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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: 0.258 sec
: Elapsed time for training with 1000 events: 0.262 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00302 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: 0.000692 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00493 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000605 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 = 31526.2
: --------------------------------------------------------------
: 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 | 33039.2 31094.8 0.00999481 0.00100234 88963.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32496 30526.9 0.0100983 0.000993626 87867.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31792.3 29855.5 0.0101937 0.00100025 87018.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31053.7 29210.3 0.0103228 0.00108985 86646.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30301 28463.3 0.0102263 0.00100441 86749.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29443.5 27494.7 0.0102633 0.00101652 86516.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28701.4 26887.4 0.0101204 0.000986535 87585.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28246.9 26514.5 0.0100597 0.000990785 88213.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27893.4 26189.9 0.00994719 0.000958935 89005 0
: 10 Minimum Test error found - save the configuration
: 10 | 27569.1 25893.6 0.00999446 0.000960245 88552.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27268.4 25612.3 0.0101177 0.000973005 87482.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 26978.7 25345.1 0.0100043 0.000972356 88574.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26702.2 25085.7 0.00993899 0.000969275 89189 0
: 14 Minimum Test error found - save the configuration
: 14 | 26435.7 24831.1 0.00995817 0.000968485 88990.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26176.3 24580.8 0.00994101 0.000959896 89075.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 25917.2 24341.9 0.00995109 0.000965885 89035.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25667.9 24107.4 0.00994565 0.000970685 89136.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25425 23874.4 0.00996457 0.000981756 89058.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25185.7 23644.5 0.00993446 0.000966135 89202.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24946.9 23422.3 0.00995146 0.000967465 89047.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24716 23201.8 0.00998429 0.000978336 88830.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24485 22987.7 0.00997077 0.000973685 88917.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24263 22771.6 0.00993023 0.000967505 89258.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24038.9 22561.3 0.00995012 0.000972575 89111.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23819.9 22353.6 0.010029 0.000973645 88345.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23603.8 22148.3 0.0100393 0.00103724 88868.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23390.1 21946 0.00995454 0.000967275 89014.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23176.8 21749.6 0.0100205 0.000989605 88585.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22970.9 21551.7 0.00999277 0.000977696 88740.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22765.3 21355.9 0.00998732 0.000971535 88733.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22562.3 21161.6 0.00998265 0.000990946 88970.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22357.6 20974.8 0.00999267 0.000974405 88708.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22163 20783.9 0.0100193 0.000973374 88437.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21964.3 20598.1 0.00998939 0.000973634 88733.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21769.7 20414.5 0.00997593 0.000968644 88817 0
: 36 Minimum Test error found - save the configuration
: 36 | 21578.3 20231.4 0.00998469 0.000969985 88743.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21385 20054.7 0.00998604 0.000977965 88809.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21200 19874.8 0.00999938 0.000976505 88663.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21011.7 19699.7 0.0100165 0.000988516 88613.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20828 19525.2 0.0100334 0.000978335 88348.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20645.2 19352.4 0.0100249 0.000968145 88331.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20464.1 19180.1 0.0101045 0.000985705 87730.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20280.8 19009.3 0.0100773 0.000982725 87965 0
: 44 Minimum Test error found - save the configuration
: 44 | 20102 18837.3 0.0101184 0.000990015 87639 0
: 45 Minimum Test error found - save the configuration
: 45 | 19928.3 18672.6 0.0101132 0.000988245 87671.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19749.1 18511.7 0.0101826 0.000994765 87072 0
: 47 Minimum Test error found - save the configuration
: 47 | 19576.7 18344.6 0.0101118 0.000990485 87706.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19406.3 18179.3 0.0101116 0.000986495 87670.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19235 18018.4 0.0101414 0.00100576 87569.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19064.6 17858.7 0.010129 0.000986585 87503.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18896.9 17702.9 0.0101503 0.000993205 87363.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18731.2 17544 0.0101616 0.000992685 87251.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18564.4 17387.5 0.0101651 0.000994735 87237.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18401.5 17231.3 0.0102115 0.000995954 86810 0
: 55 Minimum Test error found - save the configuration
: 55 | 18242.6 17077.4 0.0101783 0.000995916 87123.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18075.5 16924 0.0101875 0.00100045 87079.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17917.4 16772.6 0.0102035 0.00100091 86931.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17758.6 16618.4 0.010219 0.00100741 86846.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17602.3 16465.3 0.0113614 0.00109677 77937.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17444.4 16320 0.0122899 0.00126423 72557.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17287.9 16176 0.0126728 0.00125569 70070.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17136.8 16026.2 0.0117347 0.00106284 74963.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16980.7 15883.9 0.0108395 0.00115906 82640.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16829.9 15741.4 0.0106974 0.00105487 82965.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16682.2 15599.5 0.0107127 0.00110449 83261.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16531.3 15457.4 0.0103071 0.00101137 86061 0
: 67 Minimum Test error found - save the configuration
: 67 | 16384.9 15317.3 0.0102995 0.00101563 86171.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16236.3 15176.8 0.0102552 0.00100862 86518.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16092 15038.1 0.0102954 0.00102876 86330.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15946.5 14901.5 0.0103137 0.00101599 86042.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15802.6 14767.1 0.0103389 0.00101348 85786.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15661.1 14634.9 0.0102919 0.00101981 86280.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15521.9 14501.1 0.0102635 0.00100858 86440.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15381.7 14370.9 0.0102687 0.00100788 86385.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15244.7 14238.3 0.0102608 0.00100544 86436.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15107.2 14108.9 0.0103024 0.00100784 86071.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14971.4 13981.8 0.0102776 0.00101222 86342.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14836.9 13855.3 0.0103122 0.00101441 86041.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14704.1 13729.8 0.010297 0.00100913 86134.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14574.2 13601.6 0.0103075 0.00101118 86055.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14439.3 13481.5 0.0102764 0.00101109 86343.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14312.5 13358.1 0.0102855 0.00100749 86225.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14182.7 13238 0.0102899 0.00100969 86204.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14056 13118.3 0.0102681 0.00100643 86377.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 13930.3 12999.6 0.0102535 0.00101254 86571.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13805.5 12880.8 0.0103963 0.00101835 85306.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13681 12764.4 0.0102743 0.00102001 86446.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13558.2 12649.1 0.0102567 0.00100704 86490 0
: 89 Minimum Test error found - save the configuration
: 89 | 13437.5 12533.4 0.0102987 0.0010104 86130 0
: 90 Minimum Test error found - save the configuration
: 90 | 13314.5 12422.5 0.0102863 0.0010098 86239.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13195.5 12311.6 0.0103137 0.00101016 85988.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13078.7 12199.1 0.010279 0.00100986 86307.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12959.8 12089.7 0.0102785 0.00100782 86294 0
: 94 Minimum Test error found - save the configuration
: 94 | 12844.2 11980.6 0.010311 0.00101381 86047.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12727.1 11874.3 0.0103045 0.00101509 86120 0
: 96 Minimum Test error found - save the configuration
