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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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:417
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:3797
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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: 0.274 sec
: Elapsed time for training with 1000 events: 0.278 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00299 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: 0.00079 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00486 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: 0.000192 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000678 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 = 31515.7
: --------------------------------------------------------------
: 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 | 33069.4 31127.6 0.0102987 0.00103776 86383.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32573.4 30584.3 0.0102717 0.00101604 86433.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31889 29959.2 0.0103933 0.00101969 85345.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31191.8 29367.5 0.0103971 0.00102198 85331.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30495.7 28694.6 0.010525 0.00104097 84352 0
: 6 Minimum Test error found - save the configuration
: 6 | 29710.2 27789.9 0.0103815 0.00104339 85670 0
: 7 Minimum Test error found - save the configuration
: 7 | 28982.9 27151.5 0.0102793 0.00101919 86392.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28515.5 26776 0.0101169 0.000984659 87601.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28160.4 26450.1 0.0100463 0.00098184 88256.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27838.4 26148.8 0.0100653 0.000989979 88151.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27532.9 25867.1 0.0100191 0.000981399 88518.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27243.5 25597 0.00997678 0.000968189 88804.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26964 25336.1 0.0100269 0.000973929 88368.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26693.4 25082.6 0.0100058 0.000977288 88607.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26436.2 24827.9 0.0100009 0.00099008 88782.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26176.7 24583.7 0.010081 0.000980689 87909.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25923.2 24348 0.0100174 0.000994208 88660.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25677.5 24116 0.00995962 0.000972989 89021.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25439.3 23883.6 0.00998262 0.000974029 88804.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25196.6 23662.3 0.00997643 0.000972959 88854.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24964.9 23441.2 0.010005 0.000977789 88620.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24733.8 23224.4 0.00999393 0.000976159 88713.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24510.2 23006.1 0.010007 0.000980529 88628.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24282.3 22796.5 0.010037 0.000987679 88404.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24063 22587.2 0.0100164 0.000982428 88554.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23846.5 22378.6 0.010143 0.000987299 87377.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23629.3 22175.5 0.0100449 0.000998079 88429.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23417.1 21974.3 0.0100084 0.000976969 88579.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23207.3 21775.3 0.0100152 0.000982578 88567.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23000.1 21578.3 0.0100154 0.000981499 88554.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22794 21385.1 0.01002 0.000982368 88519.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22593.7 21190.6 0.0100157 0.000981717 88554.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22391.4 21001.5 0.0100176 0.000976958 88489 0
: 34 Minimum Test error found - save the configuration
: 34 | 22195.6 20811.4 0.0100078 0.000978558 88600.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21994.4 20631.2 0.010025 0.000980719 88453.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21806.4 20444.5 0.010013 0.000984388 88606.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21609.8 20267.1 0.0100467 0.000984628 88280 0
: 38 Minimum Test error found - save the configuration
: 38 | 21422 20088.5 0.0101203 0.00100167 87732.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21235.7 19909.9 0.0100733 0.000981909 87995.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21048 19736 0.0100646 0.000982368 88083.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20865.6 19561.9 0.0100763 0.000992329 88066.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20685.7 19386.9 0.0100847 0.00100468 88105.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20502.5 19218.4 0.0101974 0.00105667 87520.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20322.8 19053.9 0.0100754 0.000981189 87968.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20148.4 18888.1 0.010112 0.000987849 87679.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19975.4 18721.8 0.0101818 0.000992409 87056.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19799.6 18561.4 0.010132 0.000991708 87524.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19631.6 18398.2 0.0101701 0.00101508 87383.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19461.7 18237.4 0.0101315 0.000988409 87497.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19293 18079.5 0.010072 0.000986678 88054.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19127.2 17921.9 0.0100339 0.000980279 88362.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18959.8 17767.1 0.0101216 0.000987179 87580.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18792.8 17606 0.0101251 0.000992798 87601.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18626.6 17451.2 0.0101847 0.000995488 87058.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18461.2 17293.9 0.0101292 0.0010003 87634.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18303.4 17138.1 0.0102075 0.00100001 86886 0
: 57 Minimum Test error found - save the configuration
: 57 | 18141.5 16995.9 0.010204 0.00100182 86935.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17979.2 16837.1 0.0102607 0.00101734 86548.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17819.4 16686.5 0.0102476 0.00100402 86546.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17666 16531.6 0.0102551 0.00100421 86478.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17504.5 16389.2 0.0102632 0.00101262 86481.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17352.1 16232.7 0.0103305 0.00101154 85846.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17197.7 16090.7 0.0102742 0.00100555 86312.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 17042.5 15939 0.010337 0.00102639 85923.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16890 15796.9 0.0103567 0.00101741 85660 0
: 66 Minimum Test error found - save the configuration
: 66 | 16738.2 15652.5 0.0103155 0.00101667 86032.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16589 15509.5 0.0104447 0.00103766 85042.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16441.7 15368.1 0.0103463 0.00103895 85953.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16294.1 15228.8 0.0103435 0.00101605 85768.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16145 15092.4 0.0103295 0.00101552 85892.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 16001.4 14956.3 0.010352 0.00101678 85697 0
: 72 Minimum Test error found - save the configuration
: 72 | 15860.3 14818.6 0.0103284 0.00101566 85904 0
: 73 Minimum Test error found - save the configuration
: 73 | 15715.8 14683.6 0.0103538 0.00101994 85709.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15574.4 14551 0.0103299 0.00101778 85909.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15436.5 14416.9 0.0103188 0.00101517 85988 0
: 76 Minimum Test error found - save the configuration
: 76 | 15296.1 14287.1 0.0103394 0.00101753 85819.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15159.6 14158.1 0.0103096 0.00100915 86017 0
: 78 Minimum Test error found - save the configuration
