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: 0.258 sec
: Elapsed time for training with 1000 events: 0.262 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00267 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: 0.000743 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00387 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: 0.00021 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000301 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 = 31481.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33043.4 31102.3 0.0098471 0.00102361 90667.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32550.7 30587 0.00991296 0.00100062 89763.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31937.1 30022.7 0.0100612 0.00104636 88742.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31303.4 29463.9 0.0101344 0.00100888 87665.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30629.9 28816.7 0.0100643 0.00100957 88351.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29842 27941.4 0.0101956 0.00103207 87303 0
: 7 Minimum Test error found - save the configuration
: 7 | 29090.5 27248.7 0.0100217 0.000991754 88594.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28600.2 26854.5 0.00991632 0.000984454 89567 0
: 9 Minimum Test error found - save the configuration
: 9 | 28236.4 26518.6 0.00990352 0.000987003 89721.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27907 26212.9 0.00991765 0.000984504 89554.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27600 25925.7 0.00987935 0.000979614 89890.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27303.8 25655.7 0.00990939 0.000983334 89625.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 27027.7 25388.4 0.00996609 0.000983944 89065.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26751.4 25134.9 0.00989494 0.000982233 89759.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26492 24880.8 0.00988367 0.000972644 89776.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26229.4 24639.3 0.00988416 0.000973942 89784.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25980.2 24398.2 0.00995119 0.000987154 89245.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25731.2 24163.9 0.00989494 0.000986174 89799.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25486.6 23936.2 0.00992151 0.000978914 89459.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25248.7 23710.7 0.00990954 0.000982974 89620.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 25014.8 23486.9 0.00987713 0.000978314 89899.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24784.5 23265.1 0.0098882 0.000981203 89817 0
: 23 Minimum Test error found - save the configuration
: 23 | 24553.8 23050.5 0.00989209 0.000981304 89778.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24332.4 22834.2 0.00989807 0.000981144 89717 0
: 25 Minimum Test error found - save the configuration
: 25 | 24106.5 22627.1 0.00989301 0.000980843 89764.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23887 22423.4 0.00987984 0.000978584 89875 0
: 27 Minimum Test error found - save the configuration
: 27 | 23677.4 22213.2 0.00989969 0.000983753 89727 0
: 28 Minimum Test error found - save the configuration
: 28 | 23459.7 22012.2 0.00990421 0.000982494 89668.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23246.8 21816.8 0.00990469 0.000985833 89697.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23044.2 21615.5 0.00990436 0.000982503 89667.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22836.2 21420 0.00991074 0.000983324 89611.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22631.2 21229.1 0.00991264 0.000985444 89613.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22429.9 21040.5 0.009908 0.000984984 89655.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22232.2 20852.2 0.00990627 0.000985484 89678.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 22035.9 20665.4 0.00992115 0.000985463 89528.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21840.3 20482.2 0.00992338 0.000984314 89494.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21648.7 20299.5 0.00992595 0.000987064 89496.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21457 20120.8 0.0100338 0.00100387 88593.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21269.5 19942.9 0.00994374 0.000986834 89316.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21082.6 19767.5 0.0100189 0.00100097 88712.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20898.1 19594 0.00998625 0.000988164 88907.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20717.3 19419.9 0.00994562 0.000981764 89247.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20534.8 19250.5 0.00998046 0.000996034 89043 0
: 44 Minimum Test error found - save the configuration
: 44 | 20356.6 19082 0.00993798 0.000986884 89374.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20179.3 18915.9 0.00998263 0.00100749 89135.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20005.3 18749.7 0.00992973 0.000985114 89439.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19831.3 18586.1 0.0100395 0.000995444 88455.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19660.6 18422.9 0.00994159 0.000986193 89331.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19488.4 18264.4 0.00993891 0.000986295 89359.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19321.7 18104.3 0.0100127 0.00105409 89299.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19151.1 17946.2 0.00997912 0.00100252 89120.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18980.2 17786 0.0100841 0.00101417 88204 0
: 53 Minimum Test error found - save the configuration
: 53 | 18820.9 17629.2 0.00999907 0.000994653 88845.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18649 17477.3 0.00999122 0.000997963 88955.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18494.5 17313.1 0.00999226 0.000995214 88918.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18323.7 17168.1 0.0126917 0.0010156 68516.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18164.5 17011.7 0.0101395 0.0010174 87698.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 18003.6 16857.8 0.0100695 0.00101067 88312.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17844.2 16710.5 0.0100554 0.00100836 88427 0
: 60 Minimum Test error found - save the configuration
: 60 | 17688.5 16555.6 0.0100773 0.0010115 88243.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17530.9 16407.5 0.0100909 0.00101 88097.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17373.3 16256.8 0.0100817 0.0010134 88219.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17222.4 16108.8 0.0100966 0.00101426 88082.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17068.6 15966.2 0.0101129 0.00102918 88070.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16913.8 15817.1 0.0101107 0.0010135 87938.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16762.7 15673.4 0.0100993 0.0010138 88052 0
: 67 Minimum Test error found - save the configuration
: 67 | 16612.8 15530.7 0.0101541 0.00103247 87703.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16463.3 15392.2 0.0101351 0.00102512 87816.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16318 15250.9 0.0101861 0.0010182 87260.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16169.9 15112.6 0.0101369 0.00101805 87730.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16025.3 14975.3 0.0101402 0.00101223 87642.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15879.6 14839.5 0.010122 0.00101399 87835 0
: 73 Minimum Test error found - save the configuration
: 73 | 15738.1 14704.2 0.0103279 0.00102789 86021.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15597.1 14567.5 0.0101685 0.00101241 87373.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15454 14436.7 0.0102302 0.00102024 86862.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15318 14303.8 0.010145 0.00101526 87625.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15179.4 14173.5 0.0101303 0.00101479 87762.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15042.9 14045.4 0.0101468 0.00101535 87609.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14907.1 13919.2 0.0102011 0.00102778 87209.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14774.8 13792.5 0.0101343 0.00101388 87715.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14642.6 13667 0.0102678 0.00108233 87093.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14509.8 13544.5 0.0101414 0.00101518 87659.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14379.4 13424.3 0.0101202 0.0010162 87873.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14252.1 13303.2 0.0101813 0.00102778 87398.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14125.3 13181.9 0.0101657 0.00101942 87466.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13997.8 13062.7 0.0101471 0.00101421 87595.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13872.7 12944.5 0.0101934 0.00103421 87344.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13748.6 12827.3 0.0104001 0.00104301 85496.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13625.8 12711 0.0102432 0.00102701 86803.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13502.8 12596.3 0.0131167 0.00116081 66912.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13384 12480.6 0.0104066 0.00104476 85453.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13262.1 12368.3 0.0104976 0.00104651 84646 0
: 93 Minimum Test error found - save the configuration