: 96 | 12614.9 11765.9 0.0103158 0.00100642 85934.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12502 11657.6 0.0102898 0.00101249 86231.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12387.2 11554.8 0.0102879 0.00100945 86221.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12275.1 11452.1 0.0103708 0.0010171 85527.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12167.2 11349.7 0.0103288 0.00101478 85891.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12057 11246.6 0.0103097 0.00101542 86074.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11946.1 11147.4 0.0103585 0.00101321 85604.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11840.5 11047.8 0.0102861 0.00101297 86271.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11734.3 10946.3 0.0103069 0.00101292 86077.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11628 10848.7 0.0103014 0.00101007 86101.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11523.1 10751.9 0.010402 0.00102031 85272.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11419.4 10653.2 0.0103026 0.00101154 86104.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11316.4 10557.7 0.0103168 0.00103079 86151.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11214.7 10461.7 0.0103367 0.00102004 85868.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11113.4 10366.9 0.0103719 0.00102054 85548.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11012.7 10272.8 0.0103407 0.00102023 85832.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10912.6 10181.6 0.0103177 0.00101348 85982 0
: 113 Minimum Test error found - save the configuration
: 113 | 10814.8 10088.2 0.0103291 0.00101472 85888.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10717.1 9996.3 0.010347 0.0010111 85691 0
: 115 Minimum Test error found - save the configuration
: 115 | 10619.6 9907.11 0.0103356 0.00101526 85833.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10524.2 9816.79 0.0103125 0.00101556 86049.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10429.7 9726.35 0.0103331 0.00101289 85835.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10334.7 9639.36 0.01033 0.00101931 85922.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10240.4 9551.35 0.0103628 0.00104152 85824.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10148.5 9464.01 0.0103519 0.00101833 85712.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10056.4 9378.16 0.0103476 0.00101819 85750 0
: 122 Minimum Test error found - save the configuration
: 122 | 9965.07 9291.94 0.0103498 0.00101971 85744.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9875.71 9207.7 0.010367 0.00101663 85557.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9786.11 9122.3 0.0103465 0.00101293 85712.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9697.45 9040.32 0.0103565 0.0010169 85657 0
: 126 Minimum Test error found - save the configuration
: 126 | 9608.69 8955.7 0.0105414 0.00103016 84111.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9521.59 8875.71 0.0103629 0.00102308 85655.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9437.63 8792.46 0.0103658 0.00101739 85575.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9349.3 8711.09 0.0103719 0.00102203 85562.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9264.1 8633.71 0.0103802 0.00102585 85521.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9181.92 8553.69 0.0103711 0.00101676 85522 0
: 132 Minimum Test error found - save the configuration
: 132 | 9096.91 8476.08 0.0103527 0.00101539 85677.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9015.09 8397.65 0.0103492 0.00101391 85696.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8933.55 8319.38 0.0103352 0.00101768 85859.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8852.57 8241.78 0.0103629 0.00102019 85628.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8770.57 8167.32 0.0103601 0.00101699 85624.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8690.98 8092.38 0.0103946 0.00102122 85347.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8612.88 8017.03 0.0104422 0.00101686 84877.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8533.46 7943.78 0.0104078 0.0010205 85221.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8455.7 7870.94 0.0103876 0.00101911 85392.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8379.66 7798.08 0.0104666 0.00103484 84819.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8303.58 7724.03 0.010414 0.00103341 85282 0
: 143 Minimum Test error found - save the configuration
: 143 | 8226.7 7653.32 0.0104125 0.00102602 85228.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8152.18 7581.24 0.0103679 0.00102282 85606.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8076.57 7513.99 0.0103824 0.00102239 85470.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8004.89 7443.01 0.0104701 0.00102873 84733.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7930.67 7373.43 0.0104691 0.00102914 84745.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7857.94 7307.73 0.0104193 0.00102981 85201.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7786.45 7239.08 0.0105153 0.00104965 84516.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7716.21 7171.27 0.010415 0.00104593 85387.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7645.18 7104.99 0.0103718 0.00102175 85561.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7574.31 7040.58 0.0103943 0.0010294 85425.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7505.5 6975.25 0.010365 0.00102282 85632.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7437.74 6910.08 0.0103722 0.00102093 85550.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7368.66 6845.84 0.0104098 0.00102338 85229.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7301.42 6784.11 0.0103897 0.00102058 85386.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7236.86 6717.64 0.0105897 0.00102632 83652 0
: 158 Minimum Test error found - save the configuration
: 158 | 7167.01 6658.08 0.0103808 0.00102636 85520.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7103.82 6594.67 0.0104464 0.00105006 85139.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7037.98 6534.14 0.010375 0.00102392 85551.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6972.79 6474.48 0.0103875 0.0010295 85488.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6910 6413.9 0.0104024 0.00103826 85432.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6845.4 6355.82 0.0103718 0.00102103 85554 0
: 164 Minimum Test error found - save the configuration
: 164 | 6784.65 6294.38 0.0103976 0.0010214 85322.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6720.94 6236.33 0.010386 0.00102654 85474.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6661.66 6175.46 0.010479 0.00103549 84713.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6597.3 6121.57 0.010441 0.00103469 85049.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6536.74 6065.74 0.0104974 0.0010298 84498.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6477.62 6009.7 0.0104979 0.00104547 84634.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6418.24 5953.92 0.0104081 0.00102342 85245.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6360.71 5897.67 0.0104179 0.00102592 85178.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6300.16 5842.53 0.0104722 0.00104065 84822 0
: 173 Minimum Test error found - save the configuration
: 173 | 6244 5787.3 0.0104561 0.00102304 84807.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6185.07 5733.33 0.0103932 0.00103559 85492.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6128.47 5680.54 0.0104081 0.00102878 85293.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6072.95 5626.48 0.0104409 0.00105481 85232.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6016 5575.41 0.0104483 0.00102969 84938.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5961.36 5522.07 0.010496 0.00102941 84508.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5905.72 5471.94 0.0104509 0.00104616 85063.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5852.57 5418.6 0.0104269 0.00102451 85084.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5797.31 5369.34 0.0104357 0.00104157 85159.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5743.66 5319.97 0.0104344 0.00103506 85112 0
: 183 Minimum Test error found - save the configuration
: 183 | 5691.72 5270.45 0.0104084 0.00102709 85275.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5638.79 5221.26 0.0104104 0.00102597 85247.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5586.1 5173.59 0.0104267 0.00104279 85252.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5536.92 5123.14 0.0105233 0.00103809 84341.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5483.63 5076.75 0.01042 0.00102348 85137.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5433.88 5029.48 0.0104911 0.00103199 84574.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5383.61 4982.09 0.0104521 0.00105241 85109.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5334.02 4936.21 0.0104517 0.00102578 84872.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5284.98 4889.26 0.010454 0.00103156 84903.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5235.77 4845 0.0104137 0.00102656 85222.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5188.23 4798.08 0.0104194 0.00102208 85130.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5139.57 4753.82 0.0104004 0.00102533 85333 0
: 195 Minimum Test error found - save the configuration
: 195 | 5093.55 4708.29 0.0104512 0.00105122 85106.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5044.36 4665.94 0.010484 0.00103181 84636.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4998.69 4622.75 0.0104636 0.00102483 84757.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4953.1 4578.88 0.0104457 0.00103219 84984.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4908.15 4534.67 0.010542 0.00104875 84270.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4861.02 4493.62 0.0104251 0.00103974 85239 0
