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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.252 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00321 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: 0.000713 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00484 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.00018 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000756 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 = 31562.7
: --------------------------------------------------------------
: 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 | 33138.5 31241.2 0.0102615 0.00117503 88043.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32703.6 30732.3 0.0114879 0.00100781 76334.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32042.1 30059.4 0.010276 0.00100932 86330.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31265.6 29362.1 0.0102574 0.00100715 86483.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30464.3 28560.6 0.0102544 0.00101039 86542.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29612.2 27664.4 0.0102238 0.001022 86939.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28961.3 27151.7 0.0100587 0.000979472 88113.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28540.3 26797.3 0.00999661 0.000995673 88879.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28190.6 26483.7 0.00996568 0.000973122 88962.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27872.5 26189.2 0.00992868 0.000971643 89315.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27574.9 25905.2 0.00993761 0.000971452 89224.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27284.7 25636.6 0.00995408 0.000971544 89061.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 27009.7 25373.2 0.00991475 0.000971382 89451.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26741.3 25117.2 0.00992945 0.000974543 89336.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26476.4 24871.9 0.00995163 0.000979062 89160.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26219.6 24633 0.00993886 0.000974014 89237.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25971.3 24395 0.00992208 0.000971774 89382.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25726.2 24160.3 0.00993221 0.000984203 89405.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25483.7 23931.4 0.00991984 0.000971493 89402 0
: 20 Minimum Test error found - save the configuration
: 20 | 25246.1 23706.5 0.00990436 0.000966142 89503.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 25012.6 23484.8 0.00993111 0.000962643 89201.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24782.7 23265.9 0.0099693 0.000974052 88935.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24553.5 23053.5 0.0100233 0.000972463 88390 0
: 24 Minimum Test error found - save the configuration
: 24 | 24331.6 22840.7 0.0099342 0.000974243 89286.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 24112 22629.1 0.00991427 0.000971092 89453.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23891.2 22424.2 0.00990035 0.000967012 89552.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23676.8 22220.5 0.00990905 0.000968643 89481.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23465.6 22017.3 0.00995857 0.000998202 89282.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23255.8 21816.4 0.00992742 0.000971782 89329.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23045.2 21622.4 0.00995734 0.000975781 89071.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22841.6 21428.4 0.00994135 0.000976424 89236.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22637.2 21238.9 0.00996245 0.000976682 89029.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22440.3 21046.2 0.0099504 0.000975223 89134.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22239 20859.9 0.00994832 0.000976862 89171.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22043.2 20674.9 0.00993188 0.000969273 89259.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21850 20490.8 0.00993643 0.000972034 89242 0
: 37 Minimum Test error found - save the configuration
: 37 | 21657.4 20309.4 0.00994913 0.000971563 89111 0
: 38 Minimum Test error found - save the configuration
: 38 | 21466.3 20131.5 0.00993248 0.000971454 89275.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21280.1 19952.8 0.00997221 0.000977013 88936.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21092.5 19778.4 0.00997032 0.000978213 88966.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20910.6 19602.5 0.0099603 0.000975203 89036.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20728 19429.1 0.00996511 0.000973202 88968.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20543.9 19263.2 0.00994604 0.000962994 89056.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20370.4 19091.5 0.0100618 0.000981512 88102.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20190 18927.2 0.00997291 0.000975683 88916.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 20015.8 18763.4 0.0099482 0.000966051 89065.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19841.5 18602.9 0.00995934 0.000973583 89029.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19673.8 18438.4 0.00995716 0.000977102 89086.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19501.7 18279.3 0.0100109 0.000994323 88725.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19334.6 18120.5 0.00997883 0.000977572 88876.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19168.1 17963.6 0.00997384 0.000975583 88906.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 19002.4 17809.7 0.0100088 0.000975833 88564.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18840.1 17655.9 0.00998354 0.000977314 88827.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18678.1 17503.2 0.0100431 0.00102014 88663 0
: 55 Minimum Test error found - save the configuration
: 55 | 18516.6 17343.4 0.0100285 0.000985362 88464.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18345 17185.8 0.0101138 0.000994554 87726.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18185.3 17035.2 0.0101306 0.00100043 87621.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 18028.3 16880.7 0.0101337 0.0010001 87588.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17869.9 16742.5 0.0101735 0.000993263 87143.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17717.2 16580.5 0.0101667 0.00101613 87426.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17558.6 16443.2 0.0101342 0.000996223 87546.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17399.7 16293.2 0.0101834 0.000999873 87112.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17250.3 16145.3 0.010218 0.00100297 86814.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17096 15999.1 0.0103204 0.00102243 86040 0
: 65 Minimum Test error found - save the configuration
: 65 | 16944.4 15850.7 0.0102696 0.00101649 86457.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16794.8 15707.6 0.0102418 0.00100761 86634.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16643.7 15563.6 0.0102492 0.00102236 86704 0
: 68 Minimum Test error found - save the configuration
: 68 | 16493.1 15422.3 0.0102548 0.00100814 86517.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16345.5 15282.5 0.010268 0.00100706 86384.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16202.7 15145.1 0.0103174 0.00102543 86096 0
: 71 Minimum Test error found - save the configuration
: 71 | 16053.9 15003.2 0.0102467 0.00100996 86611 0
: 72 Minimum Test error found - save the configuration
: 72 | 15912 14868.4 0.0102518 0.00101131 86575.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15767.8 14733.5 0.0102775 0.00101415 86361.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15626.3 14597.6 0.0103003 0.00102432 86244.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15483.1 14465.7 0.0103017 0.00101629 86156.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15346.9 14332.5 0.0102819 0.00101003 86282.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15206.2 14203.7 0.010271 0.00101127 86395.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 15070.8 14074 0.0102897 0.00101276 86235.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14934.7 13945.5 0.0102641 0.00101323 86478.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14801.3 13816.9 0.0103183 0.0010282 86112.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14665.9 13694.1 0.010305 0.00101916 86152.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14535.1 13570.7 0.0102897 0.00101701 86274.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14405.9 13446.7 0.0103185 0.00104657 86281.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14276.6 13323.9 0.0103287 0.00101561 85900.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14145.8 13206.5 0.01037 0.00101881 85550.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 14023.9 13082.7 0.0103196 0.00104244 86233 0
: 87 Minimum Test error found - save the configuration
