Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.293 sec
: Elapsed time for training with 1000 events: 0.297 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00269 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: 0.000825 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00395 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: 0.000228 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000304 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31557.6
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33138.5 31245.8 0.0100883 0.00102081 88227.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32714.5 30747.9 0.00995463 0.00100314 89370.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 32048.9 30050.5 0.0101409 0.00102173 87727.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31268.1 29384 0.0102152 0.00101708 86974.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30522.4 28678.7 0.0102094 0.00102621 87115.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29703 27805.6 0.0102294 0.00103259 86986.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28949.8 27101 0.0101184 0.00100428 87776.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28455.4 26699.6 0.0100239 0.000997852 88632.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28081.8 26373.3 0.0100343 0.000998732 88539.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27754.5 26071.6 0.0100437 0.0010013 88472.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27452.3 25782.1 0.0100095 0.000990863 88704.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27157.5 25510.1 0.0100157 0.000995432 88689.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26878.2 25246.7 0.0100003 0.000992071 88807.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26604.5 24994.2 0.00996178 0.000988392 89152.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26344.9 24741.8 0.0099785 0.000986932 88972.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26083.8 24500.1 0.00998755 0.000988562 88898.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25836.4 24257.4 0.00998087 0.000992963 89008.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25583.5 24028 0.0100728 0.0010051 88225.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25343.5 23799 0.010051 0.000995902 88347.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25107.6 23570.8 0.0100093 0.000998362 88781.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24872.1 23348.5 0.00995603 0.000994622 89271.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24640.9 23130.5 0.0100089 0.000998143 88783.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24414.1 22915.3 0.0100048 0.000995791 88800 0
: 24 Minimum Test error found - save the configuration
: 24 | 24188.1 22706.1 0.0100101 0.000995523 88745.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23968.1 22498.2 0.0100456 0.00101168 88555.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23752.2 22289.8 0.0133159 0.00168327 68772.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23537 22084.3 0.0129971 0.00133213 68581.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23323.2 21883.5 0.0127102 0.00159043 71943.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23113.4 21685.2 0.0140332 0.00168894 64807.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22906.2 21489.2 0.0152245 0.00167187 59029.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22701.2 21295.7 0.0155378 0.00169227 57780.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22499.1 21103.8 0.0153136 0.00158808 58285.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22299.1 20913.9 0.0104351 0.00104399 85187.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22099.6 20728.5 0.0103416 0.00105547 86150.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21905.8 20542.3 0.0102053 0.00101405 87039 0
: 36 Minimum Test error found - save the configuration
: 36 | 21712.3 20358.3 0.010072 0.00100332 88215.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21519 20179.2 0.010165 0.00103605 87632.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21329.9 20001.4 0.0102276 0.00100114 86707.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21143.9 19823.4 0.0100877 0.00101434 88170.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20959.9 19645.5 0.0101315 0.00101796 87782 0
: 41 Minimum Test error found - save the configuration
: 41 | 20771.9 19476.1 0.0100985 0.00100872 88010.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20591.7 19306.4 0.0100852 0.00100632 88116.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20414.1 19135.3 0.0102116 0.00101378 86976.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20234.5 18968.7 0.010099 0.00100914 88010.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20058.5 18803.7 0.0103475 0.00116799 87150.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19885.1 18639 0.0103314 0.00102743 85985.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19712.9 18475.6 0.0102532 0.00110027 87404.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19543.2 18312.8 0.0101575 0.0010092 87447.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19371.6 18155.5 0.0101192 0.00100897 87813.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19206.1 17997.4 0.0101314 0.00100906 87696.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19042.3 17838.9 0.0101017 0.00101258 88017.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18872.6 17690.7 0.0100711 0.00101275 88316.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18715.8 17535.9 0.0102897 0.00103658 86457 0
: 54 Minimum Test error found - save the configuration
: 54 | 18552 17387.4 0.0104855 0.00117919 85963.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18394.1 17239 0.0103928 0.00114385 86495.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18236.2 17092.7 0.010145 0.00102132 87684.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18083 16944 0.0103936 0.00107037 85807.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17926.4 16800.4 0.0102663 0.00105259 86827.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17774.1 16657.5 0.0100857 0.00100529 88102 0
: 60 Minimum Test error found - save the configuration
: 60 | 17623.9 16514.5 0.0101015 0.00100592 87955.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17474.6 16372.1 0.0100729 0.000998182 88156.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17323.9 16229.9 0.0102083 0.00101967 87064 0
: 63 Minimum Test error found - save the configuration
: 63 | 17171.2 16075.1 0.0103673 0.00102634 85644.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17013.6 15941.3 0.0101621 0.0010165 87474 0
: 65 Minimum Test error found - save the configuration
: 65 | 16861.5 15787.6 0.0101589 0.00101789 87518.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16720.4 15660.1 0.0101644 0.00101207 87409.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16561.5 15500.7 0.0104641 0.00104043 84892.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16421.3 15361 0.0103229 0.00103901 86171 0
: 69 Minimum Test error found - save the configuration
: 69 | 16264 15208.3 0.0104824 0.00104228 84744.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16120.2 15064.1 0.0102903 0.00102827 86374.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15969.6 14926.5 0.0102619 0.00103943 86744.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15825.7 14791.8 0.0123305 0.0013934 73145.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15681.9 14656.8 0.0130939 0.00106662 66515.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15542.4 14525 0.0123625 0.00105437 70745.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15403.4 14390 0.0103555 0.00102536 85743.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15263.3 14262.9 0.0103019 0.00103541 86332.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15127.2 14129.5 0.0103053 0.00103203 86269.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14990.4 14001.7 0.0102783 0.00102634 86467.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14854.3 13870.4 0.0102474 0.00102516 86746.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14718.7 13744.3 0.0103023 0.001031 86288 0
: 81 Minimum Test error found - save the configuration
: 81 | 14586.6 13614.9 0.0103239 0.00103108 86087.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14453.9 13489.6 0.0103333 0.00105496 86222.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14321.7 13364.3 0.0102784 0.00104837 86674 0
: 84 Minimum Test error found - save the configuration
: 84 | 14190.5 13243.9 0.0103375 0.00102675 85921.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14062.1 13124.3 0.0102196 0.00102049 86964.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13935.4 13003.8 0.0102128 0.0010133 86961.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13808.8 12885.6 0.0104375 0.00103765 85107.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13686.3 12764.8 0.0103386 0.00103706 86006.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13561.6 12647.4 0.0102917 0.00102724 86351.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13438.5 12532.4 0.0103478 0.00104705 86014.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13317.5 12418.2 0.0103689 0.00103545 85713 0
: 92 Minimum Test error found - save the configuration
: 92 | 13196.4 12306.3 0.0106167 0.0010473 83600 0
: 93 Minimum Test error found - save the configuration