: 201 Minimum Test error found - save the configuration
: 201 | 4816.5 4452.5 0.0103926 0.00102473 85398.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4772.45 4411.3 0.010446 0.00102783 84942.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4728.6 4370.05 0.0104341 0.00103202 85087.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4685.53 4328.63 0.0104453 0.00103018 84969.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4642.7 4287.11 0.0104712 0.00104879 84904.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4598.06 4248.69 0.0105467 0.00104243 84172.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4557.56 4207.91 0.010444 0.00102975 84977.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4514.47 4168.83 0.0104246 0.00102901 85146 0
: 209 Minimum Test error found - save the configuration
: 209 | 4473.26 4130.47 0.0104717 0.00105169 84925.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4432.05 4091.95 0.0104126 0.00103886 85344.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4391.52 4053.55 0.0104219 0.0010229 85115.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4351.11 4015.33 0.0104436 0.00102527 84940.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4310.36 3979.37 0.0104355 0.0010225 84988.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4272.02 3941.11 0.0104342 0.00103527 85116 0
: 215 Minimum Test error found - save the configuration
: 215 | 4232.06 3904.76 0.0104754 0.00103075 84703.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4193.08 3869.01 0.010446 0.00103747 85029.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4155.46 3831.82 0.0104363 0.00102589 85012.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4117.42 3795.68 0.010487 0.00103937 84677.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4078.84 3760.98 0.0104559 0.00103987 84961.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4041.07 3727.15 0.0104318 0.00102576 85051.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4005.78 3691.2 0.0104893 0.00102374 84516.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3968.63 3656.43 0.0104264 0.00102899 85129.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3931.4 3622.88 0.0104162 0.00102915 85224.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3895.68 3589.96 0.0104401 0.00102928 85008.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3860.66 3555.7 0.0104324 0.00102778 85064.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3825.55 3522.17 0.0105366 0.0010371 84214.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3789.65 3490.09 0.0104196 0.00102411 85147.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3756.51 3457.03 0.010423 0.00103352 85201.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3721.61 3424.09 0.0104656 0.00103388 84820.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3687.22 3392.92 0.0104103 0.00103203 85303.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3653.92 3361.49 0.0104377 0.0010276 85015.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3620.35 3330.99 0.010461 0.00102779 84806.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3587.89 3299.48 0.0104288 0.00102703 85090.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3555.05 3269.15 0.0104243 0.00102979 85155.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3522.62 3239.02 0.010443 0.00102332 84928.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3491.15 3208.31 0.0104812 0.00102731 84621 0
: 237 Minimum Test error found - save the configuration
: 237 | 3458.89 3178.84 0.01045 0.00102339 84866.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3427.84 3149.41 0.0104204 0.00103205 85212.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3396.35 3119.68 0.0104575 0.0010276 84836.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3365.59 3090.45 0.010435 0.00102678 85031.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3335.28 3061.75 0.0104199 0.00102567 85158.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3304.52 3033.46 0.0104358 0.00102942 85048.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3274.39 3005.55 0.0104166 0.00102534 85185.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3244.71 2977.94 0.010481 0.00102936 84641.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3215.49 2950.43 0.010521 0.00110647 84975.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3186.38 2922.62 0.0105322 0.00104002 84279.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3157.86 2894.36 0.0104591 0.00102784 84824.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3127.91 2868.47 0.0104729 0.00105669 84960.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3100.53 2841.34 0.0104113 0.00102277 85210.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3071.95 2815.05 0.0105265 0.00103614 84295.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3043.75 2789.6 0.0104639 0.00103294 84826.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3017.27 2762.57 0.0104975 0.00105626 84734.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2988.64 2738.03 0.0105852 0.00106744 84053.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2962.24 2712.24 0.0104896 0.00105458 84790 0
: 255 Minimum Test error found - save the configuration
: 255 | 2935.54 2686.52 0.0104432 0.00103049 84991.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2908.61 2661.65 0.0104999 0.00103389 84512.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2881.99 2637.31 0.0104396 0.00102517 84976.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2856.12 2612.91 0.0104617 0.00104033 84913.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2830.18 2588.88 0.0104174 0.00102392 85165.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2804.81 2564.86 0.0104302 0.00102727 85079.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2779.1 2541.21 0.0104372 0.00102155 84964.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2753.84 2518.2 0.010436 0.00102349 84993.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2729.88 2494.13 0.0104646 0.0010283 84778.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2704.45 2470.98 0.0104205 0.00102965 85189.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2679.85 2448.75 0.0105889 0.00103893 83769.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2655.48 2426.02 0.0105183 0.0010327 84338.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2631.6 2403.67 0.0107688 0.00110164 82754.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2608.16 2381 0.0105567 0.00104937 84145.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2583.96 2359.65 0.0104496 0.00103067 84935.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2560.92 2337.69 0.0104779 0.00102999 84674.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2537.75 2316.02 0.0104344 0.00102742 85043.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2514.39 2295.08 0.010421 0.00103328 85217.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2491.81 2274.18 0.0104733 0.00104703 84869.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2469.36 2253.14 0.0104857 0.00103075 84611.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2447.09 2232.38 0.0104608 0.00102823 84812.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2424.31 2211.68 0.0104668 0.00103425 84812.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2402.68 2190.82 0.0104636 0.00102556 84763.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2380.42 2170.77 0.010477 0.00105984 84951.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2358.89 2150.62 0.0104686 0.0010318 84774.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2337.08 2131.24 0.0106376 0.0010998 83877.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2315.57 2112.32 0.0105318 0.00103431 84232.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2295.44 2092.25 0.0105596 0.00103228 83968.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2273.98 2072.81 0.0105023 0.00103002 84457.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2252.52 2054.24 0.0104843 0.001031 84626.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2232.16 2035.65 0.0105633 0.00103358 83947.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.2 2016.69 0.0104974 0.00103227 84521 0
: 287 Minimum Test error found - save the configuration
: 287 | 2191.4 1998.28 0.0104509 0.00102975 84915.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2171 1980.54 0.0105263 0.0010508 84428.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2151.8 1961.94 0.0105891 0.00103876 83767 0
: 290 Minimum Test error found - save the configuration
: 290 | 2131.83 1943.34 0.0105246 0.00106883 84604.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2111.48 1926.17 0.0105343 0.00105002 84350.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2092.56 1908.35 0.0105687 0.00106226 84153.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2073.1 1890.98 0.0104912 0.00105901 84815.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2053.88 1873.75 0.0104959 0.00103458 84554.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2035.68 1855.59 0.0105685 0.0010864 84369.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2015.64 1839.17 0.0105217 0.00102925 84277.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 1997.81 1822 0.01055 0.00103083 84040.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1978.5 1805.89 0.0105195 0.00105605 84536 0
: 299 Minimum Test error found - save the configuration
: 299 | 1960.13 1790 0.0104918 0.0010267 84521.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1942.86 1772.9 0.0104881 0.0010302 84585.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1924.05 1756.74 0.0105123 0.00103248 84390 0