: 87 | 13894.6 12965.4 0.0102835 0.00101224 86288.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13772 12846.6 0.0103218 0.00103603 86153.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13646.8 12731.5 0.0103579 0.00102055 85677.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13524.5 12617.4 0.0103771 0.00104366 85712.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13404.6 12502.4 0.0102928 0.00101635 86239.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13283.3 12389.9 0.0102943 0.00101104 86176.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13165.6 12276.2 0.0103427 0.00101709 85784.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 13046.7 12164.9 0.010324 0.00101645 85951.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12929.5 12054.8 0.0103627 0.00104746 85880.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12812.5 11947.5 0.0102962 0.001014 86186.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12698.4 11839.5 0.0103167 0.00102061 86057.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12584.7 11732 0.0103274 0.00101801 85934.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12471.8 11625.5 0.0103159 0.0010182 86042.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12359.4 11520.6 0.0103891 0.00105675 85723.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12248.1 11416.8 0.0103392 0.00101624 85809.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12139.7 11311.4 0.0103201 0.0010164 85987.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 12027.6 11211.6 0.0103222 0.00101668 85970.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11920.1 11111.6 0.0103442 0.00102311 85826.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11814.5 11010.1 0.0104542 0.00103085 84895.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11707.2 10911.2 0.0103562 0.00103713 85845.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11603.2 10811.2 0.0103498 0.00102277 85772.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11497.5 10713.6 0.0103369 0.00101667 85835 0
: 109 Minimum Test error found - save the configuration
: 109 | 11393.7 10617.5 0.0103587 0.00102947 85751.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11292 10521.2 0.01037 0.00103733 85720.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11189.5 10426.6 0.0103304 0.00101668 85894.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11089.1 10332 0.0103539 0.0010216 85723.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10989.3 10238.4 0.0103365 0.00102511 85916.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10890.6 10144.5 0.0103622 0.00102992 85724.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10791.7 10052.8 0.0103826 0.00102546 85496.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10694.7 9961.2 0.0103434 0.00101948 85801 0
: 117 Minimum Test error found - save the configuration
: 117 | 10598.5 9870.17 0.0103447 0.00102406 85830.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10502.2 9780.35 0.0103709 0.00102319 85582.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10406.7 9692.94 0.0103648 0.0010203 85611.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10313.8 9604.2 0.0103892 0.00104869 85648.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10221 9516.19 0.0103648 0.00102505 85655.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10127.4 9430.37 0.0103621 0.00102614 85690.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10036.3 9344.19 0.0103787 0.00102627 85538.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9944.89 9260.66 0.0103968 0.00104969 85587.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9856.28 9174.99 0.0104668 0.00103549 84823.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9767.06 9090.56 0.0103562 0.00102176 85703.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9677.03 9009.64 0.0103666 0.00102092 85600.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9591.24 8926.22 0.0104048 0.00102711 85309 0
: 129 Minimum Test error found - save the configuration
: 129 | 9502.78 8846.3 0.0103871 0.00102986 85494.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9416.94 8766.23 0.0104224 0.00105629 85414.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9332.04 8686.64 0.0103812 0.00102643 85517.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9248.56 8605.9 0.0103777 0.00102197 85508.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9163.55 8527.52 0.0103826 0.00102104 85455.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9080.79 8449.1 0.0103972 0.00102624 85370.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8997.73 8372.12 0.0104311 0.00103388 85131.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8914.97 8297.97 0.0104733 0.00103079 84723 0
: 137 Minimum Test error found - save the configuration
: 137 | 8835.98 8220.86 0.0103995 0.00103311 85411.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8755.2 8145.72 0.0104064 0.00102917 85312.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8675.7 8071.06 0.0103938 0.00102812 85418.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8596.98 7996.17 0.0104711 0.00104505 84871.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8517.8 7924.2 0.0103803 0.0010209 85475.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8441.67 7850.28 0.0104148 0.00102637 85210.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8364.18 7778.94 0.0103993 0.00102428 85332.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8287.63 7707.98 0.010392 0.00102568 85412 0
: 145 Minimum Test error found - save the configuration
: 145 | 8211.76 7638.25 0.0105336 0.00105418 84393.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8138.95 7566.47 0.0103997 0.00103378 85416 0
: 147 Minimum Test error found - save the configuration
: 147 | 8062.84 7497.31 0.01042 0.00102881 85185.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7990.43 7428.83 0.0103983 0.00103842 85470.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7917.05 7360.63 0.0104494 0.00103281 84956.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7845 7292.78 0.0104112 0.00104398 85404.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7773.81 7226.06 0.0103831 0.00102195 85459.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7703.6 7157.88 0.0103813 0.00102755 85527.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7631.99 7091.97 0.0103866 0.0010269 85472.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7561.26 7029.02 0.0104009 0.0010416 85476.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7493.69 6964.08 0.0103899 0.00102767 85449.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7425.61 6899.14 0.0104884 0.00102911 84573.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7357.89 6834.09 0.0103979 0.00102482 85350.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7289.8 6772.21 0.0103865 0.00102872 85489.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7223.98 6708.14 0.0104201 0.00102633 85162.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7156.8 6646.5 0.0104117 0.00104119 85374.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7092.36 6584.72 0.0104645 0.00103983 84883.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 7026.62 6524.97 0.0104098 0.00103536 85338.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6964 6462.56 0.0104357 0.00103968 85142.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6897.75 6404.71 0.0104024 0.00102884 85346 0
: 165 Minimum Test error found - save the configuration
: 165 | 6835.68 6346.85 0.0105049 0.0010306 84438.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6773.87 6286.48 0.0103927 0.00102603 85409.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6710.72 6228.95 0.0103828 0.00102298 85471.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6649.85 6171.08 0.0103985 0.00102578 85354.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6589.54 6112.94 0.0103959 0.00102557 85376.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6527.92 6056.93 0.0104267 0.00104701 85290.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6468.5 6001.13 0.0104336 0.00103425 85112.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6408.79 5946.04 0.0103916 0.00102845 85441.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6350.09 5889.77 0.0104381 0.00102642 85000.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6292.06 5835.29 0.0103947 0.00102365 85369.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6234.29 5780.97 0.0104277 0.00102712 85100.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6176.98 5727.88 0.0104005 0.00103138 85386.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6120.58 5673.98 0.0105518 0.00103383 84051.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 6064.33 5620.43 0.0104469 0.0010331 84981.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6007.64 5569.43 0.0104467 0.00105106 85146.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5953.65 5515.92 0.0104512 0.00104589 85058.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5897.79 5465.34 0.0104068 0.00102509 85272.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5844.07 5413.86 0.0104036 0.00102612 85310.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5789.76 5363.96 0.0104584 0.00102831 84834.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5736.74 5315.21 0.0104052 0.0010288 85320.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5684.88 5264.6 0.0105343 0.00103809 84243.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5631.97 5214.77 0.0104166 0.00103279 85253.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5578.76 5168.36 0.0104661 0.00103553 84830.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5529.22 5119.4 0.0104777 0.00103848 84752.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5477.1 5072.3 0.0104432 0.00102746 84963.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5427.96 5024.29 0.0104209 0.0010421 85298.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5376.67 4978.11 0.0104321 0.00102867 85075 0
: 192 Minimum Test error found - save the configuration
: 192 | 5327.48 4931.95 0.0104109 0.00102914 85272.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5279.15 4886.32 0.0104277 0.00102771 85106.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5230.03 4839.38 0.0104349 0.00103399 85098.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5181.75 4794.33 0.0104306 0.0010299 85099.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5133.59 4750.51 0.0104057 0.00103149 85340.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5087.55 4705.54 0.0104451 0.00102986 84968.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5039.27 4661.43 0.0104345 0.00102852 85051.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4993 4620.44 0.0104192 0.00102869 85192.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4948.37 4575.71 0.0104634 0.00104785 84966.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4901.79 4532.08 0.0104195 0.00103056 85207 0
