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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
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: 0.259 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: 0.00254 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: 0.000714 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00388 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: 0.000196 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00038 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 = 31564.3
: --------------------------------------------------------------
: 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 | 33078.7 31135.1 0.0100018 0.00103365 89205 0
: 2 Minimum Test error found - save the configuration
: 2 | 32510.8 30533.6 0.0100415 0.00100527 88532.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31778.6 29849.8 0.010212 0.00101654 86999.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31034 29194 0.0102257 0.00101201 86827.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30276.2 28445.1 0.0102007 0.00100817 87027.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29425.9 27486.7 0.0102002 0.00101956 87140.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28699.6 26889.2 0.0100935 0.000987405 87853.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28248.8 26517.2 0.0100224 0.000987025 88540.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 27894.4 26194 0.0100055 0.000986086 88697.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27570.9 25897.7 0.0100786 0.000987436 87997.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27271.4 25614.3 0.0100468 0.00100584 88485.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 26980.4 25346.5 0.0100115 0.000984746 88625.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26704.3 25085.5 0.00999734 0.000986906 88786 0
: 14 Minimum Test error found - save the configuration
: 14 | 26437.5 24829.3 0.00998864 0.000984477 88847.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26175.8 24580.5 0.00999363 0.000983957 88793.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25918.8 24339.8 0.0100088 0.000986046 88665.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25669 24104.3 0.00999625 0.000985146 88779.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25423.2 23874.3 0.0100075 0.000987187 88688.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25185.3 23644.7 0.00999852 0.000984666 88752.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24946.5 23422.7 0.0100996 0.000992737 87846 0
: 21 Minimum Test error found - save the configuration
: 21 | 24713.8 23204.2 0.0100052 0.000979376 88634.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24485.9 22987 0.00999502 0.00102245 89160.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24260 22773.3 0.00994563 0.000981716 89246.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24038.6 22561.1 0.00995335 0.000980017 89153.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23818.2 22353.3 0.00998777 0.000983517 88846.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23602.2 22147.3 0.00994707 0.000978595 89201.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23387.4 21945.4 0.00995735 0.000982356 89136.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23176.2 21746 0.00997841 0.000981567 88920.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22968.5 21547.7 0.00996482 0.000981306 89052.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22761.8 21352.8 0.00995252 0.000982147 89182.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22557.9 21160.3 0.0100325 0.000979617 88370.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22358.8 20967.2 0.00997634 0.000995126 89074.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22155.8 20782 0.00996788 0.000984087 89049.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 21959.9 20597.2 0.00995765 0.000981166 89121.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21766.7 20412.3 0.00996435 0.000979766 89041.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21572.8 20231.4 0.00996374 0.000985426 89103.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21384.1 20049.8 0.00996723 0.000981356 89028.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21195.1 19871.1 0.0099709 0.000984096 89019.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21007.9 19695.7 0.00997117 0.000982296 88999 0
: 40 Minimum Test error found - save the configuration
: 40 | 20822.7 19523.2 0.00995947 0.000981626 89108.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20642 19349.7 0.0101257 0.000994277 87609.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20460.4 19179.6 0.0101303 0.00112884 88874.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20281.2 19011.9 0.0100145 0.00100152 88760.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20105 18844.8 0.00998387 0.000985367 88903.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19931.9 18676.6 0.009991 0.000988166 88860.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19756.4 18513.4 0.0100095 0.000981467 88613.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19582.5 18354.6 0.00998538 0.000982847 88863.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19414.5 18191.3 0.0100008 0.000988497 88767.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19238.8 18027.8 0.0100545 0.000991837 88274.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19072.1 17868.7 0.0100751 0.000996576 88119.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18901.9 17714.3 0.0100732 0.000990315 88077.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18736.2 17549.1 0.0101499 0.000998537 87418.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18570.2 17396 0.0101111 0.00100832 87884.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18406.6 17241.4 0.0100853 0.000995207 88008.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18244.3 17085.7 0.0100828 0.000996667 88046.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18082.7 16933.7 0.0100922 0.000998437 87972 0
: 57 Minimum Test error found - save the configuration
: 57 | 17923.4 16780.1 0.0101066 0.00100535 87900.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17764.1 16631.4 0.0101464 0.00100308 87495.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17603.9 16476.8 0.0101283 0.00100522 87689.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17451.5 16331.2 0.0101354 0.00100098 87581.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17292.7 16180 0.0101333 0.00100576 87646.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17136.8 16036 0.0103064 0.00101322 86084.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16985.5 15888.3 0.0101902 0.00103434 87375.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16833.6 15742.8 0.0101452 0.00100677 87542.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16681.8 15602.3 0.0101597 0.00100687 87404.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16533.4 15456.1 0.0101616 0.00100974 87413.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16384 15317.5 0.010184 0.0010251 87346.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16235 15178.1 0.010173 0.00100795 87288.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16090.2 15037.7 0.0101692 0.001006 87305.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15946.7 14897.8 0.0102025 0.00100945 87022.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15800.8 14762.6 0.0101745 0.0010097 87290 0
: 72 Minimum Test error found - save the configuration
: 72 | 15658.2 14628.4 0.0102607 0.00100919 86472.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15517.4 14496.3 0.0102174 0.00103311 87105 0
: 74 Minimum Test error found - save the configuration
: 74 | 15379.6 14362.4 0.0101985 0.0010106 87070.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15238.7 14234.1 0.0101891 0.00101052 87159.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15102.9 14105 0.0101798 0.00100987 87241.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14968 13976.3 0.0101908 0.00101801 87214.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14833.4 13848.3 0.0101861 0.00101344 87215.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14699.1 13723.6 0.0101892 0.00100864 87140.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14567.2 13599.9 0.0101859 0.00100707 87156.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14439.6 13472.5 0.0101764 0.00100926 87268.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14306 13352.1 0.0103526 0.00101724 85695.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14177.8 13232 0.0102127 0.00101202 86949.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14050.9 13112.7 0.0102207 0.00102383 86985.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13926.2 12991.9 0.0101991 0.00101374 87094.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13800.7 12873.2 0.0102109 0.00101114 86958.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13675.1 12758 0.010217 0.00102592 87040.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13552.8 12642.9 0.0102037 0.00100927 87009 0
