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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3765
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.266 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00265 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: 0.00072 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00405 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.00018 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000394 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 = 31572.6
: --------------------------------------------------------------
: 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 | 33120.5 31185.6 0.0100944 0.00102678 88225.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32630.4 30647.6 0.0101853 0.00101969 87283.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31942.3 29958.2 0.0103685 0.00103688 85729.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31158.6 29265.2 0.0104633 0.00103458 84847.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30372.9 28486.4 0.0104262 0.00103579 85193.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29517.4 27577.2 0.0103876 0.0010373 85558.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28816.1 27002.3 0.0102353 0.00100435 86665.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28369 26628.4 0.0102909 0.00100878 86187.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28009.8 26307 0.0101767 0.000999508 87172.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27687.9 26007.9 0.0101511 0.000997417 87396.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27385.3 25725 0.0102083 0.0010188 87055.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27097.7 25452.4 0.0101764 0.00100127 87192.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26816.8 25192.6 0.0102397 0.00100431 86623.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26548.2 24938.6 0.0101948 0.00100014 87006.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26287.3 24688.9 0.0101866 0.00100266 87108.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26030.8 24446 0.0102178 0.000995358 86744.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25780.5 24208 0.0101722 0.000997947 87200.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25532.4 23978.1 0.0101595 0.000995427 87297.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25293.3 23749.5 0.0101655 0.000999368 87277.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25058.2 23522.4 0.0102684 0.00100059 86320.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24819.6 23306.6 0.0101895 0.00101166 87166.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24595.3 23086 0.0101582 0.000994707 87303.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24367.2 22871.4 0.0101727 0.000998456 87200.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24144.3 22659.6 0.0101851 0.000998188 87080 0
: 25 Minimum Test error found - save the configuration
: 25 | 23923.3 22452.1 0.0101671 0.000996258 87233.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23704.8 22249 0.0102007 0.000998858 86939.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23494 22043 0.0101691 0.00100117 87260.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23278.6 21844.8 0.010186 0.000998417 87074.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23071.6 21645.6 0.0101787 0.000995107 87111.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22862.6 21452.2 0.0102242 0.000998977 86718.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22661 21256.8 0.0102147 0.00101674 86975.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22458.2 21064.9 0.0101869 0.000999878 87079.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22256.3 20878.3 0.0101866 0.000999907 87082.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22061.3 20690.2 0.0101921 0.00100261 87056.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21863.8 20507.3 0.0101832 0.00100187 87132.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21673.7 20322.1 0.0102159 0.00100289 86833.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21482.3 20139.6 0.0101827 0.000996318 87085.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21289.6 19964.5 0.0101835 0.000996918 87083.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21105.5 19786.9 0.0101997 0.000998988 86949.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20918.9 19613.4 0.01127 0.00101914 78042.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20735.9 19441.4 0.0110482 0.00103702 79910.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20555.5 19269.9 0.0102033 0.00100164 86940.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20376.4 19099.9 0.0101932 0.00101086 87123.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20197.8 18933.3 0.0103894 0.00102899 85466.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 20023.3 18766.7 0.0126709 0.00102245 68678.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19848.8 18602.7 0.0106095 0.00101369 83370 0
: 47 Minimum Test error found - save the configuration
: 47 | 19677 18440.1 0.0102375 0.00101005 86697.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19506 18280.2 0.0103847 0.00100792 85317 0
: 49 Minimum Test error found - save the configuration
: 49 | 19336.1 18123.7 0.0102019 0.00100117 86949.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19170.8 17966.2 0.0102017 0.00100267 86965.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19004.1 17812.3 0.0102291 0.00102284 86897.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18842.5 17656.6 0.0101999 0.00100843 87036.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18679.2 17503.5 0.0101987 0.00100175 86985.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18518.5 17348.1 0.0102253 0.0010036 86752.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18350.6 17188.9 0.0102548 0.00101548 86586.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18196 17042.9 0.0103873 0.00102182 85420.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18032.5 16894.6 0.0103281 0.00101818 85929.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17872.9 16736.5 0.0104339 0.00102823 85054.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17713.6 16593.2 0.0103021 0.00102053 86192.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17558.1 16443 0.0104254 0.00102371 85091.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17406.6 16292.7 0.0103693 0.0010385 85737.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17249.8 16153.7 0.0103432 0.00102097 85816.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17097.2 16003.8 0.010352 0.00102419 85765 0
: 64 Minimum Test error found - save the configuration
: 64 | 16949 15851.3 0.0103622 0.00102837 85709.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16793 15711 0.0104263 0.00108055 85600.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16644 15563.1 0.011606 0.00106823 75917.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16495.2 15423.9 0.0104818 0.00106481 84952.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16345.2 15280.7 0.0104185 0.00103526 85257.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16198.7 15142.4 0.0108133 0.00103706 81830.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16050.6 15005.5 0.010449 0.00103524 84982.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15909.7 14864.7 0.0104553 0.00105223 85078.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15764.9 14730 0.0104318 0.00103564 85141.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15622.2 14594.3 0.0104316 0.00103561 85142.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15481.4 14461 0.0104264 0.00103575 85191.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15341.4 14326.3 0.0104239 0.0010373 85227.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15199.4 14197.6 0.0104528 0.00105822 85155.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15063.8 14067.1 0.0104851 0.00104669 84759.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14928.5 13937.5 0.0104875 0.00103591 84642.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14791.8 13810.5 0.0106088 0.00112408 84345.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14658.5 13685.1 0.0104531 0.00104335 85018.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14526.7 13559.8 0.0105664 0.00105816 84137.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14395.9 13436 0.0104461 0.00103782 85031.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14267.5 13312.2 0.01044 0.00104048 85110.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14136.3 13193 0.0104854 0.0010428 84722.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14010.2 13073.5 0.0104364 0.00103495 85092.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13884.8 12954.3 0.0104978 0.00103507 84542.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13758.8 12837.8 0.0104646 0.00103703 84857.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13635.8 12721 0.010438 0.00103341 85065 0
: 89 Minimum Test error found - save the configuration
: 89 | 13513.2 12605.7 0.010512 0.00105655 84607.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13391.9 12490.4 0.0104833 0.0010413 84727.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13272.4 12375.4 0.0104701 0.00106558 85065.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13152.1 12262.4 0.0104348 0.00103389 85097.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13033.3 12151.3 0.0110521 0.00165753 85155.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 12916.8 12040.2 0.0104276 0.00103249 85150.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12798.6 11933 0.0104314 0.0010368 85155 0
