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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.269 sec
: Elapsed time for training with 1000 events: 0.273 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0024 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: 0.000709 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00389 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: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000304 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 = 31529.9
: --------------------------------------------------------------
: 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 | 33074.7 31146.1 0.00986432 0.00101811 90434.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32576.6 30602.2 0.00990504 0.00100075 89844.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31894.1 29980.7 0.0100792 0.00103868 88490.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31225.3 29401 0.0100907 0.00100958 88094.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30563 28761.2 0.0100546 0.00100634 88415 0
: 6 Minimum Test error found - save the configuration
: 6 | 29810.8 27932.2 0.0100833 0.0010136 88206.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 29088.6 27233.4 0.0100993 0.000997924 87899.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28597.9 26842.9 0.00994476 0.000984193 89280 0
: 9 Minimum Test error found - save the configuration
: 9 | 28232.2 26520 0.00989839 0.000986744 89770.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27911.1 26218.5 0.00990888 0.000987153 89668.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27605.2 25935.6 0.00992467 0.000982604 89464.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27313 25667.1 0.00990192 0.000981754 89684.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 27038.8 25400 0.00996814 0.00106115 89817.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26764.4 25145.4 0.00994708 0.00100261 89440.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26504.7 24892.2 0.00989794 0.000981963 89726.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26241.5 24653.1 0.00990342 0.000981344 89665.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25994.2 24412.4 0.0102217 0.000995224 86707 0
: 18 Minimum Test error found - save the configuration
: 18 | 25744.1 24180.9 0.00991337 0.000988133 89633.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25504.5 23949.8 0.00992745 0.000986312 89474 0
: 20 Minimum Test error found - save the configuration
: 20 | 25264.4 23725 0.00993063 0.000985224 89431.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 25029.3 23504.5 0.00991623 0.000986842 89591.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24799.9 23284.8 0.00996333 0.000988894 89142.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24571.8 23068.9 0.00992571 0.000984862 89477 0
: 24 Minimum Test error found - save the configuration
: 24 | 24348.2 22854.8 0.00995618 0.00100259 89349.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 24125.5 22645.4 0.00990604 0.000982212 89647.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23907.5 22438.1 0.00990115 0.000984613 89720.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23692.1 22232.7 0.0099123 0.000986393 89626.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23479.5 22029.4 0.00999607 0.000985784 88787.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23267.4 21830.9 0.00995349 0.000991233 89263.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23058.8 21635.4 0.00991743 0.000984352 89554.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22854.1 21440.6 0.00993023 0.000985134 89434.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22649.8 21249.5 0.00992598 0.000983352 89459.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22451.5 21056.6 0.00990585 0.000986464 89692.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22249.8 20870 0.00991602 0.000984193 89567.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 22052.8 20686 0.00994418 0.0010025 89468.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21862 20498.7 0.00995795 0.000984652 89153.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21667.1 20317.1 0.00990785 0.000983514 89642.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21478 20135.8 0.00992266 0.000996683 89626 0
: 39 Minimum Test error found - save the configuration
: 39 | 21287.7 19959.5 0.0099132 0.000974562 89499.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21101.4 19784.9 0.00994647 0.000989233 89313.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20918.6 19610 0.00992917 0.000983382 89427.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20735.1 19438.6 0.00991196 0.000982394 89590 0
: 43 Minimum Test error found - save the configuration
: 43 | 20553.6 19270.1 0.0098981 0.000987124 89776.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20376.5 19100.8 0.00991826 0.000984563 89548.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20198.8 18934.4 0.00995872 0.00100007 89299.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20024 18769 0.00993555 0.000986563 89395.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19850.9 18605.1 0.00994347 0.000987203 89322.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19678.4 18444 0.0100061 0.00105671 89392.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19508.9 18284.2 0.00993921 0.000986492 89358.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19341.5 18124.8 0.00993657 0.000984224 89362 0
: 51 Minimum Test error found - save the configuration
: 51 | 19173.7 17969 0.0099222 0.000988283 89546.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 19009.5 17813.8 0.00991515 0.000989783 89632.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18845.4 17661.5 0.00993825 0.000984573 89348.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18685.9 17507.8 0.00992859 0.000985482 89454.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18523.9 17358.4 0.00993623 0.000985064 89373.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18366 17209.1 0.0101059 0.00101929 88042.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18207.4 17061.2 0.00997133 0.000990304 89076.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18048.4 16908.2 0.00997336 0.000994103 89094.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17880.7 16742.8 0.00998947 0.000995193 88945.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17743 16622.1 0.00999621 0.000999514 88921.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17583.8 16470.2 0.0100004 0.000994013 88825.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17422.4 16309.1 0.0100023 0.00100112 88876.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17265.8 16171.4 0.0100194 0.00100208 88717.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 17112.4 16016 0.0100536 0.00100657 88426.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16966.2 15878.4 0.0100571 0.00100179 88345.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16812.8 15734.5 0.0100903 0.00101957 88195.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16658.4 15578.9 0.0105611 0.00102656 83905.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16510.9 15435.6 0.0100794 0.00100789 88188.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16364.3 15297.8 0.0101711 0.00101396 87363.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16216 15155.6 0.0101108 0.00100974 87902 0
: 71 Minimum Test error found - save the configuration
: 71 | 16071.7 15020.6 0.0100805 0.00100786 88177.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15925.7 14885.8 0.0100829 0.00100583 88134.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15787.6 14748.8 0.0101051 0.00100512 87911.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15645.6 14615.3 0.0100947 0.00100963 88057 0
: 75 Minimum Test error found - save the configuration
: 75 | 15501.7 14484.1 0.0101132 0.00100708 87853.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15363.5 14354.1 0.0101137 0.00102616 88032.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15227.1 14221.8 0.0101145 0.00101194 87887 0
: 78 Minimum Test error found - save the configuration
: 78 | 15088.5 14089.5 0.010099 0.00100861 88005.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14951 13962.1 0.0100987 0.00101004 88021.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14816 13836.6 0.0101071 0.00101157 87955.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14682.3 13711 0.0101377 0.00101348 87678.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14550.5 13585.7 0.010131 0.00101202 87729.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14420.5 13460 0.0101198 0.00100759 87793.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14289 13338.4 0.0101213 0.00100768 87781.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14161.6 13216 0.0101219 0.00101248 87821.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 14033.5 13095.4 0.0101296 0.00100995 87722.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13906.9 12976.9 0.0103094 0.00102906 86203.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13782.8 12858.8 0.0101595 0.00101242 87459.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13659.5 12740.6 0.0101224 0.00101132 87804.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13533.4 12628.9 0.010202 0.00101189 87050.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13414.9 12513.7 0.010144 0.00101164 87600.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13293.2 12400.9 0.0101803 0.00101422 87278 0
: 93 Minimum Test error found - save the configuration
: 93 | 13176.1 12285.9 0.0101407 0.00101518 87666 0