: 202 Minimum Test error found - save the configuration
: 202 | 4857.21 4491.86 0.0104284 0.00104642 85269.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4812.09 4449.23 0.0104202 0.00103091 85203 0
: 204 Minimum Test error found - save the configuration
: 204 | 4767.61 4407.63 0.0104155 0.00103245 85260.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4723.9 4366.96 0.0105358 0.0010348 84201.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4680.4 4325.69 0.0104014 0.00102747 85342.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4637.09 4286.35 0.010428 0.00103062 85129.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4594.91 4245.6 0.0104135 0.00102977 85254.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4552.91 4205.65 0.010439 0.0010479 85186.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4509.58 4168.91 0.0104734 0.00105386 84930.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4470.06 4128.17 0.0104378 0.00103055 85040.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4428 4089.91 0.0104244 0.00104701 85311.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4387.03 4052.71 0.010486 0.00103093 84610.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4347.3 4014.55 0.0104219 0.0010274 85156.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4307.48 3977.41 0.0104249 0.00103221 85172.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4268.31 3939.99 0.010429 0.00103158 85129.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4228.74 3903.11 0.0104349 0.00103255 85085.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4190.12 3866.61 0.0104935 0.00103824 84608.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4151.95 3830.08 0.0104559 0.00103597 84925.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4113.8 3794.29 0.0105007 0.00105175 84665.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4076.06 3758.94 0.0104101 0.00102776 85266.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4038.59 3724.28 0.0104269 0.00103502 85180.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4001.67 3690.38 0.0104172 0.00103153 85236 0
: 224 Minimum Test error found - save the configuration
: 224 | 3965.38 3656.39 0.0104465 0.00104038 85051 0
: 225 Minimum Test error found - save the configuration
: 225 | 3928.9 3622.3 0.0105332 0.00103861 84258.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3894.04 3587.05 0.0104248 0.0010387 85232.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3857.47 3554.94 0.0104689 0.00103567 84806.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3822.73 3521.72 0.0104834 0.00103589 84678.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3787.41 3489.5 0.0104504 0.0010405 85017 0
: 230 Minimum Test error found - save the configuration
: 230 | 3753.76 3456.61 0.010453 0.00104696 85051.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3719.09 3424.58 0.0104462 0.00103166 84975.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3685.22 3393.29 0.0104238 0.00103082 85169.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3651.87 3361.76 0.0104377 0.00102925 85029.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3618.83 3330.02 0.0104378 0.00103908 85118.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3585.27 3299.4 0.0104594 0.00103575 84892.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3553.48 3268.29 0.0104523 0.00103237 84926.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3521.38 3237.19 0.010432 0.00102899 85079.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3488.43 3207.77 0.0104335 0.00102641 85042 0
: 239 Minimum Test error found - save the configuration
: 239 | 3457.11 3178.23 0.0104327 0.00103092 85090.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3425.85 3148.4 0.01049 0.00104941 84740.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3395.35 3118.84 0.0104519 0.00103621 84964.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3363.97 3089.71 0.0104988 0.00104163 84591.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3332.5 3062.37 0.0104483 0.00103542 84989.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3303.2 3034.14 0.0105629 0.00104489 84051.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3273.66 3005.63 0.0104597 0.00103051 84843.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3244.12 2977.38 0.0104625 0.00105665 85053 0
: 247 Minimum Test error found - save the configuration
: 247 | 3213.83 2949.76 0.0104653 0.00104583 84930.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3184.85 2922.82 0.0104629 0.0010322 84829.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3156.57 2895.04 0.0104344 0.00103011 85067.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3127.56 2868.07 0.0104836 0.00106726 84958.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3099.34 2841.22 0.0105459 0.0010477 84226.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3070.3 2815.73 0.0105609 0.00105117 84124.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3043.06 2789.68 0.0105243 0.00104409 84386.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3015.81 2763.19 0.0104597 0.0010294 84832.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2988.15 2738.03 0.0104689 0.00103622 84811.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2961.24 2712.59 0.0104844 0.00104538 84754.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2934.73 2686.89 0.010453 0.00103394 84933.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2908.12 2661.65 0.0104728 0.00103639 84778.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2881.22 2637.41 0.0104919 0.00103521 84596.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2855.35 2613.47 0.0104894 0.00105934 84834.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2829.18 2589.98 0.0104605 0.00103166 84846.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2804.32 2565.86 0.0104476 0.0010294 84942 0
: 263 Minimum Test error found - save the configuration
: 263 | 2779.41 2541.85 0.0104923 0.00103702 84608.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2753.4 2518.38 0.0105581 0.00104717 84113.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2729.57 2494.2 0.0104506 0.00103151 84933.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.87 2471.91 0.0104727 0.00103695 84784.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2679.44 2449.41 0.0105091 0.00103548 84444.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2655.93 2426.53 0.0104482 0.00103166 84957 0
: 269 Minimum Test error found - save the configuration
: 269 | 2631.45 2404.39 0.0104621 0.00106126 85098.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2607.36 2382.61 0.0104305 0.00103135 85114.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2584.51 2359.89 0.0104628 0.00103269 84834.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2560.7 2338.28 0.0104904 0.00103321 84591.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2537.26 2317.19 0.0104563 0.00103098 84878.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2514.79 2295.6 0.0104377 0.00103624 85092.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2491.34 2275.19 0.0104719 0.0010408 84825.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2469.07 2254.71 0.010441 0.00103386 85041.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2446.97 2233.52 0.0104608 0.00102877 84817 0
: 278 Minimum Test error found - save the configuration
: 278 | 2425.21 2212.56 0.0104612 0.00102848 84811.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2402.34 2192.99 0.0104618 0.00106794 85162.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2380.72 2172.91 0.0104689 0.00103064 84761.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2359.83 2152.25 0.0104234 0.00102919 85158.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2337.64 2132.95 0.0104582 0.00103995 84941.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2316.28 2113.42 0.0104737 0.00104661 84862 0
: 284 Minimum Test error found - save the configuration
: 284 | 2295.51 2093.67 0.0105805 0.00105052 83945.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2274.23 2074.97 0.0104764 0.00104629 84834.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2253.74 2055.68 0.0104418 0.00102684 84970.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2232.7 2037.6 0.0104678 0.0010371 84829 0
: 288 Minimum Test error found - save the configuration
: 288 | 2212.7 2018.4 0.0104431 0.00103131 84999.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2192.46 1999.5 0.0104674 0.00104762 84928 0
: 290 Minimum Test error found - save the configuration
: 290 | 2171.99 1981.52 0.0104903 0.00104825 84727.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2152.39 1962.9 0.0104581 0.0010349 84896.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2132.74 1944.82 0.0104494 0.00103752 84999 0
: 293 Minimum Test error found - save the configuration
