.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14494.7 13531.4 0.0105083 0.0010441 84529.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14364 13406.5 0.0105419 0.00104275 84217.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14233.4 13284.9 0.0105168 0.00105867 84582.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14106.1 13163.8 0.0105005 0.00104414 84599 0
: 85 Minimum Test error found - save the configuration
: 85 | 13977 13045.9 0.0104699 0.0010381 84819 0
: 86 Minimum Test error found - save the configuration
: 86 | 13853.8 12924.7 0.010573 0.00106715 84158.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13728.1 12807.6 0.0104866 0.00104447 84726.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13605.1 12689.4 0.0104964 0.00103752 84576.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13481.5 12574.1 0.0104792 0.00103889 84743 0
: 90 Minimum Test error found - save the configuration
: 90 | 13361.1 12458.5 0.0105458 0.00104729 84224.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13239.3 12346.7 0.0105304 0.00105005 84384.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13120.3 12235 0.0106912 0.00108706 83297.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13003.4 12122.8 0.0106496 0.00104977 83334.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12885.1 12012.8 0.0104999 0.00103803 84550 0
: 95 Minimum Test error found - save the configuration
: 95 | 12769.2 11903.7 0.010535 0.00106795 84504 0
: 96 Minimum Test error found - save the configuration
: 96 | 12653 11797.3 0.0105011 0.00103982 84554.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12539.8 11690.3 0.0105542 0.00106439 84300.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12427.1 11583.7 0.010545 0.00109192 84628.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12317.3 11474.9 0.0105112 0.00104823 84539.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12203.4 11371.1 0.0105916 0.0010573 83907.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12091.1 11271.6 0.010553 0.00104628 84150.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11986.7 11166.3 0.0105565 0.00106821 84314.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11876.7 11064.2 0.0105238 0.00104489 84398.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11768.9 10964.1 0.010538 0.00104117 84239.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11661.7 10866.3 0.0105385 0.00106127 84412.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11557.8 10767.3 0.0105408 0.00104706 84266.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11454.3 10667.8 0.0105244 0.00104695 84411.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11348.8 10572.2 0.010547 0.00104589 84200.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11249.1 10473.3 0.0105753 0.00105083 83993.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11145 10378.9 0.0105472 0.00104679 84207 0
: 111 Minimum Test error found - save the configuration
: 111 | 11047.1 10281.6 0.0106687 0.00116577 84184.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10943.9 10189.6 0.0105793 0.0010635 84070.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10846.1 10096.9 0.0105488 0.00104601 84185.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10747.6 10005.5 0.0105341 0.00104554 84312.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10652.2 9912.39 0.0105542 0.0010471 84147.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10553.4 9823.42 0.0105715 0.00106724 84172.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10457.7 9735.63 0.0105656 0.00104818 84056.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10363.7 9647.34 0.0105833 0.00108301 84207.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10271.7 9557.11 0.0105647 0.00104935 84074.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10176.2 9471.25 0.0105415 0.00104404 84232.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10085.2 9384.1 0.0105421 0.00104812 84264.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 9993.07 9298.64 0.0105911 0.00106644 83992.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9903.23 9212.83 0.0105186 0.00104598 84453.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9812.89 9128.51 0.0105913 0.00106187 83950.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9723.32 9045.71 0.0105904 0.00104846 83840.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9634.7 8964.2 0.0105459 0.00105019 84248.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9548.43 8881.43 0.010553 0.00104734 84160.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9461.71 8799.44 0.0105888 0.00105296 83894.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9376.25 8717.42 0.0105664 0.00105956 84149.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9289.67 8638.11 0.0105462 0.00105269 84267.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9204.1 8561.34 0.0106933 0.00106423 83081.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9123.84 8480.05 0.0106122 0.00106809 83821.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9037.64 8404.11 0.0105643 0.00104879 84072.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8956.3 8327.67 0.010598 0.00104647 83756.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8875.9 8250.07 0.0105915 0.00105035 83847 0
: 136 Minimum Test error found - save the configuration
: 136 | 8795.19 8172.98 0.0105679 0.00104972 84050 0
: 137 Minimum Test error found - save the configuration
: 137 | 8713.74 8098.72 0.0106158 0.00107951 83890.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8634.63 8024.67 0.0105893 0.00106422 83988.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8556.64 7950.13 0.010619 0.00106173 83705.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8478.11 7877.15 0.0106161 0.00106529 83762.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8400.69 7805.05 0.010564 0.00105561 84135.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8324.07 7733.58 0.0106454 0.00107021 83549.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8248.44 7662.24 0.0105528 0.001048 84167.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8173.09 7591.67 0.0107066 0.0010835 83133.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8098.28 7522.1 0.0106043 0.00105187 83747.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8025.19 7451.85 0.0106475 0.00111437 83917.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7952.13 7381.97 0.0107045 0.00105833 82934.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7878.57 7314.1 0.0105961 0.00106669 83950.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7806.55 7246.99 0.0106125 0.00105441 83698.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7734.27 7181.93 0.0105784 0.00105196 83976.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7666.24 7113.42 0.0107093 0.00109534 83212.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7594.23 7048.36 0.0105964 0.00104936 83795.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7525.28 6983.47 0.010608 0.00106392 83821.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7455.78 6919.8 0.0105874 0.00105065 83886 0
: 155 Minimum Test error found - save the configuration
: 155 | 7388.64 6855.14 0.0106347 0.00105606 83519.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7320.4 6792.12 0.0106788 0.00105943 83165.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7252.84 6730.52 0.0106086 0.00105316 83721.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7188.24 6666.74 0.0106175 0.00105037 83620 0
: 159 Minimum Test error found - save the configuration
: 159 | 7122.15 6604.17 0.0105992 0.00106034 83867.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7055.73 6543.72 0.0105561 0.00105141 84168.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 6990.89 6484.27 0.010647 0.00107263 83556.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6929.06 6422.13 0.0106156 0.00105503 83676.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6863.57 6363.67 0.0106943 0.00106034 83039.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6801.4 6304.59 0.0106786 0.00105734 83149.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6738.76 6246.25 0.0106165 0.00105993 83711.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6677.23 6188.09 0.0106837 0.00105803 83111 0
: 167 Minimum Test error found - save the configuration
: 167 | 6615.29 6131.58 0.0106048 0.00105019 83729.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6555.87 6073.48 0.0106287 0.0010543 83555.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6493.36 6019.5 0.0106264 0.00105723 83601.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6436.1 5962.26 0.010733 0.0010635 82734.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6375.89 5907.19 0.0106791 0.00107782 83322.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6317.58 5852.74 0.0105974 0.00105351 83823.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6261.2 5795.97 0.010591 0.00105119 83859 0