: 93 | 13143 12257.8 0.0103492 0.00104227 85957.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13026 12146.3 0.0101622 0.0010226 87531.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12909.8 12035.3 0.0102454 0.0010292 86803.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12791.5 11928.8 0.01017 0.00102044 87436.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12680.4 11818.1 0.0102735 0.00103461 86590.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12563.3 11713.1 0.0105393 0.00105144 84318.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12452.1 11606.7 0.0105023 0.00111681 85238.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12339.1 11503.2 0.010435 0.00113932 86061.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12229.5 11398.5 0.0104703 0.0011501 85834.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12120.7 11293.6 0.0105294 0.00108537 84709.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12010.2 11191.6 0.0104919 0.0010584 84804.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11902.2 11090.8 0.0105014 0.0010531 84671.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11794.9 10991.4 0.0113201 0.00109757 78258.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11689.7 10891.4 0.0105701 0.00106914 84202.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11584.6 10792.3 0.0104886 0.00107449 84978.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11480.5 10694 0.0104802 0.00107728 85080.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11376.5 10597.9 0.0106239 0.00106541 83695.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11274.4 10501.8 0.0106257 0.00107483 83762 0
: 111 Minimum Test error found - save the configuration
: 111 | 11173.6 10405.3 0.0184382 0.00900671 84822.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11071.1 10312.7 0.0103149 0.00105961 86437.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10972.5 10219.3 0.0105238 0.00107589 84674.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10874.6 10125.5 0.010353 0.00104857 85980.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10776.6 10032 0.0103218 0.00104356 86223.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10677.4 9942.89 0.0103571 0.00104106 85873.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10581.5 9853.62 0.0105065 0.00111017 85140 0
: 118 Minimum Test error found - save the configuration
: 118 | 10486.5 9763.92 0.0105205 0.0011117 85027.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10391.9 9674.84 0.0104267 0.00106231 85429.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10299 9585.65 0.0105584 0.0010604 84228.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10203.4 9501.43 0.0104635 0.00105492 85029 0
: 122 Minimum Test error found - save the configuration
: 122 | 10113.2 9414.12 0.0105509 0.00104938 84196.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 10021.9 9327.29 0.0104593 0.00106316 85141.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9930 9244.08 0.0104718 0.00107075 85097.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9841.78 9157.94 0.0105727 0.00105507 84054.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9752.23 9073.87 0.0157756 0.00637255 85079.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9662.72 8993.07 0.0105428 0.00110257 84743.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9575.7 8910.33 0.0104965 0.00106267 84801.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9489.17 8829.72 0.0105235 0.00106253 84557.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9402.23 8750.44 0.0133355 0.00106985 65222.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9319.05 8668.76 0.010522 0.00106825 84622.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9233.27 8589.5 0.0104464 0.00105814 85213 0
: 133 Minimum Test error found - save the configuration
: 133 | 9149.49 8511.26 0.0104972 0.00106063 84776.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 9067.37 8432.36 0.0104705 0.00106127 85022.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8985.05 8354.32 0.0105483 0.0010712 84414.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8901.95 8279.57 0.0104761 0.00104959 84867 0
: 137 Minimum Test error found - save the configuration
: 137 | 8822.02 8203.47 0.0103903 0.00103935 85552.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8742.14 8127.57 0.010629 0.0010987 83942.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8661.98 8054.11 0.0104994 0.00103983 84570.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8583.23 7980.77 0.0104289 0.00104493 85251.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8506.44 7905.86 0.01046 0.00117661 86175.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8427.63 7834.04 0.0113397 0.00104041 77675.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8350.61 7763.54 0.0109285 0.00103347 80848.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8276.58 7690.31 0.0102608 0.0010206 86577.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8199.82 7619.56 0.0102585 0.00102264 86619.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8124.88 7550.68 0.0103483 0.00107716 86289.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 8051.31 7480.61 0.0102606 0.00102567 86627.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7978.66 7410.83 0.0102582 0.00105331 86910.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7905.37 7342.65 0.010225 0.00101868 86896.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7832.32 7276.21 0.0102172 0.00102449 87025.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7760.83 7209.77 0.0104045 0.00103146 85351.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7690.73 7142.93 0.010249 0.00102224 86704.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7620.75 7076.73 0.0101709 0.001015 87375.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7550.58 7011.86 0.0102697 0.00107758 87030.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7482.03 6946.94 0.01046 0.00105052 85020.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7413 6883.91 0.0103007 0.00102273 86225.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7346.54 6819 0.0102197 0.00101973 86957.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7278.25 6756.45 0.0103691 0.00104028 85755.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7211.81 6694.87 0.010381 0.00103568 85604.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7146.47 6632.19 0.0102583 0.00102571 86649.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7080.59 6570.88 0.0103643 0.00105 85889.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7015.43 6510.75 0.0102841 0.00103096 86457.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6951.32 6450.88 0.0103303 0.00103384 86054.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6888.47 6390.16 0.0103008 0.00103602 86348.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6824.82 6331.35 0.0102826 0.00102595 86424.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6761.45 6273.54 0.0103566 0.00103485 85820.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6700.87 6214.11 0.0103852 0.00110304 86186.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6638.85 6156.37 0.01035 0.00105562 86073.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6577.88 6099.36 0.0102209 0.00102192 86965.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6517.52 6042.2 0.0101759 0.00102228 87396.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6457.39 5986.73 0.0103749 0.00103736 85675.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6397.67 5931.77 0.010312 0.001037 86253.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6339.99 5876.02 0.0103047 0.00103491 86301.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6280.77 5821.57 0.0105081 0.00106182 84689.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6223.58 5767.53 0.0105627 0.00110423 84580.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6167.05 5712.56 0.0104131 0.00103403 85296.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6110.08 5659.12 0.0103505 0.001041 85934 0
: 178 Minimum Test error found - save the configuration
: 178 | 6052.14 5607.35 0.0104362 0.00104793 85212.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5997.56 5555.76 0.0103351 0.00103209 85993.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5943.17 5502.93 0.0103504 0.00103592 85887.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5886.91 5452.01 0.0103021 0.00103273 86305.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5832.2 5403.03 0.0102859 0.00102997 86431.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5780.54 5351.03 0.0103976 0.00104138 85504.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5726.22 5301.52 0.0103273 0.00104287 86166.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5673.58 5251.75 0.010318 0.00103726 86200 0
: 186 Minimum Test error found - save the configuration
: 186 | 5621 5202.87 0.0103 0.00103497 86346.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5569.54 5154.46 0.0104435 0.00104522 85122.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5518.08 5105.95 0.0103364 0.00104116 86065.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5467.96 5057.04 0.0103191 0.0010323 86143.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5415.57 5011.46 0.0103432 0.00103674 85961.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5366.43 4965.09 0.0103836 0.00103953 85616.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5317.57 4918.27 0.0103567 0.00103478 85819.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5268.33 4872.25 0.0103708 0.00104261 85761.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5219.17 4826.85 0.0102765 0.0010354 86569.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5172.26 4780.7 0.0103552 0.00104823 85957 0
: 196 Minimum Test error found - save the configuration
: 196 | 5123.09 4737.05 0.0104556 0.00114116 85888 0
: 197 Minimum Test error found - save the configuration
