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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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
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:3787
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:1311
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: 0.254 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00357 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: 0.000796 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00532 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: 0.000218 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000576 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 = 31524.1
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33042.3 31099.7 0.0101477 0.00101805 87626.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32460.9 30497 0.0101373 0.00100412 87592.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31736 29799.9 0.0102728 0.00100642 86333.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 30979.4 29134.9 0.0102993 0.00100787 86100.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30204.3 28367.4 0.0102978 0.00101386 86170.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29359.5 27432.1 0.0103175 0.00105796 86397.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28634.2 26826 0.0102472 0.000992376 86441.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28182.2 26449.4 0.0100256 0.000976506 88406.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 27825.1 26126.1 0.00995804 0.000970495 89012.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27500.9 25829.8 0.00994483 0.000969675 89135 0
: 11 Minimum Test error found - save the configuration
: 11 | 27199.4 25548.8 0.0101403 0.000976386 87298.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 26914.2 25276.1 0.00993019 0.000969176 89275.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26634.8 25016.7 0.00993303 0.000970746 89263 0
: 14 Minimum Test error found - save the configuration
: 14 | 26364.8 24766.8 0.0100533 0.000981396 88184 0
: 15 Minimum Test error found - save the configuration
: 15 | 26108.6 24516.7 0.00993988 0.000972365 89210.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25849.9 24277.4 0.00994067 0.000960977 89089.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25603 24039.5 0.0100099 0.000985376 88647.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25357.3 23808.4 0.00990959 0.000968035 89469.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25118.1 23580.4 0.00991508 0.000963176 89366.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24880.2 23359.3 0.00990904 0.000968446 89479.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24652.1 23136.2 0.00991392 0.000964896 89395.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24418.6 22923.6 0.00991986 0.000970686 89393.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24197.1 22708.8 0.00991944 0.000972346 89414.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 23971.7 22502 0.00993089 0.000969796 89274.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23756.9 22291.4 0.00994028 0.000967436 89157.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23539.8 22085.2 0.00991687 0.000967955 89396.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23325.2 21883.8 0.0100103 0.000991786 88706.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23112.6 21687.6 0.00993541 0.000967287 89204.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22908 21488.4 0.00991363 0.000966046 89409.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22700.9 21293.9 0.00993004 0.000973127 89316.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22496.4 21103.4 0.0099346 0.000971766 89257.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22299.9 20909.1 0.00995629 0.000975996 89084 0
: 33 Minimum Test error found - save the configuration
: 33 | 22096 20724.6 0.0099698 0.000971856 88909.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21900.8 20540.4 0.00994165 0.000966545 89135.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21707.2 20357.1 0.0100402 0.000979987 88298 0
: 36 Minimum Test error found - save the configuration
: 36 | 21518.3 20171.4 0.0099735 0.000970416 88858.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21324.5 19993.2 0.0100091 0.000972065 88524.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21136.7 19816.7 0.00999164 0.000988235 88855.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20950.6 19642.1 0.00996201 0.000971367 88981.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20767.5 19467.5 0.00997765 0.000977655 88889 0
: 41 Minimum Test error found - save the configuration
: 41 | 20582.9 19297.3 0.0100015 0.000970126 88580.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20404.3 19123.8 0.0100202 0.000975446 88449 0
: 43 Minimum Test error found - save the configuration
: 43 | 20221.4 18950.5 0.0100418 0.000981645 88299.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20039.1 18781.6 0.0101089 0.000993946 87768.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19863.2 18613.4 0.0101146 0.000990967 87684.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19687.4 18448.9 0.0101009 0.000989007 87796.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19516.3 18282.7 0.0101914 0.00100096 87046.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19342.2 18120.8 0.0101681 0.00101798 87430.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19172.7 17960.8 0.0101431 0.000998505 87483.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19000.8 17804.7 0.010175 0.000991245 87110.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18836.7 17639.7 0.0101634 0.000997417 87279.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18667.1 17487.6 0.0102457 0.000998705 86514.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18503 17329.5 0.0101818 0.00100038 87132.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18343.3 17173.5 0.0101757 0.000996557 87154.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18176 17018.5 0.010295 0.00101287 86186.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18016 16869.1 0.0101841 0.00100092 87115.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17856.9 16712.4 0.0102411 0.00101089 86671.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17697.9 16561.8 0.0102626 0.00101866 86542.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17539.3 16410.4 0.0102126 0.0010017 86853.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17383.3 16262.5 0.0102042 0.000999416 86911.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17226.6 16115.9 0.0102508 0.0010046 86522 0
: 62 Minimum Test error found - save the configuration
: 62 | 17073.7 15972 0.0102083 0.00100064 86884.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16923.1 15823.7 0.010233 0.00100314 86675.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16767.6 15681.8 0.0102313 0.00100664 86723.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16618.9 15537.9 0.0102305 0.00100929 86756.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16468 15398.8 0.0102342 0.00100202 86653.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16321.8 15258 0.0102944 0.00101902 86250.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16174.2 15120.3 0.0102786 0.00102572 86459.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16031.4 14980.3 0.0102336 0.00100826 86717.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 15884.7 14845.5 0.0102357 0.00100671 86683.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15744.4 14709 0.0102354 0.00100684 86687.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15602 14575.2 0.0103039 0.00101666 86139.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15462 14442.7 0.0102485 0.00101243 86617.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15323.1 14311.7 0.0102509 0.00100665 86540 0
: 75 Minimum Test error found - save the configuration
: 75 | 15185.2 14182.4 0.010332 0.00102169 85926.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15048.3 14055.9 0.0102366 0.00100382 86647.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 14914.4 13928.3 0.010288 0.00100899 86216.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14781.7 13800.5 0.0102765 0.00103476 86564.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14649.4 13673.5 0.010226 0.00100618 86769.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14516.8 13549.7 0.0102401 0.00101379 86708.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14386.6 13426.8 0.0102419 0.00100851 86641.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14256.3 13307.8 0.0103539 0.00101559 85668.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14129.9 13186.8 0.0102758 0.00100768 86317 0
: 84 Minimum Test error found - save the configuration
: 84 | 14003.7 13066.5 0.0102456 0.00100572 86581 0
: 85 Minimum Test error found - save the configuration
: 85 | 13876.7 12948.8 0.0102881 0.00101045 86228.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13752.3 12832.7 0.0103119 0.00101443 86045 0
: 87 Minimum Test error found - save the configuration