: 78 | 15023 14030.5 0.0103693 0.00103041 85663.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14889.4 13902.5 0.0103296 0.00101622 85897.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14755.6 13776.8 0.0103206 0.00101457 85966.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14623.2 13652.8 0.0103481 0.00101908 85754.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14493.4 13526.9 0.0103539 0.00101909 85700.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14362 13405.7 0.0103476 0.00101563 85727.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14233.7 13284.9 0.0103563 0.00102242 85709.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14105.7 13164.9 0.0103509 0.00102045 85740.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13980.2 13045.3 0.0103837 0.00101375 85379.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13852.4 12930.7 0.0104649 0.00103075 84798.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13732.8 12809.9 0.0104264 0.00104357 85261.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13607.6 12693.9 0.0103806 0.00102448 85505.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13486 12577.9 0.0103884 0.00102416 85431.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13364 12464.9 0.0103846 0.00101694 85399.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13244.3 12352.8 0.0104091 0.00102266 85229.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13125.2 12241.8 0.0103912 0.00103573 85511.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13008.3 12131.1 0.0104169 0.00102737 85201.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12891.1 12021.7 0.0103456 0.00101567 85745.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12775.7 11913 0.0103734 0.0010213 85542.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12662 11804 0.0103317 0.0010183 85897.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12546.3 11698.7 0.0104066 0.00104296 85436.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12434.3 11593 0.0103483 0.00102079 85768.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12324.4 11485.9 0.0103887 0.00102134 85402.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12211.9 11382.4 0.0103784 0.00101798 85466.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12102.6 11279.1 0.0103751 0.00101781 85495.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11992.9 11177.9 0.0104111 0.0010337 85311.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11885.5 11077 0.010393 0.0010214 85364.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11779.7 10975.3 0.0104158 0.00102703 85208.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11673.2 10875.2 0.0104194 0.00102003 85111.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11568 10776.5 0.0105118 0.00103286 84397.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11463.9 10678.5 0.0104613 0.00104685 84975.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11360.5 10581.8 0.0104201 0.00102602 85160.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11258.2 10485.7 0.0104175 0.00102302 85156.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11157.3 10389.4 0.0104361 0.00102875 85039.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11055.6 10295.8 0.0104186 0.00102499 85164.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10956.8 10201.9 0.0104544 0.00102349 84827.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10857.6 10109.3 0.0104031 0.00102904 85342.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10758.4 10019.4 0.0103972 0.00102201 85331.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10663.5 9927.03 0.0103941 0.0010201 85342.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10565.8 9837.54 0.0104129 0.00101969 85167.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10472.1 9746.25 0.0104412 0.00103632 85061.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10376.1 9657.87 0.0104092 0.00102455 85245.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10282.8 9569.72 0.0104273 0.00103367 85164.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10188.5 9484.56 0.0104237 0.00102512 85119.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10097.6 9398.01 0.0104066 0.00102773 85297.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 10007.3 9310.88 0.0103898 0.00102361 85413.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9915.95 9225.86 0.0104231 0.00103995 85259.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9826.48 9141.06 0.0104234 0.00102352 85107.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9736.17 9059.13 0.0104077 0.00102085 85225.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9649.43 8975.8 0.0105261 0.00103264 84268.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9560.54 8895.34 0.0104935 0.00104618 84680.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9475.32 8813.5 0.0104857 0.00102941 84599.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9388.36 8734.01 0.0104635 0.00103613 84859.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9304.83 8652.86 0.0104608 0.00102941 84823.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9218.52 8575.29 0.0104515 0.0010274 84888.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9138.24 8493.59 0.0104465 0.00102601 84921 0
: 134 Minimum Test error found - save the configuration
: 134 | 9052.43 8416.73 0.010411 0.00102427 85226.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8970.32 8340.57 0.010434 0.00102929 85063.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8889.16 8264.67 0.010459 0.00102899 84835.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8809.56 8188.07 0.0104865 0.00103021 84599.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8727.84 8114.39 0.0104699 0.00104334 84867 0
: 139 Minimum Test error found - save the configuration
: 139 | 8649.7 8039.52 0.0104396 0.00102497 84973.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8572.45 7963.48 0.0104457 0.00102438 84913.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8492.64 7890.85 0.0104407 0.00102844 84996 0
: 142 Minimum Test error found - save the configuration
: 142 | 8415.43 7819 0.0104507 0.0010245 84870.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8337.84 7749.18 0.0104898 0.00109089 85116.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8264.07 7676.86 0.0104559 0.00103006 84873.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8187.3 7607.45 0.0104562 0.00103064 84875.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8114.48 7535.96 0.0105582 0.00112703 84824.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 8038.84 7467.77 0.0104601 0.00103015 84836.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7966.64 7398.5 0.0104999 0.00105786 84727.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7893.49 7330.74 0.010445 0.00103149 84984.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7821.34 7263.69 0.0104896 0.00103672 84630 0
: 151 Minimum Test error found - save the configuration
: 151 | 7750.48 7196.61 0.0104593 0.00103538 84890.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7680.46 7129.25 0.0104862 0.00103592 84653.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7609.02 7064.3 0.0104716 0.00103417 84768.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7540.32 6998.88 0.0104561 0.00103572 84922.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7471.52 6933.91 0.010471 0.00104153 84840 0
: 156 Minimum Test error found - save the configuration
: 156 | 7402.98 6870.1 0.0104782 0.00102953 84667.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7335.5 6806.72 0.0104727 0.00102873 84710.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7268.41 6743.97 0.0105625 0.00105146 84112.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7202.18 6681.55 0.0104658 0.0010351 84829.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7136.05 6620 0.0104727 0.00103774 84790.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7070.78 6559.13 0.0105418 0.00104049 84199.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7006.79 6497.78 0.0104977 0.00103483 84541 0
: 163 Minimum Test error found - save the configuration
: 163 | 6942.22 6437.68 0.0105202 0.00103537 84345.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6878.57 6378.41 0.0105575 0.00103795 84037.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6814.82 6320.74 0.0104813 0.00103589 84696.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6753.19 6262.38 0.0105958 0.00103975 83717 0
: 167 Minimum Test error found - save the configuration
: 167 | 6692.07 6203.35 0.0104806 0.00103271 84674.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6629.58 6146.98 0.0105246 0.0010588 84514.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6569.54 6089.41 0.0104913 0.00103582 84606.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6509.45 6032.26 0.0104786 0.00104492 84802.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6449.1 5976.84 0.0104759 0.00103159 84707.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6389.66 5922.16 0.0105136 0.00104433 84484.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6332.18 5866.03 0.0104773 0.00103275 84705.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6273.53 5811.14 0.0105097 0.00103403 84427 0
: 175 Minimum Test error found - save the configuration
: 175 | 6215.22 5758.13 0.0105186 0.00103305 84338.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6158.68 5704.11 0.0105201 0.00103382 84332.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6101.34 5652.07 0.0104721 0.00104337 84846.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6045.98 5599.11 0.0105376 0.00105563 84370.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5991.06 5546.15 0.0104907 0.00103648 84618.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5935.51 5493.8 0.0105156 0.00103396 84373.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5879.49 5444.33 0.0104496 0.00103312 84957.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5827.27 5392.51 0.0104819 0.00103273 84663.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5772.62 5342.66 0.010459 0.00103155 84858.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5718.65 5294.38 0.0105118 0.00103892 84451.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5668.22 5243.14 0.0104994 0.00104225 84592.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5615.48 5193.6 0.0107418 0.00108896 82877 0
: 187 Minimum Test error found - save the configuration
: 187 | 5562.1 5146.45 0.0105291 0.00103485 84261.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5511.61 5099.14 0.0105384 0.00106357 84434.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5460.54 5052.76 0.0105427 0.00103191 84115.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5411.1 5004.85 0.0105018 0.00103371 84494 0
: 191 Minimum Test error found - save the configuration