: 197 | 5076.52 4692.82 0.0103275 0.00103215 86064.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5028.93 4649.55 0.010424 0.00103715 85225.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4983.8 4605.75 0.0103161 0.0010431 86272.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4937.38 4562.21 0.0104629 0.00104643 84957.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4891.66 4519.7 0.0103206 0.00103483 86153.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4846.06 4478.2 0.0102753 0.001032 86549.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4802.42 4435.46 0.0103512 0.00104508 85965.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4757.31 4394.82 0.0104181 0.00107935 85664.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4712.92 4354.78 0.0103987 0.00104037 85485.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4671.19 4312.79 0.0104396 0.0010443 85149.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4626.79 4273.91 0.0103421 0.00104601 86057.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4585.09 4233.28 0.0103362 0.00103879 86045.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4542.62 4193.63 0.0103985 0.00105391 85611.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4500.6 4154.76 0.0103017 0.00103613 86341.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4458.73 4116.83 0.0104064 0.00104761 85481.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4418.73 4077.98 0.0102652 0.00102823 86608.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4378 4039.15 0.0102094 0.00102373 87092.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4337.1 4001.99 0.0102766 0.00103232 86540.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4297.77 3964.63 0.0102312 0.00101983 86849.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4257.68 3927.91 0.010352 0.00103573 85871.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4218.74 3892.25 0.0102561 0.00102976 86707.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4180.8 3854.9 0.0102403 0.00104589 87009.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4142.11 3818.4 0.0102957 0.00103294 86367.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4103.83 3783.42 0.0102286 0.00102797 86950.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4066.24 3748.08 0.0102389 0.00102597 86834.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4029.01 3713.45 0.0102821 0.00103034 86470.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3992.62 3678.14 0.010317 0.00104701 86300.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3955.27 3645.03 0.0145448 0.0010647 59346.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3919.79 3610.48 0.010364 0.00103587 85762 0
: 226 Minimum Test error found - save the configuration
: 226 | 3883.38 3577.12 0.0103256 0.00103718 86129.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3849.39 3542.46 0.0102174 0.00102429 87021.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3813.05 3509.96 0.0102381 0.00102026 86788.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3777.8 3478.19 0.0103049 0.00105253 86463.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3743.86 3445.69 0.0103042 0.00103884 86342.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3709.99 3413.23 0.0104224 0.00104548 85315.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3675.98 3381.64 0.010486 0.00106951 84957.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3642.28 3350.4 0.0104033 0.00104848 85517 0
: 234 Minimum Test error found - save the configuration
: 234 | 3609.23 3319.14 0.010451 0.00106034 85190.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3576.39 3288.5 0.0103213 0.00103386 86138.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3543.52 3258.9 0.0103805 0.00103854 85635.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3511.55 3228.04 0.0102808 0.00103267 86504.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3480.37 3196.98 0.0103233 0.00103565 86136.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3448.32 3167 0.0103022 0.00102915 86271.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3416.62 3137.43 0.0103401 0.00103713 85993.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3385.46 3108.52 0.0103635 0.00103752 85782 0
: 242 Minimum Test error found - save the configuration
: 242 | 3354.37 3080.21 0.0103164 0.00103495 86193.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3324.31 3051.76 0.0102942 0.00103149 86368.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3294.87 3022.71 0.0103396 0.00106124 86222.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3263.71 2995.36 0.0103225 0.00103174 86106.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3234.53 2968.13 0.0103353 0.00103706 86038.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3205.74 2939.43 0.0103441 0.00103711 85956.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3176.07 2912.17 0.0103677 0.00105463 85901.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3146.86 2885.98 0.0103717 0.00103794 85710 0
: 250 Minimum Test error found - save the configuration
: 250 | 3118.96 2858.49 0.0103294 0.00103552 86078 0
: 251 Minimum Test error found - save the configuration
: 251 | 3090.69 2831.34 0.0103794 0.00103724 85633.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3061.61 2806.26 0.0103024 0.00103262 86301.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3035.37 2779.44 0.0105246 0.00127026 86445.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3006.85 2753.77 0.0105264 0.00104497 84375.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2979.37 2728.87 0.010358 0.00104128 85866.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2953.13 2703.25 0.0103178 0.00103942 86221.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2925.14 2679.1 0.0105867 0.00105528 83932.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2899.88 2653.8 0.0104593 0.00106564 85164.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2872.96 2629 0.010414 0.00107741 85684 0
: 260 Minimum Test error found - save the configuration
: 260 | 2846.95 2604.73 0.0104063 0.00104898 85495 0
: 261 Minimum Test error found - save the configuration
: 261 | 2821.55 2580.49 0.0103135 0.00103473 86218.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2795.38 2556.62 0.0103864 0.00105137 85698.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2770.6 2532.62 0.0103667 0.00103958 85771.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2745.25 2509.71 0.0103922 0.00104364 85574.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2720.66 2486.12 0.0103688 0.00104135 85768.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2695.8 2463.85 0.0103986 0.00103721 85457.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2671.83 2440.42 0.0103886 0.00103977 85572.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2647.23 2418.15 0.010313 0.00105624 86423.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2622.61 2396.66 0.0102967 0.00103122 86341.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2600.15 2373.7 0.010342 0.0010464 86062.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2575.73 2352.13 0.0103556 0.00103975 85874.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2552.52 2330.41 0.0103669 0.00104121 85784.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2529.2 2309.49 0.0104046 0.00109282 85912.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2506.52 2288.3 0.0103399 0.00103376 85964.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2483.56 2267.5 0.0103453 0.00104275 85998.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2461.53 2246.4 0.0103488 0.00103475 85892.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2439.42 2225.23 0.0103258 0.00103524 86109.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2416.45 2205.28 0.0103089 0.00104042 86314 0
: 279 Minimum Test error found - save the configuration
: 279 | 2394.61 2185.19 0.01034 0.00104063 86027.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2373.47 2164.53 0.0103772 0.00104283 85704.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2351.19 2144.91 0.010321 0.00103352 86137.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2329.84 2125.09 0.0103569 0.00104002 85865.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2309 2105 0.0104279 0.00104431 85255.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2287.54 2085.9 0.0103663 0.00104794 85852 0
: 285 Minimum Test error found - save the configuration
: 285 | 2266.19 2067.5 0.0103221 0.00103215 86115 0
: 286 Minimum Test error found - save the configuration
: 286 | 2246.2 2048 0.0102839 0.00103239 86472.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2225.28 2029.13 0.01035 0.00103817 85912.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2205.04 2010.39 0.0103172 0.00103796 86213.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2184.72 1992 0.0104162 0.00104725 85388.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2164.27 1974.65 0.0103693 0.00104294 85778.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2144.81 1956.08 0.0104907 0.0010548 84782.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2124.64 1938.89 0.0103292 0.00103888 86110.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2105.85 1920.36 0.0105084 0.00106967 84757.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2086.45 1901.99 0.0104293 0.00104175 85219.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2066.5 1885.01 0.0103337 0.00103338 86018.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2047.17 1868.37 0.0103801 0.00104223 85672.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2029.02 1851.36 0.0103384 0.00103729 86010.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2009.78 1834.33 0.0103302 0.00103466 86063 0
: 299 Minimum Test error found - save the configuration