: 89 Minimum Test error found - save the configuration
: 89 | 13431.6 12527.9 0.0101903 0.00101276 87169.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13310.4 12415.1 0.0101947 0.00101137 87114.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13192.8 12300.3 0.0102067 0.00101282 87014.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13070.9 12191.1 0.0102067 0.0010101 86988.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12955.4 12080.1 0.0102845 0.00100897 86248.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12840.2 11967.9 0.0102267 0.00103009 86988.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12722.8 11859.8 0.0102058 0.00101166 87011.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12608 11753.4 0.0102399 0.00101363 86708.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12494.3 11648.1 0.0102038 0.00100985 87013.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12383.8 11540.7 0.0101948 0.00101126 87112.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12272.9 11433.6 0.0102296 0.00100939 86765.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12160.4 11330.5 0.010199 0.0010099 87059.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12051.6 11227.4 0.0102087 0.0010106 86974 0
: 102 Minimum Test error found - save the configuration
: 102 | 11942 11126.8 0.0103339 0.00103146 85998.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11834.4 11027.1 0.0102662 0.00100986 86427 0
: 104 Minimum Test error found - save the configuration
: 104 | 11730 10925.1 0.0102499 0.0010275 86744.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11621.7 10827.6 0.0102285 0.00101535 86832.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11518.4 10728.7 0.0102143 0.00101503 86963.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11414.5 10630.7 0.0102209 0.00101568 86907.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11310.9 10534.9 0.0102211 0.00101415 86890.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11210.3 10437.5 0.0102195 0.00101344 86899.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11108.7 10341.6 0.0103386 0.0010162 85814.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11007.3 10248.2 0.0102414 0.0010134 86692.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10908 10155.3 0.0102273 0.00101513 86841.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10808.6 10064.6 0.0102711 0.00101274 86408.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10712.6 9971.99 0.0102432 0.0010304 86835.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10614.2 9882.45 0.0102268 0.00101396 86835.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10518.1 9793.7 0.0102416 0.00101553 86710.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10425.8 9701.66 0.010241 0.00101327 86695.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10330.1 9612.34 0.0102319 0.00101633 86809.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10235.2 9525.92 0.0102326 0.00102004 86837.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10143.3 9438.87 0.0102219 0.00101189 86862.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10050.6 9353.82 0.0102208 0.00101257 86878.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9960.02 9268.81 0.0102319 0.00101466 86793.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9869.82 9184.28 0.0104122 0.00102355 85209.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9780.89 9099.99 0.0102685 0.00103403 86631.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9692.65 9015.13 0.0102503 0.0010132 86607.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9603.08 8933.54 0.0102397 0.00101689 86741.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9516.7 8851.6 0.0102385 0.00101524 86737.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9429.88 8771.02 0.0102586 0.0010172 86567.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9345.22 8689.87 0.010237 0.00101637 86761.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9259.37 8610.73 0.010259 0.00102814 86665.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9175.9 8531.37 0.0102541 0.00101566 86594.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9092.18 8453.35 0.0102553 0.00101815 86606.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9009.14 8376.29 0.0103305 0.00101522 85880 0
: 134 Minimum Test error found - save the configuration
: 134 | 8927.93 8299.16 0.0102872 0.0010337 86453.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8845.33 8224.91 0.0102506 0.00101922 86660.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8766.86 8148.19 0.0102527 0.00101526 86604.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8686.07 8073.47 0.0102311 0.00101674 86820.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8606.27 8000.73 0.0102453 0.00101664 86686.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8528.69 7927.32 0.0102498 0.00101521 86630.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8451.5 7853.7 0.0102525 0.00101767 86628.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8374.17 7781.42 0.010244 0.00101589 86691.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8297.35 7710.36 0.0102712 0.00101551 86433.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8222.24 7638.9 0.0104154 0.00102616 85203.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8147.6 7567.84 0.0102883 0.00104393 86539.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8072.32 7498.68 0.010253 0.00101714 86619.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 7998.04 7431.27 0.0102454 0.00101697 86688.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7926.05 7362.5 0.0102627 0.00101734 86530 0
: 148 Minimum Test error found - save the configuration
: 148 | 7854.03 7293.81 0.0102627 0.00102724 86622.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7782.16 7226.16 0.0102638 0.00103715 86705.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7710.66 7159.64 0.010251 0.00101443 86611.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7639.99 7093.76 0.0102557 0.00101806 86602.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7570.14 7028.5 0.0102565 0.00101694 86584.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7500.96 6963.94 0.0103086 0.00102146 86140.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7433.54 6897.95 0.0102592 0.00101795 86568.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7363.97 6835.17 0.0102817 0.00103346 86502.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7298.28 6770.14 0.0102807 0.0010183 86371.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7229.39 6709.31 0.0102701 0.00101835 86469.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7163.89 6647.29 0.0102711 0.00101594 86438.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7098.45 6586.08 0.0102598 0.00101981 86579.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7033.71 6524.49 0.0102888 0.00102049 86315.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6968.62 6464.86 0.0102623 0.00101805 86540.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6906.16 6403.44 0.0102509 0.00101923 86657.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6841.45 6344.58 0.0103769 0.00105255 85796.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6779.65 6284.86 0.0103203 0.00102082 86026.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6716.08 6227.68 0.0102972 0.00103491 86371.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6655.2 6170.02 0.0102833 0.0010217 86378.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6593.74 6112.86 0.0102915 0.00102142 86298.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6532.97 6057.04 0.0102603 0.00101956 86573.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6473.87 6000.11 0.010271 0.00101845 86462.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6414.28 5943.59 0.0102532 0.00101384 86586.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6354.97 5888.59 0.0102525 0.00101982 86649.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6296.51 5833.61 0.0102912 0.0010221 86308.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6239.22 5778.53 0.0102869 0.00102152 86342.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6181.09 5725.66 0.0103153 0.00101646 86032 0
: 175 Minimum Test error found - save the configuration