: 191 | 5361.08 4957.61 0.0104572 0.00103145 84873.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5311.82 4911.05 0.0104577 0.00103595 84909.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5261.76 4866.28 0.0104956 0.00103515 84562.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5214.38 4820.48 0.0104648 0.00103444 84832.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5165.8 4775.6 0.0104764 0.00103044 84692.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5118.98 4729.81 0.0104868 0.00103003 84595.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5069.87 4687.67 0.0105099 0.00107076 84753.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5024.51 4643.72 0.0104676 0.00103408 84803.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4978.74 4599.31 0.0104879 0.00103699 84648.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4931.9 4557.2 0.0105083 0.00103772 84471.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4886.71 4514.64 0.0104756 0.00104081 84792.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4842.13 4472.46 0.0104915 0.00103626 84609.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.93 4431.19 0.010542 0.00103889 84183 0
: 204 Minimum Test error found - save the configuration
: 204 | 4752.85 4390.42 0.0104931 0.00103794 84610 0
: 205 Minimum Test error found - save the configuration
: 205 | 4709.34 4349.3 0.010531 0.00103292 84227.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4665.43 4309.73 0.0105804 0.00104114 83863.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4623.33 4269.52 0.010524 0.00105427 84479.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4580.5 4229.63 0.0104865 0.00103555 84648 0
: 209 Minimum Test error found - save the configuration
: 209 | 4538.44 4190.51 0.0105658 0.00105223 84090.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4497.75 4149.6 0.010512 0.00104918 84541.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4454.5 4112.25 0.0107151 0.00114623 83604.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4414.12 4074.71 0.0123716 0.00150594 73626.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4374.66 4035.86 0.0121002 0.00110448 72755.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.61 3999.95 0.0122261 0.00109933 71898.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4295.39 3960.3 0.0123172 0.00127909 72476.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4254 3924.29 0.0122277 0.00115756 72266.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4215.15 3887.98 0.0120965 0.00117301 73236.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4177.66 3850.68 0.011341 0.00105798 77798.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4138.16 3815.51 0.0106649 0.00106197 83308.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4100.5 3780.59 0.0107102 0.00110856 83319.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4063.52 3744.74 0.0107621 0.00104571 82335.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4025.88 3710.13 0.0106414 0.00106434 83532.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.95 3676.49 0.0106553 0.00110248 83745.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3952.81 3642.82 0.011604 0.00109739 76142.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3917.5 3607.03 0.0108595 0.00106266 81658.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3880.43 3574.36 0.0107562 0.00114249 83214.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3845.84 3540.76 0.011881 0.00120254 74917 0
: 228 Minimum Test error found - save the configuration
: 228 | 3809.99 3508.45 0.0117125 0.0010504 75032.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3775.72 3475.81 0.0106242 0.00108326 83849.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3741.48 3443.17 0.0114239 0.00144152 80141.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3707.07 3411.49 0.0106827 0.00110088 83491.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3673.65 3379.56 0.011645 0.00112017 76010.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3640.09 3348.32 0.010709 0.00104556 82786.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3607.02 3317.22 0.010634 0.00104575 83435.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3574.2 3286.68 0.0106851 0.00106048 83119.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3542.27 3254.8 0.0109702 0.00137499 83375.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3508.76 3225.79 0.0107119 0.00105005 82799.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3477.83 3195.68 0.0128623 0.00157422 70871.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3446.54 3165.3 0.0113 0.00106831 78188.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3414.61 3136.22 0.01073 0.00109988 83072.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3383.82 3108.25 0.0107546 0.00105041 82438.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3352.86 3079.18 0.0106676 0.00104175 83109.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3323.09 3049.89 0.0107534 0.0010508 82452.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3292.64 3021.62 0.0105994 0.00107538 83998.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3262.99 2992.76 0.0111687 0.00105034 79064.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3232.54 2965.42 0.0106164 0.0010587 83701.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3203.62 2937.88 0.0106196 0.00104865 83586.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3174.73 2910.74 0.0105449 0.00104361 84198.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3145.85 2883.04 0.0107211 0.00111219 83255.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3117.05 2856.47 0.0109813 0.00106699 80691.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3088.26 2831.09 0.0106841 0.0011152 83604.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3061.06 2804.35 0.0106852 0.00104433 82979.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3032.72 2778.58 0.0107792 0.00106472 82351.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 3006.13 2752.11 0.0108087 0.00108739 82293.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2978.18 2726.57 0.0107919 0.00107485 82329.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2951.25 2701.5 0.0107073 0.00108912 83175.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2924.52 2676.89 0.0106948 0.00104479 82901.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2898.26 2652.12 0.0107218 0.00107965 82968.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2871.18 2628.3 0.0109498 0.00108177 81069.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2845.95 2603.33 0.0107677 0.00107282 82517.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2819.95 2579.34 0.0108531 0.00106066 81695.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2794.97 2554.95 0.0108295 0.00109692 82198.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2769.17 2531.79 0.0109374 0.00105811 80977.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2744.16 2508.06 0.0107168 0.0010678 82910.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2719.01 2485.47 0.010624 0.00106646 83703.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2695.31 2461.98 0.0106713 0.00104893 83139.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2670.08 2440.07 0.0108329 0.00104687 81749.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2646.43 2416.84 0.0107985 0.0010859 82367.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2621.88 2394.81 0.0108696 0.00121187 82835.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2598.78 2372.82 0.0108728 0.00111019 81945.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2574.64 2351.42 0.01107 0.00113385 80514.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2552.11 2328.76 0.0106947 0.00105929 83027.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2527.98 2308.12 0.0107051 0.00104789 82839.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2505.38 2287.06 0.0108089 0.00107455 82183.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2483.06 2265.52 0.0107154 0.00107767 83006.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2460.36 2244.61 0.0114741 0.00104703 76723.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2438.07 2223.6 0.0107182 0.00106853 82904.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2415.6 2203.44 0.0109117 0.00107123 81297 0
: 279 Minimum Test error found - save the configuration
: 279 | 2393.54 2184.24 0.0106259 0.00104024 83457.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2372.51 2163.21 0.0108066 0.00111254 82524.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2350.13 2143.71 0.0105971 0.00104561 83756.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2328.85 2124.49 0.0107971 0.00104517 82034.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2307.57 2105.15 0.010802 0.0010771 82263.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2287.18 2084.82 0.0108217 0.00104875 81858.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2265.27 2066.8 0.0113421 0.00109259 78052.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2245.07 2047.3 0.0113131 0.00115393 78746.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2225.43 2027.88 0.0111058 0.00112343 80141.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2204.04 2010.02 0.0114271 0.00118023 78072.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2183.46 1991.91 0.0116091 0.00119742 76836.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2163.82 1973.15 0.0115846 0.00115948 76737.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2143.85 1954.97 0.0120023 0.00147222 75973.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2123.83 1937.28 0.0110899 0.00109036 80003.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2104.61 1919.42 0.0116611 0.00108897 75670.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2085.39 1901.42 0.0120934 0.00141229 74898.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2065.87 1883.89 0.0119423 0.00113775 74043.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2047.1 1866.28 0.0115044 0.00109292 76838 0