: 302 Minimum Test error found - save the configuration
: 302 | 1905.98 1741.13 0.0105212 0.00103101 84297.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1888.71 1725 0.0105477 0.00105793 84301.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1870.74 1709.45 0.0104666 0.00103192 84793.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1853.09 1693.88 0.010713 0.00103398 82652.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.09 1678.06 0.010488 0.00104041 84677.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1818.75 1662.51 0.0104827 0.00102806 84614.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1801.27 1647.64 0.0107242 0.00106711 82840.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1784.88 1632.37 0.0105763 0.00105517 84023.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1767.89 1617.22 0.010602 0.0010543 83789.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1751.09 1602.39 0.0106274 0.00103979 83441.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1734.76 1587.36 0.0104535 0.00103254 84916.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1717.72 1573.47 0.0105094 0.00102884 84383.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1702.36 1558.83 0.0105008 0.00103095 84478.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1685.92 1544.38 0.0104422 0.00102488 84950 0
: 316 Minimum Test error found - save the configuration
: 316 | 1669.73 1530.27 0.0104363 0.00102886 85038.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1654 1516.32 0.0104232 0.00102135 85089.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1638.46 1502.19 0.0104515 0.00104527 85050.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1622.71 1488.33 0.010463 0.00103224 84829.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1607.08 1474.91 0.0105187 0.00103168 84325.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1591.86 1461.44 0.0104629 0.00102932 84803.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1577.18 1447.68 0.0104747 0.00107408 85100.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1561.3 1434.96 0.0104587 0.0010241 84793.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1546.78 1421.92 0.0104957 0.00102912 84507.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1532.06 1408.75 0.0105424 0.00103301 84127.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1517.43 1395.7 0.0104524 0.0010295 84899.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.04 1382.93 0.0105462 0.00103556 84116 0
: 328 Minimum Test error found - save the configuration
: 328 | 1488.69 1369.69 0.0105037 0.00104987 84621.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1474.1 1357.18 0.0105353 0.00106693 84491.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1460.17 1344.59 0.0105566 0.00108734 84484.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1446.17 1332.03 0.0104929 0.0010546 84761 0
: 332 Minimum Test error found - save the configuration
: 332 | 1432.01 1320.17 0.0105018 0.00102666 84431.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1418.21 1307.92 0.0105444 0.00105221 84279.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1404.79 1295.7 0.0105075 0.00103378 84444.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1391.45 1283.15 0.0105649 0.00104585 84042.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1377.6 1271.88 0.0104206 0.0010274 85168.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1364.64 1260.5 0.0104069 0.00102385 85260.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1351.46 1248.47 0.0104878 0.00104928 84758.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1338.52 1236.84 0.0104342 0.0010363 85125.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1325.38 1225.08 0.0105246 0.00102778 84239.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1312.59 1213.79 0.0104415 0.00102628 84968.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1299.81 1202.61 0.0104813 0.00103093 84653 0
: 343 Minimum Test error found - save the configuration
: 343 | 1287.9 1191.41 0.0104906 0.00107234 84941.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1275.08 1180.31 0.0105466 0.00104414 84188.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1262.61 1169.08 0.0104129 0.00102929 85255.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1250.79 1157.7 0.0104756 0.00104977 84872.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1238.12 1147.37 0.0104805 0.00105598 84885.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1226.71 1136.11 0.0104869 0.00102699 84567.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1214.07 1125.75 0.0104377 0.00102743 85013.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1202.59 1115.96 0.0105293 0.00102966 84213.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1191.68 1104.26 0.0104531 0.00104018 84989.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1179.12 1094.82 0.0104486 0.00103773 85008.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1168.12 1084.29 0.0104891 0.00102916 84566.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1157.08 1073.41 0.01057 0.00106251 84144.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1145.22 1063.58 0.0105498 0.00103086 84043.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1134.14 1053.49 0.0105304 0.00102724 84182.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1123.46 1043.8 0.010628 0.00105095 83532.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1112.31 1033.51 0.0111021 0.00104784 79568.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.25 1024.14 0.0112958 0.00166193 83040.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.79 1014.27 0.0115531 0.00107548 76353.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.88 1004.99 0.0105228 0.00103191 84290.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1069.74 995.064 0.0106443 0.00107837 83630 0
: 363 Minimum Test error found - save the configuration
: 363 | 1058.94 985.807 0.0106185 0.00106935 83777.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1049.17 975.946 0.0107335 0.00107099 82794.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.53 966.704 0.0107724 0.0010625 82390.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1028.59 957.376 0.0105738 0.00106009 84089 0
: 367 Minimum Test error found - save the configuration
: 367 | 1018.06 948.405 0.0105845 0.00103472 83771.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1008.61 938.977 0.010637 0.00106746 83598.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.391 930.059 0.0109131 0.00104121 81038.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 988.367 921.542 0.0104768 0.00102947 84679.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.991 912.744 0.0105203 0.00108399 84778.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 969.396 903.744 0.0104761 0.00102977 84689 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.838 895.052 0.0104619 0.00102794 84800.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 950.753 885.973 0.0104723 0.00105287 84931.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.766 877.937 0.0104261 0.00103166 85157 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.768 869.46 0.0105066 0.00103259 84441.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.874 861.091 0.0104861 0.00103395 84636.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.505 852.836 0.010673 0.00110024 83570.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.437 844.651 0.0105734 0.00103147 83840.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.891 836.572 0.0104929 0.00104818 84703.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 887.068 827.987 0.0106891 0.00105974 83079.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 878.217 820.073 0.0105631 0.0010333 83947.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.285 811.857 0.0104599 0.00103134 84848.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.896 803.82 0.010571 0.00103535 83895.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 852.147 796.463 0.0104692 0.0010305 84757.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 843.851 788.189 0.0105257 0.00103076 84255 0
: 387 Minimum Test error found - save the configuration
: 387 | 835.573 780.578 0.0105095 0.00105313 84598.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 827.254 772.568 0.0104497 0.00102317 84866.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.507 765.185 0.0105135 0.0010309 84365.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.621 757.532 0.0105304 0.00103676 84267.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 802.613 749.982 0.0104635 0.00103172 84819.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 794.28 742.729 0.0104595 0.00103205 84858.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 786.48 735.445 0.0104739 0.00107511 85117.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 778.897 727.807 0.0104724 0.00102648 84692.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.707 720.969 0.0106033 0.00103192 83582.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 763.308 713.323 0.0104626 0.00102775 84791.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 755.479 706.287 0.0105942 0.00107193 84013.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 748.15 699.077 0.0105113 0.00103344 84407.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.403 691.98 0.0104224 0.00102893 85165.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 733.066 685.699 0.0104975 0.00103802 84570.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 725.711 678.043 0.0105656 0.00106799 84231.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 718.209 671.296 0.0105501 0.00105203 84228.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.923 664.704 0.0106731 0.00104655 83103.