: 96 Minimum Test error found - save the configuration
: 96 | 12685.9 11823 0.0105131 0.00104227 84469.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12571.6 11714.6 0.0104797 0.00103804 84730.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12457.1 11608.6 0.0104378 0.00103946 85121.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12344.4 11504.6 0.0105305 0.00104722 84358.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12234.5 11400 0.0105887 0.00104495 83824.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12123.1 11297.5 0.0104803 0.00105339 84863.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12015.6 11193.7 0.0104817 0.00103813 84713.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11906.6 11091.7 0.0104566 0.0010429 84982.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11798 10992.5 0.0104547 0.00103904 84964.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11692.5 10892.9 0.0105293 0.00104418 84343.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11587.5 10793.4 0.0104859 0.00104172 84708.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11483.1 10694.7 0.0104713 0.00104308 84851.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11380.1 10595.9 0.0104526 0.00104134 85004.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11275.8 10500.5 0.0104617 0.00103847 84896.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11175 10404.1 0.0104754 0.00103864 84774.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11073.6 10309.6 0.0105234 0.00106553 84585.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10972.6 10217.1 0.0104731 0.00104077 84814.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10875.1 10123.2 0.0104637 0.00103806 84874.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10776.3 10031 0.0112643 0.00114692 79072 0
: 115 Minimum Test error found - save the configuration
: 115 | 10678 9940.81 0.0106847 0.00104967 83030 0
: 116 Minimum Test error found - save the configuration
: 116 | 10582.2 9849.96 0.0104843 0.00104282 84732.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10486.1 9760.54 0.0104582 0.00103716 84916.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10392.4 9670.12 0.0104527 0.00103508 84947.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10297.4 9581.82 0.0105801 0.00107625 84176.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10204.2 9494.45 0.0104747 0.00104186 84810 0
: 121 Minimum Test error found - save the configuration
: 121 | 10111.7 9407.76 0.0105246 0.0010584 84511.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10020.5 9321.28 0.0104677 0.00104166 84871.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9928.06 9238.04 0.0104725 0.0010445 84853.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9839.86 9152.75 0.0105179 0.00104598 84460 0
: 125 Minimum Test error found - save the configuration
: 125 | 9749.74 9069.33 0.0105079 0.00104465 84537.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9661.22 8987.23 0.0104842 0.00104494 84751.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9574.08 8904.68 0.0105096 0.00104299 84507.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9487.27 8822.56 0.0104835 0.00105278 84829 0
: 129 Minimum Test error found - save the configuration
: 129 | 9400.54 8742.04 0.010513 0.00104708 84513.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9315.68 8661.47 0.0105257 0.00107358 84636.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9231.54 8581.01 0.010483 0.00104564 84769.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9145.92 8503.81 0.0105147 0.00104511 84480.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9062.76 8427.45 0.0104919 0.00104035 84641.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8982.68 8347.9 0.0105488 0.00104257 84155.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8899.09 8271.97 0.0105155 0.00104578 84479.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8818.24 8196.52 0.0104958 0.00104538 84652.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8739.25 8119.92 0.0105104 0.00104488 84517.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8657.39 8047.51 0.0104761 0.00104473 84823.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8580.06 7973.27 0.010619 0.00105298 83628.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8502.36 7898.99 0.0105274 0.00107991 84678.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8424.08 7826.62 0.0112917 0.00104958 78109.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8347.78 7754.21 0.0104683 0.00104218 84870.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8270.85 7683.63 0.010567 0.00105077 84067.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8196.98 7611.45 0.0105712 0.00105255 84045.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8121.19 7541.42 0.0105231 0.00104518 84406.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8046.83 7472.4 0.0105181 0.00105331 84523.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7973.79 7403.34 0.0105599 0.00110412 84604.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7900.5 7335.77 0.010529 0.00105671 84456.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7828.59 7268.24 0.0105271 0.00104825 84398 0
: 150 Minimum Test error found - save the configuration
: 150 | 7757.04 7201.42 0.0105548 0.00106266 84280.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7686.33 7135.03 0.0105211 0.0010477 84446.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7616.02 7069.38 0.0105052 0.00104434 84558.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7545.95 7004.73 0.0106267 0.00105123 83546.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7477.31 6940.24 0.0105622 0.00106059 84196 0
: 155 Minimum Test error found - save the configuration
: 155 | 7410.13 6874.54 0.011418 0.00105203 77175.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7340.93 6811.52 0.0105186 0.00104452 84440.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7273.39 6749.55 0.0104875 0.00104311 84706.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7207.33 6687.44 0.0105931 0.00104659 83800.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7141.64 6625.24 0.0105485 0.00109152 84593.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7076.5 6563.29 0.0105354 0.00106164 84444 0
: 161 Minimum Test error found - save the configuration
: 161 | 7011.32 6502.43 0.0109158 0.00105187 81103.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6946.14 6443.63 0.0105922 0.00106355 83956.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6884.57 6382.21 0.0105233 0.00105467 84489.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6819.9 6323.48 0.0115862 0.00105303 75950.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6758.56 6264.25 0.010519 0.00104596 84450 0
: 166 Minimum Test error found - save the configuration
: 166 | 6694.82 6207.17 0.010514 0.00104487 84484.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6634.73 6148.81 0.0105152 0.00105087 84527.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6573.45 6091.8 0.0105368 0.00105017 84329.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6512.07 6036.42 0.0105515 0.00105282 84222 0
: 170 Minimum Test error found - save the configuration
: 170 | 6453.94 5979.12 0.0105497 0.00106492 84345.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6392.88 5924.94 0.0107814 0.00110352 82662.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6335.81 5868.82 0.0105456 0.00104652 84218.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6276.39 5814.72 0.010525 0.00104529 84390.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6218.64 5761.02 0.010528 0.00104431 84354.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6162.64 5706.12 0.0105421 0.00104992 84280 0
: 176 Minimum Test error found - save the configuration
: 176 | 6104.74 5653.68 0.01062 0.001053 83620.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6048.17 5601.92 0.0105385 0.00105175 84328.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5993.24 5549.65 0.0106343 0.00105461 83509.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5938.02 5497.74 0.0105684 0.00107869 84301.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5882.95 5446.91 0.01055 0.001049 84201.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5828.42 5397.07 0.0105362 0.00104544 84292.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5776.23 5345.3 0.0105401 0.00104626 84264.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5722.28 5294.95 0.0105635 0.00106443 84219.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5668.34 5247.02 0.0105688 0.00105144 84056.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5616.71 5198.39 0.0105456 0.00105102 84258.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5566.15 5148.54 0.010539 0.00105055 84312.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5513.36 5101.03 0.0105482 0.00104735 84203.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5463.28 5053.63 0.0105253 0.00104701 84403 0
: 189 Minimum Test error found - save the configuration
: 189 | 5413.24 5005.22 0.0105999 0.00106258 83881 0
: 190 Minimum Test error found - save the configuration