: 87 | 13631.5 12713.2 0.0102684 0.00102242 86523.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13506.1 12599.9 0.0102604 0.0010099 86481.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13385.9 12485.8 0.0103192 0.00103257 86145.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13265.4 12373.3 0.0102707 0.00101181 86403.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13146.3 12261.4 0.0102738 0.00100759 86335.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13028.8 12150 0.0102774 0.00101817 86399.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 12912.7 12037.9 0.0102843 0.00101154 86274.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12795.3 11929 0.0102868 0.00100913 86228.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12679.4 11822.4 0.0102601 0.00100854 86471.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12565.7 11716.2 0.010438 0.00102785 85014.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12456.7 11605.2 0.0102825 0.00101414 86315.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12341.2 11500.3 0.0102996 0.0010145 86159.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12228.7 11398.7 0.0103363 0.00102566 85922.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12120.2 11295.6 0.0102773 0.00100815 86307.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12011.9 11192.3 0.0102759 0.00101039 86341.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11903.2 11090.8 0.0102893 0.00100851 86199.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11795.3 10991.1 0.0102679 0.00100876 86401.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11689.6 10891.5 0.0102709 0.00101132 86397.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11585.7 10791.1 0.0103106 0.00101624 86073.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11478.1 10696.2 0.0103528 0.00101796 85700.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11376.9 10598.3 0.0103057 0.00101085 86069.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11274.3 10501.7 0.0102889 0.00100979 86214.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11173.3 10404.7 0.0105262 0.00103676 84304.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11070.5 10312 0.0102842 0.00100849 86246.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 10970.2 10220.3 0.0102958 0.00100905 86143.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10873.7 10125.8 0.0102978 0.00101416 86173.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10774.7 10033.2 0.0103128 0.00101703 86060.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10676.9 9942.37 0.0103 0.00101411 86152.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10580.2 9852.33 0.0103553 0.00104675 85942.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10485.2 9762.41 0.0104164 0.00102039 85142.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10389.6 9674.16 0.0103099 0.00101272 86047.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10295.9 9586.65 0.0103038 0.00100802 86060.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10204.1 9497.4 0.0103266 0.00102918 86045.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10109 9413.89 0.0103185 0.00101267 85967.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10018.3 9328.85 0.0103129 0.00101455 86036.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9930.48 9240.72 0.0103153 0.00101388 86008.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9838.27 9156.72 0.010342 0.0010128 85752.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9748.29 9074.49 0.0103032 0.00101019 86086.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9661.26 8991.42 0.0103288 0.00101664 85909.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9573.16 8909.36 0.0103025 0.00101428 86130.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9486.4 8828.1 0.0102997 0.0010146 86159.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9399.95 8748.63 0.0103127 0.0010105 86001 0
: 129 Minimum Test error found - save the configuration
: 129 | 9314.86 8669.24 0.0103632 0.00104716 85873.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9230.51 8590.1 0.0103255 0.00101755 85948.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9146.82 8511.36 0.0103277 0.00101109 85867.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9063.64 8433.88 0.0103257 0.0010204 85972.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8981.4 8355.96 0.0103553 0.00101834 85681.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8898.69 8281.17 0.0103109 0.0010107 86019.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8818.6 8204.64 0.0103664 0.00101488 85547.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8739.19 8129.06 0.0103945 0.00102213 85357.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8659.25 8054.13 0.0103321 0.00102372 85944.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8578.89 7981.9 0.0103524 0.00101888 85712.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8502.2 7908.38 0.0103696 0.0010355 85707 0
: 140 Minimum Test error found - save the configuration
: 140 | 8423.95 7837.12 0.0103298 0.00101389 85874.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8347.29 7766.72 0.0103186 0.00101324 85971.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8272.22 7694.11 0.0103155 0.0010181 86045.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8195.01 7625.51 0.0103006 0.00101428 86148.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8122.52 7553.58 0.010312 0.00101475 86047 0
: 145 Minimum Test error found - save the configuration
: 145 | 8047.02 7485.6 0.0103823 0.00102386 85484 0
: 146 Minimum Test error found - save the configuration
: 146 | 7974.14 7416.04 0.0103492 0.00102141 85765.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7900.54 7348.52 0.0103553 0.00101556 85655.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7830.22 7279.26 0.0103598 0.00103174 85762.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7756.79 7213.57 0.010447 0.00104076 85050 0
: 150 Minimum Test error found - save the configuration
: 150 | 7686.33 7147.16 0.010329 0.00101338 85877.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7617.04 7080.64 0.0103143 0.0010127 86007 0
: 152 Minimum Test error found - save the configuration
: 152 | 7546.93 7014.44 0.0103369 0.00101429 85812.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7476.86 6952.64 0.0103341 0.00102063 85897 0
: 154 Minimum Test error found - save the configuration
: 154 | 7409.27 6887.49 0.010397 0.00102592 85368.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7342.1 6823.14 0.0103538 0.00101721 85684.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7274.83 6760.62 0.0104441 0.0010255 84938.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7207.67 6697.67 0.0103422 0.00101552 85775.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7141.22 6636.68 0.010614 0.00102338 83415.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7076.55 6576.47 0.01036 0.00103496 85790.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7011.74 6516.65 0.0103438 0.00101666 85770.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6946.67 6455.07 0.0103439 0.00102922 85886.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6884.29 6396.03 0.0103763 0.0010366 85655.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6821.09 6334.7 0.0103505 0.00101942 85734.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6757.36 6279.33 0.0103963 0.00102382 85356.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6696.45 6219.61 0.0103611 0.00101697 85615.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6635.13 6162.03 0.0103445 0.0010191 85787.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6573.31 6103.81 0.0103446 0.00101714 85768.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6512.94 6050.31 0.0103449 0.00101684 85763 0
: 169 Minimum Test error found - save the configuration
: 169 | 6453.55 5993.09 0.0103893 0.00104154 85582.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6394.76 5937.15 0.0103548 0.00102938 85786.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6335.29 5881.82 0.0103784 0.00102129 85496.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6277.74 5824.74 0.0103662 0.00101992 85595.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6219.67 5771.92 0.0103603 0.00101807 85632.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6161.68 5718.68 0.0104332 0.00102555 85037.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6106 5664.12 0.0103599 0.00101613 85618.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6049.58 5611.43 0.0104553 0.00103079 84885.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 5993.16 5558.76 0.0103866 0.00102679 85471.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5939.03 5508.01 0.0104052 0.00102831 85316.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5884.01 5455.03 0.0103988 0.00104032 85483.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5828.92 5407.38 0.0103692 0.0010187 85556.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5775.77 5355.79 0.0103829 0.00102322 85473.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5722.56 5304.47 0.0104108 0.00102732 85256.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5670.01 5258.04 0.0104346 0.00102504 85020.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5618.37 5206.53 0.0103911 0.00102278 85393.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5565.86 5156.67 0.0103687 0.00102452 85614.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5516.17 5107.52 0.010394 0.001025 85388.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5463.39 5059.92 0.0104139 0.00102634 85219.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5412.01 5016.15 0.0104132 0.00101966 85164.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5364.05 4966.99 0.0104087 0.00103896 85381.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5315.49 4918.74 0.0103865 0.00102923 85494.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5264.13 4873.72 0.0103908 0.00102208 85390.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5215.71 4829.49 0.0103824 0.00102097 85457.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5167.2 4785.6 0.0104268 0.00103127 85147.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5121.68 4739.41 0.0104016 0.00102807 85347.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5073.39 4695.42 0.0104091 0.00103254 85319.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5025.79 4652.63 0.0105112 0.00103604 84431.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4981.11 4607.7 0.0103834 0.00102283 85464.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4934.87 4563.3 0.0103874 0.0010235 85434.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4887.75 4522.35 0.0104092 0.00103764 85364.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4843.46 4481.25 0.0103974 0.00102655 85371.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4799.4 4437.65 0.0103833 0.00103234 85552.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4754.82 4396.5 0.0103955 0.00104148 85525.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4711.33 4355.38 0.0104473 0.00103091 84958.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4668.59 4313.58 0.010417 0.00102418 85171.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4624.2 4274.69 0.0104023 0.00102381 85301.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4582.16 4234.31 0.0106033 0.00102924 83558.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4539.89 4194.65 0.0104445 0.00102162 84899.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4498.29 4155.76 0.0104036 0.00102403 85291.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4457.07 4117.18 0.010441 0.00105667 85248.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4415.53 4079.3 0.0104029 0.00102729 85327.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4375.07 4041.93 0.0104158 0.00102832 85220.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4335.84 4003.55 0.0104608 0.00102657 84798 0