: 297 Minimum Test error found - save the configuration
: 297 | 2027.32 1849.88 0.011482 0.00106136 76770.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2009.09 1832.93 0.0111095 0.00104799 79511.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1990.97 1815.67 0.011007 0.00108128 80598.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.85 1799.3 0.0108472 0.00109832 82060.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1953.81 1782.78 0.0109743 0.00115592 81479.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1935.55 1766.62 0.0111018 0.00105568 79633.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1917.55 1750.57 0.0106123 0.00104536 83621.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1899.3 1735.41 0.0117582 0.00139408 77189.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1881.81 1719.77 0.0114886 0.00124551 78101.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1864.92 1703.18 0.0113125 0.00111111 78420.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1846.9 1688.13 0.0107339 0.00105118 82621.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1830.12 1672.1 0.0119424 0.0010635 73536.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1812.73 1656.97 0.011421 0.00104885 77129.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1795.19 1642.28 0.0108111 0.0010495 81953.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1779.14 1626.99 0.0115133 0.00115254 77214.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1761.69 1612.05 0.0124446 0.00115305 70849.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1745.6 1597.19 0.0135849 0.00155618 66507.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1728.41 1583.06 0.0137311 0.00127818 64242 0
: 315 Minimum Test error found - save the configuration
: 315 | 1712.99 1568.2 0.0119396 0.00108977 73733.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1696.25 1553.46 0.0112535 0.00111749 78926.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.93 1539.8 0.0128694 0.00175932 72006.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1664.25 1525.77 0.0152328 0.00115273 56817.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1648.7 1511.51 0.0110199 0.00122203 81650.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1632.77 1497.76 0.0106654 0.00105369 83232 0
: 321 Minimum Test error found - save the configuration
: 321 | 1617.41 1483.87 0.0107669 0.00105326 82358.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1601.86 1470.46 0.0108048 0.00106496 82137 0
: 323 Minimum Test error found - save the configuration
: 323 | 1586.69 1457.15 0.0107855 0.00106055 82262.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1571.55 1443.41 0.0107814 0.00111756 82782.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1556.36 1430.1 0.0107613 0.00104482 82334.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1541.43 1417.16 0.010766 0.00104877 82327.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1526.92 1403.92 0.0112481 0.00129308 80361.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1512.27 1390.86 0.012762 0.00125732 69536.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1497.9 1378.08 0.0119422 0.00123942 74747.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1483.57 1365.26 0.0116322 0.00117013 76467 0
: 331 Minimum Test error found - save the configuration
: 331 | 1469.07 1352.86 0.0114217 0.00110375 77534.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1455.17 1340.3 0.0110235 0.0010505 80216.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1440.82 1327.94 0.0109277 0.00106723 81132.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1426.84 1316.38 0.0107602 0.00104793 82369.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1414 1303.74 0.01074 0.00105618 82611.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1399.68 1291.7 0.0107725 0.00104629 82252.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1386.64 1279.44 0.0109215 0.00116136 81965.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1373.16 1267.51 0.0108024 0.00107475 82239.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1359.7 1256.05 0.0108456 0.00118148 82780.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1347.09 1243.72 0.0136524 0.0017537 67234.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1333.75 1232.26 0.0130613 0.0011556 67194.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1320.81 1221.15 0.0117612 0.00110862 75099.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1308.27 1209.93 0.0117713 0.00153959 78188.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.44 1198.51 0.013803 0.00126552 63808.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1283.43 1187.01 0.0123533 0.00109516 71060 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.68 1176.05 0.0113225 0.00115867 78710.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1258.37 1165.28 0.0109373 0.00105622 80962.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1246.42 1154.21 0.010748 0.00106721 82638 0
: 349 Minimum Test error found - save the configuration
: 349 | 1234.27 1143.43 0.0115806 0.00111137 76414.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.32 1132.76 0.0107443 0.00105629 82576.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1210.7 1123.04 0.0109604 0.00109636 81102.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1198.76 1112.39 0.0109945 0.00105414 80479.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1187.34 1101.74 0.010991 0.00110151 80894.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1175.93 1091.44 0.0109457 0.00111111 81345.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1164.39 1081.14 0.0112058 0.00114527 79518.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.32 1070.46 0.0110027 0.00113707 81089.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1141.86 1060.92 0.0108127 0.00107467 82151.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1131.03 1051.02 0.0110602 0.00111027 80402.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1119.9 1040.83 0.011108 0.00108669 79829.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1109.36 1030.49 0.0107943 0.00104002 82015.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1097.91 1020.87 0.0106271 0.00106445 83658.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1087.1 1012.13 0.0109586 0.00104277 80679.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1076.99 1002.03 0.0110065 0.0011591 81239.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1066.6 992.177 0.011022 0.00106525 80347.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1056.34 982.899 0.0107166 0.00105759 82823.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1045.76 972.921 0.0106614 0.00104747 83212.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.09 963.948 0.0106557 0.00103922 83190.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1025.8 954.37 0.0106441 0.0010407 83303.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.03 945.557 0.0106338 0.00104274 83411.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.14 936.883 0.0105049 0.00103714 84497.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.698 927.835 0.0105046 0.00104307 84553.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.799 919.501 0.0104749 0.00102818 84685.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.361 909.937 0.0106015 0.00104454 83708.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.496 901.401 0.0104869 0.00103087 84602.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 957.251 893.137 0.0105266 0.00105379 84451.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 947.974 883.925 0.0104854 0.00103018 84609.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.559 875.874 0.0104731 0.00101804 84610.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.508 866.86 0.0104519 0.00102911 84900.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.054 858.637 0.0104376 0.00101678 84918.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 910.899 850.525 0.0104763 0.00102959 84685.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 902.015 842.079 0.0104855 0.00103712 84670.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 893.004 833.781 0.0104585 0.00103965 84936.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.315 826.149 0.0106363 0.00103976 83363.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.482 817.997 0.0104641 0.0010318 84814.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 866.928 809.63 0.0105269 0.00104517 84372.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.546 801.76 0.0104861 0.00102459 84553 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.869 793.806 0.0104818 0.00103202 84658.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 841.213 786.069 0.0105247 0.00103068 84263.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 832.994 779.177 0.0104975 0.00103534 84547 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.977 771.035 0.0104938 0.00103327 84562.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.837 763.343 0.0105077 0.00103154 84422.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.541 755.355 0.0104776 0.00103198 84695.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 800.185 748.243 0.0105722 0.00102918 83830.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 792.466 740.766 0.0104322 0.00102421 85033.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.528 733.18 0.0104778 0.0010435 84797.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.781 726.676 0.0104588 0.00102669 84816.