: 94 Minimum Test error found - save the configuration
: 94 | 13054.8 12176.7 0.0101606 0.00102324 87552.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12939.9 12064.4 0.0101301 0.00101529 87769.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12822.3 11955.7 0.0101417 0.00101277 87633.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12706.6 11848.7 0.0101935 0.00103189 87321.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12594 11740.3 0.0101465 0.00101279 87588 0
: 99 Minimum Test error found - save the configuration
: 99 | 12479.8 11634.2 0.0101586 0.00101319 87475.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12367.4 11529.4 0.0101374 0.00101452 87691.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12257.3 11423.8 0.010122 0.0010121 87816.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12146.7 11320 0.0101388 0.00101228 87656.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 12036.1 11219.2 0.0101318 0.00101125 87713.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11929.8 11115.9 0.0101617 0.00101278 87442.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11822.9 11013.1 0.0101504 0.0010141 87563.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11715.2 10913.3 0.010142 0.00101179 87621.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11608.3 10816.5 0.0101815 0.00102854 87403.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11504.5 10719.4 0.0101478 0.00101532 87599.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11402.1 10621.1 0.0101713 0.00101383 87360.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11299.4 10523.8 0.010236 0.00102035 86808.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11196.2 10429.5 0.0101655 0.0010134 87411.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11097.6 10332.5 0.0101632 0.00101322 87432 0
: 113 Minimum Test error found - save the configuration
: 113 | 10994.9 10240 0.0101445 0.00101632 87640.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10897.8 10145.7 0.0101585 0.00101444 87488.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10797.6 10055.1 0.0101678 0.00101297 87385.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10701.1 9963.43 0.0101598 0.00101341 87466.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10604.4 9873.09 0.0101918 0.00103107 87329.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10506.8 9786.54 0.0101392 0.00101652 87693.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10415.6 9694.58 0.0101508 0.00101568 87573.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10320.1 9605.89 0.0101908 0.00102432 87274.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10226.5 9518.33 0.010196 0.00101813 87166.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10133.9 9431.91 0.0101719 0.00101546 87370.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10043.3 9344.7 0.0101707 0.00101555 87382.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9950.88 9260.69 0.0101983 0.00103016 87259 0
: 125 Minimum Test error found - save the configuration
: 125 | 9861.12 9177 0.0101569 0.00101391 87498.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9773.04 9092.09 0.0101458 0.0010175 87640 0
: 127 Minimum Test error found - save the configuration
: 127 | 9684.53 9008.35 0.0102039 0.00104454 87342.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9595.76 8926.75 0.0101559 0.00101536 87522.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9508.47 8846.81 0.0101677 0.00101989 87452.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9423.81 8764.83 0.0101606 0.00101728 87495.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9337.81 8684.83 0.0102473 0.0010195 86694.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9253.05 8605.47 0.0101836 0.00101608 87264.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9169.5 8526.35 0.0101657 0.00101694 87443.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9086.75 8447.41 0.0101616 0.00102076 87519.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 9002.36 8372.16 0.0101606 0.00101575 87480.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8921.87 8295.58 0.0101659 0.00101711 87443.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8840.84 8219.9 0.0104251 0.00101958 85056.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8761.55 8143.39 0.0102034 0.00104943 87394.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8681.39 8068.51 0.0101644 0.0010211 87495.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8601.24 7996.24 0.010186 0.00101821 87262.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8523.8 7923.1 0.0101795 0.00102472 87386.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8446.61 7850.34 0.0101779 0.0010177 87334.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8370.63 7777.02 0.0101817 0.00102122 87331.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8292.64 7707.04 0.0101819 0.00101792 87298.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8218.4 7635.82 0.0101845 0.00102337 87325.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8144.25 7564.1 0.0101953 0.00102011 87191.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8068.8 7495.29 0.0102083 0.00101824 87051 0
: 148 Minimum Test error found - save the configuration
: 148 | 7995.47 7426.68 0.010238 0.00104536 87026.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7923.02 7358.12 0.0101822 0.00101824 87298.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7850.69 7290.34 0.0101718 0.00101518 87368.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7778.45 7223.96 0.0102508 0.00102223 86686.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7708.38 7156.98 0.0101986 0.00102086 87167.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7637.13 7091.78 0.0101703 0.00101799 87410 0
: 154 Minimum Test error found - save the configuration
: 154 | 7567.8 7026.85 0.01017 0.00101933 87425.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7498.75 6962.38 0.0102038 0.0010176 87087.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7430.69 6897.87 0.0102008 0.00102611 87196.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7363.33 6833.37 0.0101991 0.00101718 87127.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7293.92 6772.68 0.0102157 0.00103693 87157.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7229.7 6708.69 0.0101849 0.00102178 87306.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7162.95 6646.24 0.0102149 0.00102147 87018.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7097.41 6584.63 0.0101832 0.00101953 87301 0
: 162 Minimum Test error found - save the configuration
: 162 | 7031.49 6525.04 0.0101858 0.00102048 87285.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6969.16 6463.19 0.0101744 0.00101798 87370.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6903.87 6403.99 0.0101886 0.0010174 87229.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6840.76 6345.5 0.0105945 0.00103628 83697.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6779.12 6285.72 0.0102628 0.0010212 86565.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6715.76 6228.67 0.0102283 0.0010242 86918 0
: 168 Minimum Test error found - save the configuration
: 168 | 6654.58 6171.34 0.0102679 0.00103954 86689 0
: 169 Minimum Test error found - save the configuration
: 169 | 6594 6113.97 0.0102049 0.00101808 87081.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6534.19 6056.21 0.0101846 0.00102202 87311.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6473.57 6000.56 0.0102737 0.00102422 86491.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6413.98 5944.87 0.0102202 0.00102292 86982.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6355.85 5889.08 0.0102336 0.00101997 86828.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6296.19 5835.71 0.0101996 0.00102084 87158 0
: 175 Minimum Test error found - save the configuration
: 175 | 6239.83 5780.65 0.0102061 0.00102022 87090.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6181.95 5726.86 0.0102037 0.00102741 87181.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6124.4 5674.55 0.0102014 0.00101757 87110.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6069.36 5621.04 0.0102386 0.00103778 86949 0
: 179 Minimum Test error found - save the configuration
: 179 | 6012.5 5569.9 0.0101842 0.00101911 87287.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5957.63 5518.06 0.0102023 0.00102502 87171.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5903.52 5466.09 0.0102294 0.00102299 86895.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5848.45 5415.83 0.0102075 0.00103003 87170.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5794.66 5365.68 0.0101907 0.00102355 87267.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5741.94 5315.24 0.0101932 0.00102256 87235 0
: 185 Minimum Test error found - save the configuration
: 185 | 5687.88 5266.93 0.0102221 0.00102292 86964 0
: 186 Minimum Test error found - save the configuration
: 186 | 5637.14 5216.81 0.010187 0.0010198 87267.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5584.62 5167.92 0.0102558 0.00103666 86775.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5532.9 5120.21 0.0101918 0.00102112 87234.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5481.61 5073.24 0.0102294 0.00103762 87034.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5432.71 5024.38 0.0101952 0.00101688 87162.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5380.73 4978.69 0.0101799 0.00101698 87308.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5332.71 4931.53 0.0102786 0.00102544 86457.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5282.08 4886.49 0.0101883 0.00102114 87267.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5234.11 4841.58 0.0101872 0.00102224 87288.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5185.36 4796.9 0.0102013 0.0010215 87148 0