: 93 | 13078.2 12194.3 0.0103921 0.00105027 85636.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12960.8 12082.7 0.0103316 0.00103048 86010.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12842.8 11973.8 0.0103499 0.00102912 85829.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12727.3 11866.2 0.0103892 0.00104961 85657.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12613.5 11757 0.0103727 0.00103583 85682.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12499.2 11650.5 0.0104 0.00106583 85706.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12386.8 11543.8 0.0123892 0.00106368 70637.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12274.4 11439.4 0.0113081 0.0010685 78128.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12162.5 11337.8 0.0103279 0.00103196 86058.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12056.6 11231.3 0.010352 0.00105097 86012.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11944.9 11130.3 0.012096 0.00167191 76745.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11837 11030.1 0.0103676 0.00103659 85735.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11731.8 10928.4 0.0103856 0.00104847 85679 0
: 106 Minimum Test error found - save the configuration
: 106 | 11625.5 10828.3 0.0103862 0.00104092 85604.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11519.6 10730.6 0.0103038 0.00103691 86328.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11415.8 10633.5 0.0103547 0.00104451 85927.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11312 10538 0.0103294 0.0010341 86065.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11211.9 10440.4 0.0105829 0.00107779 84165.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11109.7 10345 0.011284 0.00119384 79284.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11009.9 10249.7 0.0105575 0.0010655 84281.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10909.3 10156.6 0.0116372 0.00116173 76368.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10810.7 10064.6 0.0108242 0.00120874 83199.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10712.7 9973.68 0.0110296 0.00107116 80333.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10615.9 9883.18 0.0110824 0.0010911 80069.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10520.2 9793.26 0.0103772 0.00103764 85657.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10425 9704.28 0.010354 0.00105874 86065 0
: 119 Minimum Test error found - save the configuration
: 119 | 10330.6 9615.49 0.0115798 0.00107836 76180 0
: 120 Minimum Test error found - save the configuration
: 120 | 10236.6 9528.29 0.0103903 0.00103903 85550.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10144.9 9440.91 0.0106258 0.00105214 83562.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10053.4 9352.75 0.0110387 0.0010845 80367.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9960.03 9269.31 0.0110749 0.00108847 80108.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9870.95 9184.3 0.0105196 0.00111179 85035.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9780.88 9101.02 0.0106052 0.00114077 84527.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9692.29 9018.34 0.0105665 0.00104179 83991.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9604.92 8935.57 0.0111543 0.00108249 79429.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9517.08 8854.22 0.0109393 0.00117908 81965.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9430.96 8773.04 0.0118359 0.00108902 74440.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9345.89 8691.76 0.010612 0.00107788 83909.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9259.65 8613.25 0.0104757 0.0010602 84966.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9176.12 8534.5 0.0106025 0.00113768 84524 0
: 133 Minimum Test error found - save the configuration
: 133 | 9092.51 8457.07 0.0107575 0.00108546 82712.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9009.57 8379.83 0.0106244 0.00110711 84057.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8928.32 8302.55 0.0105966 0.00106975 83973.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8846.29 8227.28 0.010602 0.00111613 84336.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8766.84 8151.08 0.0105498 0.00105397 84247.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8686.63 8076.22 0.0104298 0.00105126 85300.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8606.54 8003.39 0.0104706 0.00104962 84917.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8528.78 7930.13 0.0103759 0.00104318 85720.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8451.44 7856.76 0.0104977 0.00109101 85045.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8373.64 7785.43 0.0106024 0.00105749 83813.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8298.72 7712.77 0.0106904 0.0010675 83135.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8222.5 7641.23 0.0106086 0.00105467 83735 0
: 145 Minimum Test error found - save the configuration
: 145 | 8146.17 7573.13 0.0105081 0.00106402 84709.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8072.37 7504.6 0.0104924 0.00107123 84915 0
: 147 Minimum Test error found - save the configuration
: 147 | 7998.97 7435.07 0.0104787 0.00112915 85565.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7926.22 7367.32 0.0106032 0.00109198 84111 0
: 149 Minimum Test error found - save the configuration
: 149 | 7853.66 7298.75 0.0106153 0.00106763 83790.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7781.59 7233.66 0.0109205 0.0010804 81300.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7710.74 7166.78 0.0105701 0.00108444 84338.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7640.51 7099.65 0.010456 0.001072 85251.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7570.04 7034.73 0.0104894 0.00105099 84759.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7501.38 6970.69 0.0104575 0.00106091 85137.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7433.24 6905.09 0.0105493 0.00109126 84584.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7363.99 6842.42 0.0104932 0.001055 84762.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7296.61 6780.39 0.0104541 0.00106886 85240.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7229.67 6720.25 0.0105817 0.00106793 84089.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7164.89 6656.58 0.0105335 0.00107537 84583.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7098.96 6593.35 0.0108487 0.00108679 81951.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7032.93 6536.16 0.0108702 0.00107733 81692.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6969.72 6474.18 0.0107874 0.00111057 82671.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6904.02 6417.65 0.0105267 0.00107602 84650.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6842.39 6356.05 0.0105277 0.00106187 84514.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6779.47 6297.87 0.0105716 0.00108444 84324.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6716.23 6239.51 0.0104313 0.00107801 85531.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6654.73 6183.61 0.010655 0.00108866 83626.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6594.37 6126.82 0.0106127 0.00105654 83715.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6533.17 6069.76 0.0110917 0.00107572 79872.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6473.5 6012.87 0.0107246 0.00114048 83471.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6413.76 5957.28 0.0104181 0.00104575 85357.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6355.87 5901.96 0.010587 0.00106353 84003.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6297.2 5846.4 0.0104711 0.00105431 84954.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6238.82 5792.63 0.0104391 0.0010796 85474.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6180.29 5740.33 0.0105636 0.0010594 84173 0
: 176 Minimum Test error found - save the configuration
: 176 | 6124.66 5686.78 0.0104505 0.00104875 85090.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6067.8 5632.37 0.0104139 0.00106042 85530.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6012.7 5580.04 0.0104548 0.00105016 85064.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5956.46 5528.73 0.0104302 0.00107307 85496.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5901.47 5478.2 0.010767 0.00108199 82602 0
: 181 Minimum Test error found - save the configuration
: 181 | 5847.95 5427.35 0.0105084 0.00106763 84739.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5793.37 5376.84 0.0108639 0.00111076 82025.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5739.89 5326.38 0.0106235 0.00106018 83652.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5687.59 5277.25 0.0106691 0.00107597 83393.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5634.37 5227.39 0.0106314 0.00106563 83632 0
: 186 Minimum Test error found - save the configuration
: 186 | 5583.12 5181.2 0.010517 0.00105609 84558.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5532.62 5130.88 0.0105762 0.00106235 84088 0
: 188 Minimum Test error found - save the configuration
: 188 | 5480.05 5082.82 0.0105247 0.0010532 84464.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5429.1 5036.43 0.0104636 0.00104422 84931.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5379.74 4988.85 0.0105106 0.00107947 84825.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5330.4 4943.52 0.0104982 0.00105156 84685.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5280.83 4897.58 0.0104547 0.00105268 85087.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5231.92 4850.69 0.0105898 0.00105832 83932.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5184.64 4806.08 0.0104656 0.00105014 84966.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5135.77 4762.9 0.0105038 0.00106066 84717.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5088.35 4716.66 0.0104303 0.00104973 85282.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5041.43 4672.87 0.0106618 0.00106074 83324.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4996.49 4627.35 0.0104314 0.00104345 85215.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4948.31 4586.14 0.0104474 0.00105133 85141.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4903.67 4541.04 0.0105257 0.00105831 84500.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4858.15 4498.77 0.0103796 0.00105013 85749.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4813.22 4460.64 0.0105429 0.00106608 84416.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4769.75 4415.37 0.0104554 0.00105062 85063.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4724.73 4375.13 0.0104364 0.00104103 85148 0