: 293 | 2112.81 1926.78 0.0104503 0.00102955 84919.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2093.26 1909.25 0.0104539 0.0010289 84880.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2074.01 1891.85 0.0104518 0.00103056 84914.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2054.62 1874.89 0.0104761 0.0010324 84712.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2036.03 1858.21 0.0105136 0.00103637 84412.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2017.42 1840.38 0.0104689 0.00103655 84814.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1998.17 1825.03 0.0104916 0.00105184 84747.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1980.58 1807.22 0.0104818 0.0010358 84692.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1961.21 1791.96 0.0104447 0.00103009 84973.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1943.82 1774.43 0.010436 0.00102907 85043.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1925.04 1758.52 0.0104579 0.00102985 84853.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1907.59 1742.38 0.0105644 0.00103944 83989.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1889.79 1726.07 0.0104467 0.00103067 84961.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1871.62 1710.93 0.0104647 0.00104609 84938.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1854.58 1695.44 0.0104972 0.00103689 84563.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1837.37 1679.48 0.0104687 0.00104847 84923.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1819.93 1664.21 0.0105037 0.0010463 84589.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1802.7 1648.85 0.0104535 0.00103061 84899.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1785.71 1634.05 0.0104537 0.00103148 84905.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1769.36 1618.72 0.0104529 0.00102964 84896.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1752.29 1603.89 0.0104517 0.0010296 84907.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1735.59 1589.59 0.0104655 0.00104204 84894.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1720.21 1575.28 0.0104739 0.00103561 84761.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1703.79 1560.04 0.0105171 0.0010663 84649.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1687.02 1546.35 0.0104761 0.00102976 84688.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1671.31 1532.09 0.0104434 0.00103154 84999.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1655.24 1518.57 0.010549 0.00105197 84236.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1639.5 1505.26 0.0105008 0.00103238 84491.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1624.2 1491.09 0.0104733 0.00103035 84719.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1608.55 1477.14 0.0104529 0.00103493 84943.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1593.5 1463.54 0.010477 0.00103596 84736.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1578.24 1449.67 0.0106064 0.00104088 83633.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1562.86 1436.51 0.0104885 0.00103176 84596 0
: 326 Minimum Test error found - save the configuration
: 326 | 1548.01 1423.17 0.0104431 0.00103073 84994.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1532.96 1410.35 0.0104703 0.00103186 84760 0
: 328 Minimum Test error found - save the configuration
: 328 | 1518.75 1397.25 0.0104746 0.00103254 84727 0
: 329 Minimum Test error found - save the configuration
: 329 | 1503.88 1384.86 0.0105585 0.00104865 84123.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1489.63 1371.85 0.0104605 0.00103623 84887.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1475.48 1358.93 0.010509 0.0010404 84489.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1460.91 1346.75 0.0104725 0.00103912 84805.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1447.43 1333.96 0.010464 0.00103283 84825.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1433.17 1322.38 0.0104512 0.00102803 84896.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1419.63 1309.76 0.0104952 0.00103338 84549.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1405.99 1297.14 0.0104877 0.00103286 84612.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1392.13 1285.29 0.0104711 0.0010275 84713.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1378.82 1273.59 0.010458 0.00103734 84919.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1365.64 1262.03 0.0105734 0.00106436 84130.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1352.52 1249.95 0.0104844 0.00103464 84658.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1339.15 1238.69 0.0104551 0.00102872 84868.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1326.57 1226.67 0.0104465 0.0010292 84949.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1313.61 1215.34 0.0105871 0.00113764 84661 0
: 344 Minimum Test error found - save the configuration
: 344 | 1301.12 1203.79 0.0105277 0.00103569 84281.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1288.32 1192.76 0.0104755 0.00103158 84710.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1276.03 1181.39 0.0104733 0.00104787 84876.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1263.59 1170.64 0.0105161 0.00103451 84374.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1251.59 1159.84 0.0104738 0.00103941 84796.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1239.32 1148.88 0.0104876 0.00104965 84764.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1227.21 1138.4 0.0104693 0.00102708 84725.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1215.57 1128.42 0.010459 0.00103699 84907.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1204.22 1116.91 0.0104356 0.00103095 85064.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1192.26 1106.54 0.0104555 0.0010309 84883.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1180.51 1096.04 0.0104731 0.00103674 84778.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1169.31 1085.84 0.0104726 0.0010455 84861.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1158.23 1075.68 0.0104511 0.00103169 84931 0
: 357 Minimum Test error found - save the configuration
: 357 | 1146.64 1065.06 0.0104365 0.00102823 85031.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1135.09 1055.51 0.0104452 0.00102497 84923.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1124.84 1044.8 0.0104918 0.00105093 84738.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1113.5 1035.14 0.0104488 0.00102818 84920.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1102.35 1025.44 0.0104413 0.00103031 85007.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1092.29 1015.76 0.010459 0.00103442 84884.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1081.25 1006.3 0.010575 0.00104659 83959.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1070.71 996.527 0.0104999 0.00103343 84508.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1060.16 987.236 0.0104342 0.00102704 85041.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1050.02 977.998 0.0104499 0.00104356 85049.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1039.66 968.515 0.0104451 0.00102662 84939 0
: 368 Minimum Test error found - save the configuration
: 368 | 1029.42 959.019 0.0104532 0.00103593 84950.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1019.41 949.85 0.010468 0.00104615 84908.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1009.61 940.44 0.0104455 0.00103576 85018.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 999.784 931.07 0.0104822 0.0010369 84698.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 989.594 922.502 0.0104629 0.00104298 84926.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 979.987 913.562 0.0133039 0.00137037 67038.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 970.167 905.234 0.0134567 0.00132218 65927.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.058 896.38 0.0137316 0.00133189 64517.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 951.448 887.708 0.0130525 0.00129814 68059.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 942.141 879.089 0.011203 0.00107051 78953.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 932.796 870.964 0.0104575 0.00102854 84844.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 924.008 862.225 0.0104308 0.00103256 85122.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 914.442 853.874 0.0104508 0.00102469 84870.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 905.587 845.607 0.0104405 0.00102675 84981.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 896.69 837.54 0.0105825 0.00103591 83799.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 887.702 829.411 0.0104954 0.00102924 84511.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 879.275 821.188 0.0104677 0.00102659 84736.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 870.641 812.784 0.0104745 0.00103942 84790.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 861.38 804.947 0.0104734 0.00103724 84780.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 852.859 797.073 0.0105285 0.00105929 84484.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 844.538 789.463 0.0104683 0.00102382 84705.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.147 781.475 0.0104454 0.00102885 84956.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 827.571 774.044 0.0104647 0.0010276 84771.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 819.777 766.441 0.0104588 0.00103099 84855.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 811.437 758.581 0.010451 0.00103486 84960.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 803.316 751.193 0.0104745 0.00103767 84774 0
: 394 Minimum Test error found - save the configuration
: 394 | 795.186 743.615 0.0104679 0.00103321 84793.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.115 736.666 0.0104822 0.00103752 84704.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 779.741 728.919 0.0104363 0.0010222 84979.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 771.569 721.71 0.010477 0.00104284 84798.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 763.867 715.027 0.010444 0.00102512 84935.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.357 707.437 0.010453 0.00102839 84883.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 748.479 700.31 0.0104523 0.00102917 84897.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.195 693.29 0.0104674 0.00103255 84792.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 733.825 685.956 0.0105558 0.00104181 84086.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 726.573 678.844 0.010465 0.00103707 84854 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.94 672.247 0.0104611 0.00104462 84957.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 711.877 666.377 0.0104483 0.00102708 84915 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.811 658.942 0.0104404 0.00102602 84976.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.712 651.77 0.0104712 0.00104716 84889.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.306 645.19 0.010465 0.00102781 84770.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 683.276 639.304 0.0104497 0.0010371 84992.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.664 632.594 0.0104564 0.00103086 84876.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 669.781 626.194 0.0104359 0.00102669 85023.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.007 619.413 0.0104498 0.00102548 84886.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.346 612.982 0.0104776 0.00102768 84657.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.456 606.955 0.0104767 0.00102761 84664.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 642.853 600.847 0.0104297 0.00103155 85122.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.359 594.673 0.0104511 0.00102691 84888 0