: 196 Minimum Test error found - save the configuration
: 196 | 5138.93 4751.55 0.0101837 0.00101796 87281.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5090.41 4707.7 0.0102245 0.00102022 86915.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5044.23 4663.82 0.010205 0.00101928 87091.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4998.3 4619.28 0.0102219 0.00103679 87097.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4951.25 4576.46 0.0101955 0.00102586 87244.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4905.61 4534.38 0.010201 0.00101951 87131.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4860.76 4492.25 0.0102604 0.00102574 86630.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4816.62 4449.61 0.0102411 0.00104796 87021.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4771.35 4408.84 0.0108514 0.00121855 83049.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4728.03 4367.41 0.0104237 0.00102918 85155.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4683.79 4327.49 0.0102228 0.00103123 87036 0
: 207 Minimum Test error found - save the configuration
: 207 | 4641.76 4286.31 0.0102223 0.00102201 86954.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4598.44 4247.15 0.0102216 0.00102869 87023.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4556.12 4207.42 0.0102672 0.00105215 86814.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4513.9 4169.49 0.0102282 0.001035 87021 0
: 211 Minimum Test error found - save the configuration
: 211 | 4472.58 4131.52 0.0102155 0.00103151 87107.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4432.26 4091.94 0.0102793 0.00102584 86454.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4391.66 4052.91 0.0102172 0.00102186 87000.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4350.23 4017.05 0.0102226 0.00102102 86941.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4311.46 3978.99 0.0110736 0.00105339 79838.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4271.95 3941.07 0.0103259 0.00103148 86073.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4231.63 3905.04 0.0103126 0.00105135 86381.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4194.16 3868.34 0.0103011 0.00104534 86433.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4154.87 3832.21 0.0103088 0.00106813 86574.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4116.73 3796.8 0.0104151 0.00105555 85474.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4078.9 3762.11 0.0102861 0.0010282 86412.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4041.94 3727.29 0.0102861 0.00102743 86405.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4005.4 3691.92 0.0104406 0.0011529 86135.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3969.1 3656.65 0.0110449 0.00105511 80081.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3931.84 3623.62 0.0103473 0.0010624 86161.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3896.59 3589.16 0.010795 0.00103585 81974.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3860.14 3556.81 0.010248 0.00102783 86766.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3826.23 3523.03 0.0102304 0.00102301 86886.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3790.9 3490.37 0.0104049 0.00119038 86819.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3755.99 3458.56 0.0109025 0.00108918 81521.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3721.83 3427.05 0.0103544 0.00104171 85904.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3689.15 3393.84 0.0102926 0.00102508 86322.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3655.15 3361.75 0.0102492 0.00102997 86774.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3621.68 3329.85 0.0108499 0.00105377 81665.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3587.61 3300.6 0.0102907 0.00102981 86385 0
: 236 Minimum Test error found - save the configuration
: 236 | 3556.34 3269.86 0.0103039 0.00105597 86506.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3523.95 3239.21 0.0102423 0.00102882 86829.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3491.32 3209.63 0.0102424 0.00102236 86767.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3460.33 3179.46 0.0108999 0.00107499 81425.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3429.55 3148.92 0.0103442 0.00102897 85880.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3397.1 3120.27 0.0103829 0.00104469 85670 0
: 242 Minimum Test error found - save the configuration
: 242 | 3366.81 3091.52 0.0102184 0.00102438 87012.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3336.08 3062.93 0.0111373 0.00132432 81524.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3306.28 3034.01 0.0113072 0.00104862 77983.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3276.23 3005.77 0.0102895 0.0010295 86392.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3246.34 2977.63 0.0103277 0.00103008 86043.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3216.8 2950.16 0.0102309 0.00102059 86858.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3187.84 2922.6 0.0102292 0.00102463 86913 0
: 249 Minimum Test error found - save the configuration
: 249 | 3158.65 2896.02 0.010571 0.00107083 84209.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3129.74 2869.99 0.0103536 0.0010363 85861.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3102.37 2842.42 0.0102256 0.00102317 86933.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3073.79 2816.04 0.0104303 0.00103031 85106.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3045.32 2791.09 0.0115159 0.00121122 77635 0
: 254 Minimum Test error found - save the configuration
: 254 | 3018.86 2764.59 0.0111907 0.0010466 78863.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2991.06 2739.13 0.012636 0.00173244 73370.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2963.83 2713.43 0.0160019 0.00173369 56068.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2936.79 2688.63 0.0133314 0.00107893 65293 0
: 258 Minimum Test error found - save the configuration
: 258 | 2910.75 2663.31 0.0102498 0.00102725 86744 0
: 259 Minimum Test error found - save the configuration
: 259 | 2884.14 2638.55 0.0102368 0.00102438 86839 0
: 260 Minimum Test error found - save the configuration
: 260 | 2858.14 2614.01 0.0102275 0.00102252 86909.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2832.39 2590.34 0.0102313 0.00102181 86866.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2806.13 2566.82 0.0102095 0.00101962 87052.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2781.33 2543.05 0.0104038 0.00102758 85322.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2756.02 2519.72 0.010374 0.00103193 85633.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2731.45 2496.36 0.0102151 0.00101775 86982 0
: 266 Minimum Test error found - save the configuration
: 266 | 2706.14 2473.5 0.0102266 0.00103533 87038.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2682.28 2450.26 0.0102041 0.00101949 87102.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2657.89 2427.51 0.0102467 0.00103624 86857.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2633.69 2405.03 0.0102222 0.00102238 86958.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2609.86 2384.16 0.0102262 0.00101836 86882.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2586.48 2361.9 0.0103017 0.00102434 86231 0
: 272 Minimum Test error found - save the configuration
: 272 | 2562.8 2339.84 0.0102275 0.00102593 86941.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2539.75 2318.4 0.0102463 0.00102145 86722.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2516.72 2296.77 0.0102226 0.00101966 86928.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2493.6 2276.66 0.010217 0.00102065 86990.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2472.54 2253.94 0.0102366 0.00102557 86852.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2448.67 2233.47 0.0102224 0.00102179 86950.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2426.22 2213.69 0.0102503 0.001037 86831.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2405 2193.39 0.0102247 0.00102096 86920.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2383.04 2173.07 0.0102075 0.00102581 87129.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2360.93 2153.56 0.010242 0.00101868 86736.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2339.41 2134.12 0.0102151 0.00102007 87004 0
: 283 Minimum Test error found - save the configuration
: 283 | 2318.45 2114.35 0.0102185 0.00102126 86982.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2297.32 2095.29 0.0102107 0.00102124 87056.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2276.48 2075.45 0.0102571 0.00103435 86741.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2255.17 2056.76 0.0102107 0.00102028 87047 0
: 287 Minimum Test error found - save the configuration
: 287 | 2234.86 2037.91 0.0101981 0.00101858 87150.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2214.82 2018.63 0.0102469 0.00103825 86874.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2193.85 2000.47 0.010231 0.0010218 86870 0
: 290 Minimum Test error found - save the configuration
: 290 | 2173.52 1982.6 0.0102287 0.00103153 86983.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2154.26 1963.72 0.0102984 0.00102767 86293.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2133.72 1946.44 0.0102263 0.00101813 86879 0