: 205 Minimum Test error found - save the configuration
: 205 | 4681.81 4336.45 0.010451 0.0010314 84929 0
: 206 Minimum Test error found - save the configuration
: 206 | 4638.72 4294.03 0.0104723 0.00110686 85420.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4596.45 4256.48 0.0122665 0.00109663 71621 0
: 208 Minimum Test error found - save the configuration
: 208 | 4553.26 4216.18 0.0106841 0.00108535 83344.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4511.29 4175.59 0.0105087 0.00106771 84737 0
: 210 Minimum Test error found - save the configuration
: 210 | 4470.1 4138.51 0.0105731 0.00111028 84541.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4429.58 4098.18 0.0106378 0.00107483 83656 0
: 212 Minimum Test error found - save the configuration
: 212 | 4388.61 4059.97 0.0104894 0.00105627 84807.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4347.95 4022 0.0104599 0.00104184 84943.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4307.96 3986.69 0.0104017 0.00105562 85597.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4269.11 3946.88 0.0106014 0.00108361 84053.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4229.03 3910.22 0.0105339 0.00107991 84620.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4190.74 3875.77 0.010631 0.00108302 83787.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4152.83 3838.79 0.01053 0.00107729 84632 0
: 219 Minimum Test error found - save the configuration
: 219 | 4114.8 3801.69 0.0107994 0.00109272 82417.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4076.72 3764.96 0.0106735 0.00116027 84093.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4038.62 3731.96 0.0108206 0.00107139 82057.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4003.08 3696.6 0.0106694 0.00104667 83136.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3965 3662.52 0.0104261 0.0010625 85437.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3929.35 3627.92 0.0103589 0.00103651 85814.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3893.85 3594.56 0.0104381 0.00105031 85217.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3858.25 3561.07 0.0106887 0.00105262 83021.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3822.35 3527.69 0.0103843 0.00103656 85582.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3787.7 3494.91 0.0104906 0.00104982 84739 0
: 229 Minimum Test error found - save the configuration
: 229 | 3753.29 3462.41 0.0104961 0.00106698 84843.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3719.6 3429.66 0.0105766 0.00106146 84077 0
: 231 Minimum Test error found - save the configuration
: 231 | 3686.03 3398.82 0.0104647 0.00104673 84943.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3651.71 3364.39 0.0104233 0.00104569 85309.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3618.14 3334.76 0.0105933 0.00111307 84386.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3585.91 3302.8 0.0104588 0.00104434 84975.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3552.71 3274.38 0.0104657 0.00104348 84905.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3520.84 3242.26 0.0105103 0.00104914 84556 0
: 237 Minimum Test error found - save the configuration
: 237 | 3488.45 3211.92 0.0104758 0.00104826 84857.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3457.13 3182.97 0.0106393 0.00106516 83558.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3426 3152.57 0.0105037 0.00105219 84642.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3394.72 3122.93 0.0105087 0.00104795 84560.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3363.77 3093.8 0.0106301 0.00113391 84244.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3332.94 3065.86 0.0105672 0.00104379 84003.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3303.23 3036.85 0.0104225 0.00105942 85441.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3272.51 3008.83 0.0106882 0.00108895 83340.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3244.24 2980.54 0.0108119 0.00108555 82251 0
: 246 Minimum Test error found - save the configuration
: 246 | 3213.71 2952.26 0.0109855 0.00124022 82091.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3184.22 2926 0.010833 0.00110969 82276.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3155.95 2897.6 0.0105576 0.00107129 84332.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3126.66 2871.69 0.010608 0.00107471 83916.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3099.09 2844.57 0.0106156 0.00107938 83891 0
: 251 Minimum Test error found - save the configuration
: 251 | 3070.28 2818.32 0.0106725 0.0010923 83505.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3042.33 2792.51 0.010717 0.00108787 83081.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3014.85 2767.22 0.0114829 0.00134054 78877.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2988.14 2740.59 0.0124032 0.00110455 70804.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2960.17 2715.64 0.0121948 0.00121929 72889.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2933.5 2690.89 0.011201 0.00109779 79182.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2907.52 2665.48 0.0116478 0.00115319 76229.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2881.03 2639.99 0.0136414 0.00126229 64624.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2854.51 2615.68 0.0125216 0.00111102 70110.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2828.61 2591.99 0.0109153 0.0010645 81211.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2802.62 2568.01 0.0104735 0.00104791 84875.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2777.97 2544.52 0.0104647 0.00105059 84978.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2753.16 2520.16 0.0104926 0.00107419 84939.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2727.84 2496.68 0.01044 0.00104345 85137.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2702.63 2474.1 0.0112388 0.0013076 80554.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2678.67 2451.58 0.0113142 0.00106212 78033.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2654.34 2428.25 0.0104301 0.00105197 85305.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2630.36 2405.52 0.0104834 0.00104862 84792.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2606.46 2384.02 0.0105305 0.00106122 84483.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2583.29 2361.44 0.0104668 0.00105043 84958.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2559.11 2340.04 0.0104483 0.0010457 85082.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2536.13 2319.29 0.0108882 0.00107532 81525.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2513.65 2296.98 0.010788 0.00106836 82307.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2490.66 2275.44 0.0108503 0.00106591 81762.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2467.7 2255.1 0.0106386 0.00107049 83610.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2446.01 2234.07 0.0107293 0.00111642 83221.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2423.15 2214.1 0.0109848 0.0010904 80854 0
: 278 Minimum Test error found - save the configuration
: 278 | 2402.02 2193.82 0.0110298 0.00110769 80628.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2378.95 2173.95 0.0108371 0.00106991 81906.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2357.43 2154.63 0.0108198 0.0011136 82421.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2336.52 2134.56 0.0107029 0.00106439 83000.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2315.65 2114.63 0.0105387 0.00105028 84313.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2293.62 2095.21 0.0104669 0.00104581 84916.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2273.21 2075.7 0.0106222 0.0010835 83868.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2252.19 2056.76 0.0106965 0.00109022 83278.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2231.54 2037.95 0.010762 0.00107736 82605 0
: 287 Minimum Test error found - save the configuration
: 287 | 2211.11 2019.55 0.0106624 0.00108738 83550.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2190.86 2000.86 0.0105241 0.00107136 84631.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2171.64 1981.47 0.0105834 0.00105327 83944.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2150.94 1963.75 0.010671 0.00106786 83305.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2131.22 1945.73 0.0107918 0.00111302 82655 0
: 292 Minimum Test error found - save the configuration
: 292 | 2110.95 1928.27 0.0106078 0.00105052 83705.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2092.01 1910.92 0.0105395 0.00106724 84457.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2072.67 1893.97 0.0106509 0.00106094 83420.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2053.92 1876.24 0.0105618 0.00106246 84216.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2034.86 1858.58 0.0106889 0.00106537 83129.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2016.06 1841.47 0.0107474 0.00107213 82685 0
: 298 Minimum Test error found - save the configuration