: 417 Minimum Test error found - save the configuration
: 417 | 629.856 588.136 0.010475 0.0010493 84874.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.235 582.422 0.0104735 0.0010296 84710.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 617.031 576.233 0.0104403 0.00102692 84985.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.573 570.522 0.0104428 0.00102642 84958.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.86 563.947 0.0104396 0.00102398 84965.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.144 558.397 0.0105936 0.00104333 83767.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.186 552.646 0.0104547 0.00102915 84875.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 586.096 547.22 0.0104912 0.00103245 84577.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 580.124 540.983 0.010475 0.0010391 84782.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.994 535.214 0.0104529 0.00103097 84908.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.28 530.222 0.0104832 0.00104691 84779.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.64 524.192 0.0104448 0.00103092 84981.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 556.682 517.972 0.0104329 0.00102352 85021.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.671 513.402 0.0104576 0.00102616 84822.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.993 507.508 0.0104506 0.00102842 84905.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.401 502.186 0.0104718 0.00103575 84780.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.596 497.266 0.0104813 0.00103227 84664.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.527 492.031 0.01054 0.00103269 84145.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 522.813 486.631 0.0104557 0.00102722 84849.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.569 481.572 0.0104397 0.00102443 84968.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 512.03 476.316 0.0105392 0.00104437 84256.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.606 471.255 0.0104591 0.00102771 84823 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.224 466.949 0.0104651 0.0010266 84759.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.498 461.067 0.0104357 0.00102661 85024.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.831 456.366 0.0104543 0.00103084 84894.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.918 451.084 0.010564 0.00103882 83988.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.959 446.88 0.01048 0.00102804 84638.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.136 441.839 0.010431 0.00102322 85035.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 470.89 436.809 0.0104416 0.0010247 84953.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.056 431.902 0.0104502 0.00102556 84884.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.042 427.872 0.010455 0.00104861 85048.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.33 422.616 0.0104367 0.00102211 84974.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.453 418.392 0.0104652 0.00105016 84970.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 446.598 413.643 0.0104666 0.00103008 84776.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.066 409.1 0.0104344 0.00102429 85014.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.219 404.967 0.0104671 0.00103421 84809.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.717 400.491 0.0104162 0.0010204 85144.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.391 395.805 0.010486 0.00102439 84552.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.911 391.279 0.0104157 0.00102302 85172.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.325 387.229 0.0104462 0.00102611 84924.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.779 382.957 0.0104956 0.00105251 84717.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.457 378.754 0.0104557 0.00103288 84899.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.26 374.556 0.0104506 0.00102766 84899.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.011 369.961 0.0104328 0.0010251 85036.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.612 366.089 0.0105321 0.00111875 84986 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.394 362.45 0.010464 0.0010279 84780.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.5 358.28 0.0104305 0.00102332 85041.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.179 354.512 0.0104362 0.00102556 85009.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.065 350.19 0.0104549 0.00103213 84901.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.208 346.131 0.0105512 0.00103631 84078.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.143 341.954 0.0104782 0.00104899 84842.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.8 338.717 0.0104365 0.00102345 84988.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.038 334.929 0.0104603 0.00102284 84768.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.357 330.986 0.0104829 0.00103415 84667 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.7 327.377 0.0105236 0.00106634 84591.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.573 323.285 0.0104454 0.00102613 84932 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.774 320.232 0.0106246 0.00104037 83470.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.559 316.347 0.010466 0.00103299 84808.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.064 312.657 0.0104514 0.00103165 84928.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.834 309.454 0.0104385 0.00102353 84970.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.951 305.582 0.0104809 0.00104025 84740.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.387 302.009 0.010436 0.00102634 85019.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.702 299.487 0.0104986 0.00102932 84484.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.403 295.974 0.0104598 0.0010233 84776.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.73 292.341 0.0106061 0.00104204 83646.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.48 288.381 0.0104592 0.00103236 84864.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.795 285.314 0.0104981 0.00103143 84506.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.525 282.322 0.0104472 0.00102529 84908.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.25 279.262 0.0104476 0.00103065 84953.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.231 275.765 0.0104411 0.00102552 84965.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.717 272.554 0.0104731 0.00104327 84837.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.51 269.414 0.0104506 0.0010317 84935.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.238 267.002 0.0104353 0.00103607 85113.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.954 263.668 0.0104687 0.00103148 84770.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.985 260.284 0.0104702 0.00103218 84763.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.782 257.387 0.0104422 0.00102354 84938 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.644 254.733 0.010445 0.00102225 84901.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.889 251.594 0.0104394 0.00102241 84953.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.722 248.518 0.0104225 0.00102478 85127 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.631 245.688 0.0104507 0.00103312 84947.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.614 243.059 0.0104747 0.00105205 84902.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.562 240.315 0.0104622 0.00103187 84832.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.726 237.132 0.0104372 0.0010282 85024.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.899 234.786 0.0104453 0.00102519 84925 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.893 231.931 0.0105301 0.00103104 84218.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.109 229.046 0.0104398 0.0010253 84975.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.26 226.233 0.0104444 0.00102436 84925.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.435 223.752 0.0104317 0.00102436 85039.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.8 221.274 0.0104667 0.00103746 84842.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.059 218.51 0.0104516 0.00102789 84892.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.32 216.363 0.0104813 0.00104772 84803.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.7 214.142 0.0104426 0.00102482 84945.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.049 210.831 0.0104287 0.0010185 85013.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.578 208.708 0.010452 0.00102594 84871 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.04 205.589 0.0104371 0.00102694 85014.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.282 203.364 0.0105372 0.00112888 85030.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.788 201.096 0.0105001 0.00107472 84877.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.248 199.04 0.0105179 0.00103134 84330.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.903 196.236 0.0104999 0.00102945 84473.