: 175 | 6123.53 5672.95 0.0103032 0.00103484 86314.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6067.98 5620.16 0.0102796 0.00102168 86412.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6012.17 5567.45 0.0102777 0.00101958 86410.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5957.07 5514.88 0.0102637 0.00102051 86550.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5901.57 5463.58 0.0102782 0.0010222 86430.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5847.67 5412.33 0.0102769 0.00102166 86437.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5793.31 5361.67 0.010273 0.00101903 86449.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5739.44 5312.68 0.0102819 0.00101623 86339.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5686.55 5263.86 0.0103709 0.00103656 85704.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5635.85 5213.04 0.010338 0.00101893 85845.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5582.18 5164.99 0.010306 0.00103625 86302 0
: 186 Minimum Test error found - save the configuration
: 186 | 5530.42 5118.06 0.0102619 0.00102093 86570.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5480.98 5069.09 0.0102836 0.00101924 86352.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5429.25 5022.28 0.0102715 0.00102256 86496.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5379.49 4975.45 0.0103086 0.00102151 86141 0
: 190 Minimum Test error found - save the configuration
: 190 | 5330.45 4927.91 0.0102725 0.00101984 86461.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5280.6 4881.71 0.0102706 0.00101847 86466.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5231.8 4836.1 0.0102859 0.00102292 86365.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5183.03 4791.45 0.0102722 0.00102243 86488.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5135.93 4746.43 0.0103406 0.00101945 85826.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5087.43 4703.23 0.0103038 0.00103293 86291.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5041.5 4658.98 0.0102628 0.00102086 86561.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 4995.28 4614.52 0.0102882 0.00102155 86331.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4948.45 4571.81 0.0102729 0.00101818 86442.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4902.91 4529.23 0.0102869 0.00101978 86326.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4857.43 4487.26 0.0102883 0.00102139 86328.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4812.55 4446.11 0.0102786 0.0010202 86407.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4768.44 4404.79 0.0103006 0.00102474 86245.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4725.02 4363.16 0.0102659 0.00101855 86511.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4681.61 4321.61 0.0104491 0.00103015 84934.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4637.75 4281.72 0.010322 0.00104064 86193.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4594.78 4242.54 0.0102823 0.00101976 86369 0
: 207 Minimum Test error found - save the configuration
: 207 | 4552.94 4202.63 0.0102901 0.00102151 86313.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4511.06 4163.42 0.0102796 0.00102784 86470.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4469.29 4124.7 0.0102954 0.00103492 86388.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4428.31 4086.26 0.0103083 0.00102323 86159.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4387.52 4048.25 0.0102747 0.00101981 86440.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4347.26 4010.44 0.010301 0.00102145 86211.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4307.44 3973.63 0.0103021 0.0010197 86184.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4267.86 3936.14 0.0103573 0.00102361 85710.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4228.77 3899.19 0.0103259 0.00103248 86082.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4190.25 3861.78 0.0102822 0.00102694 86436.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4150.16 3827.84 0.0102823 0.00101991 86370.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4113.02 3792.05 0.0102769 0.00101975 86419.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4075.96 3756.49 0.0102866 0.0010212 86342.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4037.49 3722.05 0.0103094 0.00102005 86119.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4001.77 3686.37 0.0102842 0.00102866 86434.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3964.06 3652.49 0.0102871 0.00101996 86326.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3928.68 3617.83 0.0102783 0.00102702 86474 0
: 224 Minimum Test error found - save the configuration
: 224 | 3892.45 3583.96 0.0104833 0.0010312 84637 0
: 225 Minimum Test error found - save the configuration
: 225 | 3856.37 3550.97 0.0103239 0.00104028 86173.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3822.15 3517.19 0.010296 0.00102217 86264.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3786.58 3484.65 0.0102872 0.0010182 86308.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3751.8 3453.44 0.0102945 0.00102324 86288.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3718.07 3420.66 0.0103075 0.00102902 86220.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3684.24 3388.89 0.0103001 0.00102442 86246.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3650.07 3357.51 0.0102849 0.00102079 86354.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3617.31 3326.1 0.0102972 0.00102572 86285.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3584.48 3294.56 0.0102967 0.0010233 86268.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3551.24 3265.19 0.0103767 0.00102558 85550.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3520.1 3233.63 0.0103242 0.00103617 86132.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3486.83 3204.01 0.010303 0.00102395 86215.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3455.88 3173.8 0.0103087 0.00102137 86139.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3423.92 3144.33 0.0102933 0.00102639 86329 0
: 239 Minimum Test error found - save the configuration
: 239 | 3392.79 3115.4 0.0102976 0.00102024 86231.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3362.05 3086.79 0.0102709 0.00102293 86505.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3331.86 3057.5 0.0102972 0.00102127 86244.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3301.62 3028.72 0.0103256 0.00101938 85964 0
: 243 Minimum Test error found - save the configuration
: 243 | 3271.09 3000.84 0.0102643 0.00101937 86533.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3241.62 2972.96 0.0104577 0.00102967 84853.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3212.05 2945.58 0.0103233 0.00105066 86275.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3182.6 2918.57 0.0102924 0.00102126 86289 0
: 247 Minimum Test error found - save the configuration
: 247 | 3154.07 2891.54 0.0102994 0.00101903 86203.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3125.29 2864.85 0.010283 0.00102141 86378.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3096.93 2838.15 0.0102822 0.00102202 86390.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3069.33 2811.15 0.0102984 0.00102097 86230.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3040.99 2785 0.0102762 0.00102081 86436.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3013.02 2760.18 0.0103035 0.00102583 86228.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2986.06 2734.59 0.0102992 0.00102066 86220.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2958.65 2709.72 0.0103623 0.00102399 85668.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2932.82 2683.71 0.0102924 0.00102333 86308.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2905.7 2658.8 0.0103243 0.00103398 86111.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2878.66 2634.93 0.0103014 0.00103785 86360.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2853.32 2610.22 0.0102947 0.00102268 86280.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2827.63 2585.42 0.0102995 0.0010374 86373.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2801.52 2562.01 0.0103112 0.00102363 86136.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2776.56 2537.73 0.010298 0.00102206 86244.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2751.43 2514.35 0.0102965 0.00102117 86249.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2726.84 2490.67 0.0103158 0.00102418 86099 0
: 264 Minimum Test error found - save the configuration
: 264 | 2701.28 2468.05 0.0104638 0.0010759 85216.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2677.14 2445.24 0.0102871 0.00102391 86363.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2653.12 2422.25 0.0103206 0.00103686 86172.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2628.37 2400.75 0.0102958 0.00102571 86299.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2605 2378.7 0.0102886 0.00102842 86391 0