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.766 657.732 0.0105867 0.00106758 84041.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.684 650.826 0.0105346 0.0010341 84205.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.556 644.278 0.0106476 0.00108146 83627.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.815 637.586 0.0105132 0.00103728 84424.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.609 631.208 0.0105249 0.00104804 84416.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.784 624.722 0.0105927 0.00103198 83675.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 662.068 618.559 0.0105086 0.00104776 84559.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 655.437 611.814 0.0105927 0.00106941 84004.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.598 606.361 0.0108537 0.00124952 83297.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 642.057 599.524 0.0107576 0.00107603 82631.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.576 593.211 0.0104501 0.00103177 84940.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.993 587.753 0.0107418 0.00122138 84030.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.915 581.26 0.0106151 0.001067 83785.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 616.431 574.932 0.0106369 0.00103232 83293.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.845 568.709 0.0105569 0.00105381 84183.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.594 563.192 0.0105099 0.00103063 84395 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.55 557.292 0.0105222 0.00104691 84430.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.183 551.465 0.0104898 0.00105526 84794.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 585.259 545.465 0.0105605 0.00103721 84004.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 579.122 539.837 0.0106527 0.00103509 83180.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 573.181 533.948 0.0105276 0.0010291 84223.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.991 529.019 0.0104919 0.0010321 84568.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.558 523.199 0.010637 0.00104777 83426.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.723 517.647 0.0105875 0.00106102 83976.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.731 512.231 0.0105441 0.0010462 84228.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.158 506.58 0.0105402 0.00105897 84377 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.701 501.043 0.0106651 0.00104288 83141.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.743 495.35 0.010814 0.00105379 81965.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.124 490.454 0.0105568 0.00105756 84217.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 522.053 485.12 0.0106482 0.0010497 83346.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.466 479.81 0.0106354 0.00102834 83272.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.002 475.326 0.0106386 0.00103966 83342.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.87 470.302 0.010636 0.00104603 83420.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.56 464.935 0.0106496 0.00106059 83429.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.262 459.98 0.0106172 0.00103495 83487.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.433 454.657 0.0105338 0.00103232 84197.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.995 450.9 0.0105723 0.00105184 84029.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.113 445.664 0.0105334 0.00103229 84200.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.274 440.391 0.0107258 0.00104068 82600.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.088 435.775 0.0106732 0.00104765 83112.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.055 430.973 0.0106162 0.0010567 83686.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.435 426.063 0.0106543 0.00108147 83570.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.254 421.321 0.0106058 0.00109966 84156.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.534 417.075 0.0105133 0.00105474 84579.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.815 412.461 0.0105883 0.00106522 84006.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.43 408.135 0.0105115 0.00105644 84610.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.65 403.548 0.0106355 0.00105663 83517.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.083 399.603 0.0105299 0.00104847 84375.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.864 394.601 0.0105786 0.00105495 84001.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.169 390.878 0.0105938 0.00103195 83665.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.426 386.279 0.0106217 0.00105414 83616 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.114 381.729 0.0105984 0.00104692 83756.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.777 377.42 0.0106055 0.0010405 83638.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.308 373.629 0.0105919 0.0010299 83664.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.063 369.27 0.0106444 0.00105295 83407.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.024 364.963 0.0106118 0.00104452 83618.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.662 361.409 0.0105368 0.00104013 84240.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.849 357.325 0.0105783 0.0010567 84019.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.63 353.296 0.0106677 0.00106847 83340.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.382 349.153 0.0108073 0.00104367 81936.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.345 345.363 0.0107264 0.00110761 83170.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.511 341.217 0.010619 0.00104961 83599.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.185 337.525 0.0112461 0.00103561 78350.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.67 333.691 0.0121023 0.00109765 72696.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.627 330.133 0.0108974 0.0011029 81678.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.813 326.769 0.0105214 0.00105511 84510.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.307 322.724 0.0105768 0.00105807 84044.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.302 318.937 0.0105331 0.00105748 84427.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.32 315.211 0.0105344 0.00105561 84399 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.829 311.679 0.0106284 0.00104605 83486.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.317 308.04 0.0105453 0.00105981 84339.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.323 305.194 0.0108629 0.00106606 81658.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.18 301.047 0.0106018 0.0010398 83664.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.259 297.887 0.010516 0.00104473 84465.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.625 294.337 0.0105989 0.00104558 83740.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.66 291.136 0.0105052 0.00102615 84396.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.839 287.921 0.0105344 0.00103192 84188.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.454 284.672 0.010462 0.00102304 84754.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.01 281.272 0.0106222 0.00102829 83386.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.765 278.06 0.0105546 0.00102504 83949 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.425 274.834 0.0108822 0.0010471 81341.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.005 271.469 0.0105802 0.00104711 83918.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.873 268.509 0.0104992 0.00102848 84470.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.433 265.514 0.0105639 0.00103477 83952.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.642 262.465 0.0104952 0.00102548 84479.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.749 260.463 0.0104565 0.00102363 84810 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.591 256.804 0.0104817 0.00102315 84579.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.2 253.857 0.0104682 0.0010448 84895.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.203 250.519 0.0108861 0.00103395 81200.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.06 247.264 0.0105792 0.00103243 83798 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.8 245.032 0.0104972 0.00104619 84647.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.156 242.33 0.0108405 0.00108882 82036.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.272 239.16 0.0104961 0.00104396 84637.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.27 236.47 0.0106067 0.00104312 83650.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.468 233.889 0.0104723 0.00104366 84848.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.582 231.109 0.0107052 0.00104268 82794.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.785 229.005 0.0105048 0.00105651 84671.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.267 225.528 0.0121498 0.00104894 72066.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.943 222.843 0.0104956 0.00102647 84485 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.346 220.078 0.0104633 0.00102419 84753.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.683 218.021 0.0104762 0.00104374 84813.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.001 215.349 0.0104642 0.00102364 84741.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.411 212.703 0.0108171 0.00130415 84095.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.838 210.022 0.0105756 0.00102426 83757.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.053 207.713 0.010461 0.00102728 84802.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.65 205.812 0.0104761 0.00102498 84646.