: 213 Minimum Test error found - save the configuration
: 213 | 4295.41 3965.43 0.0103893 0.00102258 85409.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4255.27 3929.28 0.0104062 0.00102418 85269.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4217.06 3891.74 0.0103706 0.00102228 85576.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4178.41 3854.87 0.0105061 0.00103185 84439.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4139.03 3820.69 0.0103871 0.0010298 85494.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4102.5 3783.81 0.0103906 0.00102846 85450.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4064.61 3748 0.0104735 0.00104799 84875.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4026.68 3713.07 0.0104051 0.00102218 85261.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 3990.07 3679.38 0.0104248 0.00102918 85146.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3954.18 3644.36 0.0105161 0.00102893 84324.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3917.89 3610.09 0.0104195 0.00102264 85134.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3880.98 3577.41 0.0103849 0.00102349 85457.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3846.61 3543.95 0.0103906 0.00102637 85431.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3811.4 3511.22 0.0104089 0.00102939 85291.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3776.67 3477.69 0.0103972 0.00102661 85373.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3742.45 3444.82 0.010423 0.00102629 85136.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3707.61 3413.67 0.01045 0.00105581 85159 0
: 230 Minimum Test error found - save the configuration
: 230 | 3674.5 3381.37 0.0104537 0.00102677 84863.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3640.53 3350.08 0.0104459 0.00102722 84937.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3607.42 3318.98 0.010418 0.00103034 85218 0
: 233 Minimum Test error found - save the configuration
: 233 | 3574.64 3288.81 0.0104063 0.0010228 85255.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3542.8 3257.77 0.0104118 0.00102738 85248.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3510.45 3226.81 0.0104278 0.00102947 85121.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3477.97 3197.24 0.0105216 0.00103236 84305.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3446.19 3168.54 0.0104176 0.00102186 85144.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3416.24 3137.64 0.0104226 0.00103031 85176.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3384.13 3109.11 0.0104573 0.00104614 85005.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3353.42 3079.96 0.0104454 0.0010331 84995.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3323.26 3051.06 0.0105059 0.00104659 84572.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3292.85 3023.34 0.0104348 0.00103299 85090.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3263.59 2993.99 0.0104269 0.0010303 85137.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3233.07 2966.88 0.0104697 0.00102799 84730.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3203.88 2939.37 0.0105719 0.00105143 84029.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3175.38 2911.55 0.010442 0.00102681 84968.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3146.19 2884.55 0.0104126 0.00102369 85206.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3117.33 2857.61 0.0104532 0.00102613 84862.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3088.88 2831.41 0.0104568 0.00104836 85029.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3060.85 2805.59 0.0104999 0.00105912 84739.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3033.63 2779.18 0.0104375 0.00102851 85025.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3005.91 2753.26 0.0104563 0.00102635 84836 0
: 253 Minimum Test error found - save the configuration
: 253 | 2978 2728.49 0.0104555 0.00104819 85040.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2952.03 2703.16 0.0104331 0.00102656 85047 0
: 255 Minimum Test error found - save the configuration
: 255 | 2925.02 2677.68 0.0104331 0.00102226 85007.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2898.29 2653.77 0.010537 0.00103106 84158.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2872.51 2628.22 0.0104259 0.00102971 85140.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2845.89 2603.88 0.0104304 0.00103976 85191.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2820.47 2579.58 0.0104789 0.00105 84845.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2794.89 2555.27 0.0105058 0.0010416 84528.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2769.31 2532.02 0.0104383 0.00102521 84988.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2744.32 2508.56 0.0104391 0.00102396 84969.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2719.36 2485.85 0.01044 0.00102894 85006.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2695.04 2462.81 0.0104285 0.00102287 85055.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2670.67 2440.18 0.0104461 0.00102792 84942.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2646.44 2417.36 0.0104601 0.00104592 84978.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2622.65 2395.51 0.0104934 0.00104703 84688.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2598.9 2373.41 0.0105185 0.00104575 84452.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2575.02 2351.8 0.0105467 0.00104337 84181.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2552.22 2329.46 0.0105311 0.00104203 84307.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2528.55 2308.06 0.010523 0.00103841 84347.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2505.78 2286.51 0.010597 0.00103893 83698.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2482.49 2266.38 0.0104468 0.0010265 84922.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2460.53 2245.14 0.0104626 0.00103513 84858.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2438.67 2223.94 0.0104751 0.00103366 84733.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2415.17 2204.52 0.0106086 0.001033 83545.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2394 2184.38 0.0105279 0.00103749 84295.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2372.37 2164.4 0.0105331 0.00106144 84462.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2350.77 2143.93 0.0105376 0.0010465 84289.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2329.36 2123.79 0.010529 0.0010437 84341.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2307.29 2105.16 0.0104977 0.00103086 84505.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2287.22 2085.03 0.0105425 0.00104985 84275.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2266.11 2065.73 0.0105179 0.00103251 84340.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2244.44 2047.52 0.0106689 0.00104798 83151.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2225.12 2027.84 0.0105161 0.00103243 84355.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2203.91 2009.68 0.0105383 0.00103364 84169.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2184.16 1990.83 0.0105094 0.00104269 84506.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2163.66 1973.1 0.0105394 0.00106163 84408.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2144.22 1954.58 0.0105474 0.00107125 84422.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2124 1936.71 0.0105325 0.00104617 84331.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2104.32 1919.45 0.0105384 0.00104719 84288.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2085 1902.04 0.010526 0.00102989 84245.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2066.19 1884.59 0.0106682 0.00110583 83661.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2046.75 1867.3 0.010693 0.00104349 82906.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2028.43 1849.54 0.0106762 0.00104203 83037.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2008.68 1833.98 0.0104667 0.00102785 84756.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1990.53 1816.65 0.0104473 0.00103323 84979.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1971.91 1800.11 0.0105181 0.00105293 84520.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1954.33 1783 0.0105095 0.00103601 84446 0
: 300 Minimum Test error found - save the configuration