: 298 | 1997.3 1824.75 0.0104875 0.00105195 84785.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1978.46 1808.82 0.0103594 0.00104026 85844.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1960.32 1792.22 0.0104763 0.00105009 84869.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1942.48 1775.34 0.0105993 0.00105848 83850.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.18 1759.33 0.0103679 0.00103944 85759.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1906.01 1743.54 0.0103724 0.00106586 85960.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1888.73 1727.12 0.0106251 0.00108686 83872.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1870.43 1712.1 0.0106833 0.0010629 83156.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1853.5 1696.2 0.0103878 0.00103297 85517.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1836 1680.49 0.0103414 0.00103392 85952.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1818.71 1664.92 0.0103418 0.00104331 86035.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1802.28 1649.26 0.0107175 0.00125152 84513.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1784.5 1634.4 0.0106311 0.00107048 83676.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1767.73 1620.04 0.0107541 0.00106484 82565.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1751.67 1604.7 0.0103951 0.00104042 85518.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.71 1589.96 0.0103449 0.00103885 85965.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1718.37 1575.86 0.0104701 0.00104532 84882.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1702.57 1560.97 0.0103829 0.00103761 85604.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1686.01 1546.72 0.010481 0.00104845 84813.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1670.58 1532.5 0.0103962 0.00103977 85503.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1654.21 1518.48 0.0104741 0.00107718 85134.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1638.55 1505.01 0.0105931 0.00105764 83897.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1623.11 1491.13 0.010382 0.0010356 85594.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1608.05 1477.42 0.010556 0.00105161 84171.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1592.12 1464.02 0.01033 0.00104044 86117.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1577.38 1450.28 0.010416 0.00109367 85815.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1561.99 1437.16 0.0106833 0.00105235 83065.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1546.92 1424.95 0.0106166 0.00105812 83695.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1532.57 1411.03 0.0103974 0.00103916 85486.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.74 1398.6 0.0104586 0.00107558 85260.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1503.34 1385.16 0.0108682 0.00108004 81731.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1489.12 1371.83 0.0105727 0.00105356 84041.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1474.82 1359.03 0.0103888 0.00104731 85639.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1460.33 1346.53 0.0103653 0.00105932 85965.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1446.37 1334.33 0.010824 0.00107344 82046.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.29 1322.56 0.0108731 0.00106569 81571.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.88 1310.13 0.0107203 0.00108091 82992.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1405.16 1297.87 0.0106096 0.00108092 83956.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1391.59 1286.28 0.0105008 0.00104265 84583.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1378.49 1273.87 0.0104718 0.00105019 84911.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1365.23 1261.98 0.0108807 0.00110616 81845.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1352.14 1250.25 0.0106869 0.00113257 83731.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1339.06 1238.68 0.0106739 0.00108587 83437.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.53 1228.13 0.0105783 0.00105294 83986.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1313.4 1216.3 0.0105633 0.0011045 84577.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1300.87 1204.74 0.0107175 0.0011489 83607 0
: 344 Minimum Test error found - save the configuration
: 344 | 1288.44 1193.63 0.0107719 0.00110396 82747.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.74 1183.18 0.0106685 0.00110253 83629.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1263.19 1172 0.0107774 0.00110548 82713.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1251.52 1160.29 0.0107012 0.00107396 83097.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1239.34 1150.5 0.0107692 0.00109106 82660.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1227.11 1139.36 0.0106542 0.00108032 83560.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1215.62 1128.16 0.0107724 0.00110395 82743.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.77 1117.72 0.0108293 0.00108684 82114.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1192.02 1107 0.0106767 0.00107178 83290.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1180.49 1096.68 0.010616 0.0010557 83679.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1168.97 1086.81 0.0105306 0.00106208 84490.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1157.94 1076.49 0.0104196 0.00107209 85584.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1146.45 1066.58 0.0103842 0.00104598 85669.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1135.69 1056.37 0.0104363 0.00104434 85179 0
: 358 Minimum Test error found - save the configuration
: 358 | 1124.72 1046.1 0.0104052 0.00104891 85503.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1113.62 1036.15 0.0103131 0.00103478 86222.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1102.93 1026.62 0.0103299 0.00103357 86055.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1092.5 1016.56 0.0107339 0.00109712 83015.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1081.39 1007.57 0.0110369 0.00108528 80389.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.07 997.682 0.0105446 0.0010652 84394 0
: 364 Minimum Test error found - save the configuration
: 364 | 1060.82 988.018 0.0108982 0.00110621 81699.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.25 978.813 0.010744 0.00108847 82854.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1040.11 968.957 0.0106377 0.00109225 83809.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1029.6 959.936 0.010745 0.00109901 82935.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1019.96 950.508 0.0106829 0.00106244 83156.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1009.77 941.115 0.0105561 0.00107419 84371.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 999.643 932.579 0.0107345 0.00117403 83677.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.118 923.731 0.010816 0.00108276 82193 0
: 372 Minimum Test error found - save the configuration
: 372 | 980.764 914.259 0.0104412 0.00105127 85197.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 970.363 906.101 0.0105062 0.00106757 84758.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.445 897.151 0.0104636 0.00110289 85463.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 952.13 888.288 0.0110989 0.00107288 79792.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 942.429 879.765 0.0107489 0.00115606 83395.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 933.315 871.368 0.0108597 0.00108073 81808.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.015 863.075 0.0104527 0.00104455 85032.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 915.164 854.619 0.0105661 0.00114174 84886.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 905.799 846.374 0.0104434 0.00105924 85249.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.251 837.965 0.0107662 0.00110151 82775.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.318 829.603 0.0103936 0.00104393 85565 0
: 383 Minimum Test error found - save the configuration
: 383 | 879.328 821.697 0.0106743 0.00107765 83362.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 870.585 813.646 0.0103625 0.00103767 85792.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 862.27 805.908 0.0105231 0.00105815 84522.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 853.76 797.684 0.0103851 0.00103838 85591.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.805 790.173 0.0107487 0.00108536 82786.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.881 782.348 0.0104035 0.00105433 85569 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.84 774.46 0.0103483 0.00103466 85895.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.185 766.792 0.0104398 0.00105984 85288.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 812.008 759.323 0.0105614 0.00106857 84273.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.779 752.009 0.0107228 0.00108295 82988.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 796.167 744.527 0.0104588 0.00103828 84920.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.133 736.675 0.0104933 0.0010626 84829.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.093 729.26 0.0105981 0.00105851 83861 0
: 396 Minimum Test error found - save the configuration
: 396 | 772.53 721.795 0.0104235 0.00103594 85218.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.287 714.941 0.0104028 0.0010421 85463.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 756.699 707.862 0.0103818 0.00103707 85610.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 749.235 700.811 0.0105804 0.00106257 84053.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.701 693.779 0.0105931 0.00104273 83766 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.146 686.819 0.010381 0.00104926 85729.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.289 679.899 0.0106542 0.0010685 83457.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.592 673.167 0.0104953 0.00105747 84765.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 712.559 666.407 0.0104175 0.00104341 85342 0