: 174 Minimum Test error found - save the configuration
: 174 | 6200.58 5744.05 0.0105874 0.00105858 83955.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6146.2 5688.5 0.0107102 0.00106142 82912.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6087.3 5637.12 0.0106086 0.00105537 83741.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6032 5584.92 0.0106217 0.00105693 83640.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5977.46 5531.89 0.010979 0.00108035 80819.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5920.94 5481.36 0.0107239 0.0010737 82899.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5867.49 5430.03 0.0107347 0.00106305 82716.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5813.7 5378.78 0.0107075 0.00108637 83149.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5759.38 5329.01 0.0107181 0.00107144 82930 0
: 183 Minimum Test error found - save the configuration
: 183 | 5706.17 5279.89 0.0106368 0.00105951 83531 0
: 184 Minimum Test error found - save the configuration
: 184 | 5653 5231.93 0.0106824 0.00111598 83626 0
: 185 Minimum Test error found - save the configuration
: 185 | 5601.92 5182.94 0.0106874 0.00106512 83140 0
: 186 Minimum Test error found - save the configuration
: 186 | 5550.85 5133.23 0.0106354 0.00105831 83533 0
: 187 Minimum Test error found - save the configuration
: 187 | 5499.51 5084.45 0.0108331 0.00110288 82218 0
: 188 Minimum Test error found - save the configuration
: 188 | 5447.95 5037.63 0.0106338 0.00105606 83527.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5397.68 4990.75 0.0106382 0.00105848 83509.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5347.78 4945.06 0.0109489 0.00129995 82910.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5298.7 4898.91 0.0133193 0.00171163 68919.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5250.23 4852.98 0.0160666 0.00167013 55569 0
: 193 Minimum Test error found - save the configuration
: 193 | 5201.59 4807.16 0.0162612 0.00180398 55335.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5153.64 4762.3 0.0117991 0.0010876 74686 0
: 195 Minimum Test error found - save the configuration
: 195 | 5105.32 4719.13 0.0106326 0.00105917 83564.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5059.51 4674.14 0.0106006 0.00106547 83900.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5011.91 4630.65 0.0105859 0.00106052 83986.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4965.64 4587.89 0.0106114 0.00106106 83766.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4920.27 4545.09 0.0106823 0.00106617 83193.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4874.67 4503.06 0.0106146 0.00105355 83672.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4830.28 4460.79 0.0106136 0.00106001 83737.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4785.32 4419.77 0.0105729 0.00105523 84054.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4742.2 4377.18 0.0105922 0.0010547 83879.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4697.21 4337.18 0.0105859 0.0010601 83982.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4653.98 4297.09 0.0106104 0.00105338 83707.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4612.02 4256.27 0.010608 0.00105424 83736.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4568.25 4218.51 0.0106 0.0010565 83826.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4527.55 4178.29 0.0107369 0.00106443 82708.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4485.69 4139.01 0.0106556 0.0010911 83642.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4443.98 4100.72 0.010582 0.00105478 83969.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4403.15 4062.64 0.0106127 0.00105728 83721.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4362.85 4024.74 0.0105863 0.00105509 83934.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4323.06 3987 0.0106081 0.00106486 83829 0
: 214 Minimum Test error found - save the configuration
: 214 | 4283.26 3949.58 0.0105986 0.00105532 83828.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4243.53 3913.19 0.0105741 0.00105912 84077.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4205.7 3875.64 0.0105924 0.0010553 83883.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4165.37 3841.29 0.0106016 0.00105671 83814.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4128.21 3805.52 0.0106124 0.00107284 83861.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4090.63 3769.91 0.0106302 0.00105718 83567.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4053.37 3734.37 0.0106016 0.00105624 83810.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4015.88 3699.28 0.010676 0.00106403 83229.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3978.64 3665.69 0.010619 0.00105647 83659.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3943.63 3630.28 0.0105757 0.00105629 84039.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3906.06 3597.72 0.0105947 0.0010542 83852.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3871.52 3563.59 0.010611 0.00105931 83755.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3835.83 3530.57 0.0106083 0.00105352 83727.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3800.9 3497.34 0.010722 0.00107382 82916.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3765.68 3465.41 0.0106089 0.00107612 83920.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3731.24 3434.26 0.0105971 0.00106454 83922.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3697.93 3401.99 0.0105909 0.0010538 83882.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3664.64 3369.29 0.0106142 0.0010581 83716 0
: 232 Minimum Test error found - save the configuration
: 232 | 3630.63 3338.72 0.0106016 0.00105979 83841.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3598.43 3306.58 0.0105966 0.00105895 83877.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3565.15 3275.74 0.010592 0.00105372 83872.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3531.99 3246.42 0.0106113 0.0010539 83704.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3500.5 3216.37 0.010585 0.00105742 83966.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3468.95 3185.9 0.0105989 0.0010536 83811 0
: 238 Minimum Test error found - save the configuration
: 238 | 3436.93 3156.87 0.0106338 0.00107261 83671.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3406.98 3126.17 0.0106068 0.00105664 83768 0
: 240 Minimum Test error found - save the configuration
: 240 | 3374.4 3098.53 0.0105925 0.00105586 83887.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3344.46 3069.36 0.0105971 0.00105817 83866.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3314.33 3040.58 0.0106114 0.00105758 83736.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3283.91 3012.51 0.010706 0.00105807 82919.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3254.28 2984.56 0.0106658 0.00105816 83267.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3224.53 2956.6 0.0106106 0.00105642 83733.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3194.74 2929.86 0.0106264 0.00106675 83685.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3166.32 2902.76 0.0107079 0.00106742 82983 0
: 248 Minimum Test error found - save the configuration
: 248 | 3137.39 2876 0.0106274 0.00107397 83739.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3109.05 2849.47 0.0106252 0.00107881 83801.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3080.46 2823.46 0.0106147 0.00105802 83711.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3053.03 2797.33 0.0106016 0.00105647 83812.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3026.03 2770.05 0.0105976 0.00105481 83833.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 2997.55 2744.56 0.0106329 0.00105472 83523.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2970.8 2718.46 0.0106163 0.00105755 83692.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2942.98 2694.29 0.010602 0.00105477 83793.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2917.12 2669.35 0.0106194 0.00105691 83660.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2890.31 2644.53 0.0105978 0.00105727 83852.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2864.13 2620.44 0.0106584 0.00107257 83456.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2837.83 2596.96 0.0106127 0.0010549 83701.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2812.99 2572.52 0.0106015 0.00105324 83784.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2787.69 2548.37 0.0105946 0.00105348 83847.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2762.3 2524.3 0.010635 0.00105913 83543 0