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.483 194.214 0.0105148 0.00106284 84638.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.062 191.69 0.0104455 0.00103288 84992.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.565 189.41 0.0104542 0.0010259 84851 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.35 187.455 0.0104748 0.00102505 84658.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.934 185.27 0.0104442 0.00102158 84901.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.995 183.516 0.01055 0.00103986 84120.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.504 181.08 0.0104545 0.00103062 84891.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.101 178.888 0.0104331 0.00102585 85040.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.769 176.73 0.0104411 0.00102491 84959.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.601 174.897 0.0104223 0.00102493 85130.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.365 172.364 0.0104846 0.00104297 84731.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.206 170.274 0.0104453 0.0010309 84976.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.18 168.516 0.0104531 0.00102441 84847.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.922 166.091 0.0104403 0.00103281 85038.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.912 164.214 0.0105385 0.00103251 84157.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.672 162.292 0.0104324 0.00102743 85061.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.746 160.435 0.0104581 0.00103282 84878.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.875 158.471 0.0104411 0.00102425 84954.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.708 157.584 0.0104222 0.00102535 85135.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.794 154.952 0.0104364 0.00102547 85007.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.402 153.114 0.0104524 0.00104136 85006.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.252 151.281 0.0104548 0.00103247 84904.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.385 149.239 0.0104466 0.00103369 84989.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.61 147.334 0.01045 0.00102782 84905.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.697 146.137 0.0104812 0.00103216 84665 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.683 143.718 0.0105862 0.00103119 83725.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.77 142.085 0.0104483 0.00102787 84921.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.712 140.841 0.010446 0.00102347 84903.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.795 139.207 0.0104343 0.00103062 85073.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.199 138.427 0.0104452 0.0010277 84947.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.421 136.444 0.0104764 0.00105064 84873.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.065 134.864 0.0104375 0.00102735 85014.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.102 132.983 0.0104568 0.00102157 84789 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.939 131.152 0.0104324 0.00102799 85066.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.446 130.496 0.0104341 0.00102654 85037.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.864 128.986 0.0104338 0.00102293 85008.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.743 127.064 0.0104427 0.00102707 84965.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.049 125.572 0.0104295 0.00102865 85098.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.472 123.894 0.0104593 0.00102944 84837.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.906 122.85 0.0104346 0.00102517 85021.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.193 121.528 0.0104893 0.00104235 84683.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.606 119.78 0.0104192 0.00102339 85144.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.849 118.216 0.0104373 0.00102202 84968 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.547 117.831 0.010423 0.00102257 85102.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.708 115.995 0.010421 0.00102396 85133.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.42 113.964 0.0105549 0.00103985 84077.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.688 112.645 0.0105092 0.00103488 84438.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.934 111.331 0.0104675 0.00102625 84734.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.6 110.527 0.010436 0.00102427 85000.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.221 108.515 0.0104741 0.00103014 84710.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.604 107.792 0.01047 0.00104917 84918.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.153 106.549 0.0104707 0.0010262 84705.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.835 105.539 0.0104379 0.00102741 85011.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.317 103.556 0.0104691 0.00103022 84756.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.952 102.207 0.0104546 0.00102811 84867.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.417 101.893 0.010464 0.00102622 84765.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.094 100.082 0.0104329 0.00102493 85034.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.827 99.2498 0.0104279 0.00102474 85077.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.439 97.4671 0.0104463 0.00103307 84987.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.022 96.9279 0.0104328 0.00102497 85035.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.801 95.5272 0.0104898 0.00104388 84692.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.377 95.2162 0.010441 0.00103148 85020.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.135 93.2553 0.0104617 0.00103011 84820.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.034 92.1793 0.0104732 0.00103022 84718.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.675 91.2128 0.0104595 0.00102505 84795.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.58 90.4927 0.0105578 0.00103312 83992.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.302 88.3922 0.0104996 0.00102636 84448.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.8544 88.0142 0.0104442 0.00102662 84947.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.8596 86.2924 0.0104517 0.00102693 84882.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6863 85.5248 0.0104538 0.00102989 84890.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.9356 84.3134 0.0105043 0.00104835 84603 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.6232 83.6684 0.010443 0.00102868 84977 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.1558 82.3947 0.0104525 0.00103152 84916.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.97 81.1097 0.0104275 0.00102519 85085.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0571 80.3235 0.0104447 0.00102963 84970.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.6409 78.7611 0.0104345 0.00102397 85011.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.776 78.0785 0.0104297 0.0010215 85032.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7117 77.4409 0.0104886 0.00102983 84577.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7444 75.8934 0.0105713 0.00104183 83950.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.6815 75.8067 0.0104772 0.00103377 84714.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.6626 74.1583 0.0104629 0.00103873 84888.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.6225 73.459 0.0104513 0.00102465 84866.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8978 72.5503 0.0104367 0.00102449 84996.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.7419 71.7611 0.010442 0.00102467 84949.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.782 71.5304 0.0104392 0.00102577 84984.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.7007 70.2334 0.0105752 0.00104288 83924.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.5526 69.2843 0.010456 0.00103169 84886.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.7112 67.7202 0.0104561 0.00102797 84852.3 0
: 604 | 77.6989 68.3857 0.0104132 0.000990953 84905.4 1
: 605 Minimum Test error found - save the configuration
: 605 | 76.9618 66.7205 0.0104475 0.00102551 84908 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.0354 65.7629 0.010462 0.00104189 84924.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.143 64.0394 0.0104419 0.00102833 84983.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.0752 63.2603 0.01044 0.00102488 84969.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.2961 62.9972 0.0104615 0.00102871 84810.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.3197 61.6245 0.0104729 0.00103179 84736 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.5495 61.6182 0.0104379 0.00103169 85050.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.6211 60.1442 0.0104322 0.00102456 85037.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.7403 58.9729 0.0104297 0.0010234 85049.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.1717 58.3572 0.0104402 0.00102273 84948.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.0669 57.7036 0.0104479 0.00103463 84986.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.4154 57.2978 0.0104643 0.00104012 84888.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.5344 56.3387 0.0104515 0.00102629 84878.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.6676 55.0737 0.010439 0.00103132 85036.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.9302 54.973 0.0104539 0.00102683 84862.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.4045 53.8652 0.0105515 0.00112069 84828.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.4347 53.2261 0.0104365 0.00102373 84991 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.668 52.6387 0.0104332 0.00102478 85030.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.8204 51.9736 0.0104523 0.00102457 84855.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.107 51.0036 0.0104402 0.00102702 84987.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3631 50.5991 0.0105459 0.00111032 84785.3 0