: 190 | 5362.46 4959.09 0.0105364 0.00104866 84319.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5312.76 4913.36 0.0105728 0.00105773 84077.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5263.81 4867.81 0.0105686 0.00105349 84077.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5216.22 4821.81 0.0105514 0.00105213 84216.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5167.44 4777.04 0.0105457 0.00105096 84257.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5119.47 4732.77 0.0106216 0.00105168 83595.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5073.57 4686.98 0.0105687 0.00104772 84025.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5025.55 4643.36 0.0105446 0.00104706 84232.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4978.24 4601.74 0.0106435 0.00105016 83391.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4934.02 4557.86 0.0106069 0.00107076 83891 0
: 200 Minimum Test error found - save the configuration
: 200 | 4887.98 4514.82 0.0105641 0.0010528 84110.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4842.87 4473.19 0.0105676 0.00105156 84068.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4797.63 4432.22 0.0105419 0.00105155 84296.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4754.4 4390.22 0.0105772 0.00104886 83959.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4709.72 4349.68 0.0105927 0.00104943 83828.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4666.82 4309.05 0.0105616 0.00104743 84085 0
: 206 Minimum Test error found - save the configuration
: 206 | 4623.8 4268.82 0.0105849 0.00105297 83928.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4581.23 4228.65 0.0105788 0.00105529 84002.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4539.08 4189.01 0.0105816 0.00105209 83949.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4496.51 4151.07 0.0106204 0.00109282 83966.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4455.78 4112.23 0.0105577 0.00105676 84202.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4415.2 4073.2 0.0105775 0.00105286 83993.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4373.89 4035.76 0.0105574 0.00105166 84159.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4333.24 3999.32 0.0105852 0.00104887 83889.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4294.46 3961.44 0.0105661 0.00105314 84095.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4254.73 3924.68 0.0105838 0.001053 83938.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4216.27 3887.48 0.0105824 0.00104938 83919.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4177.31 3850.43 0.0106864 0.00106353 83135.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4137.75 3815.79 0.0105742 0.00105433 84034.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4101.13 3779.31 0.0106041 0.00107607 83963 0
: 220 Minimum Test error found - save the configuration
: 220 | 4062.75 3744.57 0.0105645 0.00104715 84056.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4026.22 3709.27 0.0105663 0.00104595 84030.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3989.1 3674.64 0.0106095 0.00105128 83697.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3952.53 3640.04 0.0105896 0.00105205 83879.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3915.56 3607.29 0.0105736 0.00105023 84004.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3881.28 3572.64 0.010597 0.00105442 83835 0
: 226 Minimum Test error found - save the configuration
: 226 | 3844.45 3540.64 0.010571 0.00105258 84047.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3810.17 3507.09 0.0105715 0.00104938 84015.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3774.87 3475.1 0.0105723 0.00105127 84024.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3741.5 3441.99 0.0105993 0.00107544 83999.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3706.69 3409.79 0.0105804 0.00105097 83950.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3672.65 3378.15 0.010589 0.00105947 83949.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3639.34 3346.86 0.0105727 0.00105125 84020.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3606.23 3315.88 0.0105785 0.00104973 83956.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3573.57 3284.87 0.0105531 0.00105279 84207.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3541.25 3253.82 0.0105875 0.00105171 83894.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3508.27 3225 0.0105608 0.00104871 84103.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3477.27 3193.81 0.0106709 0.0010534 83182 0
: 238 Minimum Test error found - save the configuration
: 238 | 3444.88 3164.36 0.0105991 0.00106938 83948.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3413.79 3135.19 0.0105773 0.00105018 83970.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3382.95 3105.98 0.0105712 0.00105104 84031.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3352.41 3076.48 0.0105555 0.00105008 84162.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3321.06 3048.87 0.0106263 0.0010542 83575.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3292.24 3019.52 0.0106011 0.00104864 83748.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3261.54 2992.41 0.0105702 0.00104852 84018.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3231.6 2964.57 0.0105753 0.00104877 83976.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3202.28 2937.65 0.0105692 0.00105345 84071 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.28 2910.31 0.0105931 0.00105079 83837.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3145.45 2883.01 0.0106285 0.00107101 83704.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3116.17 2856.5 0.0106 0.00105179 83785.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3088.75 2828.47 0.0105782 0.00105477 84003.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3059.31 2802.8 0.010577 0.00104939 83966.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.26 2777.93 0.0105701 0.00105221 84052.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3005.16 2751.07 0.0105885 0.00104638 83838.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2977.29 2725.67 0.0105719 0.00105158 84030.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2950.66 2699.78 0.0105947 0.00105059 83821.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.49 2674.68 0.010591 0.00105531 83895.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2896.4 2651.13 0.0106727 0.00105634 83191.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2871.38 2625.94 0.0110204 0.00108381 80510.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.66 2601.81 0.0106413 0.00108569 83720.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.4 2577.69 0.0105637 0.00104884 84079 0
: 261 Minimum Test error found - save the configuration
: 261 | 2793.09 2554.57 0.0105707 0.00104712 84002.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2769.17 2530.11 0.0105604 0.00105471 84160.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2743.34 2506.75 0.0105907 0.0010525 83872.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2717.89 2484.82 0.0105791 0.00104945 83948.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2694.09 2460.69 0.0105662 0.00105155 84080.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2668.96 2438.45 0.0105922 0.00105378 83871.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2645.15 2415.83 0.0105582 0.00104911 84129.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.13 2393.38 0.0106117 0.00106785 83823.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.34 2371.44 0.0105671 0.00104742 84036.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2574.31 2349.03 0.0106496 0.00105603 83389.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.59 2327.58 0.0105887 0.00105192 83885.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2526.55 2307.42 0.0105641 0.00105011 84086.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2504.53 2286.11 0.0105717 0.00105196 84035.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2482.28 2264.41 0.0105891 0.00105054 83870 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.27 2243.5 0.0105798 0.00104949 83942.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2437.37 2222.37 0.0106623 0.00105234 83247.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2414.15 2203.1 0.0105423 0.00104704 84252.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.96 2182.88 0.0106263 0.00105435 83578 0
: 279 Minimum Test error found - save the configuration
: 279 | 2370.97 2162.69 0.0105841 0.0010508 83916.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2349.66 2142.35 0.010568 0.00105231 84071.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2328.04 2122.66 0.0105756 0.00105352 84014.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.35 2103.85 0.0105611 0.00105175 84127.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.99 2084.31 0.0105924 0.00105142 83848.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2264.97 2065.01 0.0106121 0.00105159 83677.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2243.82 2046.37 0.0106845 0.00105255 83056.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.27 2028.14 0.0106449 0.00105388 83411.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2203.13 2009.44 0.0106246 0.00110177 84009 0
: 288 Minimum Test error found - save the configuration
: 288 | 2183.4 1990.19 0.0105645 0.00105117 84092.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2162.33 1972.93 0.0106227 0.00105484 83613.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2143.19 1954.39 0.0105913 0.00106056 83939.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2123.4 1936.06 0.0105956 0.00105023 83810.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2103.94 1917.86 0.0105863 0.00105943 83972.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2083.98 1900.92 0.0105485 0.00104683 84195.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2065.08 1883.21 0.010606 0.00105406 83752.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2045.74 1865.99 0.010606 0.00105457 83757 0