: 263 Minimum Test error found - save the configuration
: 263 | 2736.92 2501.42 0.0106327 0.00105756 83549.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2712.28 2478.5 0.0106157 0.00105649 83689.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2688.07 2455.63 0.0106471 0.00106269 83469.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2663.1 2432.8 0.0106251 0.0010532 83577.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2639.67 2410.12 0.010734 0.00107848 82854.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2615.35 2387.66 0.0106201 0.0010612 83692 0
: 269 Minimum Test error found - save the configuration
: 269 | 2591.14 2367.02 0.0105825 0.00105755 83989.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2568.99 2343.99 0.0106147 0.00106109 83737.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2545.41 2322.33 0.0105942 0.00105554 83869.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2522.13 2300.82 0.0106133 0.00105993 83740.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2498.44 2280.37 0.0106209 0.00105539 83633.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2476.53 2259.26 0.0106077 0.00105295 83727.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2454.09 2238.1 0.0111964 0.00106053 78927.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2431.41 2217.78 0.010634 0.00105309 83499.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2409.12 2198.02 0.0110475 0.00137182 82681.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2387.56 2177.78 0.0142566 0.00167779 63599.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2366.41 2156.91 0.0126609 0.00107045 69022.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2344.34 2137.17 0.0106295 0.00105656 83568.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2322.68 2118.04 0.0106043 0.00105913 83811.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2301.43 2098.87 0.0106371 0.00105568 83495 0
: 283 Minimum Test error found - save the configuration
: 283 | 2280.71 2079.33 0.0106473 0.00105606 83409.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2259.62 2060.19 0.0105982 0.00105111 83795.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2239.18 2041.23 0.0109899 0.00113865 81207.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2218.6 2022.33 0.0106401 0.00107345 83624 0
: 287 Minimum Test error found - save the configuration
: 287 | 2198.33 2003.66 0.0106117 0.00106276 83778.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2177.85 1985.59 0.0106639 0.00105625 83267.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2157.53 1967.86 0.0106412 0.00105668 83468.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2138.35 1949.24 0.0106041 0.00106138 83833.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2117.95 1932.15 0.0106026 0.0010568 83806.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2099.45 1913.28 0.0106017 0.00105279 83779.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2079.04 1896.27 0.0107061 0.00113606 83594.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2059.99 1879.16 0.0106565 0.00105811 83347 0
: 295 Minimum Test error found - save the configuration
: 295 | 2041.28 1861.42 0.0106144 0.00105782 83712.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2022.35 1844.19 0.0106508 0.00107113 83510 0
: 297 Minimum Test error found - save the configuration
: 297 | 2003.08 1827.69 0.0106379 0.00105619 83492.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1984.87 1811.68 0.0106411 0.00106644 83553.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1966.44 1794.57 0.0106127 0.00105388 83692.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1948.53 1777.68 0.0106434 0.00105488 83432.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1930.2 1761.24 0.0106026 0.00106112 83844.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1911.74 1746.54 0.0106147 0.00105538 83688.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.39 1729.77 0.0106579 0.00106044 83355 0
: 304 Minimum Test error found - save the configuration
: 304 | 1876.25 1713.82 0.0106332 0.0010544 83517.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1859.02 1697.82 0.0107371 0.00106042 82673 0
: 306 Minimum Test error found - save the configuration
: 306 | 1841.56 1681.98 0.0106304 0.00107433 83716.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1823.91 1666.72 0.0106427 0.00107329 83600.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1806.77 1651.81 0.0106153 0.00105656 83693.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1789.72 1637.06 0.0106314 0.00105733 83558.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1773.73 1621.22 0.0106045 0.00105725 83793.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1756.23 1606.77 0.0106336 0.00105834 83548.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1740.17 1592.07 0.010622 0.00105478 83619.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1723.34 1577.55 0.0105975 0.00106359 83911.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.25 1562.89 0.0106216 0.00105833 83653.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1690.73 1548.78 0.0107487 0.00106445 82608 0
: 316 Minimum Test error found - save the configuration
: 316 | 1675.03 1535.19 0.0106756 0.00107828 83356.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.37 1520.38 0.0106237 0.00106001 83649.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1643.01 1506.71 0.0106192 0.00106089 83696.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1627.84 1492.37 0.0106391 0.00105998 83514.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1611.7 1479.31 0.0106522 0.00105578 83364 0
: 321 Minimum Test error found - save the configuration
: 321 | 1596.53 1465.97 0.0106335 0.00105676 83535.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1581.39 1452.68 0.0106239 0.00105549 83608.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1566.44 1439.36 0.0106168 0.00105203 83640.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.57 1425.75 0.0106274 0.00105629 83584.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1536.79 1412.38 0.0107471 0.00108312 82781.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1521.59 1399.67 0.0106642 0.00105698 83270.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1507.85 1386.18 0.0106305 0.00105641 83559 0
: 328 Minimum Test error found - save the configuration
: 328 | 1492.53 1374.5 0.0106412 0.00105561 83458.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1479.48 1361.78 0.0106448 0.00105561 83427.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.88 1348.39 0.0106128 0.00105692 83718.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1450.04 1336.27 0.010631 0.00105363 83530.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1437.32 1323.17 0.0106288 0.00106433 83642.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1422.38 1311.48 0.010613 0.00105753 83722 0
: 334 Minimum Test error found - save the configuration
: 334 | 1408.84 1299.37 0.010674 0.00105711 83186.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1395.35 1287.29 0.0106845 0.00107977 83292.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1381.6 1275.78 0.0106564 0.00106572 83414.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1368.79 1263.69 0.0106255 0.00105384 83579.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1355.25 1252.33 0.0106289 0.00105737 83580.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.76 1240.23 0.0106249 0.00105839 83625.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.31 1228.56 0.0106549 0.00105823 83361.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1316.48 1217.07 0.0106196 0.00105497 83641.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1303.88 1205.75 0.010637 0.00106264 83556.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.62 1194.2 0.0106462 0.00105791 83434.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1278.81 1182.89 0.010761 0.00107193 82567.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.33 1172.31 0.0106452 0.00108197 83654 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.27 1161.25 0.0106267 0.00105359 83567.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1241.81 1150.52 0.0106137 0.00105308 83676.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1229.85 1139.73 0.0106219 0.00105563 83626.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.52 1128.69 0.010651 0.00105824 83396.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.3 1118.03 0.0106421 0.00105981 83487.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.33 1107.81 0.0106318 0.00106468 83619.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.11 1097.58 0.0106257 0.00106302 83658.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1171.79 1086.9 0.0106248 0.00105483 83595.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.16 1077.12 0.0106238 0.00105205 83579.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1148.78 1067 0.0106807 0.00108016 83328.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.22 1056.17 0.0106269 0.00105811 83604.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1126.31 1046.85 0.0106283 0.00105597 83574.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1115.84 1036.61 0.0106164 0.00105882 83702.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1104.79 1026.85 0.0106337 0.00105745 83540.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.16 1017.33 0.0106367 0.00105635 83503.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.43 1007.62 0.0106007 0.00105378 83796.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1072.65 998.235 0.0106609 0.00108113 83509.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.51 988.927 0.0106284 0.00106376 83641 0