: 300 | 1935.27 1767.23 0.0105135 0.00103558 84406.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1917.76 1750.57 0.010698 0.00103343 82776.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1899.25 1735.31 0.0104994 0.00103452 84523.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1881.72 1719.36 0.0104535 0.00102614 84859.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1864.79 1703.15 0.0105603 0.00103285 83967.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1846.42 1688.45 0.0104681 0.0010313 84774.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1829.73 1672.31 0.0104943 0.00102974 84525.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1812.59 1656.81 0.0104836 0.0010357 84674.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1795.11 1641.86 0.0105393 0.00104867 84293.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1778.55 1626.69 0.0104505 0.00102552 84881.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1761.65 1612.18 0.0104676 0.00103141 84779.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1745.39 1596.93 0.0104817 0.00103587 84693.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1728.18 1582.86 0.0104604 0.00103363 84865 0
: 313 Minimum Test error found - save the configuration
: 313 | 1712.04 1568.51 0.0105663 0.00104897 84057.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1696.25 1553.94 0.0104995 0.00103591 84534.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1680.61 1539.17 0.0105907 0.00105528 83897.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1663.99 1525.26 0.0105082 0.00102901 84395.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1647.93 1511.53 0.0104919 0.00103138 84561.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1632.4 1498 0.0105117 0.0010495 84546.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1617.19 1483.79 0.0104653 0.00103382 84822.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1601.81 1469.85 0.0105895 0.00104068 83780 0
: 321 Minimum Test error found - save the configuration
: 321 | 1586.13 1456.68 0.0104467 0.00102824 84939.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1571.29 1443.38 0.0104627 0.00103501 84856 0
: 323 Minimum Test error found - save the configuration
: 323 | 1556.12 1430.5 0.0104781 0.00103569 84724.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1541.38 1417.08 0.0104486 0.0010243 84886.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1526.73 1403.73 0.0104307 0.00103239 85122.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1511.77 1391.6 0.0104458 0.00102471 84916.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1497.83 1377.85 0.0104602 0.001027 84806.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1483.07 1365.08 0.0104881 0.00104485 84716.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1468.37 1353.07 0.0104342 0.00102817 85052.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1454.98 1340.16 0.0104427 0.00102944 84986.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1440.88 1328 0.0104287 0.00103217 85137.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1427.14 1315.23 0.0104638 0.00102379 84745.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1413.11 1303.6 0.0104419 0.0010256 84959.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1399.74 1291.07 0.010414 0.00102936 85246 0
: 335 Minimum Test error found - save the configuration
: 335 | 1386.28 1278.74 0.0105291 0.0010309 84226.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1372.19 1267.68 0.0104247 0.00103164 85169.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1359.83 1255.53 0.0104406 0.00102964 85007.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1346.55 1243.99 0.0104601 0.00104631 84981.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1333.75 1231.9 0.0104543 0.00103097 84895.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1320.83 1220.16 0.0105434 0.00102866 84080.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1307.31 1209.48 0.0105739 0.00103395 83858.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1295.39 1198.64 0.0104516 0.00103206 84930.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1283 1186.9 0.0104571 0.00102926 84855 0
: 344 Minimum Test error found - save the configuration
: 344 | 1270.06 1176.22 0.0104236 0.00102849 85150.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1258.12 1165.17 0.0104781 0.00103314 84701.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1245.97 1154.29 0.0104553 0.00103397 84914 0
: 347 Minimum Test error found - save the configuration
: 347 | 1234.13 1143.35 0.0104622 0.00103074 84822.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1221.94 1132.66 0.0107685 0.00107444 82525.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1210.22 1122.28 0.0105084 0.00103105 84411.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1198.71 1111.12 0.0104332 0.00102816 85061.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1186.55 1100.94 0.0104467 0.00103554 85005.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1175.17 1090.83 0.0104323 0.00103146 85098.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1164.19 1080.13 0.010487 0.00103592 84646.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1152.34 1070.52 0.0104559 0.00103057 84877.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1141.63 1059.67 0.010559 0.00104462 84083.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1130.25 1050.06 0.0104544 0.00102642 84853.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1119.22 1040.07 0.0106045 0.00106732 83881.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1108.59 1029.85 0.0106715 0.00109934 83575.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1097.58 1020.51 0.0104451 0.00102537 84927.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1086.96 1010.96 0.0106595 0.00106922 83418 0
: 361 Minimum Test error found - save the configuration
: 361 | 1076.64 1001.01 0.0104358 0.00102998 85054 0
: 362 Minimum Test error found - save the configuration
: 362 | 1065.42 991.997 0.010627 0.00103833 83432.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1055.68 982.112 0.0107009 0.001093 83264.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1045.05 972.706 0.0105913 0.00103357 83701.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1034.84 963.656 0.0106397 0.0010339 83282.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1024.68 954.843 0.0105436 0.00103111 84100.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1014.88 945.222 0.0106213 0.00103192 83425.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1004.71 936.566 0.0105699 0.00105476 84076.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 995.131 927.242 0.0105788 0.00103715 83843.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 985.136 918.783 0.0106668 0.00103829 83086.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 975.625 909.74 0.0106877 0.00111752 83592.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 966.11 900.813 0.0106327 0.00108096 83754.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 956.445 891.913 0.0105976 0.00103129 83626.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 947.022 884.076 0.0106338 0.00108406 83771.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 937.737 874.89 0.0105283 0.00102947 84221.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 928.396 866.39 0.0105529 0.00105487 84228 0
: 377 Minimum Test error found - save the configuration
: 377 | 919.302 858.338 0.0106939 0.00111441 83511.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 910.249 849.815 0.0105931 0.00103951 83738.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 901.588 841.563 0.0108289 0.00104212 81742.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 892.379 833.336 0.0106747 0.00106611 83258.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 883.619 825.137 0.010767 0.00107528 82544.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 874.857 817.475 0.0106457 0.00103412 83232.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 866.191 808.872 0.0105747 0.0010575 84057.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 857.679 800.875 0.0107216 0.00108419 83009.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 848.877 792.846 0.0107718 0.00107073 82465.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 840.125 785.946 0.0106223 0.00106792 83731.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 832.103 778.396 0.0106817 0.00109945 83488.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 824.113 769.985 0.0107399 0.00105171 82574.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 815.48 762.456 0.0107181 0.00106981 82916.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 807.824 754.798 0.0107178 0.0010722 82939.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 799.334 747.735 0.0106958 0.00103399 82800 0
: 392 Minimum Test error found - save the configuration
: 392 | 791.606 739.677 0.0107104 0.00105624 82866 0
: 393 Minimum Test error found - save the configuration
: 393 | 783.446 732.661 0.0109053 0.00107265 81361.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.06 725.316 0.0108446 0.00110219 82115 0
: 395 Minimum Test error found - save the configuration
: 395 | 768.272 718.283 0.0107636 0.0010565 82413.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 760.531 711.15 0.0108338 0.00103681 81657.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 752.894 703.242 0.0105659 0.0010503 84072.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 745.008 696.436 0.0104418 0.00102462 84950.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 737.437 689.632 0.0104528 0.00102734 84876.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 729.991 682.546 0.010443 0.00102717 84963 0
: 401 Minimum Test error found - save the configuration