: 299 | 1990.91 1817.81 0.0104402 0.00104064 85110.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1973.18 1800.54 0.0103371 0.00103654 86016.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1954.19 1784.22 0.0103707 0.00103813 85721.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1936.42 1767.74 0.0103785 0.00104638 85725.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1918.3 1751.73 0.010341 0.00103772 85991.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1900.4 1735.81 0.0103425 0.0010435 86031.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1882.76 1719.68 0.0103379 0.00103484 85993.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1864.89 1704.12 0.0103296 0.00103585 86079.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1847.69 1688.81 0.0103671 0.0010394 85766.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1830.43 1673.43 0.0103918 0.00107696 85884.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1813.17 1658.33 0.0102752 0.00102593 86493.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1796.38 1642.3 0.0102682 0.00102983 86595.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1778.95 1627.72 0.0103619 0.00103623 85784.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1762.65 1612.5 0.0102663 0.0010284 86599.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1745.28 1598.41 0.0102554 0.00102156 86637.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1729.45 1584.03 0.0102359 0.00102373 86841.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1713.06 1569.45 0.0103906 0.00103096 85473.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1697.14 1554.63 0.0102915 0.0010239 86322.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1680.75 1540.12 0.0102145 0.00102244 87031.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1664.4 1526.56 0.0146184 0.00108026 59092.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1649.13 1512.15 0.0103968 0.00102633 85374.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1633.27 1498.24 0.0103243 0.00103336 86105.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1617.88 1484.34 0.0104282 0.00103625 85179.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1602.01 1471.13 0.0103615 0.0010566 85975.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1587.2 1457.61 0.010416 0.00106522 85554.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1571.85 1444.07 0.0104107 0.00105022 85465.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1556.87 1430.82 0.0104292 0.00103523 85161.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1541.8 1418.18 0.0102898 0.00102709 86368.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1527.5 1404.77 0.0103584 0.00108271 86246.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1512.96 1391.43 0.0103649 0.0010426 85816.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1497.82 1379.06 0.0102971 0.00103894 86410.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1484.15 1366.15 0.0103358 0.00103076 85974.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1469.44 1353.71 0.0104443 0.00103828 85052 0
: 332 Minimum Test error found - save the configuration
: 332 | 1455.27 1341.36 0.0103078 0.00103196 86245.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1441.74 1328.47 0.0105098 0.00106354 84689.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1427.68 1316.22 0.0103371 0.00108242 86442.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1414.15 1304.09 0.0104327 0.00107032 85448.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1400.53 1291.83 0.0103979 0.00105277 85606.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1386.74 1280.16 0.0103045 0.00105024 86446.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1373.68 1268.52 0.0104417 0.0010923 85567.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1360.29 1256.86 0.0105257 0.00104972 84423.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1347.54 1244.47 0.0103298 0.00103548 86074.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1334.17 1232.76 0.010418 0.00104512 85353.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1321.09 1222.29 0.0103143 0.00103059 86172.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1308.91 1210.27 0.0104736 0.00103553 84763 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.99 1198.76 0.0110817 0.00105212 79764.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1283.58 1187.4 0.0103169 0.0010326 86167.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.72 1176.83 0.0102383 0.00102056 86789 0
: 347 Minimum Test error found - save the configuration
: 347 | 1258.62 1165.85 0.0102892 0.00102829 86384.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1246.69 1155.28 0.010334 0.00104911 86161.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1234.91 1144.18 0.0103103 0.00103167 86219.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.41 1133.6 0.0104531 0.0010347 84939.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1210.8 1122.81 0.010383 0.00103823 85609.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1199.29 1112.18 0.0104126 0.00104769 85425.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1187.34 1101.83 0.0103019 0.00102741 86258.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1176.35 1091.01 0.0102915 0.0010286 86365.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1164.19 1081.52 0.0102823 0.00106325 86777.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.54 1070.8 0.0102671 0.00103157 86622.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1142.37 1060.32 0.0102325 0.00102047 86842.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1130.72 1050.94 0.0104382 0.00104417 85160.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1120.15 1040.77 0.0103733 0.00103359 85655.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1109.32 1031.02 0.0107415 0.00103962 82458.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1098.26 1021.73 0.0102885 0.00102676 86377.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1087.66 1011.95 0.0103074 0.00103778 86303.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1077.12 1001.93 0.0103278 0.00106036 86323.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1066.47 992.73 0.0105211 0.0010392 84371.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1055.98 982.977 0.0104918 0.00102818 84534.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1045.74 973.754 0.0104955 0.00103723 84581.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.83 964.791 0.0107886 0.00104948 82143 0
: 368 Minimum Test error found - save the configuration
: 368 | 1025.68 955.552 0.0103942 0.00106598 85761.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.41 946.115 0.0106957 0.00106855 83098.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.54 936.718 0.010366 0.00104312 85810 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.321 928.315 0.0104161 0.00104594 85377.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.883 919.361 0.010373 0.00103067 85631.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.76 910.158 0.0103669 0.00108747 86212.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.543 901.918 0.010476 0.0010754 85101.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 957.625 892.445 0.0104827 0.00103435 84671.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 947.344 884.421 0.010486 0.00105764 84850.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.717 876.009 0.0104496 0.00106457 85242.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.198 867.142 0.0103786 0.00105613 85814.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.026 858.824 0.0104078 0.00104042 85402.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 910.83 851.119 0.0103291 0.00103985 86121 0
: 381 Minimum Test error found - save the configuration
: 381 | 902.429 842.088 0.0103364 0.00103203 85981 0
: 382 Minimum Test error found - save the configuration
: 382 | 893.133 834.224 0.0105187 0.00105212 84508.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.497 825.934 0.0104133 0.00104513 85395.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.594 818.14 0.0103679 0.00104178 85780.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 866.897 810.058 0.0104769 0.00105344 84894.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.239 801.921 0.0103681 0.00104315 85791.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.68 794.26 0.0104782 0.00105021 84853.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 841.854 786.564 0.0104074 0.00107442 85717.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 833.354 778.252 0.0103944 0.00104447 85562.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.511 770.927 0.0103746 0.0010361 85666.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.518 763.066 0.0103943 0.00103766 85501.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.62 755.392 0.0103656 0.00103971 85782.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 799.834 748.874 0.0103839 0.0010428 85642.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 792.377 740.654 0.0103349 0.001039 86059.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.388 733.574 0.0103718 0.00104134 85740.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.626 726.008 0.0103886 0.00104919 85658 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.57 718.962 0.0103515 0.00104198 85933.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 761.189 711.536 0.0104115 0.00104889 85446.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.499 704.397 0.0103599 0.00103899 85828.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 745.856 697.088 0.0103725 0.00104578 85775.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 738.054 690.408 0.0103743 0.00105161 85811.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.752 683.561 0.0103425 0.00103231 85927.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.78 676.212 0.0103618 0.00103559 85779.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.126 669.772 0.0103181 0.00105893 86401 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.149 662.602 0.0103893 0.00104372 85602.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.826 656.441 0.0103257 0.0010349 86106.