: 296 Minimum Test error found - save the configuration
: 296 | 2026.61 1849.27 0.0107147 0.00105731 82837.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.14 1832.23 0.0106064 0.00107243 83910.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1989.59 1815.82 0.0105758 0.00105047 83986.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.39 1798.46 0.0105895 0.00104976 83859.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.64 1782.26 0.0105837 0.00104969 83910.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1934.16 1766.23 0.010596 0.00105401 83840 0
: 302 Minimum Test error found - save the configuration
: 302 | 1916.6 1750.05 0.0106029 0.00105211 83762.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1899.09 1733.36 0.0105681 0.00105031 84053.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1880.81 1717.57 0.0105968 0.00105112 83807.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.14 1702.11 0.0105617 0.00105346 84137.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1845.8 1686.44 0.010595 0.00105209 83831.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.24 1671.95 0.0106317 0.00107041 83670.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1811.75 1655.98 0.0110244 0.00106002 80286 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.53 1640.44 0.0105691 0.00105074 84047.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1777.19 1625.81 0.0105919 0.0010574 83905.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1760.87 1610.8 0.0105951 0.00105345 83842.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1744.19 1595.73 0.0105811 0.00105225 83955.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1727.65 1581.15 0.0105722 0.00105533 84061.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.13 1566.79 0.0106014 0.00105315 83785.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.23 1552.52 0.010662 0.00105529 83275.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.08 1538.4 0.0106375 0.00105762 83507.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1663.03 1524.64 0.0105999 0.00106874 83935.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1647.49 1510.33 0.0106509 0.00105471 83366.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1631.57 1497.04 0.0105857 0.00105362 83927.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.13 1483.2 0.0105757 0.00105095 83991.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.7 1470.12 0.0105661 0.00106461 84197.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1585.8 1456.07 0.0105768 0.00105508 84018.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1570.4 1442.55 0.0105977 0.0010493 83783.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1555.68 1428.65 0.0105937 0.00105 83824.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1540.08 1416.39 0.0106254 0.00105587 83598.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1525.88 1402.8 0.0105941 0.00106439 83948.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.15 1390.06 0.0106337 0.00107117 83659.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497 1376.84 0.0105923 0.0010514 83849.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.4 1364.75 0.0105755 0.0010555 84033.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1467.96 1351.83 0.0106047 0.00105448 83767.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.1 1339.42 0.0105971 0.00105025 83797.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.25 1326.86 0.0106425 0.00105165 83412.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.02 1314.62 0.0106041 0.0010555 83782.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1412.39 1302.62 0.010592 0.00105037 83843.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1398.75 1290.73 0.0106649 0.00105391 83238.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1385.23 1279.08 0.0106527 0.00106918 83476.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.31 1266.84 0.010588 0.00105501 83918.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.02 1254.75 0.0106049 0.00105108 83735.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1345.57 1243.45 0.0105898 0.00105326 83887.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1332.98 1231.47 0.010576 0.00105039 83983.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1319.78 1220.19 0.0105839 0.00105304 83938.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1307 1209.44 0.0106032 0.00106063 83834.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1295.21 1198.13 0.0106104 0.00105369 83710.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.38 1186.4 0.0105907 0.00105456 83891.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1269.68 1175.09 0.0105748 0.00105548 84039.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.22 1164.47 0.010631 0.00106977 83671.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1245.25 1153.78 0.0105775 0.0010512 83977.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.58 1142.51 0.0106434 0.00105167 83405.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1221.23 1132.22 0.010596 0.00105642 83860.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1209.57 1121.58 0.0105908 0.00105417 83886.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1197.91 1111.49 0.0106077 0.00106265 83813.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1186.16 1100.63 0.0105843 0.00105219 83927.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1174.73 1090.25 0.01104 0.0010696 80237.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1163.3 1079.9 0.0106848 0.00112537 83686.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1151.92 1070.37 0.0105983 0.00105104 83793.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.13 1059.47 0.0106095 0.00106728 83838.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1129.89 1049.49 0.0106029 0.00105524 83790 0
: 358 Minimum Test error found - save the configuration
: 358 | 1118.53 1040.13 0.010604 0.00105642 83791.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1107.98 1030.02 0.0105863 0.00105336 83919.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.04 1020.36 0.0105917 0.0010526 83865.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1086.61 1010.64 0.0105791 0.00105018 83955 0
: 362 Minimum Test error found - save the configuration
: 362 | 1075.76 1001.23 0.0106045 0.00105026 83732.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.74 991.313 0.0105983 0.00104923 83778.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.19 981.724 0.010578 0.00105202 83981 0
: 365 Minimum Test error found - save the configuration
: 365 | 1044.81 972.486 0.0107013 0.001056 82942.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1034.43 962.857 0.0106386 0.00109054 83787.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.44 953.85 0.0106018 0.00105667 83812.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.03 945.296 0.010591 0.00105338 83878.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1004.67 936.138 0.0105801 0.00105197 83962.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 994.758 927.413 0.010597 0.00105542 83843.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 984.972 917.871 0.0106207 0.00107107 83772.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 975.303 909.118 0.010566 0.00105186 84085 0
: 373 Minimum Test error found - save the configuration
: 373 | 965.711 899.926 0.0106085 0.00105368 83727.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 955.913 891.678 0.0106847 0.00105705 83093.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 946.905 883.266 0.0105983 0.00105431 83821.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 937.437 874.381 0.0106406 0.00107269 83613.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.057 866.265 0.0105839 0.00105412 83947.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 918.932 858.112 0.0105988 0.00105323 83808.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.055 849.664 0.0106518 0.00106107 83414.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 901.189 842.019 0.010588 0.00105609 83928.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.142 833.006 0.0106236 0.00105597 83615.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 883.353 824.875 0.0105903 0.00105255 83876.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 874.44 816.574 0.0106733 0.00106307 83244.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 865.781 808.394 0.0105988 0.00105564 83830 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.132 800.741 0.0106336 0.00107051 83655.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 848.976 793.178 0.0106201 0.00105139 83606.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 840.333 785.22 0.0105979 0.00105814 83859.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 831.905 777.223 0.0111274 0.00145776 82733 0
: 389 Minimum Test error found - save the configuration