: 293 Minimum Test error found - save the configuration
: 293 | 2114.86 1927.73 0.0102202 0.00101972 86951.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2094.35 1911.24 0.0102452 0.00102258 86743.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2076.38 1892.43 0.0102309 0.00101982 86852 0
: 296 Minimum Test error found - save the configuration
: 296 | 2056.17 1875.7 0.0102196 0.00102455 87003.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2037.99 1857.9 0.0102111 0.00102082 87049 0
: 298 Minimum Test error found - save the configuration
: 298 | 2018.64 1840.54 0.0102548 0.00103828 86800.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1999.31 1824.71 0.0102441 0.0010234 86761.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1981.37 1808.39 0.0102293 0.00102001 86869 0
: 301 Minimum Test error found - save the configuration
: 301 | 1963 1791.82 0.0102199 0.00102088 86966 0
: 302 Minimum Test error found - save the configuration
: 302 | 1944.52 1775.39 0.0102152 0.0010198 87000.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1926.3 1759.89 0.0102183 0.00101849 86958.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1909.58 1742.78 0.0102137 0.00102331 87047.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1891.11 1726.76 0.0102247 0.00102261 86936.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1873.56 1711.23 0.0102183 0.00101891 86962.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1855.64 1695.28 0.0102211 0.00102238 86968.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1838.45 1679.92 0.0102634 0.00103896 86725.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1820.85 1665.05 0.0102302 0.0010219 86878.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1804.57 1649.04 0.0102418 0.00103571 86898.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1786.84 1634 0.0102912 0.00102506 86336.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1770.04 1619.49 0.0102047 0.00102273 87127.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1753.43 1605.12 0.0102382 0.00102429 86824.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1737.37 1589.75 0.0102386 0.00101916 86772.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1720.46 1575.33 0.0102426 0.0010265 86804.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1704.72 1560.89 0.0103163 0.00103448 86190 0
: 317 Minimum Test error found - save the configuration
: 317 | 1687.78 1547.02 0.0103328 0.00104519 86135.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1672.3 1532.7 0.0102678 0.0010409 86703.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1656.59 1518.48 0.0102356 0.00102014 86810.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1640.48 1504.76 0.0102348 0.00102255 86841.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1625.19 1490.93 0.0102136 0.00102451 87059.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1609.59 1477.09 0.0102656 0.00102103 86537.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1594.32 1463.93 0.0102685 0.00102545 86551.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1579.2 1450.04 0.0102399 0.00102178 86785.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1563.86 1436.96 0.0102244 0.00102522 86964.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1548.91 1424.12 0.0102265 0.00102503 86942.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1534.37 1410.9 0.0102623 0.00102391 86595.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1520.12 1397.21 0.010279 0.00105457 86726.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1504.64 1385 0.0102272 0.00102556 86941 0
: 330 Minimum Test error found - save the configuration
: 330 | 1491.13 1371.56 0.0102355 0.00102283 86837.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1476.41 1358.93 0.0102364 0.00102249 86825.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1461.93 1346.95 0.0103421 0.00102503 85864.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1448.35 1334.05 0.0102185 0.00102031 86974.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1434.2 1322.41 0.0102283 0.00102153 86892.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1421.17 1309.09 0.0102254 0.00102187 86922.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1406.4 1298.01 0.0102328 0.00101956 86831.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1393.48 1285.84 0.010229 0.00102411 86910.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1380.41 1273.79 0.0102273 0.00102098 86896.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1366.6 1262.2 0.0102935 0.00103919 86446.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1353.29 1250.64 0.0102419 0.00102257 86774.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1340.48 1238.73 0.01031 0.00102493 86159.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1327.46 1227.38 0.0102398 0.00102013 86770.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1314.78 1215.8 0.0102347 0.00102041 86821.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1302.05 1204.45 0.0102255 0.00101948 86899.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1289.33 1193.57 0.0102471 0.00102378 86736.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1276.88 1182.4 0.0102472 0.00102106 86710.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1264.99 1171.06 0.0102274 0.00102127 86898.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1252.95 1159.71 0.0102705 0.00103777 86648.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1240.29 1149.17 0.010472 0.00110079 85367.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1228.32 1138.21 0.0102659 0.00102143 86538.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1216.37 1127.83 0.010278 0.00102968 86502.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1204.9 1117.2 0.0103262 0.00102231 85985.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1193.37 1106.6 0.010206 0.0010189 87078.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1181.74 1095.99 0.0102442 0.00103149 86836.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1170.28 1085.89 0.0102423 0.00102085 86754.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1158.7 1075.67 0.010219 0.00102021 86968.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1147.18 1065.98 0.0102399 0.0010347 86907.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1137.03 1055.37 0.0102248 0.00101866 86898.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1125.6 1045.39 0.0103921 0.0010589 85715.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1114.94 1035.28 0.0102681 0.0010269 86568.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1103.37 1025.89 0.0102777 0.00102798 86489.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1092.86 1016.13 0.0102495 0.00102633 86738.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1082.23 1006.72 0.0102684 0.00102682 86564.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1071.59 996.963 0.0102568 0.00102202 86628.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1061.23 987.5 0.0102167 0.00101922 86980.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1051 977.972 0.0102227 0.00102009 86931.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1040.55 969.175 0.0102321 0.00102515 86891 0
: 368 Minimum Test error found - save the configuration
: 368 | 1030.55 959.527 0.010253 0.00103351 86773.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1020.47 950.223 0.0102847 0.00103684 86506.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1010.31 941.243 0.0102562 0.00102622 86674.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1000.73 932.125 0.0102488 0.00102981 86777 0
: 372 Minimum Test error found - save the configuration
: 372 | 990.811 923.031 0.0103104 0.00102253 86133.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 981.3 914.039 0.0102685 0.00102904 86584.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 971.341 905.177 0.0102472 0.00102416 86739.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.799 896.448 0.0102442 0.00103222 86843.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 952.254 888.06 0.0102279 0.00101896 86872.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 942.987 879.559 0.010227 0.00101814 86872.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 933.818 871.195 0.0102221 0.00102932 87024.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 924.799 862.478 0.0102706 0.001042 86687 0
: 380 Minimum Test error found - save the configuration
: 380 | 915.282 854.53 0.0102376 0.00102234 86812.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 906.814 845.74 0.0102471 0.0010383 86873 0
: 382 Minimum Test error found - save the configuration
: 382 | 897.415 837.466 0.010233 0.00102186 86851.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 888.672 829.264 0.010245 0.00102472 86765.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 879.609 821.338 0.010234 0.00102589 86880.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 870.866 813.613 0.0104707 0.00102424 84688.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 862.444 805.672 0.0102135 0.00102506 87065.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 854.063 797.764 0.0102558 0.00102536 86669.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 845.491 789.779 0.0102343 0.00103126 86927.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.807 782.431 0.010274 0.00104 86636.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 828.485 775.409 0.0102307 0.00102248 86879.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 820.825 766.59 0.0102252 0.00101993 86907.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 812.076 759.217 0.0102324 0.00102462 86883.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 804.278 751.595 0.0103173 0.00102471 86090.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 796.217 743.808 0.0102196 0.00102447 87003 0