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.286 202.704 0.0104509 0.00102523 84875 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.479 200.736 0.0104811 0.00102838 84631.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.097 199.67 0.0104668 0.00102223 84704.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.101 195.874 0.0104545 0.00103388 84920.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.204 193.679 0.010512 0.00105489 84592.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.645 191.355 0.0105338 0.00102553 84137.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.335 189 0.0105413 0.00102897 84101 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.936 186.611 0.0104944 0.00102466 84479.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.46 184.972 0.0123615 0.00106223 70801.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.545 182.863 0.0110703 0.00104302 79782 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.062 180.09 0.010973 0.00104089 80546.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.912 178.494 0.0112127 0.0016277 83463.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.699 175.961 0.0119788 0.00104492 73166.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.308 173.942 0.0110349 0.00105178 80135.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.144 172.383 0.0104206 0.0010276 85170.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.249 169.856 0.0105414 0.0010292 84102.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.701 167.93 0.0104401 0.00103618 85071 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.216 167.102 0.0133466 0.0016725 68527.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.947 164.357 0.0121699 0.00107713 72119.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.677 161.982 0.0104963 0.00102523 84467.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.335 160.079 0.010403 0.0010259 85314.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.219 159.147 0.0104409 0.00102773 84987.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.364 156.439 0.0106917 0.00119957 84280.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.327 154.767 0.0105797 0.00104487 83903.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.14 152.539 0.010566 0.00103567 83942.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.018 150.766 0.0104388 0.001024 84972.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.236 149.072 0.0104187 0.00102206 85136.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.44 147.507 0.010428 0.00101755 85012 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.519 145.741 0.0104724 0.00102222 84654.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.661 144.303 0.0104144 0.00102171 85172.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.656 142.43 0.0104982 0.00102644 84461.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.153 140.579 0.0103938 0.00102403 85380.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.08 139.057 0.0103995 0.00101989 85291.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.126 136.956 0.0105212 0.00107631 84702.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.253 135.197 0.0112277 0.00102904 78441.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.458 133.856 0.0104865 0.00105038 84781 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.893 132.174 0.0104043 0.00102068 85254.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.891 130.893 0.0105308 0.00103297 84229.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.047 128.96 0.0104202 0.00102813 85178.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.191 127.765 0.0103901 0.00101771 85357 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.652 126.239 0.0103992 0.00102019 85296.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.998 124.436 0.0104422 0.00102713 84969.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.211 122.716 0.0104409 0.00103726 85073.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.645 121.592 0.0105351 0.00104641 84310.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.569 120.636 0.0104434 0.00102239 84916.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.263 119.881 0.0104258 0.00102317 85082.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.177 116.979 0.0104288 0.00102248 85049.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.214 115.405 0.0104022 0.00102202 85285.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.766 114.561 0.0104668 0.00102861 84762 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.396 113.245 0.0105032 0.00110066 85082.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.771 111.561 0.0104355 0.00102026 84969 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.239 109.838 0.0104175 0.00101873 85117.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.663 108.789 0.0104619 0.0010496 84995.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.096 107.368 0.0105259 0.0010615 84526.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.601 106.473 0.0104544 0.00104498 85021.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.351 105.94 0.0104465 0.00102392 84902.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.091 103.796 0.0103981 0.00101858 85292.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.351 102.73 0.0104717 0.00102023 84643.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.054 101.109 0.0104223 0.0010216 85099.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.531 99.5789 0.0104933 0.00107682 84957.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.063 98.6036 0.0104392 0.00102036 84936 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.874 97.2526 0.010412 0.00102301 85205.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.521 96.2966 0.0105143 0.00106529 84665.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.349 94.7645 0.0105353 0.00103282 84188.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.904 93.4914 0.0104569 0.00104448 84994 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.659 92.2529 0.0104149 0.00101709 85126.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.382 91.2657 0.0104244 0.00102088 85074.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.145 90.4014 0.0104542 0.00102052 84802.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.002 88.9734 0.0104274 0.00101698 85012.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.7 87.7043 0.0105463 0.00103953 84150.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.459 86.707 0.010439 0.00103919 85108.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.022 85.7687 0.0104036 0.00102144 85268.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.0263 84.5314 0.0105245 0.00104927 84430.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.8697 83.2806 0.0104144 0.00101788 85138.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.8712 82.3106 0.0103876 0.00102009 85401.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.9265 81.239 0.0104176 0.00101856 85115 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5225 80.1107 0.0104094 0.00102269 85226.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.242 79.1571 0.0104341 0.00102297 85005.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.0578 78.2724 0.0104015 0.00102478 85318 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8003 77.1705 0.0104115 0.00101964 85180.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.9624 76.1002 0.0104326 0.00103085 85090.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8327 75.2728 0.0104754 0.00102625 84663.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.7993 74.1388 0.0104994 0.00105967 84748.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.7964 73.0978 0.0105038 0.00102508 84399.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.7842 72.367 0.0108444 0.00104009 81596.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.0103 71.8738 0.010422 0.00102522 85135.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9444 71.1836 0.0104233 0.00102677 85137.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.9688 69.7877 0.0104234 0.00102307 85103.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.9335 68.626 0.0106245 0.00109968 83991 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.8444 67.6821 0.0105311 0.00102785 84181.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.8893 67.1424 0.0104107 0.0010221 85209.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1135 66.9029 0.0106465 0.00105482 83405.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.4296 65.7258 0.0104734 0.00104385 84839.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.2269 65.0965 0.0104209 0.00103337 85219.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2329 63.9319 0.0103866 0.00102027 85412.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6057 63.499 0.0104445 0.00102041 84889.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.6036 62.0327 0.0103922 0.00102338 85389.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9025 61.1461 0.0104777 0.00103033 84680 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6576 60.1034 0.0103901 0.00102003 85377.9 0
: 609 | 72.134 61.3151 0.0103508 0.000978475 85358.1 1
: 610 Minimum Test error found - save the configuration
: 610 | 71.6608 59.1247 0.0105594 0.00103078 83957.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.431 58.9478 0.0104463 0.00103955 85045.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5004 57.2021 0.0104691 0.00104224 84863.9 0
: 613 | 68.5872 57.2966 0.0104576 0.000999857 84586.5 1
: 614 Minimum Test error found - save the configuration
: 614 | 67.9369 55.8927 0.0104385 0.00102542 84988.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.2865 55.2329 0.0104581 0.0010545 85073.4 0
: 616 | 66.6381 55.2418 0.0103761 0.000986875 85204.4 1
: 617 Minimum Test error found - save the configuration