: 364 Minimum Test error found - save the configuration
: 364 | 1051.97 980.069 0.0107482 0.00108248 82766.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.86 970.06 0.0106193 0.00105579 83651.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1031.64 960.269 0.0106229 0.0010678 83724.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.28 951.534 0.0105921 0.00105351 83870.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1011.66 941.88 0.0106078 0.00105219 83720.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1001.69 932.805 0.0107057 0.00106753 83003.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 991.694 923.911 0.0106115 0.00105745 83734.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.839 915.118 0.0106352 0.00106475 83590.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.342 906.174 0.0106432 0.00105993 83478.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 962.984 897.421 0.0106189 0.00105725 83667.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.183 888.973 0.0107131 0.00107382 82993.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.259 879.988 0.0106033 0.00105461 83780.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.394 872.049 0.010644 0.0010555 83433.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 925.236 863.797 0.0106417 0.00105652 83462.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.653 855.274 0.0106436 0.00105344 83418.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.51 846.998 0.0106433 0.00105951 83474.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.321 838.611 0.0106332 0.00105926 83560.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.594 830.07 0.0107079 0.00106408 82954.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 880.309 822.794 0.01066 0.00105704 83308 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.111 814.238 0.0107349 0.0010648 82729.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.163 806.466 0.0106344 0.00107107 83653.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.82 798.556 0.0106151 0.00105354 83668.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.366 790.356 0.0106106 0.00105102 83685.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.851 782.863 0.0105985 0.00105681 83842.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.561 774.791 0.0106339 0.00105902 83552.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.363 767.114 0.0106091 0.00105912 83769.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.863 759.435 0.0106143 0.00105631 83699.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 804.907 752.524 0.0106979 0.00105938 82999.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.127 744.663 0.0105931 0.00105156 83843.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.719 737.68 0.0106225 0.00105529 83618.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.44 730.119 0.0106886 0.00107364 83204 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.343 722.4 0.0105921 0.00105527 83885.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.485 715.719 0.0106325 0.00105735 83549.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.182 708.567 0.0106254 0.00106439 83673.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.092 701.056 0.0106238 0.00105436 83599.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.623 694.031 0.0106385 0.00105583 83484 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.141 687.032 0.0106943 0.00106951 83118.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.993 679.893 0.0106207 0.00105494 83631.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.325 672.884 0.010633 0.00105149 83493.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.245 666.142 0.0107689 0.00110312 82765.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.847 660.259 0.0105944 0.00105557 83867.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.906 653.459 0.0106462 0.00105984 83451.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.987 646.763 0.0106136 0.0010629 83763.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.716 640.206 0.010625 0.00105592 83602.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.813 633.896 0.0106285 0.00105378 83553.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.992 627.102 0.0105991 0.00105299 83804.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.052 620.702 0.0106224 0.00105269 83597.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.664 613.896 0.0106566 0.00105673 83334.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.474 607.921 0.0106283 0.00105857 83597.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.023 601.761 0.0106927 0.00107295 83162.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.722 595.253 0.0106507 0.00105659 83384.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.219 588.886 0.0106301 0.00105688 83566.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.646 582.897 0.0106492 0.00105532 83386.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.48 576.492 0.0106509 0.00106307 83438.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.751 570.927 0.0106361 0.00105503 83497.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.356 565.678 0.0106416 0.00106151 83506.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.554 559.079 0.0106458 0.00106697 83517.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.091 553.031 0.0106551 0.00105786 83357.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.918 547.536 0.0108103 0.00107991 82217 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.32 542.017 0.0106548 0.0010708 83472.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.444 535.853 0.0106757 0.00106717 83259.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.294 530.293 0.0106416 0.00105403 83441.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.039 524.254 0.0106652 0.00105708 83263.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.072 519.342 0.0106675 0.00105966 83264.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.81 513.596 0.0106474 0.00106109 83452.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.856 508.126 0.0106645 0.00106168 83308.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.068 503.241 0.0106217 0.00105633 83635.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.797 498.005 0.0106424 0.00105171 83414.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.919 492.343 0.0106934 0.00106603 83096.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.885 487.401 0.0106421 0.00106814 83560 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.223 482.084 0.0106644 0.00105798 83277.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.825 476.406 0.0106641 0.00105514 83255.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.354 471.727 0.0106532 0.00106231 83412.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.413 466.158 0.0106751 0.00106068 83208 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.992 461.273 0.0106629 0.00105616 83274.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.683 456.599 0.0106317 0.00105288 83517.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.45 451.959 0.0106365 0.00105596 83502.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.658 446.98 0.0106191 0.00105313 83629.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.625 441.591 0.0107782 0.00110002 82660.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.235 437.382 0.0106284 0.00105735 83585.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.781 432.917 0.0106354 0.00106177 83563 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.686 427.757 0.0106275 0.00105796 83598.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.019 423.339 0.01064 0.00105419 83456.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.979 418.426 0.0106455 0.00105684 83431.