: 395 Minimum Test error found - save the configuration
: 395 | 788.038 736.605 0.0102386 0.00102102 86790.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 780.218 729.548 0.0104667 0.00108589 85280.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 772.319 722.439 0.0102702 0.00102376 86519.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 764.819 715.089 0.0102505 0.00102869 86750.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 757.232 708.829 0.0102766 0.00106594 86856.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 749.673 701.281 0.0102407 0.00102564 86814.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 742.173 693.645 0.0102564 0.00102178 86630.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 734.475 686.793 0.0102536 0.00102376 86675.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 727.06 680.007 0.01025 0.00102387 86710.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 719.995 672.843 0.0102385 0.00102051 86787.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 712.478 665.979 0.0102485 0.00102442 86729.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 705.137 659.539 0.0102458 0.00102203 86732.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 698.698 652.363 0.0102298 0.00101838 86848.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 691.058 645.635 0.0102438 0.0010222 86753 0
: 409 Minimum Test error found - save the configuration
: 409 | 684.235 639.052 0.0102266 0.00101828 86878.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 677.176 633.12 0.0102593 0.00102493 86632.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 670.445 626.316 0.0102227 0.00102802 87006.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.483 620.023 0.010264 0.00102468 86586.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.852 613.57 0.0103322 0.00102531 85957.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 650.1 607.232 0.0102413 0.00102639 86815.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 643.65 600.905 0.0102598 0.00102554 86634.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.633 595.047 0.0102802 0.001029 86475 0
: 417 Minimum Test error found - save the configuration
: 417 | 630.414 588.432 0.0102492 0.00102735 86751 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.948 582.364 0.0102488 0.00102501 86732.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 617.792 576.071 0.0102477 0.00103508 86837.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 611.07 570.127 0.0102753 0.0010376 86601.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.87 564.198 0.0102249 0.00102154 86925.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.732 559.018 0.0102257 0.00102154 86916.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.527 553.046 0.0102328 0.00102072 86842.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 586.714 546.622 0.0102259 0.00102072 86907.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 580.288 542.473 0.0102152 0.00101999 87001.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.654 535.644 0.010219 0.00101883 86954.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.51 530.249 0.0102323 0.00102228 86862.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.666 524.343 0.0102337 0.00101999 86827.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 556.863 518.922 0.0102207 0.00102128 86962.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 551.225 513.187 0.010268 0.00103588 86654.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 545.229 507.78 0.0102344 0.00101855 86807 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.95 502.459 0.0102337 0.00102939 86915.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.135 497.298 0.010314 0.00102489 86122.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.697 492.08 0.010232 0.00101895 86833.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.5 486.403 0.0115907 0.00109562 76226 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.822 481.509 0.0110594 0.00173863 85829.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 512.28 477.232 0.0116274 0.00105799 75690.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 507.366 471.201 0.0103558 0.00104179 85891.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.691 466.207 0.0109925 0.00110602 80918.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.468 460.903 0.0103676 0.00105206 85878 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.235 456.418 0.0113587 0.00104319 77553.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.489 451.652 0.0103447 0.00103647 85945.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.516 446.251 0.0103102 0.00103783 86277.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.11 441.718 0.0102565 0.0010329 86734.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.108 436.767 0.0113559 0.00105166 77637.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.312 432.278 0.0112903 0.00104228 78063.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.464 427.114 0.0103487 0.00103131 85861.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.198 423.134 0.0103121 0.00102444 86135.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.03 417.962 0.0113884 0.00107112 77539.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.045 413.498 0.0103392 0.00103324 85966 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.337 409.025 0.0103482 0.00105255 86062.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.781 404.949 0.0113827 0.00106925 77568.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.235 399.96 0.0104123 0.0010402 85359.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.814 395.86 0.0107861 0.00150267 86175.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.995 391.433 0.0109643 0.001041 80618.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.612 387.297 0.0113616 0.00104875 77573.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.155 382.814 0.0113614 0.00172405 83010.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.897 378.723 0.0112681 0.00104138 78226.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.47 375.124 0.0103692 0.00105466 85887.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.481 370.903 0.0103474 0.00102503 85815.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.122 366.329 0.0102461 0.0010291 86796 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.793 362.151 0.0113139 0.00104376 77895.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.756 357.873 0.0103148 0.00103561 86214.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.481 353.902 0.0113421 0.00105333 77754.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.431 349.866 0.0103951 0.00106019 85699.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.121 346.646 0.0122202 0.00104749 71603.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.642 342.27 0.0112938 0.00104687 78072.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.32 338.991 0.0103744 0.00105223 85816.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.42 335.042 0.0116194 0.00128097 77380.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.684 331.236 0.0119111 0.00104183 73602.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.704 327.717 0.0107242 0.00130002 84888.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.825 323.84 0.0120146 0.0010455 72932.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.251 319.786 0.0103375 0.0010314 85965.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.383 316.015 0.0113307 0.00104439 77773.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.665 312.775 0.0111435 0.00175229 85186.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.84 309.443 0.0106089 0.00103953 83600.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.282 306.015 0.0103425 0.00103302 85934.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.724 302.333 0.0113749 0.00106905 77626 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.348 298.914 0.0113335 0.00104295 77741.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.448 295.85 0.0103641 0.00103592 85761.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.918 291.884 0.0113096 0.0010412 77909.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.407 288.707 0.0103492 0.00104203 85955.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.991 285.582 0.0113342 0.00105177 77802.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.759 282.375 0.0113595 0.00106241 77692.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.712 279.357 0.0103424 0.00103333 85938.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.161 275.676 0.0113026 0.00174606 83712.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.711 272.187 0.0105677 0.00105562 84103.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.395 269.584 0.01129 0.00103918 78042.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.157 266.323 0.0104592 0.00105043 85027.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.071 263.165 0.0104019 0.00102688 85333.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.039 259.923 0.0115622 0.00122408 77383.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.772 257.157 0.0111523 0.00104566 79155.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.825 254.712 0.0113636 0.0010626 77662.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.944 250.965 0.0113542 0.00105857 77702.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.794 248.41 0.010328 0.00103014 86041.