: 389 | 823.38 769.795 0.0105983 0.00105708 83846.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.748 762.082 0.0115156 0.00110324 76831.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.262 754.285 0.0114559 0.00109211 77192.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 798.917 747.86 0.0112099 0.00107245 78915.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 791.998 739.682 0.0106963 0.00105673 82991.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 783.351 732.196 0.0105899 0.00105089 83866.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 775.566 724.548 0.0106253 0.0010699 83722.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 767.367 717.911 0.0106013 0.0010583 83831.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.046 710.85 0.0105899 0.00105457 83898.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 752.272 703.658 0.0105819 0.00105387 83963.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.09 696.377 0.010588 0.00105193 83892.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 737.471 688.86 0.0105876 0.00105586 83930.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 729.551 682.409 0.0105836 0.00105277 83938.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 722.424 675.565 0.0105927 0.00105585 83885 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.544 668.479 0.0105721 0.00105014 84016.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.364 661.701 0.0106565 0.0010534 83306.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 700.971 654.914 0.0106099 0.00106981 83856.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 693.802 648.479 0.0105987 0.00105372 83814 0
: 407 Minimum Test error found - save the configuration
: 407 | 686.794 641.629 0.0105974 0.00105325 83821.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 679.832 635.38 0.0105841 0.00105774 83977.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 672.771 629.15 0.0107054 0.00105788 82922.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.239 622.374 0.0106625 0.00105131 83236.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.27 615.917 0.0105746 0.00105206 84011.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 652.501 609.421 0.0106238 0.00105542 83608.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 645.957 603.23 0.0106935 0.00107179 83145.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.368 596.753 0.0106003 0.00108414 84067.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.496 591.264 0.0106075 0.00105698 83765.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.537 584.541 0.0105686 0.00105426 84083.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.709 578.707 0.0105727 0.00105079 84016.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 613.541 572.599 0.0105963 0.00105869 83878.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 607.039 567.053 0.0105957 0.00105264 83830.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.121 561.047 0.0106031 0.00105263 83765.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.069 554.684 0.0105914 0.00105546 83892.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 588.316 549.45 0.0106093 0.00105647 83744.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 582.76 543.905 0.010602 0.00106942 83923 0
: 424 Minimum Test error found - save the configuration
: 424 | 576.693 537.95 0.0106295 0.00107005 83686.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 570.522 532.726 0.010581 0.00104976 83934.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.048 526.501 0.010602 0.00105029 83754.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.736 521.141 0.010585 0.00105287 83926.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.18 515.639 0.0105978 0.00105804 83859.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 547.516 509.987 0.01074 0.00106219 82663 0
: 430 Minimum Test error found - save the configuration
: 430 | 541.861 504.439 0.0106699 0.00105539 83207.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.068 499.843 0.0106014 0.00105848 83831.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.922 493.912 0.0105981 0.00106462 83914.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.951 488.906 0.0106845 0.00105625 83088.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 519.93 483.597 0.0106229 0.0010763 83799.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.123 478.843 0.0105914 0.00105985 83932.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.307 473.564 0.0106023 0.0010525 83771.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 503.615 468.086 0.0105958 0.00105236 83827.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.261 463.58 0.0106173 0.00105492 83660.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.344 458.494 0.0106055 0.00105999 83809.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.21 454.499 0.0105998 0.00105219 83790.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.191 448.366 0.0105919 0.00104869 83829.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.755 443.825 0.0105878 0.00104918 83869.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.868 439.412 0.0106072 0.00105536 83753.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.208 434.382 0.0106502 0.00106726 83481.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.259 429.295 0.0105886 0.00105148 83882.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.348 424.608 0.0106025 0.00105431 83785.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.812 420.342 0.0110471 0.0010659 80150.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 448.808 415.636 0.0107036 0.00106024 82958.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.093 410.906 0.0105734 0.00105192 84020.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 439.576 406.569 0.0106029 0.00105345 83774.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.844 401.941 0.0105764 0.00105344 84007.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.13 397.589 0.0106937 0.00105482 82997.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.657 392.994 0.0106117 0.00105986 83753 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.063 388.906 0.0106212 0.00106974 83756.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.727 384.901 0.0105889 0.0010571 83929.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.327 380.813 0.0105772 0.00105867 84046.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.034 376.132 0.0105694 0.00104957 84034.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.731 372.193 0.0106689 0.00113243 83888.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.429 368.016 0.0105946 0.00105401 83852.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.217 364.159 0.0106194 0.00105206 83617.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.093 360.241 0.0106052 0.00105084 83731.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.966 355.847 0.0106068 0.00105671 83769 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.753 351.911 0.0106941 0.00107799 83193.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.534 348.332 0.0105977 0.00105892 83868.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.883 344.495 0.0105848 0.00105182 83919.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.941 340.289 0.0106198 0.0010492 83589 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.975 336.437 0.0105922 0.0010503 83841 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.886 333.082 0.0107472 0.00105669 82554.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.063 329.958 0.0105997 0.00105296 83798.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.166 325.777 0.0106118 0.00107093 83849.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.665 322.214 0.0106101 0.00105387 83715.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.686 318.477 0.0106831 0.00105255 83068.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.915 315.267 0.0106159 0.00106793 83787.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.246 311.463 0.0106 0.00104958 83766.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.687 307.88 0.0105889 0.00105454 83906.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.894 304.183 0.0106045 0.00105424 83767.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.488 301.695 0.010673 0.00105411 83169.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.85 297.437 0.010573 0.00105234 84027.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.426 293.685 0.0106021 0.00105432 83789.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.781 290.352 0.0105925 0.0010567 83894.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.489 286.994 0.0105837 0.00104971 83910 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.081 284.052 0.0105858 0.00104775 83874.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.559 281.279 0.0106249 0.00106616 83692.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.2 277.867 0.0106044 0.00105248 83752.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.14 275.003 0.0106118 0.00105763 83733.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.98 271.435 0.0105857 0.00105392 83929.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.527 268.702 0.0107124 0.00105737 82858.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.52 265.202 0.0105972 0.00105077 83801.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.22 262.829 0.0106111 0.00105002 83672.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.157 259.364 0.0105933 0.00105112 83838.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.858 256.319 0.0106772 0.0010556 83146.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.851 253.186 0.0106002 0.00105484 83810.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.648 250.518 0.0106226 0.00107003 83746.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.908 247.779 0.0105732 0.00105528 84052.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.754 244.436 0.0106083 0.00105353 83727.