: 269 Minimum Test error found - save the configuration
: 269 | 2581.9 2356.11 0.0103244 0.00103314 86102.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2557.82 2334.82 0.0103293 0.00102682 85998.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2535.02 2313.19 0.0103088 0.00102702 86190.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2511.52 2292.36 0.0103364 0.00102413 85907.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2489.25 2271.09 0.0103218 0.0010232 86034.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2466.79 2250.09 0.0103645 0.00109706 86323.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2444.07 2229.7 0.0102997 0.00102167 86225.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.34 2210.45 0.0103246 0.00103462 86114.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2400.06 2189.54 0.0102856 0.00102084 86348.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2378.17 2169.23 0.0103087 0.00102117 86137 0
: 279 Minimum Test error found - save the configuration
: 279 | 2357 2148.9 0.0102958 0.00102163 86260.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2334.61 2129.5 0.0102971 0.00101926 86226.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2313.51 2109.97 0.0103043 0.00102132 86178.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2292.31 2090.73 0.0102906 0.00102596 86349.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2271.07 2071.65 0.0102979 0.00102297 86253.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2250.64 2052.59 0.0103901 0.0010296 85465.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2230.25 2033.05 0.0103658 0.0010439 85819.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2209.64 2014.08 0.0103355 0.00104014 86064.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2188.81 1995.94 0.0103102 0.00102424 86151.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2168.93 1977.96 0.0103107 0.00102375 86142.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2149.06 1960.29 0.0102962 0.0010234 86273.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2129.92 1941.47 0.0103032 0.00102718 86243.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2109.72 1924.06 0.0103019 0.00102045 86193.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2089.95 1906.52 0.010543 0.00108129 84550.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2071.36 1888.72 0.0103194 0.00102118 86037.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2051.49 1871.41 0.010313 0.00102188 86103.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2032.7 1854.31 0.0104676 0.00112128 85595.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2013.99 1837.28 0.0103502 0.00105383 86054.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 1995.38 1820.34 0.0103093 0.00102842 86198.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1976.38 1804.18 0.0103346 0.00102165 85901.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1958.04 1788.43 0.0103346 0.00103451 86020.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.38 1771.25 0.0103315 0.00102951 86003.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1921.86 1755.57 0.010295 0.00102224 86274.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1904.02 1739.14 0.0103625 0.00103044 85726.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1886.64 1722.62 0.0103378 0.00103897 86031.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.69 1706.82 0.0104188 0.00102861 85195 0
: 305 Minimum Test error found - save the configuration
: 305 | 1851.04 1691.15 0.0103379 0.00102244 85878.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1833.79 1675.93 0.0103506 0.00104184 85940.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1816.3 1660.75 0.0103159 0.00102259 86083 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.75 1645.12 0.0102841 0.00102278 86380.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1782.19 1630.56 0.0105221 0.0010325 84302.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1765.75 1615.78 0.0103227 0.00102062 86002.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1748.96 1601.61 0.0103068 0.00102405 86181.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1733.22 1586.3 0.0103174 0.00102195 86063.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.1 1571.38 0.0102977 0.0010199 86227.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1700 1556.82 0.0103797 0.00102065 85478.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1683.55 1543.33 0.0103481 0.00102273 85787.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 1668.01 1528.71 0.0103503 0.00104725 85992.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.11 1514.45 0.0103621 0.00102484 85678.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.09 1500.75 0.0104108 0.00103747 85348.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.01 1486.71 0.0103099 0.00102433 86155 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.09 1473.04 0.0103444 0.00102263 85820.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1589.59 1460.05 0.010386 0.00107447 85915.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1574.75 1446.64 0.01042 0.00105226 85399.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1559.64 1433.86 0.0103843 0.00102909 85513.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545.31 1419.64 0.0104077 0.00103845 85385.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1529.78 1406.61 0.0103186 0.00102048 86038.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1514.91 1394.21 0.0103701 0.00104052 85748.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1500.99 1381.12 0.0103447 0.0010239 85829.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1486.57 1368.22 0.010357 0.00103473 85815.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.07 1355.84 0.0104341 0.00102328 85008.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1457.82 1343.67 0.0103275 0.00102433 85992.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.29 1330.76 0.0103424 0.00102978 85905.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.32 1318.35 0.0103211 0.00103174 86120.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1416.64 1305.73 0.010327 0.00102114 85966.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1402.72 1293.35 0.0103085 0.0010235 86160.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1388.73 1282.2 0.0103379 0.00102161 85871.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1375.77 1270.04 0.0103711 0.00102766 85621.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.59 1258.03 0.0103234 0.00102214 86009.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.38 1246.17 0.0102994 0.00102408 86250.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.08 1235.12 0.0103029 0.00101825 86163.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.5 1224.06 0.0103015 0.00102354 86225.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1310.8 1212 0.0103093 0.00102212 86139.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.11 1200.65 0.0102971 0.00101976 86231.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1285.38 1189.66 0.0103044 0.00102149 86179.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.25 1178.23 0.010405 0.00111382 86102.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1260.76 1167.49 0.0103396 0.00102425 85879.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.25 1157.22 0.010314 0.00103721 86236.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1236.84 1145.46 0.0103117 0.00102252 86121.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1224.8 1134.19 0.0103418 0.00102444 85860.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1212.31 1124.05 0.0102831 0.00101989 86362.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1200.93 1114.1 0.0103024 0.00102129 86196.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.24 1103.13 0.0103532 0.00103157 85821.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1177.95 1093.61 0.0103447 0.00102419 85832.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.86 1082.04 0.0103403 0.00103683 85989.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.2 1071.79 0.0103 0.00102228 86228.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1143.56 1061.92 0.0103894 0.00103704 85539.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1132.38 1052.37 0.0103508 0.001041 85931.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1121.42 1042.65 0.0102928 0.00102009 86274.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.93 1032.34 0.0103587 0.00104325 85878.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.06 1022.01 0.0103302 0.00102387 85963.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1088.88 1013.26 0.0103988 0.00102477 85342.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.56 1003.34 0.010337 0.00102969 85953.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.02 994.252 0.0103664 0.00105172 85885.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.76 984.147 0.0103828 0.00102486 85489.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1047.24 974.898 0.0103453 0.00102654 85847.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.06 965.359 0.0104115 0.00102882 85263.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1026.94 956.447 0.0104234 0.00107802 85603.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.06 947.208 0.0103421 0.00102413 85855.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1006.62 938.437 0.0103188 0.00102381 86067.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.068 928.962 0.0103416 0.00102108 85832.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.494 919.813 0.0103205 0.00102448 86058.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 977.585 911.828 0.0103234 0.00103161 86097 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.009 902.689 0.0103072 0.00101926 86133 0