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.696 245.887 0.011306 0.00104699 77980.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.005 242.707 0.0104106 0.00103464 85324.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.849 240.066 0.0113412 0.00104833 77723.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.885 237.258 0.01027 0.00102651 86547.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.134 234.432 0.0112741 0.00105089 78253.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.229 231.592 0.0113632 0.00104319 77519.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.459 228.856 0.0103448 0.0010496 86066.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.537 226.002 0.0113132 0.00105695 78001.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.696 223.616 0.0113002 0.00104498 78009 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.106 220.878 0.0109209 0.0016257 86065.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.462 218.503 0.0108047 0.00105675 82068.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.775 216.105 0.0112857 0.00104294 78103.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.281 213.762 0.0112512 0.0010401 78345.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.47 210.947 0.0104288 0.0010271 85091.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.852 208.512 0.0112514 0.00104281 78365.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.321 205.963 0.0103395 0.00103094 85942.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.814 203.76 0.0102847 0.00103838 86521 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.276 201.834 0.0112969 0.00106954 78221.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.061 198.598 0.01037 0.0010457 85797.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.057 196.66 0.011381 0.00103995 77361.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.038 193.959 0.0109387 0.00116329 81838.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.386 192.196 0.0113586 0.00173898 83163.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.134 189.691 0.0103383 0.00103566 85997.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.8 187.637 0.011133 0.00174814 85243.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.181 186.054 0.0105415 0.00103842 84183 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.905 183.492 0.0109534 0.00168151 86282.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.552 181.41 0.010479 0.00103453 84705.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.541 179.36 0.0102976 0.00102395 86266.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.222 176.398 0.0102677 0.00102132 86520.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.989 174.296 0.0103393 0.00106247 86236.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.664 173.048 0.0123065 0.00133255 72900.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.334 170.179 0.0103157 0.00103352 86186.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.224 169.359 0.0111757 0.00176739 85031.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.323 168.086 0.0116889 0.00104437 75155.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.309 164.717 0.0103387 0.00102643 85908.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.79 162.563 0.010267 0.00102079 86522.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.762 160.724 0.0113243 0.00160431 82304.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.982 158.812 0.0103344 0.00103206 85999.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.752 156.667 0.0102956 0.00102557 86300.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.554 155.111 0.0103131 0.00104747 86340.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.609 152.688 0.0102477 0.00103462 86832.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.763 151.41 0.0109599 0.00119045 81887.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.087 149.582 0.0113121 0.00104023 77882.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.228 148.072 0.0119755 0.00155962 76805.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.961 146.828 0.0106049 0.00127707 85764.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.907 144.553 0.0111237 0.00103937 79330.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.957 143.376 0.0109259 0.0015018 84889 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.137 140.933 0.011401 0.00106206 77377.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.262 139.526 0.0103996 0.00107094 85757.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.51 138.145 0.0112934 0.00104035 78025.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.674 135.948 0.0112614 0.00104895 78335.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.636 134.306 0.0104191 0.00103813 85278.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.967 133.274 0.0113451 0.00104402 77661.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.079 131.27 0.0103179 0.00102871 86122 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.392 129.585 0.0103104 0.00102576 86164.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.917 127.912 0.0113026 0.00107039 78184.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.03 126.375 0.0103044 0.00102677 86228.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.268 124.565 0.0113748 0.00104475 77444.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.731 123.96 0.0122209 0.00106344 71701.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.151 122.674 0.0108144 0.00103728 81823.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.433 121.442 0.0113057 0.00103945 77925.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.995 120.083 0.0114437 0.00149439 80407.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 135 117.732 0.0113104 0.00145536 81176.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.383 116.273 0.010604 0.00103699 83620.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.808 115.599 0.0103562 0.00102802 85761.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.6 115.13 0.0102689 0.001023 86524.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.676 112.16 0.0112921 0.0010473 78088.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.307 110.913 0.0108868 0.00158043 85962.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.855 109.237 0.0113276 0.00103659 77737.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.275 108.739 0.0112889 0.0010556 78176 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.819 107.065 0.0113715 0.00104254 77452.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.234 105.392 0.0112781 0.00104141 78150.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.901 104.268 0.0102719 0.00102415 86507.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.578 103.209 0.0112988 0.00105741 78114.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.086 102.109 0.0103037 0.00102148 86186.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.501 100.359 0.0102492 0.00102087 86690.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.173 99.4756 0.0103522 0.00115417 86974.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.891 97.9652 0.0112737 0.00106065 78331 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.656 96.9918 0.0112976 0.00105263 78087.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.228 95.8116 0.0112909 0.00106499 78232.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.054 94.5299 0.010411 0.00104178 85386.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.583 93.5155 0.0113056 0.00104116 77939.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.513 92.5578 0.0112864 0.00104334 78101.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.239 91.9592 0.0112905 0.00103886 78036.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.005 91.1042 0.0112502 0.00115474 79243.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.483 88.7801 0.0109039 0.00104325 81130.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.53 88.1237 0.0114115 0.00106873 77348.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.276 87.0197 0.0103238 0.00103312 86108.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.8802 85.9 0.0113276 0.0010454 77804.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.7355 84.5916 0.0103941 0.00102848 85418.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.572 83.8274 0.0102506 0.00102031 86671.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.427 82.7722 0.01136 0.00105086 77601.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.3449 81.7314 0.0117428 0.00104189 74760 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.3039 80.3106 0.0113873 0.00104489 77351.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0821 79.2814 0.01037 0.00104356 85778.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.0347 78.6547 0.0113501 0.00104962 77666.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8862 77.5749 0.0103074 0.00103875 86312.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.051 77.3731 0.010219 0.00102074 86973.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.0132 77.004 0.0102547 0.00102973 86721.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.1622 74.91 0.0102146 0.00101669 86976 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8438 73.9813 0.0102487 0.00102574 86739.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.7063 72.4214 0.0102228 0.00102453 86973.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.6558 71.9442 0.0102565 0.00102027 86615.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.8141 70.8414 0.0102403 0.00102001 86765 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.9039 70.2744 0.0102316 0.00101991 86846.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.8167 69.7923 0.0102221 0.0010209 86945.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.0312 67.8366 0.0102841 0.00105104 86644.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.1006 67.5915 0.0102529 0.00101845 86631.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.2296 66.6733 0.0102287 0.00103307 86997.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.1662 66.1531 0.0103475 0.00102636 85826 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.1237 64.4691 0.0102939 0.00103152 86370.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.4292 63.8254 0.0102547 0.00102252 86653.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.6585 63.0238 0.0102146 0.0010235 87040.6 0