: 405 Minimum Test error found - save the configuration
: 405 | 705.06 659.363 0.0106279 0.0010691 83692.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.282 652.472 0.0104289 0.00104067 85213 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.084 645.637 0.0106822 0.00107025 83229.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 683.881 639.65 0.0105302 0.00106839 84550.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.908 632.951 0.0104731 0.00111835 85518 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.226 626.508 0.0104715 0.00105958 84998.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 663.584 620.08 0.0104769 0.00106311 84981.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.696 613.69 0.0104299 0.00105231 85310 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.48 607.639 0.0108726 0.00108853 81765.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.192 601.488 0.0105945 0.00108275 84106.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.018 594.637 0.0104905 0.00106048 84835.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.248 588.507 0.010405 0.00104455 85465.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 623.841 582.459 0.010377 0.00103974 85678.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 617.306 576.737 0.0106183 0.00106155 83710.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.549 570.844 0.010922 0.00110555 81496.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.973 564.658 0.0104892 0.00104879 84742.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.601 558.737 0.0104153 0.00104402 85367.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.648 552.884 0.0104784 0.00106851 85016.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.371 547.155 0.0104154 0.00104956 85416.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.695 541.285 0.0104213 0.00104881 85356.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.497 535.786 0.0107904 0.00108268 82408.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 568.556 530.116 0.0104961 0.00105693 84753.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 562.771 524.631 0.0106462 0.00109294 83741.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.028 519.008 0.0106649 0.00108775 83531.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.219 513.472 0.010768 0.00107598 82542.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.553 508.232 0.0105131 0.00107005 84718.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.911 502.882 0.0105331 0.00108418 84665.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.39 497.339 0.0107435 0.00107068 82705.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.74 492.09 0.0108591 0.00108122 81817.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.341 486.708 0.0104803 0.00106935 85007.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.932 481.297 0.0105403 0.00106539 84433.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.481 476.607 0.0112567 0.00143932 81488.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.154 471.665 0.0106436 0.00108473 83692.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.971 466.393 0.0106443 0.00108207 83662.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.988 461.234 0.010539 0.00105612 84362.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.549 456.099 0.0103694 0.00104356 85783.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.264 451.244 0.0103528 0.00103813 85886.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.153 446.745 0.0103549 0.00104206 85903.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.545 441.441 0.0104198 0.00104899 85371.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.173 437.043 0.0105384 0.00118315 85513.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.414 432.122 0.0104827 0.00104304 84748.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.686 427.39 0.0106509 0.0011266 83995.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.75 423.046 0.0105648 0.00106774 84237 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.886 418.256 0.0105755 0.00105967 84070.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.97 414.474 0.0103347 0.00103674 86040.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.712 409.761 0.0103312 0.00104103 86112.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.98 404.784 0.0104886 0.00105697 84821.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.257 400.434 0.0104211 0.00105038 85372 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.838 396.321 0.0103877 0.00104497 85627.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.293 391.901 0.0103743 0.00104055 85710.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.884 387.152 0.0103909 0.00104195 85570.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.183 383.149 0.0104133 0.00104748 85417.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.826 379.023 0.0104595 0.00111594 85620.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.62 374.58 0.0105069 0.00105585 84647 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.177 370.637 0.0103742 0.00104376 85740.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.865 367.13 0.0104596 0.0010616 85124.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.195 362.244 0.0104298 0.00104247 85221.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.01 358.94 0.0104018 0.00105199 85563.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.838 353.953 0.0104116 0.00104309 85392.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.564 351.468 0.0105924 0.00106615 83978.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.603 347.036 0.0104453 0.00104992 85148.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.624 342.597 0.0104451 0.00105942 85236 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.62 338.741 0.010774 0.00108302 82551 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.598 335.065 0.0104155 0.00104665 85389.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.745 331.385 0.0104612 0.00105912 85087.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.954 327.465 0.0104302 0.00105433 85325.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.184 324.042 0.0104121 0.00104443 85399.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.421 319.808 0.0104248 0.00104609 85299.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.385 317.278 0.0103941 0.00104314 85552.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.757 312.854 0.0104611 0.00105983 85095.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.921 309.636 0.010462 0.00106069 85094.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.683 306.515 0.0104763 0.00106096 84967.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.022 302.591 0.0107053 0.0011044 83325.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.615 299.094 0.0105958 0.00107194 84000 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.881 295.621 0.0105212 0.00106911 84637.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.331 293.027 0.010522 0.00105555 84509.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.976 289.389 0.0104343 0.00104852 85235.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.535 285.431 0.0105072 0.0011193 85216.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.163 282.003 0.0108418 0.00111678 82262.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.761 279.44 0.0107811 0.00107517 82424 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.488 276.497 0.0104972 0.00105752 84748.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.504 272.732 0.0106179 0.00114982 84494.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.961 269.624 0.0110078 0.00114058 81076.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.877 266.205 0.0110098 0.0012699 82136.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.245 263.46 0.0105841 0.00107515 84131.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.366 261.068 0.0104869 0.00106411 84900.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.355 257.287 0.010548 0.00108746 84562 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.076 254.676 0.0104859 0.00107563 85013.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.118 251.45 0.0105936 0.00108086 84098 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.725 248.805 0.0105396 0.00106963 84477.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.964 245.782 0.0107185 0.00111139 83272 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.9 243.301 0.0118135 0.00122587 75559.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.085 239.832 0.0110795 0.0010755 79968.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.176 238.092 0.0105075 0.00105886 84668.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.451 234.564 0.0104764 0.00105598 84921.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.406 232.262 0.0104235 0.00104455 85297.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.795 228.976 0.0104435 0.00104939 85159.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.721 226.538 0.0103768 0.0010386 85670 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.004 223.814 0.0104081 0.00106632 85636.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.248 221.572 0.0106954 0.00108438 83237.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.599 218.773 0.0104798 0.00105231 84858.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.894 217.102 0.0104051 0.00104121 85434.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.25 214.032 0.0104016 0.00105528 85595.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.589 211.373 0.0104801 0.00105879 84914.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.886 209.028 0.0105273 0.00105394 84447.