: 373 Minimum Test error found - save the configuration
: 373 | 958.768 893.348 0.0103147 0.0010201 86071.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 948.971 884.728 0.0103174 0.00102187 86062.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 939.413 876.66 0.010363 0.00102592 85679.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.421 868.135 0.0104008 0.0010436 85495.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.28 860.23 0.0103266 0.00101959 85956.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.472 850.952 0.0103161 0.00102272 86083 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.138 842.93 0.0103124 0.0010224 86113.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.454 835.048 0.010307 0.00101973 86139.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.277 827.188 0.0103279 0.00102135 85961.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 876.631 818.818 0.010311 0.00102133 86117.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.05 810.695 0.0103177 0.00102252 86066 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.417 802.646 0.0103339 0.00102304 85921.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 850.607 795.251 0.0104444 0.00102628 84942.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.517 786.767 0.0103452 0.001036 85936.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 833.883 779.141 0.0103676 0.00102196 85601.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 825.768 771.854 0.0102878 0.00101962 86316.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.2 764.321 0.0102855 0.00101925 86334.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.463 756.843 0.0103054 0.00102335 86188 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.692 748.586 0.0103048 0.00102232 86183.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 792.797 741.701 0.0103255 0.00102129 85982.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.174 734.042 0.0103111 0.00101903 86095.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.817 726.225 0.0103743 0.00102512 85569.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.141 719.423 0.0103114 0.00102382 86136.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 761.864 712.07 0.0103446 0.00103659 85947.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.559 704.797 0.0103258 0.00102439 86008.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.589 697.94 0.0103159 0.00103442 86193 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.141 690.603 0.010299 0.00102193 86234 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.544 683.939 0.0103273 0.00102364 85987.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.407 677.311 0.0103201 0.00101928 86013.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.206 670.201 0.0103389 0.00102314 85875.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.746 663.913 0.0103098 0.00103217 86228.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 702.914 656.766 0.0103124 0.00102919 86177.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.461 650.078 0.0104781 0.00103337 84703.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.481 643.903 0.0103255 0.00104202 86174.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.784 636.598 0.0103033 0.0010212 86187.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.443 630.188 0.0103324 0.00102094 85915.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.844 623.998 0.0103119 0.00103036 86192.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.077 617.535 0.0103192 0.0010215 86042.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.32 611.254 0.0103286 0.00102261 85966.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.75 604.668 0.0103141 0.00102303 86103.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 640.966 598.745 0.0103208 0.00102264 86038 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.772 591.981 0.0103095 0.0010218 86135 0
: 415 Minimum Test error found - save the configuration
: 415 | 627.809 586.584 0.0102989 0.00102168 86233 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.442 580.731 0.0103518 0.00105628 86063.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.5 574 0.0103126 0.00101971 86087.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.664 567.993 0.0103011 0.00101781 86176.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.713 561.843 0.010308 0.00102042 86136.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.181 556.756 0.0103072 0.00101834 86124.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.655 550.561 0.0103173 0.00102252 86070 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.368 544.658 0.0103052 0.00103633 86310.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.606 539.505 0.0103167 0.00102989 86143.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.399 533.555 0.0102989 0.00101979 86215 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.282 527.952 0.0104332 0.00103115 85087.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.466 522.576 0.0103809 0.00105345 85768.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.612 517.193 0.0102913 0.00102117 86298.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.278 511.46 0.010792 0.00107507 82330.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.318 506.109 0.0106224 0.00107205 83766.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.59 500.384 0.0105852 0.00102611 83690 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.975 495.104 0.0105192 0.00107124 84674.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.666 490.217 0.0104691 0.00103133 84765.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.321 485.634 0.0104324 0.00102846 85070.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.221 479.464 0.0107234 0.00106947 82868.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.264 474.638 0.0105438 0.00102175 84015.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 504.965 469.763 0.0107067 0.00109433 83226.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 499.838 464.385 0.01066 0.00106833 83406.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.724 459.433 0.0105051 0.00108778 84949.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.707 454.734 0.0106102 0.00108122 83954.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.483 449.44 0.0105832 0.00107248 84115.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.073 444.968 0.0105314 0.00106074 84471.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.368 440.105 0.0106107 0.00105941 83758.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.388 434.693 0.0105942 0.00106608 83961.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.207 431.184 0.0106338 0.00107219 83667.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.925 426.024 0.0107178 0.00106621 82887.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.76 421.112 0.0106217 0.00105326 83608.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.128 416.24 0.0104761 0.00107495 85096.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.338 412.421 0.0107435 0.00105768 82595.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.825 407.651 0.0104805 0.00102461 84603.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.828 403.329 0.0105946 0.00102775 83622.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.563 398.974 0.0105237 0.00103026 84268.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.066 394.633 0.0107885 0.00110396 82605.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.719 390.294 0.0107135 0.00105685 82844.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.901 385.72 0.0106165 0.00103529 83496.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.688 381.604 0.0105514 0.00102017 83934.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.231 377.064 0.0104747 0.00104782 84863.