: 401 | 722.735 675.395 0.0105286 0.00103486 84266.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 715.164 669.067 0.0104979 0.00107526 84901.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 708.346 662.094 0.0105052 0.00102807 84413.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 700.99 655.391 0.0104824 0.00103269 84658.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 693.84 649.013 0.0104619 0.00102734 84794.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 687.022 642.418 0.0104423 0.0010255 84954.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 680.335 636.21 0.0104697 0.00105789 84999.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 673.413 629.535 0.0104254 0.00102474 85100.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 666.577 622.441 0.0104466 0.00103022 84958.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 659.564 616.649 0.0104528 0.00102817 84884.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 652.861 610.791 0.0104484 0.00102353 84882 0
: 412 Minimum Test error found - save the configuration
: 412 | 646.056 604.197 0.0105116 0.00103107 84383.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 639.906 597.494 0.0104472 0.00102596 84914.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 633.009 591.169 0.010572 0.00103156 83853.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 626.615 585.674 0.0104362 0.00103249 85072.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 620.552 579.032 0.0104361 0.00102958 85047.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 613.931 573.406 0.0104664 0.00105185 84974.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 607.618 567.251 0.010591 0.0010411 83770.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 601.273 561.468 0.0105053 0.00106737 84764.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 594.984 555.807 0.0104771 0.00102406 84629.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 589.277 549.788 0.0104459 0.0010262 84928.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.05 543.65 0.0104994 0.00102736 84459.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 576.777 538.458 0.0104848 0.00102851 84599.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 570.78 533.184 0.0104455 0.00102629 84932.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.157 527.075 0.0104553 0.00102941 84872.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 559.209 521.737 0.0104979 0.00106755 84832.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 553.516 516.218 0.0104545 0.00102541 84843.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 547.753 510.594 0.0104651 0.00102283 84725 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.079 505.096 0.0104283 0.00102394 85066.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 536.333 499.597 0.0104378 0.00102644 85003.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 530.956 493.945 0.0104806 0.00103369 84683.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 525.306 488.705 0.0104345 0.00103384 85100.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 519.966 484.031 0.0106164 0.00105355 83656.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 514.501 478.655 0.0104614 0.00103296 84849.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 509.073 473.916 0.0105459 0.00102541 84029.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 503.89 468.341 0.010513 0.00104145 84463.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 498.505 463.675 0.0104484 0.00103563 84991 0
: 438 Minimum Test error found - save the configuration
: 438 | 493.349 458.851 0.0104544 0.00102547 84845 0
: 439 Minimum Test error found - save the configuration
: 439 | 488.259 453.562 0.0104333 0.00102535 85034.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.284 448.478 0.0104306 0.00102561 85061.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.244 443.337 0.0104932 0.00104231 84647.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.831 438.925 0.0104833 0.00104107 84725.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 468.271 434.128 0.0105162 0.00103129 84344.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.261 429.616 0.0104657 0.0010264 84752 0
: 445 Minimum Test error found - save the configuration
: 445 | 458.453 424.786 0.0104511 0.00103557 84966.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 453.72 420.223 0.0104822 0.00104377 84759.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.852 415.407 0.0104416 0.00102691 84973.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.314 411.137 0.0104147 0.0010264 85212.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 439.618 407.551 0.0104535 0.00102799 84875.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.206 401.843 0.0105694 0.00103542 83910 0
: 451 Minimum Test error found - save the configuration
: 451 | 430.366 398.183 0.0105097 0.00102519 84347.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.102 393.115 0.0104846 0.00103969 84701.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 421.427 388.726 0.010531 0.00103245 84223 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.982 384.563 0.0104452 0.0010243 84917.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.706 380.81 0.0104465 0.00102586 84919.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.107 376.361 0.0104502 0.0010419 85031.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 403.906 372.212 0.0104511 0.00103003 84916 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.767 368.13 0.0104273 0.0010338 85165.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 395.389 363.836 0.0104585 0.0010319 84866.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 391.091 360.175 0.0105097 0.0010314 84403.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.342 356.102 0.0104147 0.00102462 85196.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.022 351.861 0.0105088 0.00102908 84390.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.088 347.894 0.0104497 0.00102778 84908.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.759 344.229 0.0104335 0.00102479 85027.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.067 340.131 0.0104352 0.00103196 85077.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.866 336.378 0.0105019 0.00104916 84631.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.319 332.615 0.0104876 0.00103327 84617.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.299 329.151 0.0104708 0.00102289 84674.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.305 325.11 0.0104588 0.00105753 85095 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.671 321.291 0.0104743 0.00102348 84649 0
: 471 Minimum Test error found - save the configuration
: 471 | 347.712 317.827 0.010474 0.00102927 84703.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.145 314.217 0.0104544 0.0010261 84851.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 340.487 310.722 0.0105421 0.00104392 84226.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.627 307.398 0.0104539 0.00102735 84866.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.987 303.85 0.0104525 0.00103465 84944.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.021 300.683 0.0104717 0.00103974 84818.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.307 297.349 0.0104244 0.00102703 85130.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.684 293.718 0.0104512 0.00103148 84928.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.152 290.24 0.0104809 0.0010318 84663.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.629 286.935 0.0104297 0.00102565 85070 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.284 283.906 0.0104898 0.00103546 84616.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.889 280.73 0.010441 0.00102981 85005.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.585 277.598 0.0104731 0.00102526 84675.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 302.209 274.75 0.0104441 0.00102321 84917.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.938 270.964 0.0104351 0.00102267 84993.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.635 267.867 0.0104595 0.00104123 84941.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.364 265.551 0.0104338 0.00102263 85005.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.252 261.687 0.0104386 0.00102464 84980.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.033 258.831 0.0105225 0.00103494 84320.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.271 255.474 0.0104748 0.00103709 84766.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.26 252.439 0.0107073 0.00102966 82665 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.974 249.733 0.0104412 0.00102475 84957.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.764 246.955 0.0105807 0.00103317 83791.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.101 243.771 0.0104281 0.00102236 85054.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.852 241.697 0.0104257 0.00102626 85111 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.001 238.673 0.0104479 0.00104222 85054.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.197 235.868 0.0108635 0.00103949 81433.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.223 232.621 0.01053 0.00103899 84290.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.524 230.308 0.0104609 0.00102522 84784.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.735 227.549 0.0104817 0.00103556 84690.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.661 224.8 0.0104268 0.00102446 85085.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.788 222.759 0.0104323 0.00102157 85009.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.801 219.587 0.0104372 0.00102423 84988.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.75 217.29 0.0104094 0.00102473 85245.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.893 214.788 0.0104431 0.00102929 84981.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.435 212.15 0.0104671 0.00103426 84809.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.521 209.537 0.0104801 0.00102395 84601 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.101 207.562 0.0105021 0.00104718 84611.