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.36 414.125 0.0106326 0.00105646 83540.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.679 409.354 0.0106275 0.00105238 83549.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.979 405.439 0.0106207 0.00105514 83633.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.253 401.023 0.0106677 0.00106036 83269.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.036 395.785 0.0106984 0.00108281 83198.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.315 391.808 0.0106486 0.00106306 83458.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.906 387.961 0.0106348 0.00105613 83519.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.065 383.216 0.0106378 0.00105361 83471 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.136 378.673 0.0106254 0.00105491 83590.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.581 374.359 0.0106388 0.0010549 83473.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.304 370.924 0.0106483 0.00105675 83406.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.488 367.01 0.0106173 0.00105847 83691.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.435 362.457 0.0106581 0.001056 83315.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.668 358.596 0.0107808 0.00108602 82518.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.755 354.413 0.0106371 0.00107085 83627.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.663 350.77 0.0106505 0.00105634 83383.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.388 346.973 0.0106223 0.00105231 83594.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.691 342.91 0.0106158 0.00105342 83661.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.811 339.297 0.0106417 0.00105856 83479.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.597 335.323 0.0106366 0.00106405 83572.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.105 331.599 0.0106268 0.00106014 83624.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.049 327.719 0.010665 0.00105766 83269.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.171 323.91 0.0106831 0.00106195 83150 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.224 320.521 0.0106391 0.00105301 83454.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.661 316.745 0.0106976 0.00106992 83094 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.822 313.267 0.0106194 0.00106059 83692.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.513 309.657 0.0106223 0.00105612 83628.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.734 306.157 0.0107199 0.00107678 82960.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.164 302.54 0.0106725 0.00106485 83266.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.689 299.021 0.0106995 0.001057 82966.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.23 295.797 0.0106414 0.00105551 83456.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.438 292.568 0.0106439 0.00106436 83511.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.152 289.278 0.0106219 0.00105193 83594.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.379 286.05 0.0108002 0.00108871 82376.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.47 282.565 0.0106311 0.00105765 83564.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.563 279.579 0.0106338 0.00105702 83535.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.272 276.128 0.0107604 0.00108917 82719.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.909 272.854 0.0106716 0.00105653 83203.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.914 269.455 0.0106362 0.00105408 83489.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.573 266.422 0.0106367 0.0010531 83476.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.376 263.676 0.010698 0.00105274 82941.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.392 260.241 0.0106499 0.00105828 83406.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.729 257.753 0.0106647 0.00106893 83370.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.074 254.782 0.0106741 0.00107011 83298.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.776 251.422 0.0106092 0.00105825 83761 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.715 248.614 0.0106364 0.0010527 83475 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.835 245.92 0.0106851 0.00105371 83061.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.789 243.051 0.010614 0.00105498 83690.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.985 240.668 0.0106326 0.00105414 83521 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.062 237.426 0.0106241 0.00105948 83641.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.522 235.273 0.010611 0.00105524 83719.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.433 231.615 0.0106679 0.0010575 83243.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.516 229.25 0.010736 0.00107825 82834.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.596 226.927 0.0106489 0.00107168 83531.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.86 223.751 0.0106414 0.00105182 83423.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.179 221.879 0.0107197 0.00105707 82792.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.699 218.908 0.0106326 0.00105918 83564.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.867 216.391 0.0107269 0.00106282 82781.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.105 213.879 0.0108066 0.00109974 82416 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.726 211.276 0.0115708 0.00116111 76851.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.995 208.324 0.0110791 0.00105992 79846.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.154 206.064 0.010654 0.00106749 83450.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.812 203.687 0.0106622 0.00105292 83252.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.092 201.226 0.0107271 0.00108586 82976.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.562 199.214 0.0106457 0.00105745 83435.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.481 196.914 0.0107315 0.00109408 83009.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.819 194.705 0.01068 0.00105801 83142.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.627 191.881 0.0106761 0.00107263 83302.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.924 189.966 0.0106729 0.0010572 83196.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.572 187.698 0.0106969 0.00105863 83002.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.363 185.047 0.0106637 0.00105822 83285.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.993 183.372 0.0106503 0.00105521 83375.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.767 181.681 0.0107819 0.00107893 82448.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.667 179.226 0.0106516 0.00106394 83440.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.265 177.181 0.0106246 0.0010563 83609 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.254 175.099 0.0106475 0.00105692 83415.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.711 173.032 0.0106332 0.00105411 83515 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.509 170.552 0.0107099 0.00108152 83087.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.494 168.32 0.0106557 0.00105509 83327.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.311 166.319 0.0106208 0.00105277 83611.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.033 164.926 0.0106609 0.00105343 83268.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.334 162.917 0.0107043 0.00105933 82944.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.102 160.685 0.0106825 0.00108325 83340.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.85 158.685 0.0106622 0.0010629 83339.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.743 157.25 0.0106504 0.00105671 83388.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.656 155.042 0.0106187 0.00105356 83636.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.825 153.615 0.0106992 0.00106073 83000.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.908 151.643 0.0106536 0.00105294 83327.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.69 149.467 0.0106199 0.00105409 83631.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.825 148.319 0.0106507 0.00106567 83463.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.821 146.274 0.0106573 0.0010584 83343.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.013 144.797 0.0107435 0.00107124 82710.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.171 143.046 0.0107265 0.00106465 82799.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.42 141.21 0.0107641 0.00106201 82456.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.319 139.593 0.0106519 0.00105704 83378.