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.775 649.776 0.0103915 0.00104188 85564.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.666 643.005 0.0103862 0.00103738 85572.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.802 636.915 0.0103738 0.00103375 85652.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 674.21 629.827 0.0103461 0.00103491 85918.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.176 622.983 0.0161329 0.00106509 53093.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 659.988 617.162 0.0104624 0.00103822 84887.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.405 610.869 0.010311 0.00103475 86241.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 646.99 604.709 0.0103875 0.00104363 85617.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.319 598.369 0.0103386 0.00103049 85946.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.999 591.642 0.0104201 0.00103753 85264.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.172 585.669 0.0104349 0.00104426 85190.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.799 579.835 0.0103859 0.00104821 85674.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.526 574.019 0.0105101 0.00105684 84627 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.243 568.095 0.010458 0.00105949 85119.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.024 561.814 0.0106233 0.00109921 83997.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 595.978 555.796 0.010433 0.00108851 85611.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.465 550.86 0.01046 0.00104662 84985.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.912 544.555 0.0104682 0.00105409 84979.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.503 538.449 0.0104342 0.00103501 85114.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.639 533.243 0.0105529 0.00108205 84469.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.588 528.172 0.010646 0.00103769 83260.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.062 522.721 0.0104134 0.00103475 85300.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.145 516.549 0.0105676 0.00104739 84032.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.57 510.822 0.0105341 0.00104721 84326.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.982 505.599 0.0104952 0.00105017 84701 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.99 499.996 0.0104435 0.00105787 85236.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.517 495.326 0.0105027 0.00106461 84763.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.011 489.776 0.0104108 0.00104567 85422.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.864 484.608 0.0104292 0.00104728 85270.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.129 479.178 0.0104854 0.00105639 84844.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.955 474.602 0.0105372 0.00109618 84736.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.602 469.077 0.0104166 0.00105007 85410.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.223 463.789 0.0103994 0.00105242 85589.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.015 458.915 0.0103896 0.00104699 85628.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 488.926 453.73 0.0104612 0.0010482 84989.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.743 449.424 0.0103978 0.00104791 85562.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.917 444.27 0.0103416 0.00103997 86006.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.017 439.597 0.0103229 0.00103904 86170.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.817 434.856 0.0103871 0.00104108 85598 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.991 430.004 0.0103504 0.00104415 85963.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.026 426.475 0.0103781 0.00106853 85932.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.337 420.754 0.0103935 0.0010436 85562.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.497 416.147 0.0104158 0.00104932 85411.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.945 411.615 0.0104598 0.0010494 85012.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.086 407.127 0.0103722 0.00103747 85701.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.64 402.42 0.0104129 0.00105648 85502.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.929 398.137 0.0103552 0.00104136 85893.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.567 394.554 0.0103522 0.00104662 85970.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 421.671 389.571 0.0104173 0.00104321 85341.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.539 386.249 0.0103774 0.00104077 85684 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.429 380.714 0.0104195 0.0010441 85329.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.753 376.792 0.010372 0.00104523 85774.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.604 373.254 0.0103648 0.00104692 85856.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.466 368.672 0.010359 0.00104489 85891.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.176 364.289 0.0103616 0.00103802 85804.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.738 360.405 0.0103831 0.00106475 85852.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.646 356.455 0.0103845 0.00105089 85711.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.598 352.353 0.0104401 0.00104492 85150.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.372 349.136 0.0105102 0.0010399 84474.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.593 344.182 0.0103772 0.00103548 85637.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.426 340.532 0.0102977 0.00103487 86366.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.34 336.88 0.0103058 0.00103044 86250.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.664 332.93 0.010286 0.00102885 86419.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.776 330.189 0.0102541 0.00102527 86685.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.946 325.783 0.0102603 0.00102772 86650 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.976 321.899 0.0102591 0.00102852 86668.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.127 318.257 0.0102652 0.00102605 86587.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.335 314.726 0.0102614 0.00103154 86675.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.64 310.892 0.010298 0.00102822 86302 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.121 307.46 0.0102426 0.00102717 86810.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.249 303.974 0.0102568 0.00102966 86700.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.749 300.957 0.0102829 0.00103651 86520.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.308 297.101 0.010326 0.00103362 86092.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.937 294.042 0.0102776 0.00102599 86471 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.341 290.26 0.0103022 0.00104771 86444.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.658 286.742 0.0103862 0.00104967 85685.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.395 284.156 0.0105019 0.0010877 84978.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.959 280.517 0.0104437 0.00103935 85067.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.702 277.238 0.0104016 0.00104388 85491.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.182 274.775 0.0107098 0.00110444 83287 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.311 271.145 0.01055 0.00104108 84131.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.012 268.091 0.0103957 0.0010389 85499.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.593 264.714 0.0106807 0.00105165 83081.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.343 261.799 0.0103645 0.00103736 85770.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.219 259.034 0.0105 0.0010596 84741.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.371 256.712 0.0104718 0.00104634 84877 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.38 252.847 0.010445 0.00104866 85139.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.863 249.968 0.0124256 0.00179402 75247.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.993 247.059 0.0144212 0.00150051 61916 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.995 244.06 0.0130978 0.00108173 66577.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.065 241.499 0.0105503 0.00105945 84291.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.202 238.393 0.0105708 0.00107156 84216.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.066 235.69 0.0103647 0.00103189 85719 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.319 232.92 0.0105393 0.0010599 84393.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.456 230.045 0.0103498 0.001037 85903.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.608 227.542 0.0105228 0.0010704 84634.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.87 225.029 0.0105873 0.00102913 83697.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.05 222.565 0.0148997 0.00104073 57724.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.694 220.012 0.010367 0.00104232 85793.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.683 217.278 0.0104311 0.00111164 85841.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.027 215.264 0.0104167 0.00111151 85973.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.723 212.988 0.010433 0.00110127 85728.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.039 209.681 0.0104128 0.00104837 85430 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.22 208.172 0.0104002 0.00106572 85704 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.731 205.463 0.0103882 0.00105044 85673.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.977 203.643 0.0104987 0.00105675 84728.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.524 200.994 0.010482 0.00109042 85182.