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.548 204.957 0.010503 0.00103465 84492.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.938 202.563 0.0104385 0.00102908 85021.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.272 199.985 0.0104451 0.00102643 84937.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.139 197.904 0.0104314 0.00102718 85068.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.436 195.352 0.010599 0.00110309 84247.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.048 193.912 0.0104439 0.00102943 84975.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.055 191.153 0.010507 0.00102904 84406.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.489 188.751 0.0104717 0.00104217 84839.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.02 186.967 0.0104859 0.00102819 84586.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.432 185.009 0.0104198 0.00102078 85115.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.403 183.577 0.0104641 0.00103177 84814.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.001 181.426 0.0104447 0.00102877 84962 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.823 179.73 0.0104384 0.00102893 85020.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.587 176.962 0.0104754 0.00103125 84708.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.506 176.062 0.0104559 0.00102696 84844.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.366 173.672 0.0104587 0.00102304 84785.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.022 170.354 0.0104134 0.00102367 85199.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.695 168.468 0.0104679 0.0010383 84839.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.443 166.579 0.0104956 0.00103154 84530.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.519 164.579 0.0104853 0.00106792 84949.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.426 162.939 0.0104411 0.00103144 85018.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.418 160.886 0.0105806 0.00102817 83748 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.229 159.609 0.0104553 0.00103011 84878.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.139 157.757 0.0104549 0.00102268 84815.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.311 155.086 0.0105151 0.00103264 84366.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.546 154.019 0.0104489 0.00102137 84857.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.322 151.897 0.0104564 0.00102574 84829.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.419 150.665 0.0105353 0.00106823 84503.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.477 148.266 0.0104428 0.00103578 85042.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.318 146.861 0.0105006 0.001043 84588.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.405 145.543 0.0104998 0.0010302 84481.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.519 142.949 0.0104579 0.00102932 84848.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.806 142.402 0.0104451 0.00102492 84923.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.829 140.307 0.0104421 0.0010267 84967 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.967 137.964 0.0104513 0.001026 84878.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.073 136.67 0.0104683 0.00106265 85055.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.51 135.196 0.0104678 0.00103308 84793.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.709 134 0.0105559 0.00105426 84195.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.752 132.753 0.010468 0.001025 84719.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.101 131.088 0.010489 0.00103081 84582.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.589 129.194 0.0104571 0.00102639 84829.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.579 127.893 0.0104403 0.00102453 84964.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.927 126.623 0.0104415 0.00102432 84951 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.333 124.467 0.010512 0.00110865 85075.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.561 124.148 0.0104662 0.00103187 84796.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.345 121.714 0.0104707 0.00103093 84747.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.614 121.291 0.0105432 0.00108532 84585.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.095 118.666 0.010471 0.00102905 84727.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.197 117.922 0.0104762 0.00103189 84707.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.529 116.501 0.0104647 0.00102564 84754 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.166 115.388 0.0104653 0.00102685 84759.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.657 115.212 0.0104313 0.00102631 85061.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.137 112.542 0.0105032 0.00103794 84519.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.63 111.622 0.010461 0.00103222 84846.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.174 110.4 0.010522 0.00103388 84316.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.841 108.494 0.010466 0.00102885 84771.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.283 107.371 0.0105197 0.00105258 84503 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.773 105.132 0.0104377 0.00102659 85005.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.365 103.979 0.0104819 0.00104792 84799.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.002 103.02 0.0104281 0.0010256 85083.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.634 101.988 0.0104287 0.00103239 85139.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.29 101.654 0.0104689 0.00102974 84752.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.075 100.4 0.0104637 0.00102448 84753 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.468 98.8003 0.0105532 0.00103639 84062.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.269 97.5639 0.0104528 0.00102901 84891.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.952 95.6627 0.0104725 0.00103173 84739 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.773 95.293 0.0105192 0.0010507 84491 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.488 93.854 0.0105155 0.00103569 84389.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.248 93.0321 0.0104602 0.0010298 84832.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.882 92.4727 0.0104561 0.00102966 84867.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.556 90.8081 0.0104483 0.00102516 84897 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.324 88.8175 0.0104833 0.00102527 84584.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.2348 88.2255 0.0104397 0.00102576 84980.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.1058 87.2477 0.0104486 0.00102172 84863.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.9011 86.6148 0.0104385 0.00103757 85098 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.7555 85.3506 0.0105193 0.00103536 84353.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.5631 84.1032 0.0104902 0.00105095 84752.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.4749 82.8124 0.0107088 0.0012191 84302.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.4567 82.2498 0.0104725 0.00102763 84701.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.1994 81.313 0.0104668 0.00102649 84743.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.1127 79.9389 0.0104434 0.00102839 84970.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.1012 79.0566 0.0104752 0.00102394 84644.9 0
: 591 | 88.1739 80.2991 0.0104293 0.000993186 84781.1 1
: 592 Minimum Test error found - save the configuration
: 592 | 87.3129 77.1324 0.0105383 0.00103632 84192.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.2427 75.9384 0.0104449 0.00103176 84988 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.9658 75.619 0.0105105 0.00103032 84386.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.904 73.944 0.0105649 0.00105508 84123.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.0947 73.3205 0.0104808 0.00103233 84670.1 0
: 597 | 82.0416 73.3871 0.0163133 0.00212789 56396 1
: 598 Minimum Test error found - save the configuration
: 598 | 81.0609 71.7093 0.0203633 0.00217258 43978.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.2058 70.0389 0.0154362 0.00139084 56958.3 0
: 600 | 79.1876 70.3652 0.011281 0.000993136 77761.4 1
: 601 Minimum Test error found - save the configuration
: 601 | 78.3375 68.7401 0.0104924 0.00103021 84547.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.316 67.9672 0.0104715 0.00102571 84694.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.2454 67.3301 0.0105449 0.00105474 84297.6 0
: 604 | 75.4545 67.9519 0.0104153 0.000993297 84907.3 1
: 605 Minimum Test error found - save the configuration
: 605 | 74.5129 65.8118 0.010481 0.00102871 84635.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.5396 64.4595 0.0104649 0.00103381 84826.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.7628 63.5616 0.0105555 0.00104584 84125.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.9083 62.7826 0.0104501 0.00103442 84964.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.9731 61.8194 0.0104996 0.00103066 84486.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.1892 61.2147 0.0105608 0.00103327 83967.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.3887 60.5558 0.0104531 0.00102647 84866.4 0
: 612 | 68.7244 61.045 0.0104509 0.000989726 84555.7 1
: 613 Minimum Test error found - save the configuration
: 613 | 67.9327 59.7763 0.0104879 0.0010479 84745.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.9809 59.1543 0.010451 0.0010293 84910.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.2678 57.3739 0.0104948 0.00103323 84552.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.2351 56.7087 0.0104524 0.00103584 84956.4 0
: 617 | 64.5995 56.8355 0.0104543 0.000992496 84550.5 1