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.736 137.931 0.0106623 0.0010563 83281.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.887 136.098 0.0106321 0.00105548 83536.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.13 134.657 0.0106527 0.00108258 83593.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.268 133.455 0.0106441 0.00105495 83427.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.309 131.417 0.0106465 0.00105827 83435.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.552 130.554 0.0106551 0.00106794 83444.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.858 129.371 0.0106275 0.0010537 83560.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.067 127.109 0.0106643 0.00107538 83429.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.49 125.227 0.010661 0.00105499 83281.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.855 124.341 0.0106973 0.00105997 83010.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.279 122.951 0.0106379 0.00105892 83516.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.382 121.274 0.0106287 0.0010554 83566.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.839 119.908 0.0106411 0.00105809 83481.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.531 118.433 0.0106708 0.00105554 83201.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.731 116.631 0.0106271 0.00105178 83548.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.013 115.863 0.010624 0.00105427 83596.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.755 114.322 0.0107637 0.00107871 82601.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.892 113.039 0.0106668 0.00106603 83326.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.6 111.019 0.0106337 0.001058 83544.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.015 110.848 0.0106498 0.0010704 83512.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.51 108.71 0.010632 0.00105678 83548.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.854 107.821 0.0106528 0.00105451 83348.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.48 106.336 0.0106486 0.00105485 83387.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.975 105.324 0.0106433 0.00106282 83502.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.594 103.774 0.0106362 0.00105202 83470.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.274 102.778 0.0106592 0.00105853 83327.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.712 101.558 0.0106872 0.00108069 83276.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.759 100.111 0.010673 0.00106169 83235.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.147 98.7457 0.0106623 0.0010598 83311.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.754 97.7212 0.010706 0.00105852 82923.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.447 96.9192 0.0106425 0.00105644 83454.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.179 94.8744 0.0106442 0.00106433 83508.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.04 93.872 0.0106228 0.00105928 83650.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.572 92.9127 0.0107112 0.00106206 82909.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.385 91.6564 0.0106467 0.00107438 83573.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.873 90.8219 0.0107928 0.00106976 82278.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.947 89.2741 0.0106819 0.00107708 83291.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.573 87.9332 0.0106404 0.00105596 83468.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.372 87.1914 0.0106381 0.00107633 83666.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.0531 85.9589 0.0106364 0.00105477 83492.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.9224 84.4862 0.0106451 0.00106124 83473.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.7584 83.5778 0.0106149 0.00105972 83724.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.6893 83.2065 0.0106348 0.00105769 83532.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.4548 81.541 0.0106412 0.00106211 83514.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.8207 80.478 0.0107446 0.00111302 83060.5 0
: 588 | 92.3224 80.4968 0.0106205 0.00102762 83395.1 1
: 589 Minimum Test error found - save the configuration
: 589 | 91.1239 78.8567 0.0108936 0.00108743 81581.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1688 77.4452 0.010681 0.00105712 83126.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8977 76.4038 0.01085 0.00108872 81956.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9721 75.5471 0.0106905 0.00106448 83108.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.1621 74.8942 0.0106351 0.00105924 83543.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.1245 73.7262 0.0107161 0.0010869 83080.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9534 72.7528 0.0107379 0.00106955 82744.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.0247 72.25 0.0107425 0.00114963 83395.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1219 70.8497 0.0110096 0.00115981 81220.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.9187 69.8546 0.0106952 0.00107637 83170.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.973 68.9214 0.0106814 0.00107323 83262.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.1049 67.9916 0.010743 0.00106512 82662.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1447 66.9991 0.0106712 0.00105726 83212.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.115 66.3943 0.0106954 0.0010641 83062.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.215 65.4566 0.0106878 0.00107058 83183.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3606 64.5678 0.0108314 0.0011167 82349.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.4422 64.2348 0.0107263 0.00106022 82763.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.5464 62.6497 0.0107986 0.00108662 82372.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.6017 62.3365 0.010704 0.00109727 83274.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.8171 61.2516 0.0108084 0.00110315 82429.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.9418 60.2148 0.0107456 0.001086 82819 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.9442 59.6824 0.0106848 0.00106892 83196 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.2949 59.2372 0.0107215 0.00106813 82872.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5061 58.0316 0.0107981 0.00107878 82310.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.6608 57.6412 0.0107406 0.00106317 82666.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8694 57.0534 0.0108638 0.0010699 81683.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.8956 55.8725 0.0106848 0.00107155 83218.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.1704 55.2168 0.0107679 0.00106488 82448.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.2965 55.1332 0.0108301 0.00107063 81971.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7479 53.8987 0.0107325 0.00108661 82936.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.918 52.9825 0.0106757 0.00105917 83190.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3098 52.1196 0.0106342 0.00105572 83520.6 0
: 621 | 62.2814 52.1729 0.0106489 0.00102946 83165.1 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.6589 51.4113 0.0107303 0.0010705 82817.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0347 50.5211 0.010687 0.00107085 83193.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2066 49.6815 0.0106731 0.00107908 83385.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.6718 49.1385 0.010928 0.00114993 81815.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7295 47.9867 0.0108119 0.00107503 82162 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0914 47.2466 0.0107999 0.00107802 82288.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3027 47.1759 0.010691 0.00106141 83076.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.5017 46.2952 0.0107403 0.00106044 82645.9 0
: 630 | 56.1344 47.5174 0.0106981 0.00105948 82999.7 1
: 631 Minimum Test error found - save the configuration
: 631 | 55.5514 45.2559 0.0107334 0.00107766 82851.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6158 44.6836 0.0107106 0.00108259 83091 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.9159 43.7261 0.0107194 0.00110551 83212.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.2674 42.9719 0.0108826 0.00107655 81582 0
: 635 | 52.4784 43.0218 0.0107004 0.0010239 82674.7 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.9057 42.3443 0.0107732 0.00106871 82436.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3163 41.573 0.0106772 0.00107617 83324.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7163 40.8745 0.0106803 0.0010607 83163.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9683 40.6595 0.0106201 0.00105807 83664 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.512 39.5909 0.0106848 0.00106018 83120.1 0