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.157 198.659 0.010442 0.00106162 85284 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.657 196.557 0.0103655 0.00102795 85675.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.228 194.517 0.0103895 0.00102845 85460.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.975 192.007 0.0103605 0.00103264 85764.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.694 190.22 0.0104102 0.00102945 85281.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.121 187.429 0.0104688 0.00103166 84771.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.809 186.523 0.0104237 0.00103153 85177.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.529 183.141 0.0104383 0.00103033 85034.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.15 181.147 0.0105076 0.00103225 84429.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.886 179.469 0.0102712 0.00102784 86548.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.672 176.454 0.0102576 0.00102449 86644.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.297 174.783 0.0102267 0.00101909 86885.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.342 173.488 0.0102318 0.00102004 86845.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.35 171.133 0.0103072 0.00102667 86201.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.496 169.237 0.0104405 0.00106111 85293.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.809 167.875 0.0104622 0.00104443 84945.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.636 164.903 0.0104213 0.00103718 85250.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.665 162.852 0.0104119 0.00106182 85561 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.695 162.012 0.0104498 0.001049 85099 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.571 158.715 0.0104626 0.00104563 84952.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.331 158.021 0.0108805 0.00123343 82926.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.108 155.69 0.014256 0.0010359 60514 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.318 153.958 0.010475 0.00105016 84881.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.106 152.059 0.0104583 0.00103078 84857.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.276 150.622 0.0104998 0.00103879 84558 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.143 150.027 0.0104141 0.00103827 85325.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.499 148.19 0.0103835 0.00103666 85590.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.463 145.816 0.0103785 0.00104586 85721 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.65 143.923 0.0107406 0.0013556 85242 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.465 142.742 0.0142579 0.00110873 60840.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.67 140.538 0.0121944 0.00157119 75306.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.102 138.676 0.0155807 0.00174938 57839.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.45 137.438 0.0142377 0.00107729 60788.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.22 135.135 0.0118299 0.00106907 74343.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.611 134.174 0.0104051 0.0010392 85416.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.832 132.037 0.0103758 0.00103062 85606 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.261 130.914 0.0103718 0.00105634 85878.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.386 129.192 0.0104513 0.00103494 84958.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.591 127.94 0.0104804 0.00103387 84686.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.947 126.833 0.0103313 0.00104346 86134.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.279 124.63 0.0104301 0.00106519 85425.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.655 124.058 0.0105825 0.00107006 84100.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.958 121.605 0.0103388 0.00103798 86014.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.382 120.64 0.0108287 0.00107026 81980.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.725 118.775 0.0104137 0.00107578 85671.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.321 118.023 0.0103772 0.00106671 85925 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.472 116.645 0.0103541 0.00107027 86171.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.147 114.867 0.0106821 0.00108498 83358 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.65 113.115 0.0103665 0.00103174 85700.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.115 112.075 0.010268 0.00102108 86515.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.476 110.673 0.0102988 0.00102698 86283.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.975 110.66 0.0102904 0.00104459 86526.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.819 107.966 0.0103917 0.00105791 85709.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.152 106.677 0.0106961 0.001333 85441.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.653 105.098 0.0103685 0.00102564 85626.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.28 104.697 0.0103251 0.00102807 86048.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.913 103.118 0.0104776 0.00104794 84838.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.504 101.863 0.010401 0.00104183 85477.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.045 100.456 0.0103078 0.00105196 86432.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.171 100.295 0.0103196 0.00105285 86330.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.912 98.9497 0.0103102 0.00105236 86413.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.745 96.773 0.0103041 0.00103643 86321.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.072 95.4173 0.0103187 0.00104948 86307.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.708 94.8879 0.0102932 0.00104008 86457.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.505 93.2977 0.0102976 0.00106062 86608.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.157 91.3636 0.0105057 0.0010585 84680.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.952 90.4931 0.0103918 0.00104573 85597.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.595 89.9175 0.0103008 0.00102574 86252.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.331 88.5117 0.0105008 0.00104553 84609.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.1945 87.1769 0.0103718 0.0010383 85712.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.967 86.3814 0.0104844 0.00103747 84683.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.8051 85.7093 0.0103274 0.00103124 86057.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.6788 84.1224 0.0103385 0.00103008 85943.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.3273 83.5497 0.0103307 0.00103387 86051.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.5365 82.06 0.0103203 0.00102887 86101.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.5448 81.7 0.0102787 0.00102694 86469.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1877 79.6599 0.0103683 0.00104063 85766.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.0026 78.836 0.0108007 0.00134863 84637.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.0434 77.5991 0.0103382 0.00103027 85948.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.9086 76.8482 0.0132992 0.00178514 69480.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.8019 76.7298 0.0178776 0.00598824 67286.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.9312 74.7412 0.0129689 0.00111791 67504.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.8755 74.1058 0.0104197 0.00106438 85512.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.8127 72.9121 0.0103075 0.00102965 86227.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.8452 72.4251 0.0103132 0.00103918 86262.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9278 71.2358 0.0102879 0.00103197 86430.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7714 70.2561 0.0102935 0.00103632 86419.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.9578 69.4813 0.0102572 0.00103075 86707 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.028 68.2358 0.0102467 0.00102815 86781.9 0
: 603 | 78.3249 68.3237 0.0155421 0.0010134 55063.5 1
: 604 Minimum Test error found - save the configuration
: 604 | 77.238 66.8166 0.0129369 0.00104856 67292.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4107 66.2837 0.0102521 0.00102487 86700.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.2661 64.5726 0.0102618 0.00102885 86646.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.4368 63.9101 0.0102673 0.00102403 86549 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.4105 62.7859 0.0102847 0.00102905 86434 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.7249 62.1159 0.0102567 0.00102911 86696.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.8147 61.7027 0.0102351 0.00102103 86824 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8799 60.311 0.0102442 0.00102691 86793.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.1428 60.0811 0.0102374 0.00102436 86833.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1685 58.7325 0.0102471 0.00102585 86755.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.3737 58.2461 0.010276 0.00103493 86570.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.7073 57.1253 0.0103219 0.00103735 86164.8 0
: 616 | 66.6333 57.3495 0.0102599 0.00103379 86710 1
: 617 Minimum Test error found - save the configuration