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.879 718.556 0.0104712 0.0010296 84731.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 761.169 711.864 0.0104445 0.00102534 84933.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.561 704.726 0.0104811 0.00102862 84634.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.213 697.073 0.0104568 0.0010245 84815.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 738.986 690.449 0.0104632 0.00103027 84809.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 731.396 683.699 0.0104462 0.0010229 84896.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.616 676.235 0.0104566 0.00103581 84918.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.376 669.462 0.0104586 0.00102508 84804 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.051 662.663 0.0105213 0.00105405 84501.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 702.192 655.759 0.0104672 0.00103575 84822.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.763 649.819 0.010457 0.00103127 84874 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.961 643.2 0.0104788 0.00103038 84670.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.916 636.511 0.0104497 0.00102467 84880.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 674.004 629.963 0.0104627 0.00102208 84740.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.163 623.493 0.0104456 0.00102385 84910.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.444 617.218 0.0104605 0.00102835 84816.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.696 611.569 0.0106011 0.00104073 83679 0
: 414 Minimum Test error found - save the configuration
: 414 | 647.224 604.286 0.0105032 0.00106868 84794.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.447 597.839 0.0104779 0.00103052 84679.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.914 591.885 0.0104536 0.00102443 84843.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.342 586.034 0.0104566 0.0010311 84876.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 621.494 579.601 0.0105296 0.00102358 84157.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.708 573.952 0.0105587 0.0010216 83882.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.327 567.631 0.0105588 0.0010325 83977.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.169 561.802 0.0105389 0.00104824 84293.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.02 555.778 0.0105488 0.00103167 84058.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.759 550.044 0.0105139 0.00103209 84372 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.675 544.139 0.0105257 0.001044 84372.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.52 538.821 0.0105125 0.00103533 84413.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.829 532.999 0.0105043 0.00102772 84418.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.877 527.22 0.0104997 0.00102838 84465.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.927 522.149 0.0104757 0.00103054 84699.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.402 516.676 0.0104454 0.00102518 84923.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.567 510.977 0.0104695 0.00102972 84747.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.626 505.76 0.0104603 0.00102784 84813.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 537.209 499.974 0.0104603 0.00103689 84894.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.439 495.007 0.0106264 0.00103382 83398.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.125 489.754 0.0105262 0.00105097 84431.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.77 484.176 0.010491 0.00102664 84527.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.143 479.636 0.0105593 0.00103324 83980.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.996 474.235 0.0104608 0.00102799 84810.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.848 469.89 0.0104632 0.00102917 84799.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.575 464.118 0.0104567 0.00102572 84826.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.051 459.055 0.0104526 0.0010264 84870.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.029 453.894 0.0104746 0.00102579 84666.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.764 449.126 0.0105386 0.00109609 84722.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.851 444.557 0.0109853 0.0010385 80427.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.76 439.681 0.0106978 0.00106955 83089 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.075 434.787 0.0109938 0.00108837 80764.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.903 430.156 0.0107876 0.00105171 82170.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.044 425.444 0.0106201 0.00105358 83624.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.447 420.634 0.01077 0.00109502 82687.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.824 416.905 0.0108643 0.00105094 81521.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.37 411.609 0.0108868 0.00117459 82370.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.309 407.075 0.0108819 0.0010602 81452 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.702 402.632 0.0110341 0.00107207 80304.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.003 398.511 0.0112257 0.00106804 78757.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.917 394.235 0.0117112 0.00111736 75515.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.052 390.172 0.0109257 0.00106494 81129.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.955 385.385 0.010543 0.00103436 84134.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.332 381.443 0.0105969 0.00103712 83684.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.068 377.032 0.0105592 0.00103444 83991.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.742 372.875 0.0108259 0.00109936 82249.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.478 368.426 0.0110935 0.00104488 79613 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.215 364.347 0.0106194 0.00104092 83520.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.818 361.088 0.0105718 0.00103693 83902.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.682 356.725 0.01059 0.00105619 83912 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.677 353.076 0.0105709 0.00103726 83913.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.583 348.706 0.0105814 0.00105164 83947.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.472 345.184 0.0105685 0.00103605 83923.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.13 341.034 0.0107729 0.00104228 82214.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.83 337.003 0.0106492 0.00104932 83334.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.889 333.592 0.0106138 0.00103995 83560.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.243 329.879 0.0106297 0.00105412 83546 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.139 326.252 0.0105567 0.00104743 84128.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.68 322.485 0.0106537 0.00103859 83202.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.669 318.532 0.010653 0.0010748 83522.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.68 315.123 0.0105835 0.00104365 83858.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.104 311.433 0.0105778 0.00104186 83893.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.374 307.937 0.0106713 0.00104911 83141.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.821 304.331 0.0109459 0.00104756 80821.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.249 300.78 0.0106605 0.00109091 83598.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.966 297.167 0.0106153 0.00106008 83724 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.115 294.176 0.0106658 0.00108581 83507.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.986 290.694 0.0114904 0.0010452 76590.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.408 287.822 0.0108705 0.00103804 81363.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.12 284.103 0.0106605 0.00106063 83334.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.31 281.092 0.0105772 0.00103858 83869.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.112 278.003 0.0105471 0.00104271 84171.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.972 274.757 0.0112951 0.00111094 78553.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.478 271.458 0.0108475 0.00104147 81582.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.32 268.654 0.0105616 0.00103938 84014.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.072 265.267 0.0107057 0.00109093 83205.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.789 262.25 0.0106184 0.00103587 83484.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.159 259.461 0.0108417 0.00108089 81960 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.729 256.911 0.0107285 0.00109659 83056.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.772 253.79 0.0106257 0.00103984 83456 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.526 250.74 0.0112089 0.00155379 82857.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.652 247.535 0.0118952 0.00115166 74463.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.545 245.622 0.0118326 0.00105 74193.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.691 242.624 0.0106989 0.00108554 83217.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.861 239.262 0.0119106 0.00125866 75103.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.882 236.946 0.0121217 0.0011628 73000.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.09 233.457 0.0107967 0.00118922 83268.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.196 232.354 0.0107139 0.00104218 82715.