: 618 Minimum Test error found - save the configuration
: 618 | 63.8826 55.6194 0.0104652 0.00102614 84753.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.9695 55.135 0.0104394 0.00102683 84992.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.205 53.6729 0.0104391 0.00102116 84943.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.5707 53.3424 0.0104352 0.00102658 85028.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6982 52.6067 0.0104946 0.00103019 84527.6 0
: 623 | 59.9822 52.7088 0.0105176 0.00107784 84747.5 1
: 624 Minimum Test error found - save the configuration
: 624 | 59.2761 51.6976 0.0104814 0.00103646 84701.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.5105 50.1673 0.0104716 0.00102567 84692.3 0
: 626 | 57.9878 50.3513 0.0104379 0.000991396 84687.5 1
: 627 | 57.1623 50.2922 0.0104047 0.000990357 84976.5 2
: 628 Minimum Test error found - save the configuration
: 628 | 56.4844 49.1346 0.0104614 0.00102529 84780.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.8411 48.1002 0.010446 0.00103306 84989.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.3796 47.5711 0.0105509 0.00103425 84063.3 0
: 631 | 54.4914 48.2258 0.01045 0.00103288 84951.7 1
: 632 Minimum Test error found - save the configuration
: 632 | 53.8651 46.8236 0.0105347 0.00103982 84255.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.25 45.7028 0.0104877 0.00102809 84569.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.5902 45.5245 0.0104862 0.00102397 84546.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.9081 45.4678 0.0104391 0.00102461 84975.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.2539 44.1104 0.0104517 0.0010215 84833.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.6413 44.0281 0.0104298 0.00102502 85063.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.9512 43.3445 0.0104617 0.00102986 84819.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.4534 42.6081 0.0105218 0.00104961 84457.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.9519 42.4165 0.0104537 0.0010332 84921 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.32 40.8355 0.0105074 0.00103507 84456.7 0
: 642 | 47.6138 40.8813 0.0104154 0.000991376 84889 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.1469 39.969 0.0104823 0.0010502 84817.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.6016 39.738 0.0104454 0.00102818 84951.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.9605 38.8281 0.0104492 0.00102575 84895 0
: 646 | 45.4139 38.9919 0.0104 0.000991235 85026.8 1
: 647 Minimum Test error found - save the configuration
: 647 | 44.8438 37.8242 0.0104792 0.00103357 84695.3 0
: 648 | 44.5615 37.8413 0.0104065 0.000992174 84977.2 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.9338 37.2246 0.0104913 0.00102903 84545.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3659 36.2073 0.0105626 0.00103345 83952.6 0
: 651 | 42.8608 36.5869 0.0104701 0.000998866 84466.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.2035 35.7704 0.0104712 0.00102772 84714.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.7952 35.668 0.0104982 0.00104453 84623.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.1763 34.1529 0.0104657 0.00103062 84789.6 0
: 655 | 40.7374 34.7845 0.0104606 0.000991486 84484.9 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.1254 33.4106 0.0104924 0.00103894 84625.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.7253 33.0563 0.0104871 0.00102456 84543.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.2654 32.5471 0.0104775 0.00102773 84658.3 0
: 659 | 38.778 33.0185 0.0104397 0.000994616 84700 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.3797 31.2302 0.0104928 0.00102828 84526.6 0
: 661 | 37.9244 31.478 0.0104192 0.000991026 84852.5 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.4446 30.5516 0.0104337 0.00102959 85068.8 0
: 663 | 36.9195 30.8961 0.0104315 0.000992996 84759.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 36.6068 29.4818 0.0104897 0.00103563 84619.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.9764 29.1276 0.0104766 0.00102611 84651.9 0
: 666 | 35.6965 30.0773 0.0104643 0.000996786 84499.6 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.2762 28.471 0.0105196 0.00103465 84344.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7262 28.1933 0.0104647 0.00102343 84734.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.2604 27.789 0.01054 0.00111053 84840.3 0
: 670 | 33.7737 27.8789 0.0104732 0.000999626 84445.5 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.5428 26.8966 0.0104577 0.00103607 84910.9 0
: 672 | 32.9992 27.3405 0.010462 0.00100957 84634.4 1
: 673 Minimum Test error found - save the configuration
: 673 | 32.576 25.7693 0.0104676 0.0010292 84760.2 0
: 674 | 32.2229 26.8963 0.0104372 0.000990645 84686.7 1
: 675 | 31.852 26.3371 0.0104101 0.000991736 84940.9 2
: 676 Minimum Test error found - save the configuration
: 676 | 31.4532 24.3589 0.0104686 0.00102606 84722.6 0
: 677 | 31.1254 24.7686 0.0104475 0.000997476 84656.3 1
: 678 | 30.6081 24.4968 0.0104196 0.000993655 84872.3 2
: 679 Minimum Test error found - save the configuration
: 679 | 30.2012 24.1957 0.0105072 0.0010394 84496.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.9077 23.9829 0.0104754 0.00102727 84673.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6364 23.0452 0.0104528 0.00102488 84854.4 0
: 682 | 29.3113 23.8865 0.0104477 0.000990946 84595.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 28.7152 21.9856 0.0104422 0.00102852 84982.9 0
: 684 | 28.3238 22.6887 0.0103996 0.000991115 85029.6 1
: 685 | 28.0491 22.536 0.0104466 0.000993475 84628.3 2
: 686 | 27.5624 22.1344 0.0105577 0.000994846 83657 3
: 687 Minimum Test error found - save the configuration
: 687 | 27.3055 20.4462 0.0104794 0.0010386 84739 0
: 688 | 27.057 21.2908 0.0104064 0.000993755 84992.3 1
: 689 | 26.6168 20.6177 0.0105831 0.00100033 83483.2 2
: 690 | 26.2928 21.3998 0.0104274 0.000991815 84785.6 3
: 691 | 25.9594 20.5489 0.0104245 0.000991856 84811.8 4
: 692 Minimum Test error found - save the configuration
: 692 | 25.4562 19.9675 0.0104817 0.00104852 84807.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.2033 19.3971 0.0104568 0.00102785 84845.5 0
: 694 | 24.9085 19.5284 0.0103959 0.000992255 85073.4 1
: 695 | 24.6964 19.5982 0.0104264 0.000991906 84795.2 2
: 696 Minimum Test error found - save the configuration
: 696 | 24.2085 18.4651 0.0104481 0.0010317 84958 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.9699 18.2339 0.0104797 0.00102305 84596.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.5716 18.0646 0.0104949 0.00103228 84543.3 0
: 699 | 23.3647 18.6296 0.0104031 0.000989555 84984.3 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.03 17.6363 0.0104664 0.00103218 84797.4 0
: 701 | 22.621 17.7892 0.0104124 0.000992146 84923.6 1
: 702 | 22.5975 18.5411 0.010492 0.000993896 84227.1 2
: 703 | 22.0669 17.6968 0.0104385 0.000996357 84726.5 3
: 704 | 22.0332 17.9598 0.010434 0.000991906 84727 4
: 705 Minimum Test error found - save the configuration
: 705 | 21.5519 16.8662 0.0104916 0.00103616 84607.7 0
: 706 | 21.2573 18.06 0.0104628 0.000991396 84465.1 1
: 707 Minimum Test error found - save the configuration
: 707 | 20.8991 16.4641 0.0104535 0.00102659 84863 0
: 708 | 20.6223 16.8581 0.0104481 0.000991216 84594.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.3105 15.6617 0.0105365 0.00104374 84275.1 0
: 710 | 20.04 16.6646 0.0104253 0.000991436 84800.6 1
: 711 | 19.7784 15.9167 0.0104147 0.000993957 84919.3 2
: 712 | 19.4329 16.0976 0.0104615 0.000992066 84482.3 3
: 713 | 19.2583 16.3938 0.0104491 0.000995315 84621.9 4
: 714 | 19.0644 15.8205 0.0104491 0.000996145 84629.8 5
: 715 Minimum Test error found - save the configuration
: 715 | 18.8747 15.1075 0.0104493 0.0010293 84926 0
: 716 | 18.5326 15.3394 0.0104178 0.000990726 84862.1 1
: 717 | 18.3094 15.7778 0.0104115 0.000992715 84937 2
: 718 Minimum Test error found - save the configuration
: 718 | 17.9536 14.5502 0.01048 0.0010314 84668.9 0
: 719 | 17.7105 15.241 0.0105257 0.000992027 83913.1 1
: 720 | 17.4538 14.9562 0.0104165 0.000990996 84875.7 2
: 721 | 17.3718 14.924 0.0104575 0.000998546 84575.6 3
: 722 | 16.9214 14.6531 0.0104672 0.000992285 84433.2 4
: 723 Minimum Test error found - save the configuration
: 723 | 16.714 14.1213 0.010457 0.00102996 84862.1 0
: 724 | 16.597 15.8409 0.0104098 0.000989917 84926.4 1
: 725 | 16.3479 14.6477 0.0104393 0.000991534 84676.1 2
: 726 | 16.2175 15.0352 0.010393 0.000997717 85149 3
: 727 Minimum Test error found - save the configuration
: 727 | 15.9239 13.8795 0.0104793 0.00104278 84777.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.7746 12.9341 0.0104543 0.00102917 84879.4 0
: 729 | 15.5237 13.2416 0.0105349 0.000993727 83847 1
: 730 | 15.5416 13.0472 0.0104223 0.000991987 84832.7 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.4826 12.7165 0.0104318 0.00102787 85070.5 0
: 732 | 15.0276 13.4852 0.0104357 0.000991576 84708.8 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.6638 12.5628 0.0104236 0.00102493 85118.5 0
: 734 | 14.6433 13.6551 0.010418 0.000992096 84872.6 1
: 735 | 14.592 13.5941 0.0104034 0.000993366 85015.5 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.1358 12.2273 0.0104659 0.0010349 84826.4 0
: 737 Minimum Test error found - save the configuration
: 737 | 13.8482 12.1625 0.0104907 0.00103312 84588.5 0
: 738 | 13.6596 12.1938 0.010436 0.000990597 84697.1 1
: 739 | 13.6054 12.2143 0.0104071 0.000990535 84956.8 2
: 740 | 13.3086 12.3538 0.0104135 0.000996666 84953.9 3
: 741 Minimum Test error found - save the configuration
: 741 | 13.2834 11.9807 0.0104529 0.0010273 84875.6 0
: 742 | 13.0319 12.1959 0.0104147 0.000993597 84916 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.7986 11.952 0.0104615 0.00103499 84866.9 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.5781 11.0342 0.0104717 0.00103111 84740.5 0