: 609 | 73.6521 63.2383 0.0101801 0.000986734 87019.1 1
: 610 Minimum Test error found - save the configuration
: 610 | 73.074 61.6074 0.0102635 0.00103211 86660.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.8655 61.5828 0.0102605 0.00101961 86572.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.027 59.4843 0.010253 0.00103578 86794.3 0
: 613 | 70.2556 60.7688 0.0101625 0.000985642 87176 1
: 614 Minimum Test error found - save the configuration
: 614 | 69.6987 58.9395 0.0102691 0.00103021 86590.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.0723 58.2325 0.0102652 0.00101968 86528.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.486 56.7447 0.0102433 0.00102141 86750.3 0
: 617 | 67.2437 56.7474 0.0102111 0.000987143 86730.7 1
: 618 Minimum Test error found - save the configuration
: 618 | 66.2518 55.7042 0.0102282 0.00101999 86878.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.4514 55.1451 0.0102317 0.0010187 86833.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.6709 53.728 0.010221 0.0010187 86935.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.8067 52.9773 0.0102491 0.00102735 86751.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.1818 52.3815 0.0103257 0.00103863 86140.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.1256 51.6657 0.0102379 0.00102089 86796.1 0
: 624 | 61.6722 51.7751 0.0101804 0.000988014 87028.7 1
: 625 Minimum Test error found - save the configuration
: 625 | 61.4087 50.7341 0.0102893 0.00102337 86337.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.4429 50.2478 0.0102281 0.00101872 86867.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.2683 49.3683 0.0102417 0.00101862 86738.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.5056 48.157 0.0102387 0.00104174 86985.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.9703 47.7296 0.0102342 0.00102311 86851.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.0879 47.3031 0.0102407 0.00102291 86788.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.6583 46.8487 0.0102397 0.00101861 86757.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.9496 45.4426 0.0103053 0.00104119 86354.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.1172 45.3648 0.0102383 0.00102153 86798 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.4454 45.2498 0.0102605 0.00102181 86592.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.0236 44.1311 0.0102812 0.00102762 86453 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.3819 43.489 0.0102929 0.00102095 86281.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6223 42.4819 0.0102416 0.00102133 86765 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.8701 42.2267 0.0102536 0.00102295 86667.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2796 41.7274 0.0102444 0.00101932 86720.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.659 40.8803 0.0102315 0.00102067 86854.5 0
: 641 | 50.0955 41.6473 0.010243 0.00100827 86629.9 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.6998 40.1696 0.0103007 0.00106511 86621.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.8754 39.2402 0.0102251 0.00102262 86933.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.2631 38.7128 0.0102304 0.00103688 87018 0
: 645 | 47.7424 39.1785 0.0102153 0.000997503 86788.4 1
: 646 Minimum Test error found - save the configuration
: 646 | 47.2445 38.1622 0.0103222 0.00105378 86314.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.8063 37.503 0.010216 0.00101836 86978.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.0812 36.4371 0.0102229 0.00101893 86918.9 0
: 649 | 45.5302 36.5632 0.0101887 0.000986613 86937.1 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.9977 36.0836 0.0102212 0.00101868 86932.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.3127 35.3203 0.0102298 0.0010267 86927.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8972 34.5664 0.010218 0.00101743 86951.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2134 34.1275 0.0102547 0.00104069 86824.4 0
: 654 | 42.8256 34.3545 0.0101739 0.000986153 87072.9 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.2223 33.2451 0.0102925 0.00102133 86288.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.8272 32.8027 0.010248 0.00102805 86768.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.5056 32.1288 0.0102383 0.00102597 86839.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.9398 32.0773 0.0102275 0.00102065 86892.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.513 31.5811 0.0102456 0.001023 86743.1 0
: 660 | 39.8544 31.8031 0.0102181 0.000992724 86717.8 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.4596 31.3762 0.0102792 0.0010296 86490.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 39.0866 30.1505 0.0102363 0.00102235 86824.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.4476 29.511 0.0103231 0.00104163 86193.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.883 29.1133 0.0102354 0.00102169 86827.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.4046 28.5231 0.0102364 0.00103297 86923.9 0
: 666 | 36.9443 28.9877 0.0102691 0.000986674 86184.3 1
: 667 | 36.5216 28.8314 0.0101968 0.000985614 86850.7 2
: 668 Minimum Test error found - save the configuration
: 668 | 36.1393 27.2055 0.0102366 0.00102947 86889.3 0
: 669 | 35.7044 27.4683 0.0102039 0.000985812 86786.2 1
: 670 | 35.0818 27.2819 0.0101928 0.000985942 86891.9 2
: 671 Minimum Test error found - save the configuration
: 671 | 34.6877 26.9743 0.0102746 0.00102118 86455 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2718 26.6923 0.0102154 0.00101815 86982.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.0286 25.7819 0.0103397 0.00104798 86097.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.6151 25.7114 0.0102564 0.00102301 86641.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.2674 25.6138 0.0102789 0.00101945 86398.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.8118 24.299 0.0102654 0.00101808 86511.3 0
: 677 | 32.4318 24.4165 0.0102369 0.000987904 86495.8 1
: 678 | 32.196 24.4823 0.0102105 0.000986194 86727 2
: 679 | 31.71 24.4408 0.0102363 0.000994294 86561.6 3
: 680 Minimum Test error found - save the configuration
: 680 | 31.0777 23.2081 0.0102474 0.00102174 86715.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.6905 22.8128 0.0102421 0.00102147 86762.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.3245 22.7324 0.0102257 0.0010203 86905.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.1457 22.5672 0.0102427 0.00103775 86909.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.7877 21.8943 0.0102235 0.00102032 86926.7 0
: 685 | 29.4151 22.0903 0.0102004 0.000986534 86826.1 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.908 21.8448 0.0103464 0.00102597 85833.3 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.3706 21.0186 0.0102223 0.00102057 86940.6 0
: 688 | 28.0469 21.1492 0.010186 0.000984263 86940.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.6893 20.209 0.0102192 0.0010198 86961.9 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.3139 20.0327 0.0102599 0.00101836 86565.5 0
: 691 | 26.8935 20.1032 0.0101903 0.000986043 86916.3 1
: 692 | 26.5972 20.6762 0.010233 0.000986144 86515.7 2
: 693 Minimum Test error found - save the configuration
: 693 | 26.2812 19.2436 0.0102542 0.00103871 86810.4 0
: 694 | 25.978 19.3137 0.0101801 0.000988253 87033.4 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.4769 18.6285 0.0102154 0.00101943 86994.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.1411 18.6217 0.0102265 0.0010187 86883.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.9641 18.6201 0.0102194 0.00102093 86971.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.6448 18.1721 0.0102306 0.00102079 86863.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.2228 17.728 0.0102361 0.00101858 86791.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.8743 17.3878 0.010267 0.00102062 86520.5 0
: 701 | 23.7712 17.4558 0.0102108 0.000992292 86782 1
: 702 | 23.5907 17.8219 0.0102261 0.000985003 86569.4 2
: 703 Minimum Test error found - save the configuration
: 703 | 22.9802 16.7598 0.0102568 0.00103943 86792.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.6612 16.6368 0.0102477 0.00104292 86911.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.4054 16.4505 0.0102242 0.00101849 86902.9 0
: 706 | 22.0434 16.6709 0.0102309 0.000990604 86577.6 1
: 707 | 21.8811 16.5342 0.0102838 0.000989203 86071.1 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.4252 16.092 0.0102398 0.00102247 86793.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.4106 15.3291 0.0102501 0.00102013 86674.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.1089 15.1635 0.0102425 0.00101902 86735.4 0
: 711 | 20.7344 15.6361 0.0102372 0.000993393 86544.9 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.4118 14.9556 0.0102778 0.00102261 86437.6 0