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.639 229.384 0.0109175 0.00110921 81563.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.681 226.251 0.0108442 0.00117944 82775.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.837 223.059 0.0106845 0.00109028 83383.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.332 221.493 0.0107772 0.00103391 82107.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.68 218.543 0.0108833 0.00106492 81479.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.642 217.249 0.0107017 0.00111624 83459.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.409 214.189 0.0106828 0.00112817 83729 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.392 212.422 0.0105629 0.00109477 84494 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.02 209.45 0.0106607 0.00104574 83203.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.7 207.311 0.0107146 0.00106967 82944.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.982 206.42 0.0107232 0.00104859 82690.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.719 202.558 0.0106228 0.00105316 83597.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.919 200.562 0.0107586 0.00104888 82391.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.412 198.324 0.0106608 0.00104485 83195.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.365 196.645 0.0106163 0.00104534 83586.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.628 194.584 0.0105725 0.00103736 83900.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.204 191.884 0.0106892 0.00103496 82865.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.78 189.37 0.0106745 0.00103583 82999.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.502 187.343 0.0107303 0.00104193 82573.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.483 185.146 0.0106709 0.00106926 83318.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.159 183.33 0.0110029 0.00114408 81145.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.975 181.768 0.0106019 0.00103905 83657.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.45 178.532 0.0105696 0.00107164 84229 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.197 177.303 0.0106348 0.0010493 83459.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.295 175.845 0.0106264 0.0010403 83454.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.861 172.706 0.0106037 0.00103804 83632.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.671 170.576 0.0106546 0.00103376 83153.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.324 168.462 0.0107526 0.00103881 82357.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.439 167.02 0.0105493 0.00103447 84079.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.511 165.48 0.0106461 0.0010697 83538.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.365 163.164 0.0109733 0.00104726 80595.8 0
: 533 | 180.255 163.426 0.0105778 0.00101426 83651.2 1
: 534 Minimum Test error found - save the configuration
: 534 | 178.446 159.001 0.010557 0.00104619 84114.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.266 157.874 0.0106601 0.00105173 83261 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.166 156.661 0.0107094 0.00103891 82725.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.133 154.111 0.0107555 0.00109152 82781.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.007 153.115 0.0109271 0.00105751 81057 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.1 151.198 0.0111445 0.00104975 79249.1 0
: 540 | 166.325 151.29 0.0106552 0.000997648 82836.9 1
: 541 Minimum Test error found - save the configuration
: 541 | 164.435 147.553 0.0106315 0.00105256 83516.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.298 146.22 0.0107962 0.00109909 82498.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.585 144.595 0.0107543 0.00104124 82363 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.678 141.469 0.0106546 0.00104433 83244.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.897 140.914 0.0106832 0.00104632 83014.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.144 139.964 0.0106474 0.00104397 83303.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.776 138.773 0.0105804 0.00104365 83885.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.433 136.951 0.0108291 0.00105681 81864.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.679 133.992 0.0109149 0.00111783 81657.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.005 131.863 0.0106697 0.00108321 83450.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.161 131.272 0.010743 0.00106652 82675 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.491 129.75 0.0108255 0.00110152 82270.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.835 127.789 0.0106339 0.00105498 83516.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.043 125.771 0.0107995 0.00108027 82311 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.585 125.398 0.0107268 0.00110636 83156.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.792 123.229 0.010517 0.0010387 84403.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.429 122.037 0.0105704 0.00103988 83940.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.986 120.302 0.0106461 0.00103874 83269.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.088 119.683 0.0114379 0.00111554 77501.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.575 118.419 0.0109784 0.0011273 81208.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.011 116.223 0.01063 0.00104473 83461.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.55 115.592 0.0118887 0.00109061 74086.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.437 113.916 0.0105201 0.00103217 84317.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.554 113.004 0.0104968 0.00102778 84486.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.786 110.892 0.0105034 0.00104801 84607.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.529 110.116 0.0104944 0.00103318 84555.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.03 108.123 0.0104426 0.00102312 84930 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.661 107.461 0.0105901 0.00103174 83696.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.37 105.726 0.0104962 0.00103883 84590.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.753 103.492 0.0113869 0.00106661 77517 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.349 102.956 0.0105506 0.00103346 84059.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.225 101.535 0.0105599 0.00103043 83949.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.715 99.6985 0.0104932 0.0010225 84471.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.222 99.5597 0.0105275 0.00102968 84230.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.415 99.2119 0.010473 0.00103134 84730.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.143 96.6718 0.010466 0.00102758 84760.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.544 95.5106 0.0104774 0.00104003 84769.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.081 94.3238 0.0105147 0.00103132 84358.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.722 92.7467 0.0105507 0.00106339 84323.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.531 91.9259 0.0105147 0.00103254 84369.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.511 90.8068 0.0105104 0.00102259 84318.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.43 89.4028 0.0105149 0.00102666 84315 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.9432 88.4026 0.0104837 0.00102759 84601.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.6731 87.0786 0.0104698 0.00103294 84773.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.4788 85.8342 0.0104624 0.00103502 84859.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.4687 85.4418 0.0104769 0.00103016 84685.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3021 83.9348 0.0104753 0.0010291 84689.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.207 82.7908 0.010566 0.00103344 83923.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.0833 81.4166 0.0106049 0.00109252 84100.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.1515 81.2629 0.0106646 0.00102722 83009.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.9366 79.9295 0.0106302 0.00104369 83450.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8576 78.6038 0.0106461 0.00107694 83602 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.6091 77.9556 0.0106953 0.00104008 82856.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7019 76.7417 0.0105498 0.00107339 84420 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.6537 75.6549 0.0105376 0.0010568 84380.8 0
: 596 | 85.7404 75.7628 0.0105461 0.00101817 83963.8 1
: 597 Minimum Test error found - save the configuration