: 626 | 59.7031 50.8265 0.01042 0.000994263 84874 1
: 627 Minimum Test error found - save the configuration
: 627 | 59.0046 49.1324 0.0104641 0.00103078 84806 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4013 48.431 0.0104375 0.00102734 85014.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.6149 47.4596 0.0104353 0.0010226 84991.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.9791 46.7671 0.0104413 0.00102492 84958.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.1192 46.6646 0.0104353 0.00102514 85014.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.5859 45.0619 0.0104887 0.00102569 84539.7 0
: 633 | 54.8431 45.5392 0.0104166 0.000992774 84891.6 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.1914 44.4678 0.0104755 0.00103558 84746.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.4165 43.6875 0.0104493 0.0010285 84918.8 0
: 636 | 52.9544 43.9108 0.0104262 0.000991992 84797.8 1
: 637 Minimum Test error found - save the configuration
: 637 | 52.4485 41.9523 0.0104302 0.0010258 85066.5 0
: 638 | 51.6927 41.9991 0.0104176 0.000991294 84869.2 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.9465 41.0168 0.010431 0.00102586 85060.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.4701 40.7332 0.010559 0.00113259 84867.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.6537 39.911 0.0104539 0.00102911 84882.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.0142 39.6791 0.0104635 0.00103166 84819.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.7088 38.85 0.0104553 0.00103108 84887.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0438 38.2853 0.0105126 0.00103596 84417.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.5397 37.9586 0.0104319 0.00102251 85021.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.9365 37.1963 0.0104632 0.00104055 84901.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.2564 36.7273 0.010452 0.00102817 84890.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.7511 35.7823 0.0104359 0.00102534 85011.2 0
: 649 | 45.2342 36.0515 0.0104666 0.00103889 84856 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.6954 35.0118 0.0104573 0.00103155 84873.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.966 34.4988 0.0104665 0.00103887 84856.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6203 33.9562 0.0104408 0.00102492 84962.9 0
: 653 | 43.4437 34.6985 0.0104271 0.000992603 84795.1 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.6926 32.9812 0.0104403 0.0010257 84974.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.943 32.5786 0.0104443 0.00103307 85004.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.3977 32.4731 0.0104763 0.00104223 84799.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.014 32.173 0.0105335 0.00103349 84210.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.4953 31.1578 0.0105195 0.0010405 84396.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.0146 30.5739 0.0104793 0.00103056 84667.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.3832 30.06 0.0105472 0.00103221 84078 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.2033 29.8475 0.0104431 0.00102395 84932.9 0
: 662 | 38.7471 29.9019 0.010407 0.000998043 85025.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.276 28.6634 0.0104381 0.00102483 84986.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.704 28.5065 0.0104475 0.00102675 84918.9 0
: 665 | 37.1566 28.6067 0.0115219 0.00100655 76079.6 1
: 666 | 36.8879 28.5605 0.0104388 0.000996612 84726.3 2
: 667 Minimum Test error found - save the configuration
: 667 | 36.4456 27.2391 0.0104854 0.00104016 84698.5 0
: 668 | 35.9968 27.4824 0.0104204 0.000990883 84840.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.5093 26.0654 0.0104412 0.00102475 84957.7 0
: 670 | 34.9792 26.0883 0.0104216 0.000992932 84847.5 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.5302 25.4718 0.0104452 0.00102479 84922.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.3186 25.2069 0.010454 0.00102386 84834.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.6261 24.8483 0.010461 0.00102953 84822.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2673 23.9764 0.0105782 0.00103744 83851 0
: 675 | 32.8203 24.2693 0.0104494 0.00102211 84860.4 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.5922 23.5148 0.0104816 0.0010275 84619.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.9976 22.8858 0.0104613 0.00102452 84775.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.6161 22.7048 0.0104694 0.00102509 84707.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1674 22.1001 0.0104363 0.00102383 84993.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7743 22.086 0.0106285 0.00107599 83747.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4607 21.7862 0.010473 0.00104222 84828.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.1814 21.625 0.0104723 0.0010322 84744.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.9374 21.0125 0.0105104 0.00103164 84399.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.3626 20.9949 0.0105132 0.00104028 84450.9 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0305 20.1311 0.0105103 0.00105655 84622.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5339 20.006 0.0104884 0.0010252 84537.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0899 19.2772 0.0104526 0.00102423 84850.7 0
: 688 | 27.7921 19.3283 0.0104149 0.000993572 84913.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.5331 19.2764 0.0104648 0.00103259 84815.6 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.1354 18.3859 0.0104843 0.00104145 84719.8 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.8382 18.0803 0.0104509 0.00102954 84913.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.6355 18.009 0.0104563 0.00102524 84826.4 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0962 17.5489 0.010519 0.00102766 84287.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.696 17.3265 0.0104619 0.00102703 84791.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2628 17.2508 0.0104794 0.00104098 84760 0
: 696 | 25.109 17.3617 0.0104292 0.00100166 84857.7 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.8259 16.6165 0.0104667 0.00102948 84770.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.393 16.1507 0.0104796 0.00103514 84706.1 0
: 699 | 24.1278 16.6828 0.0104798 0.000995393 84349.2 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.9354 15.8515 0.0105651 0.00104091 83996.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5118 15.6976 0.0104837 0.0010278 84603.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.1039 15.1301 0.0105196 0.00103231 84323.2 0
: 703 | 22.6982 15.3379 0.010422 0.000992754 84842.2 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.4939 15.0021 0.0105486 0.00106063 84317 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.2399 14.5834 0.010527 0.00105063 84420.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9273 14.2563 0.0104937 0.00103477 84576.2 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.5467 14.1097 0.0104571 0.00102816 84844.8 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.2316 13.7609 0.0104509 0.0010251 84873.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0426 13.7241 0.0104873 0.00102698 84563.6 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7776 13.6935 0.0104589 0.00102799 84827.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5603 13.4164 0.0104684 0.00102619 84726.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2916 12.7807 0.0104987 0.00103018 84490.6 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9536 12.6443 0.0105198 0.00103339 84330.9 0
: 714 | 19.7341 13.0563 0.0104441 0.000995952 84672.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.4397 12.438 0.0105473 0.00109237 84611.8 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.2572 12.0567 0.0104397 0.00102706 84991.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.8734 12.0497 0.0104597 0.0010278 84818.9 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6481 11.793 0.010455 0.00102562 84840.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.5012 11.4914 0.0104611 0.00102455 84776.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.0695 11.3606 0.0105498 0.00103667 84094 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.0228 11.0433 0.0105576 0.00103401 84001.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.6372 10.9042 0.010463 0.00103259 84831.6 0
: 723 | 17.4718 11.1674 0.0104215 0.000992691 84846.1 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1499 10.8157 0.0104668 0.00103896 84854.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.8339 10.4684 0.0105273 0.00105176 84427.5 0
: 726 | 16.7023 10.5555 0.0104181 0.000991522 84866.5 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.4728 10.4334 0.0105019 0.00102547 84420.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.2896 10.0383 0.0104402 0.00102629 84980.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.0968 9.85147 0.0104984 0.00104493 84624.6 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8411 9.63532 0.010464 0.00103349 84831.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.705 9.43098 0.0105188 0.0010331 84337.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.6282 9.40552 0.0104473 0.00102426 84898.7 0
: 733 | 15.4253 9.72915 0.0104076 0.000992793 84972.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.0042 8.87762 0.0104437 0.00102241 84914.3 0
: 735 | 14.8451 8.96712 0.0104134 0.000993453 84926.4 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.5353 8.48042 0.0104465 0.00102834 84942.1 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.262 8.30004 0.0104541 0.00102885 84878.1 0
: 738 | 14.323 8.50964 0.0104204 0.000995272 84879.4 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.1188 8.06607 0.0105318 0.0011251 85046.1 0