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.705 372.797 0.0105146 0.0011077 85043.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.666 368.771 0.0106936 0.00105662 83013.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.517 364.588 0.0106754 0.00102607 82907.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.172 360.48 0.0106782 0.00110975 83608.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.011 356.839 0.0104273 0.00102764 85109.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.217 353.789 0.0105019 0.00108254 84931.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.074 349.337 0.0106666 0.0010616 83289.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.1 345.034 0.010844 0.00110948 82181.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.761 341.078 0.0107416 0.00106668 82688.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.046 337.094 0.0105092 0.00104606 84538.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.006 333.247 0.0105713 0.00109637 84432.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.211 329.698 0.0106476 0.00106587 83491.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.35 325.806 0.0106284 0.00108072 83789.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.295 322.231 0.0105736 0.00102532 83785 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.069 318.26 0.0105647 0.00105663 84139.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.159 315.957 0.0105376 0.00106369 84442.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.777 311.432 0.0107394 0.00109457 82946.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.928 308.314 0.0106906 0.00105814 83052.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.925 304.306 0.0105864 0.0010882 84226.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.371 300.93 0.0107058 0.0011199 83455.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.013 297.408 0.0103958 0.00102263 85350.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.319 294.179 0.0105857 0.00106422 84020.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.887 291.543 0.010554 0.00103031 84001.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.571 287.822 0.0106583 0.00105698 83322 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.192 284.194 0.010603 0.00102183 83496.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.568 280.822 0.0106158 0.00105191 83648.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.12 278.231 0.0106932 0.00102428 82739.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.059 274.327 0.0107393 0.0010901 82908.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.674 271.705 0.0106757 0.00107357 83315.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.465 268.826 0.0107155 0.00105498 82811.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.196 265.363 0.010636 0.00107183 83645.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.035 262.061 0.0106278 0.00105148 83539.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.824 259.161 0.010485 0.00101871 84510.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.545 256.13 0.0104163 0.00102824 85214.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.45 253.635 0.0104192 0.00103231 85225 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.545 250.343 0.0105818 0.00102843 83740.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.678 247.374 0.0106002 0.00102711 83567.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.592 244.54 0.0106357 0.00106593 83596.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.655 241.514 0.0107028 0.0010732 83076.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.703 238.729 0.0107183 0.00106362 82861.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.697 236.552 0.0105532 0.00102969 84003.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.05 233.665 0.0105565 0.00103321 84004.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.085 231.041 0.0104973 0.00106197 84788 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.122 228.175 0.0105144 0.00102881 84338.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.533 225.313 0.0105405 0.00103184 84133.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.601 222.638 0.0105273 0.00107902 84671.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.088 220.724 0.010718 0.0011591 83691.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.443 217.925 0.0106545 0.00107898 83546.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.949 215.5 0.0106703 0.00108266 83440.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.01 212.546 0.0105216 0.00102715 84259.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.212 209.549 0.0107038 0.001058 82937.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.615 207.946 0.010655 0.00107087 83470.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.223 204.979 0.0106249 0.00107049 83730.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.603 202.557 0.0107173 0.00107341 82953.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.307 200.224 0.0106762 0.00105922 83186.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.691 197.907 0.010507 0.0010218 84342.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.404 195.368 0.0105479 0.00105519 84275.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.267 193.626 0.0106615 0.00107127 83417.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.594 190.955 0.0107405 0.00109653 82953.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.192 188.533 0.0106777 0.00107402 83301.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.778 186.642 0.0105335 0.00107115 84545.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.39 184.237 0.0105635 0.00108218 84376 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.271 182.772 0.0105646 0.00102474 83858.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.972 180.213 0.0104771 0.00106616 85007.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.422 177.826 0.0106784 0.00105398 83121.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.219 176.038 0.010507 0.00108578 84915 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.941 173.846 0.0107471 0.00106735 82646.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.878 171.775 0.0103893 0.00102349 85416.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.073 169.947 0.0104553 0.00113487 85833.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.678 167.374 0.0105919 0.00105792 83909.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.264 166.212 0.0106308 0.00106656 83644.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.452 164.419 0.0105563 0.00106269 84267.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.76 162.301 0.0106142 0.00109709 84059.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.517 159.345 0.0105839 0.00107678 84147.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.039 157.422 0.0105784 0.00106485 84090.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.014 155.598 0.0105467 0.00103152 84076.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.12 153.712 0.0106427 0.00103589 83274.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.075 152.186 0.0105868 0.00113292 84621.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.961 150.263 0.010454 0.00105247 85092.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.025 148.616 0.0106286 0.00103202 83363.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.147 146.691 0.0107144 0.00106817 82934.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.118 145.249 0.0104957 0.0010682 84858 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.222 143.71 0.0105747 0.00105972 84077.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.375 141.731 0.0105219 0.0010203 84196.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.584 139.787 0.0104729 0.00103247 84741.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.463 138.487 0.0106178 0.00104114 83536.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.651 136.568 0.0108016 0.00106884 82196.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.149 135.783 0.0105881 0.00105297 83899.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.362 133.448 0.0106681 0.00106998 83349.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.442 131.591 0.0105543 0.00102804 83978.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.556 130.563 0.0105068 0.00111041 85138.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.084 128.996 0.0105658 0.00106891 84238.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.364 127.201 0.0105161 0.00106817 84674.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.488 125.785 0.0106319 0.00102481 83271.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.845 124.462 0.0106396 0.00108109 83695 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.008 122.553 0.010611 0.00106324 83788.