: 641 | 49.1234 39.6539 0.0116347 0.00102614 75410.8 1
: 642 | 48.6619 39.8713 0.0106916 0.00103228 82821.4 2
: 643 Minimum Test error found - save the configuration
: 643 | 48.1108 38.7871 0.0106481 0.00105923 83429.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2157 37.5898 0.01081 0.00110513 82432.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.574 37.5257 0.0108537 0.0010689 81759.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1786 37.0041 0.0106671 0.00106534 83317.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.3783 35.9684 0.0106823 0.0010776 83292.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.8106 35.8154 0.010698 0.00106588 83055.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.2831 34.8952 0.0106509 0.00106052 83416.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9642 34.7629 0.0110096 0.00140973 83334.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.2871 34.089 0.0108396 0.00106559 81849.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8747 34.0659 0.01071 0.00106223 82920.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3292 33.39 0.0106815 0.00107747 83298.5 0
: 654 | 41.7883 33.793 0.0106669 0.00102386 82961.3 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.1693 32.4918 0.0107721 0.00115836 83214.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.6621 32.4266 0.0107791 0.00108932 82561.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.2467 31.6467 0.0106883 0.00105834 83073.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.8557 30.8622 0.0108118 0.00109194 82305.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2954 30.4739 0.0108293 0.00108089 82064.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9274 30.0241 0.0107682 0.00111482 82872.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4427 29.5693 0.0108854 0.00109741 81732.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.0487 28.8217 0.0107286 0.00107569 82876.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5498 28.7004 0.0108021 0.00107025 82204.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.036 28.146 0.0108171 0.00121763 83338.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9047 27.8054 0.010788 0.00109715 82552.3 0
: 666 | 36.4283 27.9866 0.0106835 0.00102617 82838.3 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.1899 27.0777 0.0106345 0.00105716 83530.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.3165 26.3349 0.0119678 0.00112807 73802.4 0
: 669 | 34.8929 26.5557 0.0106114 0.0010233 83436.7 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.2891 25.6647 0.0107464 0.00106707 82650.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9206 25.0123 0.0106421 0.00105714 83464.4 0
: 672 | 33.4691 25.1457 0.0107981 0.00106363 82182.5 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.0804 24.823 0.0107495 0.00106728 82625.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.8011 24.5075 0.0107401 0.00107089 82736.9 0
: 675 | 32.5224 25.539 0.0107652 0.00102298 82116.7 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.2279 23.6138 0.0106147 0.00105795 83710.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8889 23.4401 0.0106751 0.0010611 83211.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2175 22.663 0.0106193 0.00105535 83647.2 0
: 679 | 30.7206 22.7061 0.010617 0.00102278 83383.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.3792 22.3191 0.0106634 0.00106232 83324 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8781 21.7171 0.010706 0.00108549 83155.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.5716 20.998 0.0107732 0.00107039 82450 0
: 683 | 29.3924 21.3216 0.0106037 0.00102575 83524.9 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.9461 20.6272 0.0107108 0.0010778 83048.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5194 20.2611 0.0107331 0.001086 82926.2 0
: 686 | 28.1431 20.6644 0.0106535 0.00102376 83076.2 1
: 687 | 27.6287 20.9147 0.0106561 0.00102461 83060.8 2
: 688 Minimum Test error found - save the configuration
: 688 | 27.3788 19.2306 0.0107186 0.00106916 82906.1 0
: 689 | 27.0328 19.2454 0.0106 0.0010236 83538.4 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.7594 18.9485 0.0106449 0.0010569 83437.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4229 18.6612 0.0107117 0.00106477 82928.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0953 18.0129 0.0106677 0.00106874 83342.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.4726 17.7973 0.0106862 0.0010643 83143.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2323 17.3203 0.0107299 0.00106501 82773.5 0
: 695 | 25.0937 17.7555 0.0106464 0.00102538 83151.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.5645 16.7378 0.0106408 0.00106133 83511.6 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2004 16.3014 0.0106448 0.00105643 83434.3 0
: 698 | 23.9764 16.3964 0.0106293 0.0010218 83268.4 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.519 16.1666 0.0106167 0.00105776 83690.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.2582 15.7874 0.0106405 0.00105921 83495.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0511 15.4276 0.0107093 0.00106672 82965.1 0
: 702 | 23.0082 16.2208 0.0107596 0.00104264 82330.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6624 14.6615 0.0107184 0.00106398 82863.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2487 14.4493 0.0107115 0.00107789 83042.4 0
: 705 | 21.8105 14.4649 0.0106174 0.00102293 83381.6 1
: 706 | 21.4658 14.8306 0.0106153 0.001022 83391.8 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.4577 14.2764 0.0106242 0.00105752 83623.1 0
: 708 | 21.2718 15.1488 0.010605 0.0010225 83485.8 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.9036 13.5443 0.0106601 0.00106133 83344 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.3506 13.0467 0.0107527 0.00106173 82551.1 0
: 711 | 20.1713 13.3355 0.0106607 0.00102353 83012.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.9766 12.8633 0.0106637 0.0010616 83315.5 0
: 713 | 19.5427 12.9429 0.0106299 0.00102335 83276.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.3593 12.5656 0.0107775 0.00108376 82527.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.1732 12.1408 0.010629 0.0010572 83578.9 0
: 716 | 19.2108 12.9017 0.0106053 0.0010239 83494.8 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.7648 11.5868 0.0106209 0.00106567 83724.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.229 11.4212 0.0106598 0.00105978 83333.3 0
: 719 | 18.0569 11.6223 0.0106317 0.00103453 83358 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.8608 10.8645 0.0109197 0.0013043 83200.2 0
: 721 | 17.6531 10.9704 0.0107101 0.0010342 82679.8 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.478 10.654 0.0106769 0.00106594 83238.5 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.1349 10.5607 0.0106529 0.00105546 83355.8 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.9346 10.16 0.0106758 0.0010753 83328.7 0
: 725 | 17.0292 10.7501 0.010648 0.00102456 83130.7 1
: 726 | 16.5671 10.3186 0.0106129 0.00102189 83411.7 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.4339 9.94863 0.0106739 0.0010633 83241.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.043 9.26658 0.0106697 0.00105655 83219 0
: 729 | 15.835 9.45197 0.010662 0.00102351 83000.5 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.6624 8.98055 0.0106635 0.00107731 83453.3 0
: 731 | 15.503 9.25467 0.0106571 0.00102488 83054.7 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.2193 8.68625 0.0106373 0.00105832 83516.5 0
: 733 | 15.0348 9.72792 0.0107049 0.00102248 82623.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.0326 8.46353 0.0106649 0.00107907 83456.2 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.8385 8.15105 0.01065 0.0010651 83465 0
: 736 | 14.5398 8.54873 0.0105844 0.00102171 83658.4 1
: 737 | 14.4126 8.15343 0.0106028 0.00102303 83509.5 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.3407 7.97912 0.0106802 0.00106813 83228.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.9837 7.78305 0.0106812 0.00106175 83165 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.6915 7.73271 0.010666 0.00106183 83297.2 0
: 741 | 13.5145 7.91943 0.0105981 0.0010279 83593 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.4113 7.49872 0.0106269 0.00105738 83598.7 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.1649 7.31213 0.0106532 0.00105659 83362.9 0
: 744 | 12.9253 8.06892 0.0106606 0.00108178 83517.8 1