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.764 241.851 0.0105903 0.00104993 83854.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.866 238.985 0.0105967 0.00104823 83783.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.102 236.59 0.0105902 0.00105011 83856.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.403 233.243 0.010604 0.00105413 83770.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.594 230.723 0.0106567 0.00105605 83327.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.529 228.868 0.0105827 0.00105189 83938 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.61 225.461 0.0105777 0.00105264 83989.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.914 222.746 0.0106175 0.00106626 83758.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.336 219.929 0.0105994 0.00105101 83783.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.722 217.397 0.0105947 0.00105075 83822.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.86 214.996 0.0105604 0.00105182 84134.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.069 212.893 0.0107253 0.001059 82762.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.723 209.951 0.0106038 0.00105267 83759.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.942 207.926 0.0105872 0.00105438 83920.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.58 204.616 0.0105967 0.00105758 83865.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.747 202.586 0.0106794 0.00105385 83112 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.547 200.015 0.0105933 0.0010698 84003.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.131 198.113 0.0106171 0.00106034 83710.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.483 195.872 0.0105809 0.00105791 84007.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.117 193.318 0.0105984 0.00105183 83799.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.757 191.39 0.0105959 0.001051 83814.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.314 188.95 0.0105829 0.00105321 83948.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.286 186.656 0.0105809 0.00105542 83985.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.082 184.808 0.0105892 0.00105503 83908.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.211 181.904 0.0108272 0.00109268 82181.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.99 179.573 0.0107464 0.00105501 82547.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.648 177.621 0.0106259 0.00105565 83592.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.683 176.233 0.0106051 0.00105666 83783.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.531 173.378 0.010656 0.0010522 83300.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.037 171.395 0.0106316 0.00105145 83506.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.017 169.077 0.0107015 0.00117209 83950.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.783 167.39 0.0106062 0.00105483 83757.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.706 165.905 0.010601 0.00106359 83880.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.933 163.153 0.0105912 0.00104972 83844.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.501 161.706 0.0106752 0.00105637 83170 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.201 159.317 0.0105933 0.00105295 83854.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.109 157.485 0.0106153 0.00107091 83819.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.076 155.489 0.0105963 0.00105068 83808.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.08 153.501 0.0105893 0.00105463 83904.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.113 151.412 0.0105906 0.0010504 83855.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.567 150.656 0.0106123 0.00105169 83677.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.359 148.956 0.0105822 0.00104933 83920.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.523 147.198 0.010622 0.00105384 83610.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.696 144.781 0.010602 0.00105456 83792.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.358 142.76 0.0105987 0.00105307 83807.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.312 141.587 0.0110283 0.00105662 80227.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.408 139.885 0.0106244 0.00108767 83886.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.737 137.789 0.0105877 0.00105051 83882.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.963 135.97 0.0106026 0.00105121 83757.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.168 134.411 0.0105869 0.00104948 83879.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.232 132.861 0.010735 0.00106077 82694.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.479 131.093 0.0106363 0.001054 83487 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.691 129.695 0.0106701 0.00113142 83869.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.977 128.217 0.0119689 0.00118104 74157.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.197 126.96 0.0127727 0.00124068 69372.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.619 125.249 0.0134174 0.00131104 66080.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.148 123.976 0.0130243 0.00124405 67910.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.225 123.001 0.0132373 0.00125228 66750.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.013 120.856 0.0115637 0.00105611 76135.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.131 119.318 0.0105932 0.00105458 83869.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.408 117.998 0.0106163 0.00105549 83674.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.881 116.284 0.0105958 0.00106243 83915.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.128 115.204 0.0106024 0.00105294 83774.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.502 114.242 0.0106134 0.00105848 83726.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.825 112.922 0.010624 0.00107312 83762.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.314 111.351 0.010628 0.00105732 83588.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.042 109.889 0.0105909 0.00105277 83874 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.55 108.741 0.0105857 0.00105381 83928.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.885 107.104 0.0107219 0.00118369 83872.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.475 106.639 0.0105939 0.00105402 83858.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.208 104.954 0.0106111 0.00105315 83699.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.802 103.747 0.0105738 0.00105121 84010.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.251 103.454 0.0106791 0.0011441 83901.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.936 102.713 0.0105925 0.00105471 83876.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.454 101.008 0.0106549 0.00107102 83473.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.953 100.247 0.0105955 0.00105336 83838.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.754 98.0021 0.0105918 0.00105186 83857.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.564 97.9975 0.0105833 0.00105462 83957.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.096 97.4951 0.0105948 0.00105987 83901.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.799 94.7505 0.0106035 0.0010495 83734.7 0
: 576 | 106.649 95.371 0.010572 0.00101875 83741.6 1
: 577 Minimum Test error found - save the configuration
: 577 | 105.431 93.4142 0.0106023 0.00105346 83779.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.001 91.4746 0.0105766 0.00105001 83975.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.736 90.4311 0.0105765 0.00105186 83992.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.511 89.2432 0.0106311 0.00107056 83676.9 0
: 581 | 100.361 90.1597 0.0105732 0.0010283 83814.8 1
: 582 Minimum Test error found - save the configuration
: 582 | 99.0642 86.8685 0.0105889 0.00104972 83864.3 0
: 583 | 97.7555 86.8794 0.0105487 0.00101946 83952 1
: 584 Minimum Test error found - save the configuration
: 584 | 96.6496 86.3696 0.01071 0.00105703 82876.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.5965 84.5509 0.010607 0.00106301 83822.2 0
: 586 | 94.3818 84.6449 0.0105462 0.00101839 83965 1
: 587 Minimum Test error found - save the configuration
: 587 | 93.1928 81.8458 0.0105846 0.00105283 83929.5 0
: 588 | 92.4836 83.2005 0.0106403 0.00102149 83170.3 1
: 589 | 91.2028 82.435 0.0106207 0.00105504 83632.7 2
: 590 Minimum Test error found - save the configuration
: 590 | 89.9984 79.7341 0.0106116 0.00105434 83706 0
: 591 | 89.3534 81.4785 0.0105819 0.00102114 83675.4 1
: 592 Minimum Test error found - save the configuration
: 592 | 88.2829 79.5166 0.0106136 0.00105541 83698 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.9308 78.59 0.0106023 0.00105438 83787.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.9202 77.8375 0.0105902 0.00105101 83864.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8263 77.1063 0.0106742 0.00112115 83743.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.7952 75.0203 0.0105953 0.00105711 83873.5 0
: 597 | 82.7698 75.8246 0.0106214 0.00101847 83308.2 1
: 598 Minimum Test error found - save the configuration
: 598 | 82.1344 74.211 0.0106029 0.00107281 83944.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.8411 73.5992 0.0106152 0.00106377 83757.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.8121 72.0235 0.0106176 0.00105134 83627.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.9439 71.4369 0.0106045 0.00105427 83767.5 0