: 740 | 13.7089 8.10859 0.0104695 0.0010332 84778.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.6411 7.81354 0.0104524 0.00102484 84857.4 0
: 742 | 13.5517 7.81854 0.0104293 0.000991214 84763.3 1
: 743 | 13.2243 7.90201 0.0104066 0.000992593 84980.1 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.0025 7.7924 0.0104443 0.00102502 84932.3 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.9234 7.52457 0.010493 0.00104578 84680.7 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6956 7.35778 0.0104624 0.0010312 84824.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.455 7.16398 0.0104474 0.00102915 84941.2 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.4147 7.00911 0.0105004 0.00102616 84439.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.1725 6.83005 0.0104396 0.00102307 84957.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.9137 6.57099 0.0104862 0.00102787 84581.9 0
: 751 | 11.8471 6.6895 0.0104299 0.000990872 84754.6 1
: 752 | 11.6941 6.68124 0.0104322 0.000991663 84741 2
: 753 | 11.7605 6.86286 0.0104676 0.000993612 84442 3
: 754 Minimum Test error found - save the configuration
: 754 | 11.3962 6.52139 0.0105033 0.0010609 84724.3 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.1595 6.12538 0.0104912 0.00104655 84704.2 0
: 756 | 11.0374 6.15835 0.0104389 0.000992802 84691.2 1
: 757 | 11.088 6.4982 0.0104156 0.000991733 84891 2
: 758 | 11.0337 6.78895 0.0104121 0.000990273 84909.4 3
: 759 Minimum Test error found - save the configuration
: 759 | 10.8065 5.94896 0.0105622 0.00103701 83987.8 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.5991 5.67997 0.0104986 0.00102755 84468.2 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.4017 5.35426 0.0104725 0.00103028 84725.8 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.3477 5.08306 0.0105134 0.0010356 84407.7 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0446 4.7963 0.0104619 0.00103033 84821.3 0
: 764 | 9.8946 5.00482 0.0104073 0.000992332 84971.5 1
: 765 | 9.75484 5.53605 0.0104211 0.000992723 84850.4 2
: 766 | 9.73668 5.06526 0.010425 0.000992194 84810.7 3
: 767 | 9.52039 5.26336 0.0104511 0.000991182 84567.6 4
: 768 | 9.50193 5.08735 0.0104714 0.000995662 84426.1 5
: 769 | 9.37265 4.83896 0.0104897 0.000994263 84250.7 6
: 770 Minimum Test error found - save the configuration
: 770 | 9.13251 4.70971 0.010487 0.00104161 84697.1 0
: 771 | 9.10576 4.86439 0.0104165 0.000994213 84905 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.93633 4.42047 0.010493 0.00102892 84530.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.72122 4.09747 0.0104978 0.00102601 84461.3 0
: 774 | 8.63973 4.58124 0.0104564 0.000990863 84517 1
: 775 | 8.6267 4.47724 0.0104395 0.000994534 84700.9 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.52046 3.96868 0.0104975 0.00102771 84478.8 0
: 777 | 8.39041 4.15779 0.0104221 0.000992553 84840.1 1
: 778 | 8.4344 4.51759 0.0104745 0.000999312 84430.6 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.36088 3.68395 0.0106508 0.00104502 83283.5 0
: 780 | 8.08602 3.83605 0.0104282 0.000993423 84792.9 1
: 781 | 7.90267 3.85548 0.0104074 0.000991852 84965.8 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.85318 3.22412 0.0104691 0.0010297 84751.4 0
: 783 | 7.69322 3.60319 0.0104164 0.000994173 84905.5 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.68482 3.06687 0.0104627 0.00104553 84950.9 0
: 785 | 7.53794 3.26641 0.0104311 0.000999553 84822 1
: 786 | 7.49739 3.1434 0.0104472 0.000998263 84665.2 2
: 787 | 7.32916 3.24309 0.0105343 0.000993383 83849 3
: 788 | 7.26204 3.40438 0.0104767 0.000985763 84291.2 4
: 789 | 7.19587 3.09868 0.010409 0.000991813 84950.7 5
: 790 Minimum Test error found - save the configuration
: 790 | 7.06614 3.05763 0.0104562 0.00103472 84912 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.98806 2.90134 0.0104481 0.00102598 84906.9 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.95414 2.62381 0.0104478 0.00102527 84902.6 0
: 793 | 6.81732 2.81379 0.0104266 0.000994582 84817.6 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.64912 2.48808 0.0104826 0.00106195 84919.9 0
: 795 | 6.54215 3.14661 0.0104341 0.000993633 84741.9 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.49281 2.43803 0.0104435 0.00102679 84955.5 0
: 797 | 6.57537 3.3102 0.0104213 0.000991533 84838.1 1
: 798 | 6.52956 2.47428 0.0104331 0.000992303 84738.8 2
: 799 | 6.43675 2.8904 0.0105144 0.000990653 84000.7 3
: 800 | 6.24768 2.49898 0.0104375 0.000990533 84682.9 4
: 801 | 6.13278 2.53878 0.0104249 0.000995032 84836.9 5
: 802 | 6.21328 2.70215 0.0104675 0.000996522 84468.3 6
: 803 Minimum Test error found - save the configuration
: 803 | 5.99125 2.39611 0.0104675 0.00104444 84898.2 0
: 804 | 5.99778 2.53641 0.0104569 0.000994333 84543.6 1
: 805 | 6.15915 2.66919 0.0104096 0.000992092 84948.3 2
: 806 Minimum Test error found - save the configuration
: 806 | 6.00283 2.00774 0.0104533 0.00102969 84893.5 0
: 807 | 5.78859 2.31636 0.0104208 0.000991003 84837.6 1
: 808 | 5.71254 2.1726 0.010464 0.000992263 84462.2 2
: 809 | 5.67476 2.30316 0.0104442 0.000992043 84637.1 3
: 810 Minimum Test error found - save the configuration
: 810 | 5.51585 1.99702 0.0104865 0.00103522 84644.5 0
: 811 | 5.4358 2.70284 0.010425 0.000994773 84833.7 1
: 812 | 5.40561 2.19852 0.0104343 0.000991523 84720.6 2
: 813 | 5.2851 2.14612 0.0104013 0.000991884 85021 3
: 814 | 5.27622 2.34722 0.0104233 0.00100318 84924.8 4
: 815 Minimum Test error found - save the configuration
: 815 | 5.24653 1.77909 0.0104531 0.00102671 84867.8 0
: 816 Minimum Test error found - save the configuration
: 816 | 5.22273 1.7325 0.0104805 0.00102916 84643.9 0
: 817 | 5.28501 1.97227 0.0104792 0.000994122 84343.3 1
: 818 | 5.31615 1.87555 0.0104169 0.000993573 84895.7 2
: 819 | 5.05484 1.7414 0.0105286 0.000994773 83911.4 3
: 820 | 4.87106 1.78722 0.0104197 0.000993781 84872.6 4
: 821 | 4.80207 1.85279 0.0104184 0.000990453 84854.3 5
: 822 | 4.7248 1.8071 0.0104501 0.00102523 84881.6 6
: 823 | 4.73983 1.89465 0.0104625 0.000991893 84471.5 7
: 824 Minimum Test error found - save the configuration
: 824 | 4.6375 1.6692 0.0105082 0.00105783 84652.4 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.91607 1.65709 0.0104764 0.00102918 84681 0
: 826 | 4.7957 2.45866 0.0104186 0.000995462 84897.5 1
: 827 | 4.73351 1.66716 0.0104792 0.000994003 84342 2
: 828 Minimum Test error found - save the configuration
: 828 | 4.3651 1.50494 0.0104478 0.00102444 84895.8 0
: 829 | 4.29041 1.53267 0.0104175 0.000993232 84887 1
: 830 | 4.26702 1.59129 0.0104203 0.000993893 84868.2 2
: 831 | 4.40521 1.91644 0.0103973 0.000991143 85050.5 3
: 832 | 4.4032 1.87627 0.0104276 0.000995613 84817.3 4
: 833 | 4.21414 1.54032 0.0104179 0.000994122 84891.4 5
: 834 | 4.17462 1.74073 0.0104568 0.000995253 84552.8 6
: 835 | 4.32736 1.53963 0.0104209 0.000994083 84863.9 7
: 836 | 4.23219 1.8199 0.0104566 0.000994402 84547.2 8
: 837 | 4.20832 2.08477 0.0104067 0.000992453 84978 9
: 838 | 4.22866 1.69146 0.0104232 0.000993224 84835.7 10
: 839 Minimum Test error found - save the configuration
: 839 | 3.97726 1.44219 0.0106885 0.00109869 83421.8 0
: 840 | 3.95218 1.47447 0.010434 0.000992083 84728.7 1
: 841 | 3.7883 1.45587 0.0104345 0.000994032 84741.1 2
: 842 | 3.8089 1.62663 0.0104205 0.000992752 84856.3 3
: 843 | 4.0404 2.4723 0.0104259 0.000994183 84820.5 4
: 844 Minimum Test error found - save the configuration
: 844 | 4.09275 1.34098 0.0104758 0.00104668 84843.3 0
: 845 | 3.81236 1.59153 0.0104307 0.000993523 84771.1 1
: 846 | 3.80607 2.74477 0.0104481 0.000994393 84623.3 2
: 847 | 4.06552 2.16511 0.0104342 0.000992902 84734 3
: 848 | 4.07489 3.04635 0.013241 0.00160626 68759.4 4
: 849 | 3.92572 2.16526 0.0135059 0.00101503 64046.9 5
: 850 | 3.57591 1.85348 0.0116251 0.00169767 80584.5 6
: 851 | 3.36358 1.58703 0.011571 0.000995243 75644.4 7
: 852 | 3.42472 2.16155 0.0109326 0.00100249 80562.8 8
: 853 | 3.69889 1.97212 0.010541 0.000998582 83836.5 9
: 854 | 3.59485 1.59962 0.0104546 0.000993793 84559.7 10
: 855 | 3.30632 2.19591 0.0104049 0.000991962 84989.3 11
: 856 | 3.20291 1.66591 0.0104317 0.000994954 84775.1 12
: 857 | 3.19045 1.85629 0.0104233 0.000994433 84845.5 13
: 858 | 3.14948 1.45276 0.0105398 0.000993882 83805.1 14
: 859 | 3.23122 2.01104 0.0105745 0.00100858 83630.6 15
: 860 | 3.24797 1.81054 0.0104323 0.000993363 84755 16
: 861 | 3.11499 1.90517 0.0103968 0.000994322 85084.1 17
: 862 | 3.12429 2.38887 0.0104213 0.000994054 84860.1 18
: 863 | 3.05334 1.57849 0.0104808 0.000995593 84341.5 19
: 864 | 2.99268 1.9104 0.0104367 0.000999982 84775.1 20
: 865 | 2.99399 1.78203 0.0104396 0.000994153 84696.5 21
:
: Elapsed time for training with 1000 events: 9.05 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.012 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 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= 3.32909e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10315e+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: 0.0307 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: 0.0374 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: 0.00216 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: 0.096 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: 0.89 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: 0.0218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00398 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.039 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00562 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: 0.00369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00139 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: 0.097 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.012 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.968 -0.117 5.84 1.56 | 3.223 3.238
: 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 : -0.201 -0.0657 1.78 1.12 | 3.367 3.354
: 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.