: 597 | 84.71 73.4914 0.0105768 0.00102926 83791.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8113 72.9743 0.0105339 0.00104347 84295.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.5604 72.2177 0.0105835 0.00105835 83988.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.7137 71.0007 0.0105356 0.00104302 84276.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.8136 70.078 0.0105798 0.00103407 83807.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.798 69.9099 0.0105728 0.00103869 83909 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.9291 68.9151 0.0105037 0.00102825 84428.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.0189 67.6907 0.0104935 0.00102875 84524.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.9714 67.2433 0.0104606 0.00102439 84779.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.9742 65.7127 0.0104719 0.00102825 84713.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.2295 64.9129 0.010566 0.001061 84166.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.565 64.0586 0.0104606 0.0010293 84823.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.6026 62.8141 0.0105172 0.00105516 84548.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.9657 62.5648 0.0104995 0.00103272 84505.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.1576 62.1171 0.0105231 0.00103047 84276.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0493 60.8577 0.0105429 0.00102646 84064.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.1681 60.0712 0.0104797 0.00105336 84868.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.3261 58.9425 0.010444 0.00102375 84923.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.4996 58.669 0.0104958 0.00102405 84462.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.7279 57.1456 0.0104537 0.00101923 84795.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.9154 56.9678 0.0104393 0.00103466 85064.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2049 56.1735 0.0104627 0.00103203 84829.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.3079 55.8982 0.0105234 0.00105458 84487.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.5861 54.6006 0.0105151 0.00105432 84559.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.7579 53.5421 0.0105141 0.00102709 84326.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.8452 52.767 0.0105062 0.00103252 84444.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.2919 52.306 0.0105316 0.00102673 84167.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.3242 51.6474 0.0105464 0.00104592 84206.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.8221 51.1431 0.0105111 0.00103652 84436.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.2053 50.5977 0.010486 0.00103091 84610.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3072 49.6286 0.010598 0.00104481 83742 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.7572 48.6459 0.010545 0.00103327 84106.7 0
: 629 | 57.6948 48.7459 0.0104972 0.00100209 84254 1
: 630 Minimum Test error found - save the configuration
: 630 | 57.0641 47.9331 0.0105139 0.00103597 84407 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.9604 47.0051 0.0105227 0.00103028 84277.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.014 45.6264 0.010492 0.00103493 84592.4 0
: 633 | 55.2798 45.8629 0.0104507 0.000990388 84564.1 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.5598 45.0598 0.0105375 0.00103552 84193.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.079 44.5228 0.0105079 0.00102949 84402.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1567 43.8892 0.0104576 0.00102656 84826.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.5598 42.7574 0.0104612 0.00103433 84864.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.9486 42.5017 0.0105057 0.00105894 84685.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2305 42.272 0.0104436 0.00102248 84915.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.6981 41.4425 0.0105035 0.00103886 84525.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.0026 40.8935 0.0105091 0.00102945 84391.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.5055 40.5379 0.0105299 0.00103162 84226.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.8645 39.644 0.0104775 0.00103302 84705.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.282 39.4017 0.0104741 0.00102649 84677.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.523 38.733 0.0105108 0.00102601 84345.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.061 38.3257 0.0104858 0.00102282 84540.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.5464 38.1815 0.0106006 0.00103843 83663 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.8261 37.0487 0.010568 0.00109281 84431 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2881 36.3232 0.0104703 0.00102767 84721.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.8969 36.0768 0.0105134 0.0010389 84437.1 0
: 651 | 44.3022 36.3286 0.0104652 0.000992819 84456 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.8942 35.0402 0.0104926 0.0010323 84564.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2529 34.6951 0.0105427 0.00103695 84159.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.8715 33.6671 0.0105253 0.00102952 84247.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1729 33.3086 0.010582 0.00102576 83714.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6759 32.7162 0.010555 0.00103212 84008.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1707 32.6295 0.0105739 0.00103025 83825 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.7163 32.0069 0.0106924 0.00105801 83035.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.0529 31.9565 0.0104687 0.00102718 84732.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.8407 30.8641 0.0104575 0.00102364 84800.6 0
: 661 | 39.4896 31.0051 0.0104637 0.000998428 84519.8 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.8343 30.4672 0.0105951 0.00104331 83753.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.6301 29.9089 0.0107218 0.00107556 82934.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.056 29.3893 0.0106762 0.00105488 83148.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.4287 29.2316 0.011381 0.00104685 77413.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.9228 28.8588 0.0106604 0.00112009 83854.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7542 28.2819 0.0104944 0.00102521 84484.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3324 27.7917 0.0105227 0.00104724 84429 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.7065 27.3005 0.0105541 0.00102901 83989 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.273 27.2218 0.0104935 0.00102456 84487 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6818 26.9587 0.0105229 0.00103753 84340.3 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.5412 26.2797 0.0104846 0.00102908 84606.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.9871 26.122 0.0104756 0.00102683 84666.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.4046 25.195 0.0105505 0.00103744 84094.8 0
: 675 | 33.5648 25.7116 0.010504 0.000993068 84114.1 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.7962 24.8613 0.0106042 0.0011065 84231.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.2991 24.4181 0.0105352 0.00102845 84151.1 0
: 678 | 31.9462 24.5073 0.0104492 0.000996089 84628.1 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.5396 23.6071 0.0104732 0.00103002 84717.7 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.0943 23.4521 0.0105037 0.00102893 84434.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.8184 22.9973 0.0104982 0.00102787 84474.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.286 22.5626 0.0108123 0.00105055 81952.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.9088 22.3857 0.0105501 0.00103617 84087.3 0
: 684 | 29.4887 22.4929 0.0105241 0.000997889 83979 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.2067 21.6625 0.0104893 0.00102699 84546 0
: 686 | 29.0304 22.4582 0.0105585 0.00100802 83765.6 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.5689 20.9616 0.0104648 0.0010256 84752.9 0
: 688 | 28.1535 21.1385 0.0104544 0.000997288 84592.5 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.7291 20.4443 0.0105027 0.00103018 84455.2 0
: 690 | 27.6861 20.8631 0.0104342 0.000990188 84710 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.004 19.6593 0.0104717 0.00102551 84690.4 0
: 692 | 26.595 19.7757 0.010441 0.000996828 84708 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.2478 19.4743 0.0105066 0.00102567 84380.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.8016 19.4093 0.0105213 0.00103802 84359.1 0
: 695 | 25.8162 19.5619 0.0105536 0.0010039 83772.2 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.3363 19.1164 0.0105034 0.00103733 84512.4 0
: 697 | 25.0703 19.3257 0.0104777 0.000995519 84369.2 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.853 18.2513 0.0105402 0.00104802 84279.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.3131 17.9623 0.0105111 0.00103188 84395.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.903 17.6662 0.0105654 0.00103082 83905.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7548 17.5843 0.0105096 0.00102993 84391.5 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.4267 17.2691 0.0105198 0.00102956 84296.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.0356 16.679 0.0104955 0.00102999 84517.4 0
: 704 | 22.7824 17.9501 0.0104782 0.00100074 84410.9 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.7342 16.3506 0.0104952 0.00103103 84529.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3293 16.2512 0.010623 0.00103755 83459.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7038 15.702 0.0104997 0.00103023 84482.5 0
: 708 | 21.4253 15.7997 0.0125187 0.000998778 69444.6 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.1758 15.2717 0.0104986 0.00103731 84555.3 0
: 710 | 20.8001 15.3986 0.0104815 0.00100236 84395.9 1
: 711 | 20.5241 15.6917 0.0105227 0.000996719 83980.7 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.3542 14.6255 0.0106348 0.00105033 83468.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.0586 14.3549 0.0105839 0.00105745 83976.7 0
: 714 | 19.7884 14.6843 0.0105284 0.0010016 83973.9 1
: 715 | 19.6348 14.4718 0.0104965 0.000999508 84237.1 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.2104 13.6277 0.0105095 0.00103732 84457.9 0
: 717 | 19.0828 13.7578 0.0107278 0.00100022 82240.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.7076 13.2722 0.0105586 0.00103809 84029.4 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.429 13.0469 0.0104956 0.00103742 84582.7 0