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.423 206.324 0.0103956 0.00104422 85549 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.034 204.254 0.010443 0.0010458 85131.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.605 202.056 0.0104377 0.00105229 85239 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.83 199.43 0.0105429 0.00108232 84561.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.451 197.095 0.0105259 0.00106471 84556 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.008 194.947 0.0111144 0.00106781 79629.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.61 193.153 0.0104486 0.00105281 85145 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.305 190.757 0.0103691 0.00103877 85741.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.888 188.186 0.0103937 0.00105169 85634.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.192 186.265 0.0103918 0.00104408 85582.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.044 183.675 0.0103846 0.0010495 85698.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.835 181.076 0.0105209 0.00105774 84538.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.555 178.917 0.0104139 0.00104166 85358.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.37 177.272 0.0109391 0.00107258 81082.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.413 175.468 0.0109464 0.00105308 80862.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.095 173.663 0.0117695 0.00123865 75967.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.948 170.919 0.0118346 0.00125495 75616.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.39 168.675 0.0119277 0.00120615 74615.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.095 166.806 0.0122264 0.00128477 73115.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.085 164.63 0.0106013 0.00105918 83839 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.132 163.122 0.0104279 0.0010483 85291.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.952 161.486 0.0104007 0.00104628 85521.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.218 159.821 0.0109961 0.00108944 80753.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.094 158.464 0.0109469 0.00108462 81116.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.922 156.097 0.0107526 0.00106285 82561.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.798 154.469 0.0108657 0.00108038 81755.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.832 152.361 0.0107166 0.00112722 83425.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.749 150.536 0.0109493 0.00108277 81082.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.064 148.694 0.0106815 0.00108238 83341.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.99 146.587 0.0105764 0.00107322 84182 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.109 145.849 0.0108652 0.00109348 81868.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.424 143.231 0.0106727 0.00106525 83268.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.136 141.692 0.0106158 0.00108418 83931.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.292 140.325 0.0104708 0.00106855 85086 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.526 138.69 0.0104664 0.0010598 85046.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.652 136.513 0.0105369 0.00106829 84489.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.069 135.17 0.0106488 0.00106854 83504.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.146 132.836 0.0105325 0.00114162 85188.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.335 131.734 0.0105395 0.00106178 84408.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.723 129.78 0.0104738 0.00106789 85053.3 0
: 550 | 146.876 129.845 0.0104315 0.00107538 85505.2 1
: 551 Minimum Test error found - save the configuration
: 551 | 144.929 126.691 0.0107284 0.00109329 83029.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.265 125.084 0.0107969 0.00115279 82952.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.612 124.663 0.010957 0.00117627 81793.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.965 122.439 0.0109317 0.00115896 81860.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.577 121.328 0.010681 0.00113345 83791 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.675 119.345 0.010683 0.00109056 83399.4 0
: 557 | 135.401 120.084 0.0105732 0.00101291 83679.3 1
: 558 Minimum Test error found - save the configuration
: 558 | 133.833 117.636 0.0105242 0.00107624 84674.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.971 115.353 0.0105831 0.00105767 83985.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.551 114.769 0.0107708 0.00112641 82949.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.901 113.007 0.0105392 0.00106442 84434.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.35 111.717 0.0108957 0.00109965 81666 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.888 110.177 0.0107008 0.00106861 83054.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.554 109.487 0.0105184 0.001064 84616.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.131 107.588 0.0107999 0.00108433 82342 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.861 106.272 0.0106067 0.00105922 83792 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.017 105.573 0.0106425 0.00109883 83825.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.59 104.073 0.0111296 0.00110351 79791.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.257 102.081 0.0108895 0.00111902 81879.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.051 100.629 0.0107864 0.00111317 82702.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.384 99.6423 0.0108295 0.00112681 82451.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.053 98.9858 0.0109504 0.00108709 81109.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.863 97.7999 0.0111613 0.00115993 79989.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.344 96.7576 0.0109182 0.00115564 81945.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.146 95.8002 0.0110676 0.00109371 80209.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.819 93.7486 0.0109317 0.00119019 82122.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.69 93.0659 0.010667 0.00104978 83184.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.087 91.6929 0.0109111 0.00109035 81460.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.994 90.2445 0.0107853 0.00111506 82728.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.879 89.6691 0.0107211 0.00107375 82924.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.694 89.5774 0.0109098 0.00110865 81623.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.601 88.0529 0.0107436 0.00108895 82861.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3896 86.6565 0.0106343 0.00108974 83817.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.0668 84.7411 0.010575 0.00108143 84267.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.0248 83.3376 0.0106774 0.00107491 83312.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5505 83.1203 0.0105669 0.00105755 84127.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.5066 81.7134 0.0106581 0.00109275 83635.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.1806 80.5444 0.0105936 0.0010725 84023.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.444 80.5355 0.0107619 0.00108171 82642.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.2359 78.8566 0.0106786 0.00114829 83942.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.197 77.9661 0.0107094 0.00106729 82969.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.0389 77.5965 0.0108219 0.00110624 82341.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.0185 76.2434 0.0106531 0.00109791 83724.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.9414 75.4506 0.0107499 0.00110644 82957.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0492 73.8283 0.0106133 0.0010854 83963.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.2082 72.9395 0.0105303 0.00107483 84607.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.1615 72.1703 0.010551 0.00108203 84486.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.9453 71.3058 0.0106202 0.00111156 84133.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.1472 69.9531 0.0114233 0.00118045 78103.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.9249 69.5858 0.0108612 0.00109519 81917.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.9543 69.1713 0.0104402 0.00105233 85216 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.3786 67.9277 0.0104067 0.00104405 85445.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.4433 67.5379 0.0103978 0.00104262 85514.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.4744 66.1371 0.0103427 0.00103518 85952.1 0
: 605 | 76.5731 66.931 0.0103103 0.00100727 85993.4 1
: 606 Minimum Test error found - save the configuration
: 606 | 75.7547 63.973 0.0103545 0.00103271 85820.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.432 63.0108 0.0103634 0.00104409 85842.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.5361 62.3417 0.0104146 0.00104248 85359.3 0
: 609 | 72.7155 62.7716 0.0104363 0.00101565 84919.9 1
: 610 Minimum Test error found - save the configuration
: 610 | 72.0191 61.5092 0.0104065 0.00104501 85456.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.9682 60.176 0.0103465 0.00103784 85941.2 0
: 612 | 70.1152 60.5048 0.0107297 0.00101665 82363.5 1
: 613 Minimum Test error found - save the configuration
: 613 | 69.2762 58.6687 0.0105896 0.00107431 84075.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.5662 57.8202 0.0111803 0.00124651 80533.1 0
: 615 | 67.6756 58.8778 0.0105222 0.0010213 84202.6 1
: 616 Minimum Test error found - save the configuration