: 745 | 12.4205 12.2468 0.0104882 0.000993095 84254.2 1
: 746 | 12.125 11.9973 0.0104689 0.000990975 84407.1 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.1027 11.0261 0.0104539 0.00102951 84885.7 0
: 748 | 11.863 11.3379 0.0104194 0.000996727 84901.5 1
: 749 | 11.8023 12.9326 0.0105052 0.000996617 84134.6 2
: 750 | 11.674 11.1004 0.0104473 0.000995346 84638.7 3
: 751 | 11.5884 11.4644 0.0104218 0.000992345 84840.7 4
: 752 Minimum Test error found - save the configuration
: 752 | 11.2722 9.7154 0.0105023 0.00105537 84683.6 0
: 753 | 11.1888 10.8386 0.0104729 0.00101673 84600.4 1
: 754 | 11.0298 11.6498 0.0104558 0.00100078 84611.3 2
: 755 | 10.811 9.81248 0.0104236 0.000996447 84861.3 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.8219 9.15643 0.0104844 0.00103673 84677 0
: 757 | 10.6826 9.57717 0.010402 0.000991026 85007.1 1
: 758 | 10.3711 9.55722 0.0104195 0.000995736 84892.1 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.1568 8.55518 0.0104393 0.00103265 85045.8 0
: 760 | 10.2293 10.0012 0.0104516 0.000990636 84557.7 1
: 761 Minimum Test error found - save the configuration
: 761 | 9.99027 8.54538 0.0104526 0.00102645 84870.6 0
: 762 | 10.0413 9.91724 0.0104613 0.000992866 84491.4 1
: 763 | 9.7548 8.81429 0.010411 0.000991756 84932.1 2
: 764 | 9.69725 9.36777 0.0104468 0.000990196 84597 3
: 765 | 9.51468 8.61905 0.0104203 0.000993666 84865.6 4
: 766 | 9.42943 9.08744 0.0104129 0.000991565 84913.7 5
: 767 Minimum Test error found - save the configuration
: 767 | 9.28676 8.47444 0.0104859 0.00103775 84672.4 0
: 768 | 9.22083 8.76589 0.0104287 0.000992935 84783.6 1
: 769 Minimum Test error found - save the configuration
: 769 | 8.94164 7.86087 0.010577 0.00103455 83836.3 0
: 770 | 8.88812 7.9456 0.0104265 0.000992555 84800.3 1
: 771 | 8.77987 8.15871 0.0104202 0.000990097 84834.5 2
: 772 Minimum Test error found - save the configuration
: 772 | 8.83828 7.69035 0.010469 0.00104371 84878 0
: 773 | 8.46535 8.47986 0.0104372 0.000990866 84689.1 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.44586 7.47504 0.010465 0.00103854 84867.2 0
: 775 | 8.34264 7.88968 0.0105179 0.000997056 84026.5 1
: 776 | 8.26687 7.83314 0.0104335 0.000993586 84746.8 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.2293 6.89957 0.0104708 0.00102812 84722 0
: 778 | 8.03164 7.42015 0.0104356 0.000994006 84731.3 1
: 779 | 8.04942 6.96774 0.0104207 0.000991147 84839.9 2
: 780 | 7.68146 8.00912 0.0104203 0.000991035 84842.1 3
: 781 | 7.85157 8.09036 0.0104029 0.000991646 85005 4
: 782 | 7.692 8.31335 0.0104385 0.000992457 84691.4 5
: 783 Minimum Test error found - save the configuration
: 783 | 7.44033 6.41271 0.010521 0.00103554 84339.7 0
: 784 | 7.43371 6.72468 0.0104237 0.000997437 84869.2 1
: 785 | 7.21123 7.43982 0.0104767 0.000993726 84361.4 2
: 786 | 7.28565 6.59092 0.0104517 0.000993786 84585.7 3
: 787 | 7.15316 7.31216 0.0104241 0.000998695 84877.2 4
: 788 Minimum Test error found - save the configuration
: 788 | 6.94795 6.40572 0.010473 0.00103522 84765.9 0
: 789 | 6.93937 6.8765 0.0105103 0.000991776 84046.6 1
: 790 | 6.77402 7.40873 0.010614 0.000992396 83146.6 2
: 791 Minimum Test error found - save the configuration
: 791 | 6.70142 6.09869 0.0104913 0.0010325 84577.5 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.59488 6.06714 0.010528 0.00105273 84430 0
: 793 | 6.61085 6.75629 0.0104405 0.000992357 84673.1 1
: 794 | 6.54107 6.26944 0.0104884 0.000994227 84262.6 2
: 795 | 6.48363 6.51426 0.0104161 0.000990805 84878.3 3
: 796 Minimum Test error found - save the configuration
: 796 | 6.35808 5.75395 0.0104712 0.00102592 84698.2 0
: 797 | 6.34357 6.37809 0.0104137 0.000991667 84907.8 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.43357 5.51132 0.0105064 0.00102969 84417.3 0
: 799 | 6.29036 6.94195 0.0104263 0.000993677 84812.3 1
: 800 | 6.06052 5.98014 0.0104491 0.00100048 84668.7 2
: 801 | 6.0127 7.04916 0.0104157 0.000993625 84907.2 3
: 802 Minimum Test error found - save the configuration
: 802 | 5.93531 5.39962 0.0105294 0.00105236 84414.7 0
: 803 | 6.06601 5.67913 0.0104123 0.000992256 84925.5 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.02311 5.16875 0.0105115 0.00103731 84440.2 0
: 805 | 5.77029 5.54871 0.0103972 0.000991587 85056 1
: 806 | 5.59891 5.86667 0.0103966 0.000993306 85076.6 2
: 807 | 5.47747 6.21447 0.0104294 0.000992135 84770.7 3
: 808 | 5.41022 5.43861 0.0104289 0.000992837 84781.4 4
: 809 Minimum Test error found - save the configuration
: 809 | 5.42313 5.07564 0.0106198 0.00103609 83475 0
: 810 | 5.33179 5.79947 0.0104587 0.000992956 84514.9 1
: 811 | 5.351 6.19869 0.0104256 0.000990756 84792 2
: 812 | 5.3753 5.60551 0.0104266 0.000993227 84804.9 3
: 813 | 5.12624 5.31726 0.0104488 0.000992135 84596.4 4
: 814 | 5.19558 5.43768 0.0104839 0.00107244 85002.4 5
: 815 | 5.21965 5.33357 0.0104276 0.000993185 84796 6
: 816 | 5.06387 5.47464 0.0104271 0.000993676 84804.7 7
: 817 | 4.91713 6.17576 0.010451 0.000992747 84582.1 8
: 818 | 5.08874 5.2182 0.0104215 0.000993135 84850.6 9
: 819 | 4.8435 5.88918 0.0104169 0.000990785 84870.8 10
: 820 Minimum Test error found - save the configuration
: 820 | 4.83406 4.94236 0.0104769 0.00104105 84783.2 0
: 821 | 4.70897 5.77247 0.0103992 0.000990956 85031.5 1
: 822 | 4.76637 6.00133 0.0104339 0.000992276 84730.9 2
: 823 | 4.65824 5.48147 0.0104718 0.00100172 84476.8 3
: 824 | 4.63334 5.54724 0.0104404 0.000998876 84732.3 4
: 825 | 4.50033 5.42586 0.0104274 0.000992937 84795.9 5
: 826 | 4.36948 5.21984 0.010451 0.000994207 84595.3 6
: 827 | 4.47029 5.46037 0.0104077 0.000991576 84960.8 7
: 828 | 4.57365 5.49936 0.0105125 0.00109311 84931.2 8
: 829 Minimum Test error found - save the configuration
: 829 | 4.30737 4.68084 0.0104851 0.00103533 84658.1 0
: 830 | 4.22227 5.00844 0.0104266 0.000992275 84796.7 1
: 831 | 4.21707 5.72713 0.0104298 0.00100596 84890.8 2
: 832 | 4.0786 4.97292 0.0104221 0.000993096 84844.8 3
: 833 | 4.03794 6.01735 0.0104527 0.000996507 84600.8 4
: 834 | 4.18566 6.13761 0.0104308 0.000992526 84761.2 5
: 835 | 4.12545 5.2449 0.0104248 0.000992685 84816.7 6
: 836 | 3.88838 5.38398 0.0104239 0.000993666 84833.9 7
: 837 | 3.78247 5.87321 0.0104225 0.000992736 84838 8
: 838 | 4.09829 6.07204 0.0103979 0.000992865 85060.6 9
: 839 | 3.99558 5.7756 0.0116069 0.00100241 75439.6 10
: 840 | 3.74587 5.1275 0.0104446 0.000993976 84650.6 11
: 841 | 3.77524 6.12771 0.0104529 0.000990486 84545.5 12
: 842 Minimum Test error found - save the configuration
: 842 | 3.97276 4.59444 0.0104564 0.00103491 84912 0
: 843 | 3.78367 4.8735 0.0104109 0.000991336 84929.2 1
: 844 | 3.53988 4.85786 0.0103986 0.000990506 85033.3 2
: 845 | 3.50668 5.52221 0.0103853 0.000993056 85176.8 3
: 846 | 3.64392 4.74206 0.010401 0.000989536 85002.9 4
: 847 | 3.74704 4.79061 0.0103943 0.000994017 85103.9 5
: 848 | 3.369 4.81535 0.0105208 0.000990266 83940.8 6
: 849 | 3.41032 4.8727 0.0104163 0.000992406 84890.4 7
: 850 | 3.38254 5.77561 0.0104244 0.000992696 84820.1 8
: 851 | 3.45905 5.23978 0.0104126 0.000988996 84892.8 9
: 852 | 3.22743 6.13936 0.0103935 0.000990077 85075.2 10
: 853 | 3.16868 4.93189 0.0103957 0.000989405 85049.1 11
: 854 | 3.14022 5.61104 0.0103795 0.000991866 85218.6 12
: 855 | 3.22504 5.55408 0.0104164 0.000991667 84883.4 13
: 856 | 3.1491 5.44131 0.0103982 0.000993225 85061.2 14
: 857 Minimum Test error found - save the configuration
: 857 | 2.96475 4.06632 0.0104624 0.00103732 84880.2 0
: 858 | 3.04722 5.4234 0.0104196 0.000993446 84870.5 1
: 859 | 2.96454 4.22647 0.010406 0.000992175 84981.3 2
: 860 | 2.91089 5.52708 0.0104182 0.000998255 84926 3
: 861 | 3.01228 5.26021 0.0104008 0.000992996 85035.9 4
: 862 | 2.9784 5.65351 0.0103977 0.000991795 85053.3 5
: 863 | 2.96111 5.19491 0.0104027 0.000991966 85009.2 6
: 864 | 2.88558 6.58281 0.0104194 0.000994667 84883.5 7
: 865 | 3.06441 7.08665 0.010428 0.000995686 84814.9 8
: 866 | 2.97753 6.33019 0.0104041 0.000990385 84982.1 9
: 867 | 2.91348 6.11553 0.0104182 0.000997626 84920.6 10
: 868 | 2.79509 6.47258 0.0104849 0.000993527 84287 11
: 869 | 2.70452 5.45669 0.0104145 0.000991955 84903.1 12
: 870 | 2.65285 5.76606 0.0103863 0.000989267 85133.5 13
: 871 | 2.71446 5.63865 0.010481 0.00102915 84639.8 14
: 872 | 2.72409 7.0611 0.0105132 0.000993965 84040.3 15
: 873 | 2.62259 6.07637 0.0104208 0.000993327 84858.1 16
: 874 | 2.53155 6.25603 0.0104276 0.000993425 84798 17
: 875 | 2.52183 6.31693 0.0104267 0.000986205 84741.3 18
: 876 | 2.49373 7.2076 0.0104142 0.000992046 84906 19
: 877 | 2.54413 6.28703 0.0104032 0.000990335 84989.7 20
: 878 | 2.48982 6.75197 0.0104105 0.000990415 84925.2 21
:
: Elapsed time for training with 1000 events: 9.19 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.012 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.811 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.159 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= 3.26974e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04833e+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: 0.0366 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: 0.0365 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: 0.00234 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: 0.0966 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: 0.878 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00283 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: 0.0364 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00447 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: 0.00232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000636 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: 0.0111 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: 0.876 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0994 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 : -0.957 -0.163 5.46 1.46 | 3.216 3.240
: 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 : -0.246 -0.132 1.79 1.07 | 3.336 3.332
: 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.