: 720 | 18.1704 13.0621 0.0104833 0.00100155 84372.7 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.9552 12.6559 0.0104764 0.00103429 84727.1 0
: 722 | 17.6498 12.6712 0.0104976 0.000994769 84185.2 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.3935 12.4888 0.0107189 0.00124397 84433.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.1743 12.4778 0.0111223 0.00104356 79375.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0233 11.7569 0.0106234 0.00112413 84216.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.787 11.3706 0.0107453 0.0010405 82433.1 0
: 727 | 16.5615 11.7073 0.0139827 0.00169614 65112 1
: 728 | 16.3991 11.6038 0.0162189 0.00166917 54984 2
: 729 Minimum Test error found - save the configuration
: 729 | 16.0848 11.1263 0.0149055 0.00107317 57835.3 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9579 10.902 0.0105702 0.00105011 84033.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5763 10.7178 0.0105376 0.00104056 84237 0
: 732 | 15.2878 10.7383 0.0105147 0.00100139 84093 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.2412 10.7126 0.0105281 0.00103571 84277.8 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.281 10.513 0.0105374 0.0010295 84140.2 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.2565 10.3347 0.0104929 0.00103616 84595.5 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.9142 9.43602 0.0106916 0.00110143 83418.4 0
: 737 | 14.617 9.86027 0.0105332 0.000996488 83886.2 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.2036 9.37322 0.010668 0.00104231 83110.8 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1697 9.03247 0.0105838 0.00103757 83802.7 0
: 740 | 13.9906 9.34278 0.0105185 0.000998769 84035.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.696 8.61852 0.0105564 0.00103615 84031.1 0
: 742 | 13.6491 9.03934 0.0105095 0.000988518 84025.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.242 8.24152 0.0105377 0.00107248 84520.2 0
: 744 | 13.0802 8.35462 0.010582 0.000993419 83432.7 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0024 8.19453 0.0105776 0.00106089 84062.5 0
: 746 | 13.0527 8.24576 0.0105507 0.000996779 83735.7 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.7633 7.87744 0.0105745 0.00104319 83933.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.5495 7.70736 0.010521 0.00102786 84271.3 0
: 749 | 12.2414 8.11187 0.010455 0.0009954 84570.4 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.2087 7.06753 0.0104971 0.00103117 84513.7 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.1096 6.92969 0.0105036 0.00104476 84577.1 0
: 752 | 11.8073 7.62929 0.0104693 0.000999168 84476.4 1
: 753 | 11.6715 7.27122 0.0104522 0.000996019 84601.2 2
: 754 | 11.5649 7.20567 0.0107739 0.00108794 82594 3
: 755 | 11.5445 7.60971 0.0106233 0.00112945 84265.3 4
: 756 Minimum Test error found - save the configuration
: 756 | 11.4817 6.63875 0.0105634 0.00104918 84084.6 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.1252 6.49557 0.010494 0.00103006 84531.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.9332 6.48244 0.010496 0.00104999 84691.7 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5804 6.24974 0.0105131 0.00104165 84464.7 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.5975 6.13619 0.01052 0.0010319 84316.1 0
: 761 | 10.4534 6.24798 0.0104839 0.000995418 84312.9 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.2299 5.79131 0.010501 0.00103355 84499.8 0
: 763 | 10.1183 6.10303 0.0104617 0.00100017 84553.3 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.0019 5.48369 0.0106368 0.00103983 83359.8 0
: 765 | 9.91626 6.41158 0.0104876 0.000998959 84311.1 1
: 766 | 9.89244 6.22657 0.0104967 0.000997299 84215.6 2
: 767 | 10.2358 6.08622 0.0104655 0.0009982 84501.2 3
: 768 | 9.77282 6.22946 0.0105005 0.000994278 84155.2 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.44509 5.25873 0.0105046 0.00103812 84508.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.17219 5.15846 0.0104982 0.0010373 84559 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.05491 5.07921 0.0104932 0.00103708 84601 0
: 772 | 8.98324 5.26419 0.0104771 0.000994278 84362.8 1
: 773 | 8.84698 5.28465 0.0105597 0.000995329 83643.7 2
: 774 | 8.87554 5.17152 0.01059 0.00101304 83534.1 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.70024 4.86927 0.0105329 0.00105464 84403.4 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.601 4.85112 0.0105342 0.00103607 84227 0
: 777 | 8.42189 5.26861 0.0104905 0.000996939 84268 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.43316 4.46944 0.0105112 0.00103858 84453.8 0
: 779 | 8.33577 5.1841 0.010489 0.000994428 84258.5 1
: 780 | 8.38419 4.48087 0.0104886 0.000994719 84265 2
: 781 | 8.08736 4.69278 0.0104641 0.00101232 84640 3
: 782 Minimum Test error found - save the configuration
: 782 | 8.07539 4.286 0.0105537 0.00103817 84072.9 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.82271 3.92815 0.0107703 0.00104813 82286.5 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.74934 3.64888 0.0107094 0.00104046 82739 0
: 785 | 7.6524 3.92803 0.0105068 0.000994858 84104.4 1
: 786 | 7.47333 3.94174 0.0104805 0.00100275 84408.5 2
: 787 | 7.39329 4.18809 0.0104719 0.000993819 84404.9 3
: 788 | 7.27205 3.76619 0.0104977 0.00100535 84278.3 4
: 789 | 7.17904 4.12409 0.0104757 0.00100462 84467.6 5
: 790 Minimum Test error found - save the configuration
: 790 | 7.31724 3.62823 0.0105188 0.0010385 84385.3 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.34435 3.50923 0.0105349 0.00103339 84197 0
: 792 | 7.03715 3.70552 0.0105058 0.000993238 84099.2 1
: 793 | 6.93061 3.96106 0.0104898 0.000996979 84274.4 2
: 794 Minimum Test error found - save the configuration
: 794 | 6.78335 3.30431 0.010542 0.00103529 84150.9 0
: 795 | 6.76322 4.05358 0.0105398 0.000993738 83804.4 1
: 796 | 6.619 3.47322 0.0104891 0.000993938 84253.2 2
: 797 | 6.81303 4.22164 0.0104656 0.00100642 84573.6 3
: 798 | 6.58475 3.43402 0.010475 0.000993969 84379.1 4
: 799 Minimum Test error found - save the configuration
: 799 | 6.49047 3.20911 0.0105399 0.00104173 84226.4 0
: 800 Minimum Test error found - save the configuration
: 800 | 6.2596 3.09493 0.0105433 0.00103462 84133.5 0
: 801 | 6.24668 3.7981 0.0104574 0.000994498 84541 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.23444 2.98701 0.0104958 0.00102861 84502.1 0
: 803 | 6.09202 3.33514 0.0105584 0.000993728 83641.4 1
: 804 | 6.01343 4.15608 0.010508 0.000992859 84076.8 2
: 805 | 6.04723 3.50946 0.0104748 0.000995469 84394.6 3
: 806 | 5.98586 3.55577 0.0104777 0.000998619 84396.8 4
: 807 | 5.79346 3.29194 0.0104581 0.000992768 84519.3 5
: 808 | 5.65569 3.53857 0.0104936 0.000992529 84201.3 6
: 809 | 5.56849 3.06245 0.0104584 0.00100365 84613.5 7
: 810 | 5.52894 3.53398 0.0104899 0.000998139 84283.2 8
: 811 | 5.49585 3.24633 0.0104616 0.000998029 84535 9
: 812 | 5.58929 3.84688 0.0104813 0.000993878 84322.4 10
: 813 | 5.5494 3.7176 0.0104984 0.000998289 84209.7 11
: 814 Minimum Test error found - save the configuration
: 814 | 5.40722 2.74747 0.0105583 0.00108733 84469 0
: 815 | 5.56295 3.05326 0.0104831 0.00100017 84362 1
: 816 | 5.66956 3.84291 0.0104984 0.00101121 84323.9 2
: 817 | 5.74581 3.5476 0.0104738 0.000996739 84414.6 3
: 818 | 5.43924 3.43486 0.0104847 0.000994238 84295.1 4
: 819 | 5.2977 3.33959 0.010456 0.000994318 84551.6 5
: 820 | 5.16112 3.43256 0.0104681 0.000994539 84445.3 6
: 821 | 5.12359 3.78834 0.0104883 0.000995449 84274.1 7
: 822 | 4.99338 3.24669 0.0105009 0.00100305 84229.3 8
: 823 | 4.87017 3.89506 0.0106123 0.000998919 83217.3 9
: 824 | 4.90087 3.68934 0.0105915 0.00100181 83423.2 10
: 825 | 4.87605 3.58688 0.0105173 0.000996849 84029.9 11
: 826 | 4.70821 3.62004 0.0104653 0.000995268 84476.8 12
: 827 | 4.74991 3.35672 0.010514 0.00100044 84090.1 13
: 828 | 4.53145 3.21091 0.0104816 0.000998459 84359.9 14
: 829 | 4.48224 3.26208 0.0105462 0.000996659 83773.6 15
: 830 | 4.61461 3.52613 0.0104867 0.000996558 84298.3 16
: 831 | 4.65977 3.8096 0.0108006 0.000997539 81606.8 17
: 832 | 4.70834 5.50569 0.010513 0.00100002 84095.4 18
: 833 | 4.71277 3.48872 0.0105005 0.0010069 84267.1 19
: 834 | 4.47615 4.23458 0.010522 0.00100244 84037.6 20
: 835 | 4.47476 3.67849 0.0104797 0.000995188 84348.3 21
:
: Elapsed time for training with 1000 events: 8.92 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: 0.0112 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: 0.839 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.173 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= 3.32036e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09471e+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: 0.0397 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: 0.0369 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: 0.00169 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: 0.102 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: 0.905 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: 0.022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00305 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: 0.038 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0048 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: 0.00237 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000626 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: 0.0968 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.907 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.871 -0.0384 5.80 1.61 | 3.221 3.219
: 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 : -0.186 0.0365 2.16 1.11 | 3.358 3.344
: 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.