: 617 | 65.7686 53.7601 0.0103951 0.00101753 85309.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8976 52.4764 0.0103987 0.00101659 85268.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.0067 52.2073 0.012051 0.00103386 72614.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.2669 51.1439 0.0105135 0.00102995 84357 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.315 50.2786 0.0104257 0.0010236 85087.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.6536 50.1412 0.0105468 0.00104623 84205.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.8776 49.0567 0.0104014 0.00101983 85273.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.129 48.4012 0.0104423 0.00102201 84923.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7159 48.2668 0.0104607 0.0010331 84857.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.871 47.0802 0.0104886 0.00105876 84836.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1299 46.7934 0.010438 0.00102586 84996.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.5997 46.3443 0.0104132 0.00102468 85210.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2996 45.4657 0.0104885 0.00105292 84785.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.3838 44.9547 0.0104571 0.0010321 84880.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5959 44.38 0.0104207 0.00102173 85115.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.0191 43.484 0.0104796 0.00104186 84766.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.2253 42.9308 0.0104942 0.00102417 84477.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.5847 42.7578 0.0104786 0.00103732 84734.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8409 41.5494 0.0103932 0.00102196 85367.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.5509 41.5317 0.0104066 0.00103018 85320.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.7332 40.7738 0.0103995 0.00102014 85294 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.0319 39.9638 0.0103853 0.00102045 85425.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.3088 39.2824 0.0105756 0.00104382 83929.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7491 38.8701 0.0104184 0.00102663 85180.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.2169 38.13 0.0104177 0.00101848 85113 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.541 37.7044 0.0104895 0.00104181 84677.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9466 37.2421 0.0104019 0.00102227 85290.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5148 36.7895 0.01043 0.00103414 85144 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.9833 36.3397 0.0104007 0.00102161 85296 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4315 35.5024 0.0104389 0.00102852 85012.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.9428 34.8559 0.010447 0.00102493 84906.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1715 34.4975 0.010451 0.00104192 85024 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5756 33.9713 0.0104486 0.0010232 84876.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.0252 33.413 0.0104163 0.00101807 85122.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5409 33.165 0.0103886 0.00102217 85411.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.9559 32.6252 0.0104207 0.00103878 85270.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5762 32.037 0.010464 0.00103174 84815.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9956 31.9216 0.0104066 0.00102518 85274.8 0
: 655 | 41.768 31.9244 0.0103715 0.000984385 85223 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.4449 31.0989 0.010381 0.00102183 85477.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.935 30.2419 0.0104014 0.001019 85266.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.3465 29.9341 0.0104889 0.00102374 84520.7 0
: 659 | 39.86 29.9685 0.0105178 0.00101852 84216.5 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.2856 29.0665 0.0104057 0.00102809 85310 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7927 28.8194 0.0104135 0.00101928 85159 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3663 27.8534 0.0104194 0.00103812 85276.2 0
: 663 | 37.9135 27.921 0.0103565 0.000990005 85410.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.4105 27.4971 0.0108668 0.0013716 84252.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9582 27.0289 0.0107064 0.0010284 82662 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.8127 26.7973 0.0104805 0.00104996 84831 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.0964 26.4433 0.0105077 0.00109365 84979.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8085 25.8773 0.0104658 0.00102805 84766.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.4805 25.3757 0.010472 0.00102485 84681.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.8088 24.9657 0.0106613 0.00102939 83057.4 0
: 671 | 34.6777 25.4051 0.0104348 0.000985956 84666.5 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.1322 24.4494 0.0119526 0.00165207 77665.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5404 23.8278 0.0111391 0.00103545 79179.6 0
: 674 | 33.2504 23.8438 0.0105517 0.000990735 83674 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.7591 23.2067 0.0105001 0.00103114 84486.7 0
: 676 | 32.5799 23.9734 0.0103931 0.000985015 85033.6 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.4996 22.9465 0.0104805 0.00104075 84748.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.6856 22.2969 0.0107958 0.00106425 82206.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.0572 21.6752 0.0106754 0.00103648 82996.9 0
: 680 | 30.6951 21.8299 0.0103656 0.000986085 85292.6 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.5928 21.3758 0.012055 0.00167236 77051.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2749 20.5754 0.014958 0.00168567 60275.6 0
: 683 | 29.8168 20.9427 0.0120531 0.000995985 72351.6 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.4903 20.2179 0.0104512 0.00103498 84959.7 0
: 685 | 29.2905 20.5089 0.0106835 0.000986925 82503.5 1
: 686 Minimum Test error found - save the configuration
: 686 | 29.0717 19.4521 0.0107117 0.00103738 82693.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.3651 19.3847 0.0105561 0.00103165 83994.3 0
: 688 | 27.9839 19.4027 0.0105039 0.00100866 84252.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.5523 18.6998 0.0104249 0.00102549 85111.5 0
: 690 | 27.3494 19.3509 0.0104482 0.000998355 84657.8 1
: 691 | 27.1447 19.3059 0.0103905 0.000985445 85061 2
: 692 Minimum Test error found - save the configuration
: 692 | 26.9394 18.2476 0.0104597 0.00102625 84805 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.1437 17.6166 0.0104109 0.00102567 85240.3 0
: 694 | 25.7016 17.8557 0.0103708 0.000986205 85246.5 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.5023 16.96 0.0104947 0.00102684 84496.2 0
: 696 | 25.167 16.9655 0.0104162 0.00100665 85019.9 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.8812 16.6742 0.010664 0.00108906 83551.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.4674 16.516 0.0104728 0.00102732 84697 0
: 699 | 24.2148 17.2114 0.0104169 0.000988605 84850.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 24.0248 16.2512 0.0105022 0.00106626 84782.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5028 15.9086 0.0105102 0.00102776 84366.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2194 15.6549 0.0104259 0.00101998 85052.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.202 15.4016 0.0105846 0.00102456 83681.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.8075 15.2813 0.0104711 0.00102964 84732.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.3372 15.2804 0.0104676 0.00102312 84705.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.1067 14.6481 0.0104771 0.00102687 84654.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.6706 14.395 0.010429 0.00102623 85080.9 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.5445 14.0506 0.0103925 0.00102317 85385 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.1494 13.8818 0.0104441 0.00102565 84939.9 0
: 710 | 20.8247 14.1462 0.0104044 0.000992175 84996.2 1
: 711 | 20.7952 13.9072 0.0116545 0.00107537 75620.9 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.4852 13.6538 0.0108074 0.00104583 81953.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.2125 13.1891 0.0106002 0.00113265 84498.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9172 12.9627 0.0104547 0.001047 85036.6 0
: 715 | 19.4792 13.2289 0.0104263 0.000987055 84752.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2914 12.843 0.0104787 0.00102472 84620.7 0
: 717 | 19.4199 12.8656 0.0105782 0.000986515 83406 1
: 718 Minimum Test error found - save the configuration
: 718 | 19.1906 12.6491 0.0104492 0.00102533 84891.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.9083 12.1178 0.0104691 0.00102345 84695.4 0
: 720 | 18.471 12.6471 0.010481 0.000986145 84256.5 1
: 721 | 18.5593 12.2362 0.0103958 0.000987777 85033.9 2
: 722 Minimum Test error found - save the configuration
: 722 | 18.0415 11.9347 0.0105391 0.00103265 84153.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.5509 11.8126 0.010494 0.00103169 84545.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3278 11.6124 0.0106522 0.00102716 83116.5 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.1901 11.5919 0.0104989 0.00103531 84534.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.0702 11.4565 0.01049 0.00102619 84533 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6903 11.3469 0.0104759 0.0010269 84664.8 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.5412 11.0163 0.0104852 0.00102318 84548.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.4971 10.8616 0.0105239 0.00106295 84558.2 0
: 730 | 16.1758 11.0721 0.0105242 0.00100508 84041.5 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.9761 10.3897 0.0104563 0.00104689 85021.6 0