: 616 | 66.9628 56.4037 0.010551 0.00106381 84324.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.0801 55.6541 0.0106498 0.00106318 83449.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.4221 55.149 0.0106272 0.00108193 83811.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.4604 53.7113 0.0106132 0.00104909 83646.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5059 53.0562 0.0107874 0.00106186 82257.8 0
: 621 | 62.8372 53.1014 0.0104974 0.00100632 84290 1
: 622 Minimum Test error found - save the configuration
: 622 | 62.0292 51.8829 0.0106533 0.00104915 83297.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.2532 51.161 0.0105051 0.00104723 84586 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.6575 50.3523 0.0104737 0.00104215 84821.9 0
: 625 | 60.0364 50.8754 0.0104737 0.00102057 84628.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.3627 48.764 0.0105412 0.00107276 84491.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6634 48.393 0.010614 0.00109493 84042.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.767 47.2434 0.0105967 0.00106205 83904.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2878 46.3887 0.0104549 0.00104156 84986 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.4629 46.1436 0.0105052 0.00104832 84594.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.8678 45.3933 0.0104193 0.00104559 85345.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.042 44.6252 0.0104773 0.00105161 84874.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4538 43.8707 0.0103943 0.00103504 85477 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.6883 43.2752 0.0104776 0.00105466 84899.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.0731 42.7372 0.0104533 0.0010565 85135.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3056 42.3713 0.0105032 0.00106089 84724.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6987 41.827 0.0104484 0.00104591 85083.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.9616 40.9068 0.0105814 0.00107221 84129 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5643 40.3685 0.0107164 0.00122962 84328.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.9847 39.4353 0.0145359 0.00109433 59517.1 0
: 641 | 49.2535 40.3064 0.0105702 0.00101018 83681.6 1
: 642 Minimum Test error found - save the configuration
: 642 | 48.6815 38.79 0.0104736 0.0010538 84927.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.172 37.896 0.0113078 0.00111887 78516.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5612 37.8843 0.0111224 0.00109574 79787.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.0559 37.6558 0.0105668 0.00105686 84122.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.7715 37.6404 0.0123781 0.00181477 75734 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.8785 36.4564 0.014542 0.00125065 60189.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2496 35.1311 0.0118152 0.00126883 75855.8 0
: 649 | 44.7652 35.3496 0.0120594 0.00102285 72486.1 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.2224 35.0479 0.0106865 0.00111916 83618 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.8034 34.2326 0.0113305 0.00173856 83403.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0803 33.6308 0.0116976 0.00118376 76089.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.6716 33.0102 0.0108758 0.00119064 82600.7 0
: 654 | 42.0317 33.2239 0.0114542 0.00172612 82236.2 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.8159 32.7736 0.0154867 0.00176697 58310.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.2462 31.9023 0.0146872 0.00175687 61870.1 0
: 657 | 40.849 32.39 0.0162646 0.00170004 54927.8 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.3061 30.9004 0.013553 0.0015498 66648.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7843 30.6461 0.0111263 0.00108792 79694.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.185 30.4612 0.010685 0.00107681 83262.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6204 29.7322 0.0105513 0.00105859 84275.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.2046 29.4362 0.0105767 0.00108885 84318.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.7224 29.0622 0.0106578 0.00110422 83738.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2584 28.7876 0.0107882 0.00106928 82313.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7811 28.2328 0.0104184 0.0010426 85325.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.4055 27.9346 0.010413 0.00104057 85357.1 0
: 667 | 36.3077 28.1111 0.0103271 0.000998962 85762.2 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.6335 26.983 0.0104978 0.00109747 85103.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0103 26.5325 0.0105656 0.0010659 84213.5 0
: 670 | 34.5383 26.6481 0.010599 0.00105069 83784.8 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.1669 26.2074 0.0105933 0.001068 83987.3 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.7626 25.1364 0.0107058 0.00108497 83153.1 0
: 673 | 33.4458 25.291 0.0106818 0.00102548 82847.5 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.9436 25.1226 0.0107546 0.00109886 82852.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5331 24.686 0.0108102 0.00110321 82414.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1575 24.0279 0.0107955 0.00110104 82521.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.7063 23.7924 0.0107337 0.00112755 83279.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.3826 23.6702 0.0110115 0.00116817 81273.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9489 22.6932 0.0108134 0.00113094 82623.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4999 22.3005 0.0106491 0.00110428 83815.2 0
: 681 | 30.1958 22.4651 0.0106992 0.00103548 82783.8 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.9101 21.5845 0.0108448 0.00107124 81853.3 0
: 683 | 29.6772 21.7669 0.0108115 0.00101414 81654.4 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.3075 21.0904 0.0106729 0.00106541 83268.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.7833 20.9967 0.0108449 0.00106559 81805.3 0
: 686 | 28.3301 21.4196 0.0104329 0.00104168 85186.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.0469 20.4477 0.0106371 0.00108341 83737.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6134 19.8921 0.0106059 0.00110752 84225.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1876 19.5624 0.0107115 0.00107945 83055.7 0
: 690 | 27.1647 20.3302 0.010679 0.00101763 82804.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.6099 18.9973 0.0106913 0.00107794 83217.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.1553 18.9297 0.0105545 0.00108252 84459.9 0
: 693 | 25.8736 18.9375 0.0105876 0.00103013 83703.8 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.5495 18.2763 0.0106556 0.00108612 83599.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1235 17.6242 0.0106971 0.00109306 83298.5 0
: 696 | 24.8294 18.3467 0.010597 0.00104887 83785.9 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.5203 17.4302 0.0105773 0.00107707 84208.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.3145 17.2912 0.0107587 0.00111416 82948.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.8652 16.798 0.0108007 0.00109457 82422.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.4664 16.2588 0.0109244 0.00112873 81668.9 0
: 701 | 23.396 16.3295 0.0110003 0.00106245 80500.6 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.9913 16.1113 0.0107716 0.00110248 82737.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.654 16.0384 0.0106599 0.00107036 83424.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4904 15.3933 0.0106711 0.00107579 83373.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.3139 15.3301 0.0107412 0.00113452 83275.6 0
: 706 | 21.7203 15.5127 0.0106232 0.0010216 83319.4 1
: 707 | 21.5404 15.516 0.010495 0.00101712 84406.8 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.3651 15.2276 0.0106275 0.00108891 83869.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.935 14.4878 0.0108301 0.00109427 82170.9 0
: 710 | 20.6486 15.2396 0.0107202 0.0010618 82829.5 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.384 14.1441 0.0108435 0.00121499 83086.4 0
: 712 | 20.0601 14.7245 0.0110451 0.00139666 82915.3 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.931 13.525 0.0107363 0.00108735 82910.3 0
: 714 | 19.5623 13.8897 0.0106417 0.00103748 83296.5 1
: 715 | 19.2437 13.6182 0.0107089 0.00107508 83040.6 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.9577 12.8926 0.0106012 0.001092 84129.2 0
: 717 | 18.6615 13.4562 0.0111088 0.00132568 81773.6 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.4475 12.5451 0.012671 0.00172833 73108.4 0
: 719 | 18.2887 13.1567 0.0129831 0.00125567 68216.1 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.1148 12.3959 0.0130723 0.00179575 70943.9 0
: 721 | 17.9064 12.4097 0.0117667 0.00109772 74983.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5746 11.8648 0.0106477 0.00108936 83696.6 0
: 723 | 17.4887 12.4224 0.0105342 0.00101384 84030.5 1
: 724 | 17.2611 12.1814 0.0105164 0.00100884 84143.3 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.8511 11.8478 0.0105842 0.00105944 83991.6 0
: 726 | 16.964 12.079 0.0107439 0.00120219 83842.4 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.5746 11.6897 0.0106194 0.00106081 83694.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.1548 11.5251 0.0105411 0.00106592 84431.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9013 10.8364 0.0105549 0.0010717 84359.5 0
: 730 | 15.9459 11.5354 0.0105174 0.00102313 84261.6 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.5111 10.6736 0.0105842 0.00107013 84086.1 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.3317 10.4337 0.0106722 0.00108375 83434 0
: 733 | 15.159 10.5722 0.0106185 0.00104318 83548.2 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.8998 10.2805 0.0107193 0.00115151 83614 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.7329 10.0147 0.0106664 0.00111567 83763.7 0