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.452 121.113 0.0106776 0.0010305 82926.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.092 120.174 0.010729 0.00112316 83282.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.401 118.467 0.010678 0.00106231 83197.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.732 116.806 0.0106532 0.00106358 83423.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.82 115.53 0.0107496 0.00107697 82707.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.443 114.387 0.0106252 0.00106548 83684.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.103 112.52 0.010568 0.00102353 83817.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.401 111.981 0.0105627 0.0010595 84182 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.961 109.77 0.0105228 0.00102471 84227.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.247 108.541 0.0106808 0.00107607 83292.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.792 107.482 0.0106729 0.00107188 83324.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.371 106.063 0.0107813 0.00108989 82547.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.788 104.6 0.0105015 0.00102824 84448 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.522 103.282 0.0104546 0.00102823 84868.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.969 102.376 0.010412 0.00104249 85382.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.682 101.084 0.0105639 0.00108124 84364.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.243 99.5856 0.010514 0.00102807 84335.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.866 98.5622 0.0105459 0.0010681 84407.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.609 97.7469 0.0106523 0.00102343 83083.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.803 96.3121 0.0106541 0.00107615 83524.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.076 95.3636 0.0104234 0.00102705 85139 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.834 93.7326 0.0104981 0.00103457 84534.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.242 92.4768 0.0105576 0.00102288 83904.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.011 91.4517 0.0106259 0.00102286 83306.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.777 90.1806 0.0105641 0.00105705 84148.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.591 89.6147 0.0105667 0.00106064 84157.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.253 87.7871 0.0106425 0.00108298 83686.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.94 86.6275 0.010567 0.00102086 83803.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8101 85.8272 0.0106259 0.0010547 83583.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.4818 84.5632 0.0106007 0.00103285 83613 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.409 83.762 0.0107077 0.00110669 83324.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.1796 82.6034 0.0104754 0.00102703 84670.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.34 81.457 0.0104316 0.00111686 85885.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.9898 80.3106 0.0104748 0.00102668 84673.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.8366 79.5593 0.0107107 0.00108098 83076.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.8248 78.8606 0.0104339 0.00102234 85002.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.826 77.4387 0.010525 0.00106483 84565.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.5916 76.5344 0.0105108 0.00103004 84381.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.762 75.9851 0.010577 0.00102722 83771.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.7896 74.507 0.0105933 0.00105726 83892 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.6825 73.6171 0.0108054 0.00109369 82374.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6835 72.5041 0.0104602 0.00104224 84944.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.571 71.8504 0.0104636 0.00102098 84722.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.4338 70.4222 0.0105426 0.00102853 84086.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.4292 69.7342 0.0104347 0.00111074 85800.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.6673 69.0507 0.0105267 0.00103074 84246.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.6807 67.8494 0.0103963 0.0010297 85409.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.6753 66.9945 0.010555 0.00106406 84291.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.6758 66.2251 0.0105096 0.00104805 84552.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.7086 65.1929 0.0107701 0.00106676 82446.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.8578 64.5726 0.010691 0.00107791 83219.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.0392 64.1106 0.0104388 0.00104439 85156.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.1765 62.4848 0.0106921 0.00106489 83098 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.1019 62.1669 0.010767 0.00107046 82503.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.1759 61.3041 0.0106971 0.00107539 83145 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.3217 60.2693 0.0106833 0.00106274 83155.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.3397 59.7681 0.01068 0.00105681 83132.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.6457 58.5106 0.0107491 0.00108585 82788.3 0
: 611 | 69.7357 58.5284 0.0106394 0.00102479 83206.5 1
: 612 Minimum Test error found - save the configuration
: 612 | 69.0329 57.1804 0.0107086 0.00106424 82950.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.2666 56.5864 0.0107104 0.0011016 83256.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.3289 55.6243 0.0106688 0.00104431 83121.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.5986 55.0251 0.0104223 0.00103165 85191 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.7418 53.9248 0.0106135 0.00102555 83438 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.9896 53.6944 0.0106402 0.00107371 83625.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.2649 52.9263 0.0106186 0.00103587 83483.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4372 52.3721 0.0105035 0.001033 84473.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.58 51.4034 0.0105415 0.00109654 84701.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.9342 51.0675 0.010609 0.00103137 83527.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.291 50.3557 0.0105068 0.00103188 84433.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.776 49.5385 0.0106261 0.0010776 83783.1 0
: 624 | 59.8296 49.9352 0.0105527 0.00104622 84153.1 1
: 625 Minimum Test error found - save the configuration
: 625 | 59.3941 48.0136 0.0106447 0.00105311 83406.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.3389 47.6671 0.0105314 0.00102452 84149.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.7565 47.6 0.010498 0.00109571 85085.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.0264 46.1081 0.0105511 0.0010868 84528 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.3136 45.5903 0.0104782 0.00102678 84643.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.514 44.9688 0.010459 0.0010313 84856.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.9092 43.9897 0.0105695 0.00102452 83813.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9742 43.4864 0.0104777 0.00105487 84900.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.5432 43.2933 0.010666 0.00108669 83513.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.9388 42.6966 0.0107651 0.00109677 82744.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1475 41.6424 0.0106488 0.00103791 83238.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.6162 41.1783 0.010773 0.00107573 82497.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.9086 40.9494 0.0109557 0.0010864 81059.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.3108 40.2693 0.0107789 0.00108286 82508.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.8292 39.8472 0.0108764 0.00109179 81760.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.0589 39.0752 0.0110619 0.00108233 80163.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.5102 38.2012 0.0109151 0.00113244 81777.2 0