: 602 | 78.0057 71.6249 0.0105645 0.0010199 83817.3 1
: 603 Minimum Test error found - save the configuration
: 603 | 77.1084 67.9472 0.010598 0.00105816 83858.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3033 67.2181 0.010728 0.00106051 82751.6 0
: 605 | 75.4015 68.6802 0.0106052 0.00103029 83552.1 1
: 606 | 74.3687 68.8263 0.0105543 0.0010219 83924 2
: 607 Minimum Test error found - save the configuration
: 607 | 73.6226 65.5781 0.0106088 0.00105354 83723.5 0
: 608 | 72.697 65.934 0.0106777 0.00102928 82914.9 1
: 609 Minimum Test error found - save the configuration
: 609 | 71.6778 64.1369 0.0106337 0.00107182 83665.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.7104 63.6041 0.0106229 0.00105539 83616.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.9442 63.225 0.0134182 0.00155381 67428.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.0329 62.0224 0.0126353 0.00124432 70231.2 0
: 613 | 68.2748 62.7169 0.0139296 0.00102412 61989.2 1
: 614 Minimum Test error found - save the configuration
: 614 | 67.6333 60.7662 0.0106433 0.00105495 83434.2 0
: 615 | 66.9642 61.0283 0.0106131 0.00102032 83396.3 1
: 616 Minimum Test error found - save the configuration
: 616 | 66.11 58.1702 0.0106736 0.00105947 83210.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.0212 57.3915 0.0105973 0.00105191 83810.1 0
: 618 | 64.4102 58.8132 0.0105818 0.00101817 83650.2 1
: 619 | 63.6544 59.91 0.0105891 0.0010385 83764 2
: 620 Minimum Test error found - save the configuration
: 620 | 62.9242 57.3356 0.0105909 0.00105546 83897.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.2897 55.5469 0.0105909 0.0010543 83887.2 0
: 622 | 61.4001 55.9095 0.0106882 0.00113314 83725.7 1
: 623 Minimum Test error found - save the configuration
: 623 | 60.6214 54.2155 0.0106034 0.00106252 83850 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.9487 52.9578 0.0106347 0.00105778 83533.9 0
: 625 | 59.2123 54.0134 0.010562 0.00102176 83854.9 1
: 626 | 58.4173 53.3173 0.0106434 0.00102015 83132 2
: 627 Minimum Test error found - save the configuration
: 627 | 57.8237 52.7759 0.0106255 0.00106192 83650.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.9815 50.8337 0.0106689 0.00107753 83408.7 0
: 629 | 56.156 50.9726 0.0105726 0.00102123 83757.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 55.6643 48.9853 0.010642 0.0010537 83434.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.9326 48.605 0.0106153 0.00106056 83728.2 0
: 632 | 54.23 50.2544 0.0106497 0.00102098 83084.4 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.8735 46.5589 0.0110677 0.00106667 79992 0
: 634 | 53.0539 49.0013 0.010575 0.00102133 83737.4 1
: 635 | 52.4295 47.0462 0.0105679 0.00102024 83790.3 2
: 636 Minimum Test error found - save the configuration
: 636 | 51.7378 46.4992 0.0106117 0.00105225 83686.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.0299 44.9999 0.010615 0.00105112 83647.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.4397 43.7055 0.0106358 0.00106858 83618.7 0
: 639 | 49.7569 44.8705 0.0105957 0.00102287 83569.6 1
: 640 | 49.1583 44.0107 0.0105523 0.00101949 83920.3 2
: 641 Minimum Test error found - save the configuration
: 641 | 48.7251 42.0202 0.0106109 0.00105618 83728.5 0
: 642 | 48.2311 42.6855 0.0106935 0.00102189 82716.2 1
: 643 | 47.5545 43.0462 0.0108793 0.00102215 81159.2 2
: 644 Minimum Test error found - save the configuration
: 644 | 47.0117 41.1046 0.0106466 0.00105648 83419.2 0
: 645 | 46.4617 42.9798 0.0106732 0.00102067 82879.5 1
: 646 Minimum Test error found - save the configuration
: 646 | 45.8125 38.4466 0.0106896 0.00105569 83040.2 0
: 647 | 45.2141 41.1148 0.0105908 0.00101929 83581.4 1
: 648 | 44.689 39.8626 0.0105834 0.00101942 83646.8 2
: 649 | 44.1515 41.0024 0.0106137 0.00105957 83733.2 3
: 650 Minimum Test error found - save the configuration
: 650 | 43.6903 38.0574 0.0106105 0.00105863 83752.9 0
: 651 | 42.9862 39.4751 0.0105904 0.00101887 83581.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.4549 37.106 0.0106113 0.00105925 83751.7 0
: 653 | 42.0256 38.2151 0.0106051 0.00102266 83486 1
: 654 | 41.4133 37.405 0.0105884 0.00102487 83651.4 2
: 655 Minimum Test error found - save the configuration
: 655 | 40.9868 37.0741 0.0106168 0.00105732 83686.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.5646 35.5409 0.010626 0.00105237 83563.3 0
: 657 | 40.0298 37.4618 0.0105853 0.00102055 83640.4 1
: 658 | 39.6903 36.3008 0.0105759 0.00102025 83720.3 2
: 659 | 39.0696 37.0929 0.0105832 0.00101861 83641.7 3
: 660 Minimum Test error found - save the configuration
: 660 | 38.8133 34.2102 0.0105945 0.00105355 83849.2 0
: 661 | 38.1276 35.5592 0.0105842 0.00102052 83650.1 1
: 662 | 37.6566 34.764 0.0106996 0.00102215 82666.4 2
: 663 Minimum Test error found - save the configuration
: 663 | 37.2395 31.9418 0.0106803 0.00106082 83164.8 0
: 664 | 36.9738 32.2306 0.010576 0.00101735 83694 1
: 665 | 36.6692 34.0754 0.0106508 0.00110001 83762.8 2
: 666 | 36.1646 32.6264 0.0105719 0.00102074 83759.3 3
: 667 | 35.4894 33.0999 0.0106139 0.00102125 83396.9 4
: 668 Minimum Test error found - save the configuration
: 668 | 35.0239 31.135 0.0106011 0.00105576 83810.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.4253 30.5052 0.0106124 0.00105139 83672.8 0
: 670 | 34.0362 30.8221 0.0105945 0.00101877 83545 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.7529 29.9623 0.0106157 0.00105733 83695.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4902 29.3759 0.0106653 0.00106547 83334.9 0
: 673 | 32.9701 29.682 0.0107782 0.00104246 82171.4 1
: 674 | 32.4532 30.2603 0.0106134 0.00102207 83408.4 2
: 675 | 32.0943 29.5175 0.0107541 0.00103853 82342.5 3
: 676 Minimum Test error found - save the configuration
: 676 | 31.6801 29.3233 0.010712 0.00106308 82911.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.2151 28.4856 0.0107856 0.00111059 82687.4 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.8991 26.8844 0.0108733 0.00109147 81784.5 0
: 679 | 30.5451 27.939 0.0107767 0.00104465 82202.8 1
: 680 | 30.2778 27.9206 0.0106346 0.00105377 83499.7 2
: 681 Minimum Test error found - save the configuration
: 681 | 29.8421 25.3738 0.0109418 0.0010697 81036.7 0
: 682 | 29.389 26.1098 0.0106382 0.00103755 83327.4 1
: 683 | 28.9571 25.9306 0.0107484 0.00105285 82512 2
: 684 | 28.5974 26.3914 0.0108181 0.00104767 81879.7 3
: 685 Minimum Test error found - save the configuration
: 685 | 28.3872 24.3998 0.0108528 0.00106451 81730.1 0
: 686 | 28.1928 25.0668 0.0107067 0.00104796 82826.3 1
: 687 | 27.5598 24.5937 0.0107943 0.00105126 82109.8 2
: 688 | 27.2229 24.9279 0.0106853 0.00105066 83034 3
: 689 Minimum Test error found - save the configuration
: 689 | 26.9017 22.7093 0.0108086 0.00108849 82303.2 0
: 690 | 26.409 24.1687 0.0108555 0.00105125 81597.1 1
: 691 | 26.0477 23.4952 0.0107226 0.00102961 82534.2 2
: 692 | 25.6984 23.1688 0.0105774 0.00102235 83725 3
: 693 Minimum Test error found - save the configuration
: 693 | 25.427 22.3952 0.0107823 0.00108443 82492.7 0
: 694 | 25.0704 22.7393 0.0106331 0.0010208 83227 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.8034 21.9361 0.010723 0.00106558 82838.3 0
: 696 | 24.4158 22.7406 0.010746 0.0010232 82280.7 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.0689 21.3253 0.0106234 0.00106112 83662.2 0
: 698 | 23.8216 22.9537 0.0105748 0.00101951 83723.5 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.8434 20.5653 0.0106208 0.0010648 83716.9 0
: 700 | 23.2024 21.091 0.0106724 0.00102032 82883.9 1
: 701 | 22.7837 21.7217 0.0105617 0.00101858 83829.9 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.5477 20.0294 0.0106206 0.00105789 83658.3 0
: 703 | 22.1668 20.4661 0.010581 0.00102037 83676.6 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.2098 19.9781 0.0106695 0.00105896 83242 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8305 19.6955 0.0106342 0.0010596 83554.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.3714 19.6109 0.0106566 0.00108957 83620.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.1974 18.9445 0.0105926 0.00105339 83864.7 0
: 708 | 20.9129 20.435 0.0105731 0.00102127 83753.6 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.6784 18.69 0.0105903 0.00105545 83902.7 0
: 710 | 20.472 18.8215 0.010651 0.00102158 83078.5 1
: 711 | 20.4028 20.3734 0.0105642 0.00101886 83810.4 2
: 712 Minimum Test error found - save the configuration
: 712 | 19.8494 17.5235 0.0105857 0.00105741 83960.2 0
: 713 | 19.6625 18.6649 0.0105765 0.00102078 83719 1
: 714 | 19.266 18.3149 0.010568 0.00102149 83800.6 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.1038 16.9212 0.0106164 0.00105355 83656.8 0
: 716 | 18.8542 18.0712 0.0105806 0.00102441 83715.4 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.7069 16.3447 0.0105903 0.00105592 83906.9 0
: 718 | 18.274 17.1883 0.0105782 0.00102104 83707 1
: 719 | 18.0359 17.3841 0.010553 0.00102064 83924.9 2
: 720 | 18.006 17.3883 0.0106733 0.00102318 82900.1 3
: 721 | 17.4843 17.1816 0.0105699 0.00102106 83780.2 4
: 722 | 17.1411 17.1659 0.0106138 0.00102169 83402 5
: 723 | 16.9592 16.966 0.010574 0.00102006 83735.3 6
: 724 | 16.7922 16.559 0.0106626 0.00102135 82976.6 7
: 725 Minimum Test error found - save the configuration
: 725 | 16.6916 16.1487 0.0106476 0.00107627 83583 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4962 15.6509 0.0106206 0.00105617 83643.4 0
: 727 | 16.1689 16.4079 0.0109922 0.00102066 80228.7 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.1136 15.2495 0.010595 0.0010557 83863.9 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.7027 15.0833 0.0106213 0.00106193 83687.8 0