: 736 | 14.7108 10.3931 0.0105313 0.00101621 84077.4 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.4769 9.51437 0.010528 0.00105131 84417.3 0
: 738 | 14.1374 9.5761 0.0105623 0.00101038 83753 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.8586 9.30673 0.0105786 0.00113273 84693.1 0
: 740 | 13.7782 9.58544 0.0105918 0.00100889 83482.3 1
: 741 | 13.5159 10.4733 0.0105777 0.00106344 84084.2 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.6448 8.76064 0.0107036 0.00110386 83335.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.4981 8.70886 0.0108417 0.00109344 82065.8 0
: 744 | 13.2081 9.19094 0.0109405 0.0014396 84202.6 1
: 745 | 12.8231 8.80202 0.0106741 0.00105653 83181.3 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.7395 8.29591 0.0105371 0.0010556 84374.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.6304 8.18265 0.0122246 0.00117172 72379 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.542 7.77776 0.0106768 0.00107705 83335.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2829 7.70823 0.0105559 0.00109189 84531.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.9759 7.594 0.0105984 0.00109636 84192.6 0
: 751 | 11.8618 7.71328 0.0105106 0.00104451 84511.9 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.7443 7.43205 0.0105563 0.00108792 84491.4 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.5056 7.39272 0.0105488 0.00106091 84318.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.5723 7.12426 0.010564 0.00106831 84248.6 0
: 755 | 11.2212 7.44973 0.010511 0.00103892 84459.1 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.9442 6.56045 0.0106121 0.00106929 83832.5 0
: 757 | 10.803 7.89309 0.0105574 0.00101482 83834.7 1
: 758 | 10.8321 6.67838 0.0105097 0.00104695 84541.8 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.6761 6.30327 0.0105725 0.00107686 84249.4 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.599 6.24835 0.0104782 0.0010648 84985.5 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2932 6.14691 0.0104858 0.00104865 84771 0
: 762 | 10.2539 6.16509 0.0105623 0.00100919 83742.5 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.1046 5.82016 0.0105482 0.00107348 84435.4 0
: 764 | 9.87208 6.3933 0.0105314 0.00101108 84030.6 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.81524 5.4982 0.0105135 0.00105956 84620.5 0
: 766 | 9.63638 6.07282 0.0104409 0.00100199 84755.3 1
: 767 | 9.57825 6.48834 0.0104553 0.00100934 84692.2 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.46983 5.46156 0.0106011 0.00109356 84143.4 0
: 769 | 9.31994 5.81408 0.0104975 0.00101647 84379.2 1
: 770 | 9.33445 5.50974 0.0104555 0.00100914 84688.9 2
: 771 | 9.55691 5.62789 0.0105872 0.00101213 83550.1 3
: 772 Minimum Test error found - save the configuration
: 772 | 9.09095 4.93468 0.0105294 0.00106975 84570.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.95222 4.80723 0.0105391 0.00108298 84601.3 0
: 774 | 8.62537 4.82526 0.0105879 0.00104157 83801.8 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.67333 4.06394 0.010546 0.00107251 84446.4 0
: 776 | 8.4544 4.69385 0.0106257 0.0010428 83481.7 1
: 777 | 8.41416 4.17311 0.010526 0.00104763 84403.1 2
: 778 | 8.29025 4.20046 0.0105573 0.00103891 84047.7 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.16454 4.00304 0.0105606 0.00105155 84130 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.99519 3.85752 0.0107337 0.00106055 82703 0
: 781 | 7.94906 4.23646 0.0104569 0.00101054 84688.9 1
: 782 | 7.82707 3.93754 0.010509 0.0010209 84316.3 2
: 783 | 7.68365 3.99167 0.0108703 0.00102228 81234.4 3
: 784 Minimum Test error found - save the configuration
: 784 | 7.70922 3.47954 0.0106716 0.00107719 83381.9 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.7326 3.18608 0.0105235 0.00104745 84423.5 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.51041 3.07111 0.0105247 0.00105253 84457.8 0
: 787 | 7.38836 3.39323 0.0104545 0.00100722 84680.9 1
: 788 | 7.1708 3.13412 0.0104668 0.00101305 84622.5 2
: 789 | 7.05112 3.32797 0.0103979 0.00100346 85156.4 3
: 790 Minimum Test error found - save the configuration
: 790 | 7.00978 2.71887 0.0105056 0.00105767 84674.3 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.01015 2.66697 0.0104575 0.00105144 85051.7 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.80518 2.58909 0.0104988 0.00109388 85062.2 0
: 793 | 6.77146 2.93372 0.0104841 0.0010103 84443.7 1
: 794 | 6.7682 3.14769 0.0114633 0.00101132 76540.7 2
: 795 | 6.75754 2.76995 0.0105623 0.00107747 84345.2 3
: 796 | 6.74816 3.88069 0.0105465 0.00102961 84061 4
: 797 | 6.94654 2.7471 0.0104281 0.00101118 84953.7 5
: 798 | 6.57681 2.89384 0.0104231 0.00100857 84974.9 6
: 799 Minimum Test error found - save the configuration
: 799 | 6.34627 2.51529 0.0108769 0.00108773 81723 0
: 800 | 6.27099 3.02324 0.0104099 0.00100809 85089.8 1
: 801 | 6.69993 3.1478 0.0107752 0.00103504 82134 2
: 802 | 6.2766 2.58463 0.0106362 0.0010077 83086.3 3
: 803 | 6.12132 3.10397 0.0105684 0.00100302 83635.1 4
: 804 Minimum Test error found - save the configuration
: 804 | 6.02862 2.2961 0.0121099 0.00121871 73454 0
: 805 Minimum Test error found - save the configuration
: 805 | 5.93222 1.88996 0.0104605 0.00105558 85061.8 0
: 806 | 5.7831 2.0161 0.0105072 0.00102378 84357.8 1
: 807 | 5.76154 2.07894 0.0104891 0.00103064 84580.5 2
: 808 | 6.00768 1.89091 0.0109054 0.00102516 80969.4 3
: 809 | 5.83239 2.17198 0.0104126 0.00103094 85272.4 4
: 810 | 5.59567 2.08242 0.0105258 0.00102357 84190.4 5
: 811 | 5.53001 1.9002 0.010495 0.00100819 84327.4 6
: 812 Minimum Test error found - save the configuration
: 812 | 5.43022 1.66592 0.0106131 0.00106776 83810.4 0
: 813 | 5.25078 1.71857 0.0104534 0.00100721 84690.4 1
: 814 | 5.14498 2.34143 0.0105484 0.00102718 84023.3 2
: 815 | 5.31135 1.94292 0.0105198 0.00101015 84125.4 3
: 816 | 5.26208 1.98051 0.0105441 0.00101711 83972.1 4
: 817 | 5.1359 2.02039 0.0109481 0.00101979 80577.7 5
: 818 | 5.07333 1.79897 0.010429 0.00102702 85088.6 6
: 819 Minimum Test error found - save the configuration
: 819 | 5.07488 1.51995 0.0105258 0.00107053 84608.8 0
: 820 | 4.98773 1.52536 0.0104376 0.00101741 84924.2 1
: 821 | 4.89079 1.52836 0.0108383 0.00105128 81741.1 2
: 822 | 4.7859 1.85093 0.0111038 0.00133786 81917.3 3
: 823 | 4.88145 1.70902 0.0111864 0.00124643 80482.8 4
: 824 | 4.62899 1.72298 0.0104558 0.00100888 84683.9 5
: 825 | 4.55698 1.53166 0.0106014 0.00111096 84295.8 6
: 826 | 4.49267 1.71275 0.010464 0.00102386 84744.6 7
: 827 | 4.62319 1.76831 0.0104716 0.00101492 84595.9 8
: 828 Minimum Test error found - save the configuration
: 828 | 4.44528 1.448 0.010574 0.00105592 84050.7 0
: 829 | 4.47483 1.84535 0.0105013 0.00100082 84206.3 1
: 830 | 4.40382 1.49309 0.0103147 0.000998982 85876.4 2
: 831 Minimum Test error found - save the configuration
: 831 | 4.26227 1.39826 0.0104185 0.00105325 85422.4 0
: 832 | 4.45773 2.01112 0.0104081 0.00102444 85254.9 1
: 833 | 4.94285 2.28847 0.0108379 0.00105167 81747.3 2
: 834 | 4.32986 1.80738 0.0105269 0.00104094 84335 3
: 835 | 4.44113 1.83831 0.0111619 0.00125038 80713.9 4
: 836 | 4.21537 2.25426 0.0110665 0.00104268 79809.9 5
: 837 | 4.11712 1.4517 0.0104028 0.0010086 85159 6
: 838 Minimum Test error found - save the configuration
: 838 | 3.88831 1.33124 0.0105612 0.00106258 84222.5 0
: 839 | 3.88792 1.43161 0.0104072 0.00100814 85114.5 1
: 840 | 4.02442 2.22039 0.0105009 0.00100554 84251.9 2
: 841 | 3.98493 1.67627 0.01039 0.00100144 85210.2 3
: 842 | 3.93276 1.70151 0.0104289 0.00101816 85009.4 4
: 843 | 3.87746 1.89977 0.0107316 0.00100553 82253.3 5
: 844 | 3.62093 1.55621 0.0113998 0.00107097 77453.1 6
: 845 | 3.63466 1.61918 0.0127409 0.00132173 70057.6 7
: 846 | 3.69194 1.75303 0.0105256 0.00101224 84092 8
: 847 | 3.82153 1.79602 0.0107755 0.00100404 81870.9 9
: 848 | 3.71478 1.64458 0.0107246 0.00103586 82570.4 10
: 849 | 3.53005 1.50981 0.0105166 0.00102622 84295.5 11
: 850 | 3.59558 1.57919 0.011761 0.00102907 74543.9 12
: 851 | 3.44491 1.8231 0.0107914 0.00101003 81788.1 13
: 852 | 3.47465 2.02564 0.0104193 0.00103885 85284.1 14
: 853 | 3.7554 1.5586 0.0105449 0.00100814 83886 15
: 854 | 3.56064 2.17837 0.0103749 0.00101172 85441.4 16
: 855 | 3.43708 1.94579 0.0109707 0.00102587 80444 17
: 856 | 3.52169 1.88345 0.0103859 0.00101333 85355.6 18
: 857 | 3.27335 1.8341 0.0103627 0.0010074 85513.3 19
: 858 | 3.15286 1.70926 0.0104025 0.00100914 85166.9 20
: 859 | 3.17404 2.07625 0.0104134 0.00103362 85290.2 21
:
: Elapsed time for training with 1000 events: 9.19 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.892 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.177 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= 3.30782e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0841e+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: 0.0439 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: 0.0405 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: 0.0014 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: 0.115 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: 0.914 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: 0.0211 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00266 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: 0.0377 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00475 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: 0.00202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000433 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: 0.0986 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0114 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: 0.932 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.537 0.195 5.32 1.47 | 3.246 3.240
: 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 : 0.0783 0.232 1.83 1.08 | 3.356 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.