: 732 | 15.7707 10.7593 0.0106238 0.00100105 83136.7 1
: 733 | 15.5709 10.4095 0.0104862 0.00100648 84390.2 2
: 734 Minimum Test error found - save the configuration
: 734 | 15.5003 10.2361 0.0105134 0.00103768 84426.3 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.151 10.0046 0.0105153 0.00106108 84618.7 0
: 736 | 14.9611 10.1902 0.0104322 0.000984805 84679.6 1
: 737 | 15.2026 10.7419 0.0105006 0.000984725 84069.7 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.6916 9.48947 0.0104067 0.00104276 85433.8 0
: 739 | 14.4838 9.62226 0.0104217 0.000984965 84775.3 1
: 740 | 14.2301 9.84055 0.010388 0.000983584 85066.1 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.9958 9.33433 0.0104406 0.00102307 84947.7 0
: 742 | 13.8228 9.50205 0.0104362 0.000984276 84638.9 1
: 743 | 13.5546 9.62279 0.0104263 0.000986725 84749.2 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.5355 9.20084 0.0105242 0.00102477 84215.1 0
: 745 | 13.3358 9.26281 0.0104235 0.000987215 84779.4 1
: 746 Minimum Test error found - save the configuration
: 746 | 13.3953 8.68335 0.0104466 0.00102578 84918.6 0
: 747 | 13.0133 8.73143 0.0103996 0.000985085 84974.9 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.9587 8.60881 0.0104982 0.00102326 84432.9 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.5534 8.37195 0.01046 0.00102066 84751.4 0
: 750 | 12.6171 8.7615 0.0104429 0.000986165 84595.5 1
: 751 | 12.3937 8.41797 0.0104066 0.000985505 84916.2 2
: 752 Minimum Test error found - save the configuration
: 752 | 12.3291 8.32342 0.0105071 0.00103904 84494.9 0
: 753 | 12.0805 8.7546 0.0105571 0.00100519 83752.5 1
: 754 Minimum Test error found - save the configuration
: 754 | 12.3226 8.19426 0.0105095 0.00106321 84689.3 0
: 755 | 12.0207 8.57673 0.0104008 0.000999025 85090 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.7769 7.88447 0.0104245 0.00102204 85083.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.3614 7.72171 0.0105342 0.00102998 84173 0
: 758 | 11.2329 7.80567 0.0104232 0.000997085 84870.6 1
: 759 Minimum Test error found - save the configuration
: 759 | 11.1812 7.5669 0.0104407 0.00102902 85000.8 0
: 760 | 10.8415 7.66342 0.0103705 0.000985075 85238.2 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.8043 7.42531 0.0104044 0.00101826 85231.8 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.7518 7.40195 0.0103898 0.00102238 85401.9 0
: 763 | 10.6533 7.87293 0.0103962 0.000986445 85018.3 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.5395 7.17736 0.0104781 0.00104062 84768.4 0
: 765 | 10.4303 7.26756 0.0103664 0.000983645 85263 1
: 766 Minimum Test error found - save the configuration
: 766 | 10.4961 7.17451 0.0104366 0.00102012 84957.2 0
: 767 Minimum Test error found - save the configuration
: 767 | 10.1052 6.86263 0.0104219 0.00102581 85141.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.91686 6.76285 0.0104658 0.0010332 84812.4 0
: 769 | 9.76942 7.05846 0.0103727 0.000986895 85235.4 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.69805 6.47173 0.0104291 0.00104104 85214.7 0
: 771 | 9.6485 6.76613 0.0103611 0.000986205 85334.4 1
: 772 | 9.54373 6.58857 0.0103826 0.00101373 85389.4 2
: 773 | 9.36774 6.81475 0.0104277 0.00100796 84927.8 3
: 774 Minimum Test error found - save the configuration
: 774 | 9.31691 6.38058 0.0104159 0.00102366 85176.4 0
: 775 Minimum Test error found - save the configuration
: 775 | 9.1818 5.96305 0.010449 0.00102481 84888.3 0
: 776 | 8.95995 6.07773 0.0104077 0.000997626 85015 1
: 777 | 8.85253 6.34607 0.0105301 0.00100366 83977.2 2
: 778 | 8.81327 6.23401 0.0104077 0.000995926 84999.8 3
: 779 | 8.62051 6.17805 0.0103764 0.000986605 85198.6 4
: 780 Minimum Test error found - save the configuration
: 780 | 8.80971 5.83163 0.0106597 0.0012587 85097.5 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.68134 5.35369 0.0104586 0.00103249 84870.6 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.39027 4.95185 0.0107236 0.00102177 82458.6 0
: 783 | 8.30852 5.41477 0.0104219 0.000986665 84788.7 1
: 784 | 8.35694 5.74492 0.0103952 0.000984594 85010.9 2
: 785 | 8.09999 5.28056 0.0103986 0.000985145 84985.2 3
: 786 | 8.10491 5.12657 0.0103603 0.000987075 85349.1 4
: 787 Minimum Test error found - save the configuration
: 787 | 7.97916 4.44923 0.0104923 0.00103272 84570.6 0
: 788 | 7.91111 4.67849 0.0104079 0.000985635 84905 1
: 789 | 7.62899 4.82242 0.0103832 0.000988205 85151.4 2
: 790 | 7.53579 4.6144 0.0104094 0.000985625 84891.5 3
: 791 Minimum Test error found - save the configuration
: 791 | 7.41968 3.65854 0.0104052 0.00103907 85414.1 0
: 792 | 7.21631 4.08752 0.0104452 0.000986565 84578.5 1
: 793 | 7.34468 4.1504 0.0104094 0.000986315 84898.3 2
: 794 | 7.32665 4.15993 0.0104323 0.000984905 84679.2 3
: 795 | 7.21709 4.22866 0.0103867 0.000985796 85098.3 4
: 796 Minimum Test error found - save the configuration
: 796 | 7.09748 3.45057 0.0104699 0.00103695 84809.2 0
: 797 | 6.91465 4.87657 0.0105273 0.00101782 84126.5 1
: 798 | 6.83235 3.68756 0.010409 0.00100647 85083.8 2
: 799 | 6.67987 5.16815 0.0103983 0.00100891 85202.3 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.88548 3.30183 0.0104487 0.00106028 85211.1 0
: 801 | 6.56433 3.47265 0.0104545 0.00100548 84664.8 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.51589 3.02443 0.0104357 0.00102899 85045.6 0
: 803 | 6.31375 3.29159 0.0104373 0.000992426 84702.3 1
: 804 | 6.34873 3.04304 0.0103949 0.000985655 85022.4 2
: 805 | 6.25774 3.28516 0.0103818 0.000988147 85163.9 3
: 806 Minimum Test error found - save the configuration
: 806 | 6.28102 2.49588 0.0105186 0.00102718 84286.7 0
: 807 | 6.26984 3.50239 0.0111149 0.000988945 79004.6 1
: 808 | 6.54682 2.82775 0.0106147 0.000986115 83086.3 2
: 809 Minimum Test error found - save the configuration
: 809 | 6.28993 2.39025 0.0104609 0.00106024 85100.8 0
: 810 | 6.0472 3.02271 0.010384 0.000987165 85135.4 1
: 811 | 6.05066 2.46698 0.0105289 0.000986225 83834.2 2
: 812 | 5.86442 3.01449 0.0104309 0.000986075 84702.2 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.81921 1.76545 0.0104481 0.0010279 84923.8 0
: 814 | 5.72402 1.87341 0.0104159 0.000986185 84837.8 1
: 815 | 5.53283 2.90875 0.0104465 0.000990296 84600.6 2
: 816 | 5.62139 1.79562 0.0106212 0.00113348 84319.6 3
: 817 | 5.73845 2.3758 0.0104604 0.00100234 84584.3 4
: 818 | 5.56376 2.07592 0.0104168 0.001015 85090.4 5
: 819 | 5.35018 1.89643 0.0107104 0.00100779 82452.1 6
: 820 | 5.40514 1.86354 0.0104546 0.000999845 84613.3 7
: 821 | 5.81029 1.98127 0.0103808 0.000987045 85162.9 8
: 822 | 5.50133 2.02691 0.010416 0.000986385 84839.4 9
: 823 | 5.34884 2.09437 0.0104053 0.000986565 84936.9 10
: 824 | 5.55056 2.74261 0.0103681 0.000985866 85267.4 11
: 825 Minimum Test error found - save the configuration
: 825 | 5.23652 1.51973 0.010482 0.00103063 84643.6 0
: 826 | 5.19557 2.07579 0.0104859 0.000986555 84216.7 1
: 827 Minimum Test error found - save the configuration
: 827 | 5.18661 1.49323 0.0104287 0.00102499 85073 0
: 828 | 4.83857 1.5344 0.0104047 0.000988886 84963.2 1
: 829 | 4.9817 2.41652 0.0103867 0.000984974 85090.6 2
: 830 | 4.89038 1.74852 0.0104052 0.000988195 84952.7 3
: 831 | 4.89986 1.74549 0.0104428 0.00100168 84735.6 4
: 832 | 4.70334 1.55867 0.010404 0.000984885 84933.6 5
: 833 Minimum Test error found - save the configuration
: 833 | 4.60457 1.39297 0.0105198 0.00103067 84306.9 0
: 834 | 4.67658 1.68818 0.0104601 0.000987495 84453.7 1
: 835 | 4.56773 1.55012 0.0104274 0.000980715 84685.7 2
: 836 | 4.66385 1.83694 0.0104779 0.000984405 84268.1 3
: 837 | 4.43502 1.57359 0.0103582 0.000992455 85417.5 4
: 838 | 4.44572 1.94781 0.0103865 0.000986295 85104.1 5
: 839 | 4.60144 2.34267 0.0104036 0.00101053 85169.4 6
: 840 | 4.56227 2.07875 0.0107432 0.00100645 82163.2 7
: 841 | 4.43847 2.22303 0.010409 0.00100484 85069.1 8
: 842 | 4.35639 1.82308 0.0104173 0.000987365 84835.8 9
: 843 | 4.1965 1.91608 0.0104084 0.00100409 85066.9 10
: 844 | 4.20865 2.1461 0.0104908 0.000985965 84167.5 11
: 845 | 4.35432 2.41911 0.0104201 0.000986005 84799.1 12
: 846 | 4.17704 2.02648 0.0104257 0.000986305 84751 13
: 847 | 4.13479 1.64341 0.0104627 0.00101429 84670.6 14
: 848 | 3.91035 1.73804 0.0104031 0.000983765 84931.4 15
: 849 | 3.8206 1.64725 0.0104881 0.000985035 84183.5 16
: 850 | 3.85538 2.24118 0.010369 0.000987006 85269.5 17
: 851 | 3.96303 1.80911 0.0104121 0.000985336 84864.5 18
: 852 | 3.79738 2.08955 0.0103891 0.000984435 85064.2 19
: 853 | 3.67471 2.14586 0.0104107 0.0010094 85094.4 20
: 854 | 3.77045 2.30363 0.0104237 0.000985185 84759.5 21
:
: Elapsed time for training with 1000 events: 8.97 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0117 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.28071e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05771e+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: 0.0338 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: 0.0372 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: 0.0024 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0965 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.881 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: 0.0215 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0046 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: 0.039 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00636 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: 0.00379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00215 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: 0.0977 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0123 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: 0.894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.695 0.0576 5.44 1.63 | 3.216 3.210
: 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 : -0.0323 0.109 1.96 1.22 | 3.328 3.320
: 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.