: 745 | 13.0524 7.80794 0.0106394 0.00103537 83298.7 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.5479 6.9324 0.010638 0.0010578 83505.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4231 6.6787 0.0106647 0.00109211 83571.7 0
: 748 | 12.351 7.77236 0.0106549 0.00103676 83175.7 1
: 749 | 12.2345 6.79893 0.0106729 0.00102604 82928.8 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.8164 6.33931 0.0106551 0.00107078 83469.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.6472 6.33184 0.0106673 0.00105727 83246 0
: 752 | 11.5789 6.91093 0.0106068 0.00102126 83458.7 1
: 753 | 11.5997 6.67133 0.010706 0.00102818 82663.2 2
: 754 | 11.3557 6.75942 0.0105905 0.00102234 83611 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.1821 6.15359 0.0106673 0.00106324 83297.7 0
: 756 | 11.029 6.31025 0.0106071 0.00103282 83557.4 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.8473 6.06558 0.0106794 0.0010661 83218.4 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.8119 5.89791 0.0106598 0.00106701 83395.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.0454 5.81778 0.0106541 0.001066 83436.8 0
: 760 | 10.4642 5.913 0.0106338 0.00103027 83303 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.2866 5.3952 0.0106575 0.00105589 83319.2 0
: 762 | 10.0417 6.10837 0.0105969 0.00102238 83555.2 1
: 763 | 10.0649 5.52175 0.0106175 0.00102196 83372.3 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.86074 5.08499 0.0106589 0.00106397 83377.2 0
: 765 | 9.74199 5.33789 0.0108173 0.00104302 81847.2 1
: 766 | 9.65698 5.18413 0.0107281 0.00105935 82740.8 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.58933 4.77803 0.0106855 0.00106782 83179.9 0
: 768 | 9.42969 5.02016 0.0106357 0.00103122 83294 1
: 769 | 9.40041 5.35787 0.010597 0.00102367 83565.2 2
: 770 | 9.47464 4.93797 0.0105996 0.0010214 83522.9 3
: 771 | 9.11924 4.88452 0.0105751 0.00102295 83750.7 4
: 772 | 9.0785 5.66011 0.0106742 0.00102508 82909.2 5
: 773 Minimum Test error found - save the configuration
: 773 | 9.12731 4.63136 0.0107147 0.00109398 83153.7 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.86125 4.47628 0.0106503 0.00106545 83465 0
: 775 | 8.63516 5.37549 0.0106539 0.00102687 83098.9 1
: 776 | 8.63339 4.78083 0.0106517 0.00102237 83079.2 2
: 777 | 8.35215 5.37801 0.0106273 0.00104414 83479.5 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.57567 4.37599 0.0106591 0.00105902 83332.5 0
: 779 | 8.24419 4.91553 0.0106271 0.00102292 83297.1 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.16712 4.21524 0.0106357 0.00105924 83538.4 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.93999 4.15676 0.0106629 0.00105772 83288 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.85225 3.63433 0.0106828 0.00108076 83315.9 0
: 783 | 7.79901 3.69504 0.0106084 0.00102354 83464.9 1
: 784 | 7.69215 3.80199 0.0106178 0.0010267 83410.4 2
: 785 | 7.46939 3.91511 0.0106427 0.00102362 83167.7 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.42167 3.54211 0.0106263 0.00106034 83630.2 0
: 787 | 7.2158 3.85895 0.0106092 0.0010245 83466.3 1
: 788 | 7.13767 3.70306 0.0105753 0.00102433 83760.7 2
: 789 | 7.14826 3.70098 0.0105894 0.00102437 83638.2 3
: 790 | 7.0023 3.97065 0.0106312 0.00103186 83339.4 4
: 791 Minimum Test error found - save the configuration
: 791 | 6.96376 3.34377 0.0106282 0.0010636 83642.1 0
: 792 | 6.79536 3.55816 0.0107205 0.00102434 82506.7 1
: 793 | 6.68112 3.66534 0.010602 0.00102381 83522.6 2
: 794 Minimum Test error found - save the configuration
: 794 | 6.66066 3.19853 0.0107019 0.00109811 83300.1 0
: 795 | 6.60236 3.23813 0.0106359 0.0010228 83219.4 1
: 796 | 6.45551 3.32545 0.0106451 0.0010241 83151.7 2
: 797 | 6.38329 3.31657 0.010614 0.00102511 83429.7 3
: 798 Minimum Test error found - save the configuration
: 798 | 6.3436 2.83632 0.0106515 0.00106374 83439.4 0
: 799 | 6.2916 3.92554 0.0106205 0.00102426 83366.4 1
: 800 | 6.25452 3.3149 0.0105829 0.00102271 83680.5 2
: 801 | 6.18578 3.74561 0.010612 0.00102255 83424.7 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.0125 2.69082 0.010692 0.00106396 83090.2 0
: 803 | 6.03799 3.04297 0.0106508 0.00102674 83125.2 1
: 804 | 5.96665 3.28311 0.0106711 0.00102877 82967.6 2
: 805 | 5.81257 2.94907 0.0106029 0.00102383 83515.6 3
: 806 | 5.71388 3.1518 0.0105974 0.00102363 83561.3 4
: 807 | 5.72566 3.66012 0.0106334 0.00102451 83256.5 5
: 808 | 5.66163 2.99934 0.0109091 0.00103645 81031.7 6
: 809 | 5.62554 3.41396 0.0106609 0.00103037 83068.8 7
: 810 Minimum Test error found - save the configuration
: 810 | 5.51523 2.65918 0.0106985 0.00106612 83052.9 0
: 811 | 5.56378 2.92639 0.0108359 0.00102495 81541.8 1
: 812 Minimum Test error found - save the configuration
: 812 | 5.37606 2.55168 0.0108108 0.00109688 82356.2 0
: 813 | 5.53938 3.73993 0.0106753 0.00103365 82973 1
: 814 | 5.24933 2.83984 0.010665 0.00102491 82987 2
: 815 | 5.16871 3.51488 0.0106461 0.00102416 83143 3
: 816 | 5.1353 3.0084 0.0107302 0.00102395 82421 4
: 817 | 4.97726 2.58242 0.0106426 0.00103513 83268.3 5
: 818 | 5.11054 3.3577 0.0106392 0.00103159 83267.1 6
: 819 | 4.89758 3.29415 0.0106741 0.00102963 82949.4 7
: 820 | 4.78101 2.56763 0.0106213 0.00102541 83368.9 8
: 821 | 4.75244 3.12917 0.0108821 0.00103633 81253.5 9
: 822 | 4.86917 3.1933 0.0108994 0.00102769 81039.8 10
: 823 | 4.77543 3.71308 0.0107291 0.00102829 82467.1 11
: 824 | 4.54135 2.71543 0.0107133 0.00104757 82766.4 12
: 825 Minimum Test error found - save the configuration
: 825 | 4.49093 2.51257 0.0118967 0.00112481 74267.6 0
: 826 | 4.46067 2.65086 0.0108963 0.00103695 81140.9 1
: 827 | 4.30167 2.61216 0.0107809 0.00103062 82048.8 2
: 828 | 4.43143 2.75778 0.0107043 0.00104019 82780.1 3
: 829 | 4.23176 3.04895 0.0107006 0.00102366 82670.6 4
: 830 | 4.31821 3.11083 0.0110432 0.0010317 79907.7 5
: 831 | 4.30965 2.79356 0.0106991 0.00102541 82698.5 6
: 832 | 4.34795 3.16374 0.0106442 0.00102514 83167.8 7
: 833 | 4.24803 2.83289 0.0107055 0.0010229 82622.2 8
: 834 | 4.02632 2.6946 0.0114493 0.00133251 79076.3 9
: 835 Minimum Test error found - save the configuration
: 835 | 4.11528 2.3964 0.0107989 0.00107285 82253 0
: 836 | 4.12694 3.04212 0.01084 0.0011498 82557.4 1
: 837 | 3.91986 3.31099 0.0107705 0.00104394 82248.9 2
: 838 | 4.08709 3.32826 0.0107215 0.00106583 82853.3 3
: 839 | 3.91926 3.02783 0.0109929 0.00120101 81700.3 4
: 840 Minimum Test error found - save the configuration
: 840 | 3.83336 2.33337 0.0107156 0.00107623 82993.3 0
: 841 | 3.77882 2.42927 0.01114 0.00103128 79139.9 1
: 842 | 3.83666 3.16458 0.0108267 0.00102612 81628 2
: 843 | 3.74005 2.35484 0.0108193 0.00103536 81766.3 3
: 844 | 3.55712 3.04344 0.0109783 0.00127549 82450.7 4
: 845 | 3.62517 2.81072 0.0109261 0.00103387 80871.8 5
: 846 | 3.74667 3.01029 0.0107072 0.00102532 82629 6
: 847 | 3.80038 2.90278 0.0107056 0.001025 82639.8 7
: 848 | 3.52283 2.69295 0.0109663 0.00120193 81930.3 8
: 849 | 3.37781 2.87497 0.0112299 0.00113458 79244.8 9
: 850 | 3.41514 2.59167 0.0112438 0.00133345 80723.8 10
: 851 | 3.37016 3.04065 0.0109557 0.00108981 81087.5 11
: 852 | 3.27237 3.02147 0.0109486 0.00112126 81405.2 12
: 853 | 3.32034 3.11232 0.010884 0.00110254 81787.1 13
: 854 | 3.19269 2.37033 0.0108059 0.00102461 81788.9 14
: 855 | 3.27961 3.267 0.0109212 0.00103035 80882.6 15
: 856 | 3.27212 2.95134 0.010675 0.00103019 82946.5 16
: 857 | 3.22913 2.70254 0.0107663 0.00114596 83156.9 17
: 858 | 3.27341 2.86388 0.0108308 0.00102553 81588.7 18
: 859 | 3.356 3.19338 0.0108424 0.00102655 81500.7 19
: 860 | 3.19854 3.63681 0.010763 0.00105737 82426.4 20
: 861 | 3.27527 2.94137 0.0107229 0.00102247 82471 21
:
: Elapsed time for training with 1000 events: 9.2 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: 0.0117 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: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.28942e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06494e+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: 0.0331 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: 0.0361 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: 0.00151 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: 0.0965 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.888 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00258 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00465 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: 0.00249 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000654 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: 0.096 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.879 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0981 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 : -0.862 -0.109 5.30 1.52 | 3.229 3.235
: 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 : -0.175 -0.0119 1.84 1.09 | 3.360 3.351
: 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.