: 713 | 20.0498 15.3463 0.0102161 0.000988632 86697.6 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.8896 14.3062 0.0103414 0.00105842 86179 0
: 715 | 19.5291 14.4107 0.0102129 0.000988264 86724.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2805 14.2572 0.0102884 0.00103093 86416.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.9602 14.1291 0.0102608 0.00103451 86708.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6861 13.7306 0.0102566 0.00102363 86646.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.5111 13.4102 0.0103004 0.00102719 86270.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3212 13.2253 0.010237 0.00101905 86786.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.0552 13.0794 0.0102337 0.00101817 86809.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.7489 12.5291 0.0102333 0.00102225 86851.8 0
: 723 | 17.5539 13.1202 0.0102516 0.0010364 86813 1
: 724 | 17.3346 12.5929 0.0117843 0.000990214 74114.5 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.0393 12.3738 0.0103034 0.00104149 86374.9 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.7888 12.0909 0.0102385 0.00102146 86796.1 0
: 727 | 16.6009 12.6386 0.0103566 0.000988643 85397.1 1
: 728 | 16.5658 12.0929 0.0102687 0.000987483 86195.2 2
: 729 Minimum Test error found - save the configuration
: 729 | 16.2661 12.0113 0.0102217 0.00102283 86966.9 0
: 730 | 16.0029 12.0313 0.0102449 0.000989083 86431.8 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.7984 11.5325 0.0102618 0.00102185 86580.6 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.5398 11.308 0.0102979 0.00105539 86556.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.3625 11.1723 0.0103452 0.00102892 85871.4 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.131 10.9416 0.0103728 0.00104686 85782.2 0
: 735 | 15.0373 11.274 0.0101684 0.000985383 87116.9 1
: 736 | 15.123 11.478 0.0102102 0.000990814 86773.3 2
: 737 | 14.8659 11.4754 0.0102584 0.000986253 86280 3
: 738 Minimum Test error found - save the configuration
: 738 | 14.3285 10.3503 0.0102887 0.00102626 86370.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.17 10.24 0.01024 0.00102246 86791.3 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.8734 9.76583 0.0102291 0.00101853 86856.8 0
: 741 | 13.9943 10.2676 0.01021 0.000987603 86745.1 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.8092 9.66244 0.0103979 0.00104526 85537.5 0
: 743 | 13.3903 9.69909 0.0103621 0.000986022 85323.7 1
: 744 | 13.2596 9.68956 0.0102058 0.000986183 86771.6 2
: 745 | 13.3103 10.4902 0.010204 0.000985103 86778.6 3
: 746 Minimum Test error found - save the configuration
: 746 | 13.1299 9.23041 0.0102914 0.00105658 86629 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.9185 9.01765 0.010372 0.00102717 85608.6 0
: 748 | 12.6489 9.50533 0.010231 0.000988124 86552.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.4287 8.66182 0.0102302 0.0010244 86902 0
: 750 | 12.2155 9.18554 0.0102212 0.000985683 86621.7 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.105 8.28857 0.0102503 0.00103307 86794.1 0
: 752 | 11.9725 8.75304 0.0102423 0.000985802 86425.7 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.7544 8.00073 0.0113947 0.00104124 77269.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.6497 7.65514 0.0103063 0.00104361 86368.3 0
: 755 | 11.3416 7.90068 0.0101968 0.000986702 86861.1 1
: 756 | 11.2643 7.69039 0.0102602 0.000992984 86325.9 2
: 757 Minimum Test error found - save the configuration
: 757 | 11.1712 7.21427 0.0102507 0.00102416 86706.7 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.9516 7.10273 0.0102177 0.00102014 86979.9 0
: 759 | 10.8902 7.31948 0.0101969 0.000985164 86845.5 1
: 760 | 10.6861 7.51078 0.0101862 0.000984994 86945 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.6138 6.89142 0.0102531 0.00101985 86643.7 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.493 6.70321 0.0102506 0.00101842 86653.9 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.3133 6.56975 0.0102356 0.00102131 86821.6 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.2414 6.08972 0.0102724 0.00103784 86630.8 0
: 765 Minimum Test error found - save the configuration
: 765 | 10.0311 5.94368 0.0102627 0.00102676 86618.5 0
: 766 | 9.8235 6.43734 0.010242 0.000988773 86456.6 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.78698 5.66814 0.0103272 0.00102083 85962.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.59406 5.23862 0.0102307 0.00102315 86884.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.45608 5.00001 0.0102314 0.00102004 86849 0
: 770 | 9.28211 6.03607 0.0101981 0.000987893 86860.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.33773 4.51485 0.010225 0.00102177 86925.9 0
: 772 | 9.30433 5.09309 0.0102423 0.000987603 86442.9 1
: 773 | 9.14644 5.42637 0.0102712 0.000988814 86184.9 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.95153 4.24927 0.010304 0.00104271 86380.9 0
: 775 | 8.85397 4.29879 0.0102124 0.000991123 86756.3 1
: 776 | 8.7234 4.75783 0.0101905 0.000987842 86931.2 2
: 777 | 8.55324 4.35515 0.010199 0.000997142 86938.9 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.57174 4.20919 0.0102791 0.0010279 86475 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.57171 4.06934 0.0103006 0.00103487 86339.3 0
: 780 | 8.25242 4.21017 0.0102423 0.000993763 86500 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.18808 3.5201 0.0102304 0.00102107 86868.4 0
: 782 | 8.20476 4.17382 0.010191 0.000985562 86905 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.95503 3.42192 0.0102542 0.00102205 86653.8 0
: 784 | 7.83077 3.71017 0.0101925 0.000985153 86887.6 1
: 785 Minimum Test error found - save the configuration
: 785 | 7.82795 3.29504 0.0102417 0.0010295 86841.1 0
: 786 | 7.69511 3.38051 0.010204 0.00100816 86995.7 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.61845 3.00536 0.0103425 0.00102635 85872.1 0
: 788 | 7.49985 4.09808 0.0102354 0.000987132 86502.9 1
: 789 | 7.47296 3.28391 0.0101823 0.000987202 87003 2
: 790 | 7.47787 3.00627 0.0102785 0.00103433 86540.7 3
: 791 | 7.30523 3.10665 0.0101908 0.000987654 86926.7 4
: 792 | 7.06589 3.0794 0.0102061 0.000988333 86789.1 5
: 793 | 7.0635 3.09994 0.0102015 0.000999933 86941.5 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.83168 2.95058 0.0102498 0.00104392 86900.6 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.85479 2.87283 0.0102431 0.00102216 86759.3 0
: 796 | 6.8274 3.95815 0.0102132 0.000986513 86705.1 1
: 797 | 6.85113 3.35346 0.0102466 0.00102694 86770.9 2
: 798 | 6.70043 3.34415 0.010245 0.000986713 86409 3
: 799 Minimum Test error found - save the configuration
: 799 | 6.55523 2.66087 0.0102916 0.00102655 86345.8 0
: 800 | 6.66724 3.24484 0.0102222 0.000989014 86643.9 1
: 801 | 6.53792 2.84088 0.0102018 0.000996424 86905.9 2
: 802 | 6.43782 2.97296 0.0102128 0.000987273 86716 3
: 803 | 6.23837 2.93407 0.0101939 0.000987683 86897.4 4
: 804 | 6.02625 3.00333 0.0102427 0.00100426 86594.4 5
: 805 Minimum Test error found - save the configuration
: 805 | 5.95186 2.58672 0.0102465 0.00102687 86771.1 0
: 806 | 5.94196 3.17834 0.0101945 0.000986883 86884.7 1
: 807 | 5.83441 3.03118 0.0101861 0.000985683 86952.6 2
: 808 | 5.72431 2.85146 0.0103143 0.000986354 85763.4 3
: 809 | 5.61306 3.2418 0.0101718 0.000986122 87092.1 4
: 810 | 5.58994 2.9932 0.0102034 0.000988103 86812.6 5
: 811 | 5.53312 3.12257 0.0101863 0.000989703 86988.5 6
: 812 | 5.54686 3.31663 0.0102076 0.000987933 86771 7
: 813 | 5.42591 3.37955 0.0102031 0.000986873 86803.8 8
: 814 | 5.3707 2.64171 0.0102 0.000990062 86862.8 9
: 815 | 5.38056 3.65011 0.0102196 0.000988682 86665.5 10
: 816 | 5.31935 2.922 0.0102051 0.000986042 86777 11
: 817 | 5.15556 3.07116 0.0102827 0.000992234 86110.2 12
: 818 | 5.16045 3.20889 0.0101976 0.000988174 86867.5 13
: 819 | 5.24034 3.91252 0.0101894 0.000989014 86952.9 14
: 820 | 5.11804 3.45085 0.0102171 0.000990103 86702.4 15
: 821 | 4.94171 3.49924 0.010213 0.000981723 86661.6 16
: 822 | 4.92032 3.175 0.0101962 0.000987644 86876.2 17
: 823 | 5.03248 2.93729 0.0102184 0.000989313 86682.4 18
: 824 | 5.15979 2.9162 0.010194 0.000988263 86902.3 19
: 825 | 5.00047 3.53986 0.0102276 0.000988094 86584.7 20
: 826 | 4.68912 2.9938 0.0102034 0.000988994 86820.7 21
:
: Elapsed time for training with 1000 events: 8.58 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: 0.0109 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.149 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= 3.33146e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10518e+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: 0.0295 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: 0.036 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: 0.00131 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: 0.0943 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: 0.875 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: 0.0198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00246 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: 0.0365 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00419 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: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000309 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: 0.094 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.879 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.099 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 : -0.716 0.218 6.11 1.64 | 3.202 3.213
: 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 : 0.0293 0.270 2.29 1.14 | 3.379 3.372
: 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.