: 730 | 15.4943 15.1983 0.0105761 0.00102162 83730.5 1
: 731 | 15.2596 15.6309 0.0105566 0.00102179 83903.1 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.1956 14.334 0.0106181 0.00105087 83618.5 0
: 733 | 14.9262 15.4451 0.0105817 0.00102347 83697.7 1
: 734 | 14.7332 14.6816 0.0105813 0.00102331 83699.6 2
: 735 | 14.4276 14.6593 0.0105765 0.00102098 83721 3
: 736 Minimum Test error found - save the configuration
: 736 | 14.3167 13.7764 0.0106011 0.00105607 83813.4 0
: 737 | 14.1623 13.8377 0.0105707 0.00102134 83775.1 1
: 738 | 14.1636 14.2255 0.010646 0.00109915 83797.4 2
: 739 Minimum Test error found - save the configuration
: 739 | 13.8333 12.9239 0.0107199 0.00115867 83671.5 0
: 740 | 13.6263 13.3382 0.0105954 0.00102111 83557.5 1
: 741 | 13.3422 13.568 0.0105838 0.00102518 83693.7 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.1854 12.1915 0.0106217 0.00105937 83661.6 0
: 743 | 13.0848 13.0709 0.0107173 0.0010317 82596.7 1
: 744 | 12.9923 13.003 0.0106006 0.00102538 83548.6 2
: 745 | 12.729 12.7568 0.0106033 0.00102099 83486.9 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.6147 12.1645 0.0106431 0.0010578 83461 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4697 11.9839 0.0105967 0.00105407 83834.5 0
: 748 | 12.1869 12.3388 0.0106189 0.00102047 83347.4 1
: 749 | 12.0464 12.6259 0.0105766 0.00102433 83749.7 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.7909 11.2807 0.0106342 0.00105812 83541.7 0
: 751 | 11.6696 11.3584 0.0105886 0.00102095 83614.8 1
: 752 | 11.6303 11.4875 0.0105738 0.00102022 83738.1 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.3505 10.5015 0.0106541 0.00105944 83380 0
: 754 | 11.2255 11.7632 0.0105922 0.00102865 83650.7 1
: 755 | 11.2037 12.2217 0.0106055 0.00102305 83486.2 2
: 756 | 11.1527 12.0507 0.0105903 0.00102004 83592.5 3
: 757 Minimum Test error found - save the configuration
: 757 | 10.9732 9.99534 0.0106864 0.00105922 83097.9 0
: 758 | 10.6345 10.6305 0.0106125 0.00101995 83397.9 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.5376 9.66968 0.0107259 0.00106713 82826.4 0
: 760 | 10.7777 10.3405 0.0105792 0.00102098 83697.7 1
: 761 | 10.2074 9.88043 0.0105967 0.00102625 83591 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.0947 9.2153 0.0106383 0.00106184 83538 0
: 763 | 9.91654 9.276 0.0106469 0.00102273 83123.7 1
: 764 | 9.93526 11.744 0.010599 0.00103233 83623.7 2
: 765 | 9.86179 9.37139 0.0105935 0.00102698 83624.6 3
: 766 Minimum Test error found - save the configuration
: 766 | 9.55334 8.78587 0.0106126 0.00105753 83724.8 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.44744 8.68707 0.0106143 0.00105517 83689.4 0
: 768 | 9.45733 9.10614 0.0105691 0.00102114 83787.8 1
: 769 | 9.61597 8.72754 0.0105958 0.00102008 83544.7 2
: 770 Minimum Test error found - save the configuration
: 770 | 9.43694 7.90386 0.0106326 0.0010522 83503.6 0
: 771 | 9.01309 7.92964 0.010581 0.00102122 83683.5 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.87448 7.26844 0.0106415 0.00105286 83431.7 0
: 773 | 8.67028 7.7945 0.0105925 0.00102166 83587 1
: 774 | 8.62315 7.3402 0.0106117 0.00102161 83419.8 2
: 775 | 8.58305 7.55673 0.0105815 0.00101995 83668.6 3
: 776 | 8.27156 8.03442 0.0105642 0.00102093 83829 4
: 777 | 8.22228 7.63791 0.0106097 0.00102015 83423.7 5
: 778 Minimum Test error found - save the configuration
: 778 | 8.16041 7.01784 0.0106166 0.00106294 83737.5 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.95511 6.62104 0.0107716 0.0010583 82361.3 0
: 780 | 7.87543 7.46288 0.0106171 0.00102798 83428.3 1
: 781 | 7.869 7.52461 0.0106284 0.00102189 83277 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.8632 6.07072 0.010617 0.00105452 83660.3 0
: 783 | 7.76221 7.18538 0.0106682 0.00102188 82933.5 1
: 784 | 7.81626 6.18832 0.0106436 0.00102081 83136.2 2
: 785 | 7.46266 7.36715 0.0105726 0.00102146 83759.3 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.36941 5.81807 0.0106316 0.00105976 83578.8 0
: 787 | 7.28151 6.28263 0.0105898 0.00101905 83588 1
: 788 | 7.53215 6.0209 0.0105837 0.00102203 83667.6 2
: 789 | 7.55333 7.19672 0.0105881 0.00102091 83619 3
: 790 Minimum Test error found - save the configuration
: 790 | 7.03229 5.34754 0.0106242 0.00105505 83601.8 0
: 791 | 6.78855 5.40322 0.0105872 0.00101874 83608.4 1
: 792 | 6.99517 5.37779 0.010567 0.00102144 83808.5 2
: 793 | 7.06151 5.83507 0.0105881 0.00102122 83622.1 3
: 794 | 6.67476 5.82979 0.0105982 0.00102007 83523.8 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.53962 5.00438 0.0106136 0.00105548 83698.3 0
: 796 | 6.58667 5.10521 0.0106157 0.00102285 83395.6 1
: 797 | 6.55217 5.79751 0.0105971 0.00102112 83542.3 2
: 798 | 6.34367 5.05054 0.0107065 0.0010342 82710.5 3
: 799 | 6.32276 5.09196 0.010588 0.00102 83612.1 4
: 800 | 6.31237 5.3241 0.0105805 0.00102274 83701.7 5
: 801 Minimum Test error found - save the configuration
: 801 | 6.16068 4.94324 0.0106597 0.00106147 83348.9 0
: 802 | 6.09451 5.15015 0.0106734 0.00102339 82901.3 1
: 803 Minimum Test error found - save the configuration
: 803 | 5.86976 4.83215 0.0106005 0.00105444 83803.8 0
: 804 | 6.10282 5.05027 0.0106521 0.00102211 83074 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.88199 4.79615 0.0106436 0.00105791 83458.1 0
: 806 Minimum Test error found - save the configuration
: 806 | 5.70715 4.75153 0.0106097 0.00105123 83695.6 0
: 807 | 5.7124 4.93567 0.0105726 0.00102065 83753 1
: 808 | 5.56074 5.17813 0.0105848 0.00102183 83655.8 2
: 809 Minimum Test error found - save the configuration
: 809 | 5.42049 4.65968 0.0106193 0.0010572 83664 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.49403 4.63781 0.0106281 0.00106477 83652.5 0
: 811 Minimum Test error found - save the configuration
: 811 | 5.60523 3.96887 0.0106196 0.00105651 83654.5 0
: 812 | 5.37343 5.4551 0.0105976 0.00102073 83534.9 1
: 813 | 5.32177 4.05815 0.0106169 0.00102102 83368.8 2
: 814 | 5.2056 4.76507 0.0105673 0.00102125 83804.4 3
: 815 | 5.28437 4.74758 0.0105987 0.0010201 83519.8 4
: 816 | 5.37195 4.25461 0.0105876 0.00102327 83643.8 5
: 817 | 5.12916 4.51011 0.0105985 0.00102122 83531.4 6
: 818 Minimum Test error found - save the configuration
: 818 | 4.98679 3.8625 0.0107276 0.00106523 82795.6 0
: 819 | 4.81497 4.76316 0.0105707 0.00102274 83787.5 1
: 820 | 4.84989 4.33741 0.0106102 0.0010287 83494.4 2
: 821 | 4.79524 4.94627 0.0110098 0.00103156 80174.3 3
: 822 | 4.78272 4.65542 0.0106713 0.00102202 82907.8 4
: 823 | 4.80809 5.24701 0.010577 0.00102073 83714.7 5
: 824 | 4.97246 4.81505 0.0106052 0.00102434 83500 6
: 825 | 4.84708 3.89984 0.0105946 0.00102396 83589.2 7
: 826 | 4.55578 5.4543 0.0105702 0.00102257 83790.8 8
: 827 | 4.64629 4.00011 0.0105929 0.00102324 83597.2 9
: 828 | 4.4402 5.28311 0.0105818 0.00102013 83667.7 10
: 829 | 4.36584 4.04572 0.0105837 0.00102079 83656.7 11
: 830 | 4.40701 4.36861 0.0105885 0.00102742 83672.7 12
: 831 | 4.29811 4.42876 0.010564 0.00102112 83831.7 13
: 832 Minimum Test error found - save the configuration
: 832 | 4.25495 3.7296 0.0106287 0.00106289 83630.9 0
: 833 | 4.23914 5.75257 0.0106788 0.00101958 82822.7 1
: 834 | 4.33629 4.0823 0.0105968 0.00102854 83609.7 2
: 835 | 4.12452 4.75903 0.0106385 0.00102348 83203.3 3
: 836 | 3.96735 5.13697 0.0105929 0.00102393 83603.4 4
: 837 | 4.03748 4.09954 0.0107103 0.00102325 82584.5 5
: 838 | 3.99052 4.98689 0.010619 0.0010257 83391.1 6
: 839 | 3.93272 4.32304 0.0105852 0.00102425 83673.7 7
: 840 | 3.97081 4.25568 0.0106016 0.00102113 83503.1 8
: 841 | 3.85574 4.56789 0.0106814 0.00102448 82842.4 9
: 842 | 3.98633 4.83608 0.0105898 0.00102245 83617.4 10
: 843 | 3.81331 4.62233 0.0106125 0.00102274 83422 11
: 844 | 3.74528 4.16434 0.0106106 0.0010264 83470.3 12
: 845 | 3.71412 4.41236 0.0105942 0.00102249 83579.3 13
: 846 | 3.6857 4.41222 0.0105889 0.00102068 83610.2 14
: 847 | 3.50432 4.01066 0.0105663 0.00102015 83803.8 15
: 848 | 3.53595 4.92401 0.0105977 0.00102169 83541.7 16
: 849 | 3.54186 4.3088 0.0105827 0.00102106 83667.7 17
: 850 | 3.52144 4.63978 0.010595 0.00102129 83561.8 18
: 851 | 3.56638 4.52525 0.0106614 0.00102426 83011.8 19
: 852 | 3.3807 4.55599 0.0105803 0.00102165 83693.8 20
: 853 | 3.44488 4.54084 0.0106133 0.00102027 83394 21
:
: Elapsed time for training with 1000 events: 9.07 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: 0.0111 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: 0.812 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 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= 3.29748e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07359e+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: 0.0299 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: 0.0354 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: 0.00152 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0966 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.886 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00279 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00444 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: 0.00268 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000667 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: 0.0965 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.889 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0993 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 : -0.715 0.130 5.54 1.53 | 3.229 3.249
: 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 : -0.00170 0.191 2.03 1.14 | 3.335 3.330
: 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.