: 617 | 66.0567 55.577 0.0102702 0.00102814 86560.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.2409 55.0089 0.0103533 0.00106598 86139.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3307 54.2124 0.0103095 0.00102672 86181.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5563 53.4256 0.0102657 0.00102261 86551.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7416 52.579 0.0103065 0.00103104 86249.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.1965 52.458 0.0103938 0.00103997 85526.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4648 51.1691 0.0103636 0.00103539 85761.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5437 50.4637 0.0103827 0.00104089 85636.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.8117 49.8588 0.0103098 0.00102924 86201.5 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.2753 49.2897 0.010305 0.00103079 86261.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.611 48.4963 0.0103063 0.00103592 86296.1 0
: 628 | 57.7746 48.7709 0.0103027 0.000996094 85960.5 1
: 629 Minimum Test error found - save the configuration
: 629 | 57.3059 46.9251 0.0103781 0.00102825 85562.5 0
: 630 | 56.5761 47.3778 0.010264 0.000996824 86325.8 1
: 631 Minimum Test error found - save the configuration
: 631 | 55.8289 45.8995 0.0103434 0.00102912 85889.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.0794 45.2943 0.0103064 0.0010386 86320.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.3598 44.3908 0.0104016 0.0010454 85504.7 0
: 634 | 53.7476 44.664 0.0102954 0.000999273 86057.4 1
: 635 Minimum Test error found - save the configuration
: 635 | 53.2472 43.2332 0.0103841 0.00104572 85668.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3529 43.0435 0.0104078 0.00104605 85454.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.7566 42.4042 0.0104458 0.00106322 85264.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.1815 41.3602 0.0104573 0.00104752 85018.1 0
: 639 | 50.7075 41.9491 0.0104854 0.00100552 84388.9 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.1059 40.5469 0.0104808 0.00104915 84820.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.3387 39.5551 0.0105132 0.00105706 84601 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.8804 38.9731 0.010448 0.00104669 85094.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.0155 38.1703 0.0104703 0.00105378 84956.8 0
: 644 | 47.5868 38.2421 0.0103657 0.00100293 85444.5 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.9916 37.202 0.010392 0.00104201 85561.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.2187 36.8605 0.010459 0.00105374 85059 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7613 36.2518 0.0104912 0.0010457 84696.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2739 35.6278 0.0104341 0.00104764 85228.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5616 35.0599 0.0104601 0.00105434 85054 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.0899 34.4952 0.0104532 0.00104863 85065.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5075 34.325 0.0104609 0.00104322 84946.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1293 33.8766 0.0104775 0.00105088 84866 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.572 33.7915 0.010511 0.00105273 84582.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.4368 32.8862 0.0104613 0.00105248 85026.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6762 32.2894 0.0104942 0.00107935 84971.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.0735 31.7038 0.0104695 0.00104465 84881.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5222 31.2035 0.0105475 0.00105131 84244.6 0
: 658 | 39.9834 31.3205 0.010414 0.00101052 85074.4 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.6833 30.6317 0.0104709 0.00104733 84893.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.1561 30.1783 0.0104143 0.00104995 85430.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7241 29.5999 0.0105335 0.00104952 84353 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.2823 29.1452 0.010444 0.00104181 85086.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6787 28.356 0.0104717 0.00105221 84930 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2504 27.8479 0.0104379 0.00104115 85135.4 0
: 665 | 36.7362 27.9745 0.0103905 0.00101 85283.2 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.5238 27.4801 0.0104531 0.00104472 85031 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8259 26.7195 0.0104881 0.0010459 84725.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4588 26.5142 0.0104903 0.00104263 84677 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.863 25.7085 0.0104398 0.00104429 85146.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6403 25.4074 0.0104742 0.00103495 84752.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0284 24.9751 0.0104372 0.00104243 85153.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6774 24.7583 0.0104068 0.00103826 85391.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3715 24.1142 0.010432 0.00104346 85210 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.0215 24.0871 0.0104525 0.00105969 85171.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7679 23.4438 0.0104673 0.00104349 84891.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1575 23.0587 0.0103396 0.00103695 85997 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.7335 22.4065 0.0103205 0.00103069 86115.5 0
: 678 | 31.2935 22.5091 0.0104226 0.00101018 84994.2 1
: 679 | 30.9696 22.651 0.0103005 0.000995674 85976.5 2
: 680 Minimum Test error found - save the configuration
: 680 | 30.5314 21.8533 0.0103453 0.00104204 85991 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1193 21.6219 0.0103165 0.00103606 86202.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.7652 20.763 0.0102772 0.00103016 86513.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2451 20.3784 0.0102773 0.00103012 86512.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.1001 20.3652 0.0102906 0.00102391 86330.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5992 19.9325 0.010288 0.0010315 86425.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.2712 19.6831 0.0103118 0.00102124 86108.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7936 19.0849 0.0102642 0.00102467 86584.7 0
: 688 | 27.4763 19.3227 0.010235 0.000995394 86583.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.1916 18.8313 0.0102887 0.00102995 86405.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.8467 18.6394 0.01026 0.00102287 86606.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4548 18.1664 0.0102647 0.0010249 86582.3 0
: 692 | 26.0524 18.2874 0.0102542 0.000990304 86356.3 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.9131 18.083 0.0102472 0.00102364 86734.1 0
: 694 | 25.5645 18.3787 0.0102516 0.000995813 86432.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.3165 16.9086 0.0102727 0.00103002 86555.3 0
: 696 | 24.8792 17.0233 0.0102548 0.000990573 86353.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.4876 16.6812 0.0102583 0.00102473 86640.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.311 16.3545 0.0102786 0.00102477 86450.4 0
: 699 | 23.7535 16.4408 0.0102095 0.000992254 86793.4 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.4545 15.9562 0.0102538 0.00102348 86670.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1961 15.7183 0.0102793 0.0010245 86441.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.8633 15.3589 0.0102393 0.00102173 86791 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5151 14.9916 0.0102454 0.00102294 86744.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2398 14.8066 0.0102493 0.00102535 86730.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8955 14.7933 0.0102556 0.00102395 86658.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.7031 14.4673 0.0102611 0.00102886 86652.9 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.3624 14.0168 0.0102554 0.00102801 86698.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9923 13.7853 0.0102641 0.00102863 86622.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.9064 13.579 0.0102776 0.00102669 86477.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.5813 13.3262 0.0102813 0.00102555 86433.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.1852 12.9942 0.0103122 0.00102636 86152.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.023 12.8185 0.0148783 0.00179571 61150.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9233 12.6669 0.0145557 0.0016736 62101.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.4381 12.4499 0.0120568 0.00106965 72812.4 0
: 715 | 19.1021 12.5012 0.0103437 0.000992075 85546.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.8628 12.4348 0.0104031 0.001052 85551.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5969 12.0178 0.0104673 0.00104775 84929.4 0
: 718 | 18.5631 12.2384 0.0104175 0.00100416 84985.8 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.2688 11.6281 0.010347 0.00106789 86215.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.8869 11.3309 0.0103525 0.00106512 86138.3 0
: 721 | 17.7579 11.4158 0.0104612 0.00103311 84852.8 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.4047 10.9721 0.0103792 0.00105975 85841.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.1775 10.8583 0.0106971 0.00104178 82855.7 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8316 10.4351 0.0103655 0.001045 85832.1 0
: 725 | 17.0254 11.2019 0.0103057 0.000991803 85893.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.5746 10.2477 0.0105983 0.00107084 83967.7 0
: 727 | 16.2909 10.299 0.0104654 0.00101036 84611 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.1507 9.86748 0.0105545 0.00106724 84323.9 0
: 729 | 15.8015 10.155 0.0109871 0.00120005 81740.7 1
: 730 | 15.8736 10.1929 0.0103058 0.00101028 86062.9 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.5758 9.66314 0.0103178 0.00103825 86210.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1544 9.57577 0.0104001 0.00104167 85484.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.943 9.50465 0.0104687 0.0010325 84780 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7433 9.13111 0.0103806 0.00103049 85560.2 0
: 735 | 14.7165 9.20911 0.0102998 0.00102351 86241.1 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.5537 8.70485 0.0103273 0.0010359 86101.1 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1219 8.66306 0.010305 0.00103345 86285.4 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.9525 8.28846 0.0103151 0.00104905 86336.8 0
: 739 | 13.7106 8.34645 0.0103114 0.000989153 85816 1
: 740 | 13.6922 8.49676 0.0102399 0.000991524 86501.2 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.4116 8.24472 0.0102856 0.0010312 86445.4 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.4004 7.82719 0.0105814 0.00107461 84150.4 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.0503 7.42117 0.0103347 0.00104113 86081 0
: 744 | 12.9276 7.55604 0.0105792 0.00101307 83628.1 1
: 745 | 12.8008 7.7867 0.010348 0.00100996 85671.4 2
: 746 | 12.6345 7.64246 0.0102937 0.00100438 86120.4 3
: 747 Minimum Test error found - save the configuration
: 747 | 12.3797 7.05855 0.0115382 0.00180591 82200.4 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.0826 6.86384 0.0113509 0.00109271 77986.2 0
: 749 | 11.9789 7.1637 0.0103273 0.000991244 85689.5 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.8794 6.64356 0.0109843 0.00104012 80448.9 0
: 751 | 11.6637 6.76866 0.0103427 0.00100135 85640.9 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.6243 6.49581 0.0103087 0.00103328 86249.8 0
: 753 | 11.4388 6.69716 0.0102698 0.000990154 86210.2 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.2695 6.47016 0.0108118 0.00105828 82021.9 0
: 755 | 11.1208 6.56149 0.0102718 0.000989944 86189.5 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.075 6.01631 0.0103522 0.00103128 85828.8 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.7638 5.98687 0.0103206 0.00104343 86233.4 0
: 758 | 10.6553 6.41055 0.0102914 0.000988844 85997.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.6495 5.77503 0.0102949 0.00102962 86343.8 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.486 5.72774 0.0103445 0.00104952 86068.3 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.3039 5.425 0.0103098 0.00105247 86418.1 0
: 762 | 10.0703 5.62586 0.0102644 0.00102164 86554 1
: 763 | 10.0793 5.72576 0.0102546 0.0010222 86651.6 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.94664 5.42028 0.0103443 0.00105541 86124.8 0
: 765 | 9.63897 5.53667 0.0103198 0.00105376 86336.5 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.71452 5.03007 0.0103257 0.00106369 86374 0
: 767 | 9.59089 5.14263 0.0104294 0.000992695 84775.8 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.41162 4.55864 0.0111919 0.00106121 78968.1 0
: 769 | 9.16545 5.10713 0.0129937 0.00141718 69105.3 1
: 770 | 9.10969 4.71499 0.0109799 0.000996224 80130.6 2
: 771 | 8.93361 4.79843 0.0103118 0.00100243 85935.1 3
: 772 Minimum Test error found - save the configuration
: 772 | 8.81184 4.25359 0.0103218 0.00103692 86161.7 0
: 773 | 8.64717 4.44698 0.0102901 0.00101259 86230.1 1
: 774 | 8.69691 4.85741 0.0103936 0.000991534 85087.5 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.52484 3.95998 0.0103822 0.00103905 85624.3 0
: 776 | 8.47831 4.04602 0.0102504 0.00100882 86565.6 1
: 777 | 8.64198 3.98761 0.0103889 0.00100507 85252.6 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.2964 3.33322 0.0103145 0.00103614 86222.5 0
: 779 | 8.12948 3.87164 0.0103022 0.00100233 86022.6 1
: 780 | 8.04742 4.21684 0.0102965 0.000999374 86047.8 2
: 781 | 7.94812 3.47596 0.0102446 0.000989423 86438.4 3
: 782 | 7.77696 3.57301 0.0102232 0.000992623 86668.7 4
: 783 | 7.72827 3.37614 0.0102353 0.000987044 86503.1 5
: 784 | 7.6197 3.66951 0.0102642 0.00100612 86411.4 6
: 785 Minimum Test error found - save the configuration
: 785 | 7.79693 3.30215 0.010263 0.00103096 86654.9 0
: 786 | 7.59186 3.82631 0.0103578 0.000993124 85427.7 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.45373 3.0027 0.0102504 0.00103452 86807.1 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.14047 2.90488 0.0103259 0.00103031 86062.1 0
: 789 | 7.05718 3.47329 0.0102332 0.000991963 86568.8 1
: 790 | 7.06981 2.99107 0.0102902 0.000996874 86083.3 2
: 791 | 6.98502 2.95936 0.0103415 0.000992623 85571.6 3
: 792 | 6.77996 3.21185 0.0102825 0.000991674 86106.8 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.75379 2.67026 0.0102988 0.00103926 86397.1 0
: 794 | 6.73623 3.06706 0.0103089 0.000992634 85871.4 1
: 795 Minimum Test error found - save the configuration
: 795 | 6.82377 2.5597 0.0105893 0.00105229 83883.6 0
: 796 | 6.77143 2.72776 0.0103519 0.000992264 85473.7 1
: 797 | 6.52747 3.13894 0.0102586 0.000991434 86326.4 2
: 798 Minimum Test error found - save the configuration
: 798 | 6.40289 2.45695 0.0103792 0.00104393 85696.7 0
: 799 | 6.54737 3.09756 0.0102561 0.000994694 86379.6 1
: 800 | 6.42583 2.53779 0.0105423 0.000991984 83766.9 2
: 801 | 6.17596 3.09077 0.0102581 0.000989644 86314.1 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.11353 2.21364 0.0102999 0.00103623 86359.1 0
: 803 | 6.17197 2.50146 0.0102918 0.000990164 86006.6 1
: 804 | 5.87277 2.32222 0.0102945 0.000989714 85977.3 2
: 805 | 5.76038 2.58705 0.010374 0.00102932 85610.2 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.73393 2.09571 0.0103387 0.00104065 86039.5 0
: 807 | 5.62387 2.31314 0.0102624 0.000990714 86284.2 1
: 808 Minimum Test error found - save the configuration
: 808 | 5.57911 2.07431 0.0103906 0.00113682 86450.9 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.58561 1.96134 0.0104525 0.00110494 85583.4 0
: 810 | 5.52515 2.28481 0.0105812 0.00102467 83712.4 1
: 811 | 5.39123 2.24818 0.0103414 0.00102837 85901.2 2
: 812 Minimum Test error found - save the configuration
: 812 | 5.34874 1.85775 0.010458 0.00112044 85675.8 0
: 813 | 5.24411 1.92791 0.0103234 0.000994804 85757.4 1
: 814 | 5.10896 2.07165 0.0104219 0.00100526 84956.2 2
: 815 Minimum Test error found - save the configuration
: 815 | 5.14646 1.80692 0.0104133 0.00105184 85456.7 0
: 816 | 5.15328 1.95347 0.0103769 0.00108263 86074.2 1
: 817 | 5.14637 1.91848 0.0103195 0.00100412 85879.3 2
: 818 | 5.037 2.25434 0.0104571 0.00104371 84984.9 3
: 819 | 5.00078 2.0757 0.0107105 0.000995304 82345.5 4
: 820 | 5.00956 2.41658 0.0102521 0.000989064 86365 5
: 821 Minimum Test error found - save the configuration
: 821 | 5.22188 1.7435 0.0102898 0.00104137 86501.2 0
: 822 | 4.77463 2.03739 0.0102746 0.000989774 86161.8 1
: 823 | 4.59774 1.89075 0.0102532 0.000989395 86358 2
: 824 Minimum Test error found - save the configuration
: 824 | 4.60177 1.57654 0.0102821 0.00104544 86611.7 0
: 825 | 4.48669 2.83568 0.0104515 0.000988664 84540.9 1
: 826 | 4.71227 1.84844 0.0105692 0.000999644 83598.7 2
: 827 | 4.47733 1.72341 0.0102856 0.000992454 86084.9 3
: 828 | 4.49283 2.14982 0.0102401 0.000999013 86569.7 4
: 829 | 4.30813 1.58132 0.0104805 0.000992804 84319.9 5
: 830 | 4.26982 1.70298 0.0102394 0.000990714 86498.4 6
: 831 | 4.17444 1.73895 0.0102364 0.000990513 86525.2 7
: 832 | 4.15844 1.93839 0.0102338 0.000988944 86534.9 8
: 833 | 4.19212 2.29437 0.010407 0.000993243 84982.2 9
: 834 | 4.28829 1.65248 0.0104712 0.00100923 84548.8 10
: 835 | 4.24163 1.84477 0.0102557 0.000992244 86360.8 11
: 836 | 4.11064 2.23759 0.0102647 0.0010064 86408.7 12
: 837 | 4.0735 1.78003 0.0102652 0.0010079 86418.7 13
: 838 Minimum Test error found - save the configuration
: 838 | 3.90098 1.45289 0.010407 0.00116565 86567.6 0
: 839 | 3.97344 1.7232 0.0103184 0.000989564 85756 1
: 840 | 4.0949 1.96148 0.0109073 0.00110083 81578.7 2
: 841 | 3.82784 1.56562 0.0102687 0.000992295 86240.7 3
: 842 | 3.75187 1.73264 0.0102757 0.000991674 86169.9 4
: 843 | 3.56496 2.05797 0.0103396 0.000990903 85573.2 5
: 844 | 3.76747 1.96295 0.010666 0.000992914 82703.8 6
: 845 | 3.79659 2.41715 0.0103422 0.000983715 85484.3 7
: 846 | 3.72083 2.32698 0.0103485 0.000991304 85495.7 8
: 847 | 3.68079 3.21249 0.0103055 0.000998773 85959.2 9
: 848 | 3.69928 2.14281 0.0103982 0.000992843 85057.7 10
: 849 | 3.49821 1.8853 0.0102535 0.000992523 86383.8 11
: 850 | 3.36307 1.75352 0.0103264 0.000991054 85695.4 12
: 851 | 3.31539 2.18851 0.0102475 0.000982753 86348.5 13
: 852 | 3.47944 1.85732 0.0102073 0.000989544 86789.1 14
: 853 | 3.42799 2.78852 0.0102359 0.000991914 86542.4 15
: 854 | 3.48119 2.29391 0.0102557 0.000990004 86339.5 16
: 855 | 3.37685 3.76462 0.0102721 0.000990464 86191.6 17
: 856 | 3.59596 2.13453 0.0102941 0.000994204 86022.7 18
: 857 | 3.29383 2.37139 0.0102537 0.000989894 86357.8 19
: 858 | 3.10979 2.24095 0.0104661 0.000992884 84448.6 20
: 859 | 3.07695 2.36433 0.0102527 0.000989273 86361.5 21
:
: Elapsed time for training with 1000 events: 9.01 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: 0.0113 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: 0.865 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.175 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= 3.32503e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09902e+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: 0.0386 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: 0.0359 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: 0.0013 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0943 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.909 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00261 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00419 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00217 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00039 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: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.924 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.109 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 : -0.761 -0.0362 5.29 1.51 | 3.242 3.235
: 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 : -0.150 -0.00644 1.83 1.12 | 3.376 3.364
: 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.