: 642 | 48.014 38.3669 0.0106075 0.000988477 83168.7 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.6208 37.9202 0.0105762 0.00109216 84351.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.8788 37.4931 0.0108334 0.00107357 81968.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.2272 36.1125 0.0108782 0.00108919 81724.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.6747 36.0693 0.0106771 0.00108729 83421.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.044 35.2121 0.0108339 0.00109606 82154 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.4953 34.6367 0.0109014 0.00111263 81726.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.008 34.5647 0.0107836 0.00108557 82490.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.6105 34.2229 0.0107096 0.00103613 82700.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.2011 33.1776 0.0107266 0.00114057 83455.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.6739 32.6921 0.0108363 0.0010968 82140.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.0652 32.2603 0.0107484 0.00103819 82387.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.6574 32.1608 0.0107654 0.00102445 82127.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.0972 31.9378 0.0107422 0.00108226 82816.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.5794 30.7965 0.0106086 0.00110338 84164.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.9168 30.5483 0.0108465 0.00108109 81921.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.504 29.8388 0.0105832 0.00109322 84299.7 0
: 659 | 39.1435 29.858 0.0104965 0.000988856 84142.7 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.5083 28.9081 0.0106841 0.00103964 82948.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.1004 28.4095 0.0104694 0.00103777 84821.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6275 28.1863 0.0107713 0.00109435 82670.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.2352 27.6911 0.010658 0.00104385 83210.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.8441 27.1353 0.0107717 0.00102908 82113.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.3347 27.0622 0.0105692 0.00102855 83852.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.9423 26.4174 0.0105077 0.00102502 84364.5 0
: 667 | 35.573 26.7983 0.0107291 0.00107028 82825.6 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.2977 25.8456 0.0105977 0.00110554 84279.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.6723 24.9597 0.0104975 0.00102683 84470.9 0
: 670 | 34.22 25.3199 0.0106782 0.000992817 82598.4 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.9124 24.4461 0.0105921 0.00112867 84535.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.2528 23.9802 0.0105508 0.00102912 84018.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8133 23.6827 0.0104846 0.00102999 84614.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3341 23.1115 0.0105547 0.00107908 84426.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.0153 23.0883 0.0106939 0.00107648 83182.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.649 22.5011 0.0107298 0.00109468 83029.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.0319 22.3321 0.0107033 0.00106779 83025.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.6849 21.9734 0.0104195 0.0010332 85230.6 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.3622 21.7035 0.0104872 0.00102596 84555.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.0222 21.1718 0.0107436 0.00108644 82840.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8222 21.1006 0.0105845 0.00104548 83865.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.3884 20.8413 0.0104771 0.00103193 84698.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.9886 20.5429 0.0106589 0.00106444 83381.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.4845 20.3315 0.0106286 0.00108134 83793.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.2183 20.1665 0.0106645 0.0010612 83304.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.8208 19.9224 0.0107236 0.00105681 82758 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.5341 19.3942 0.0106994 0.00103033 82737.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.1231 18.7156 0.01047 0.00102726 84720.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.6428 18.6217 0.0106235 0.00107753 83805 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.3418 18.6202 0.0106593 0.00108977 83598.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.2028 18.5418 0.0106468 0.00106727 83511.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.741 18.2525 0.010686 0.0010958 83418.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.3467 17.9499 0.0105103 0.00103065 84391.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0692 17.2256 0.0104852 0.00101914 84512.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.6811 17.1861 0.0104932 0.00102609 84503.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.4184 17.122 0.0106557 0.00106081 83378 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1471 16.7784 0.0105693 0.00102115 83785.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.6978 16.5849 0.0105377 0.00110089 84774.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.669 16.2666 0.0108197 0.00103903 81794.4 0
: 700 | 23.4631 16.3552 0.0106284 0.00105409 83556.7 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.2152 15.9035 0.0106829 0.00108525 83353.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.5731 15.7771 0.0106749 0.00102922 82938.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.2039 15.5081 0.0104593 0.00103131 84854.1 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.9025 14.8717 0.0104993 0.00109581 85074.6 0
: 705 | 21.5006 15.2426 0.0105622 0.00102407 83873.5 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.3529 14.2354 0.0105126 0.00106797 84704.5 0
: 707 | 21.0967 14.5198 0.0105259 0.000987986 83875.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.8377 14.0161 0.0105014 0.00107806 84895.5 0
: 709 | 20.4903 14.0222 0.0106661 0.00102518 82979.6 1
: 710 | 20.337 14.0502 0.0106387 0.00103251 83279.7 2
: 711 Minimum Test error found - save the configuration
: 711 | 19.9861 13.9677 0.0105884 0.00105228 83891.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.6597 13.3655 0.0106339 0.00105064 83478.4 0
: 713 | 19.715 13.8391 0.0104273 0.000985556 84729.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.3886 13.2388 0.0105163 0.00102328 84272.5 0
: 715 | 19.2685 13.4789 0.010414 0.000986087 84854.4 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.6681 12.5947 0.0104852 0.00103242 84631.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.3703 12.5328 0.010507 0.00102703 84388.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.1153 12.0187 0.01038 0.00102907 85553.2 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9225 11.518 0.0106557 0.00107758 83523.8 0
: 720 | 17.5909 11.8309 0.0106597 0.00103227 83095.7 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.3953 11.2637 0.0105578 0.00102518 83922.4 0
: 722 | 17.1874 11.297 0.0104491 0.000992037 84593 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.8489 11.2094 0.0105141 0.00103057 84357 0
: 724 | 16.6266 11.2674 0.0103781 0.000987376 85190.6 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.43 10.8607 0.0106188 0.00103471 83471.4 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3707 10.7729 0.0105398 0.00109624 84713.4 0
: 727 | 16.1053 11.2095 0.0104623 0.000988697 84444.7 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.9548 10.5831 0.0105215 0.00105886 84543 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6105 10.2571 0.0106948 0.00106408 83067.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.4479 10.1559 0.0106022 0.00108795 84084.1 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.1513 9.65962 0.0107623 0.0010924 82730.6 0
: 732 | 15.0157 9.7101 0.0105703 0.00104782 84011.4 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.7318 9.52557 0.0106015 0.00102436 83532.6 0
: 734 | 14.6242 9.55115 0.0106231 0.000995586 83095 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.5747 9.01577 0.0105399 0.00107601 84531.8 0
: 736 | 14.3028 9.24127 0.0105655 0.000990527 83550.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 13.989 8.93243 0.0104864 0.00102337 84539.7 0
: 738 | 13.9898 9.94921 0.0104969 0.000994026 84185.2 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.034 8.8384 0.0107154 0.00107327 82968.9 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.7205 8.71829 0.0107724 0.00108212 82556.8 0
: 741 | 13.3619 8.78906 0.010749 0.00104438 82434.7 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.338 7.98111 0.0107526 0.00102782 82264.4 0
: 743 | 12.8037 7.98433 0.0104107 0.000986687 84889.5 1
: 744 | 12.7028 8.09707 0.0106161 0.0010438 83574.4 2
: 745 Minimum Test error found - save the configuration
: 745 | 12.6527 7.97403 0.0105693 0.00102411 83811.5 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.3822 7.52841 0.010675 0.00108316 83404.5 0
: 747 | 12.1711 8.04629 0.0104933 0.000989976 84181.4 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.0883 7.44059 0.0105662 0.00102328 83831.8 0
: 749 | 11.8427 7.55673 0.0105356 0.00105554 84387.4 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.7195 6.77378 0.0106126 0.00104304 83597.9 0
: 751 | 11.4612 7.12128 0.0104283 0.000992186 84780.9 1
: 752 | 11.5878 7.564 0.0103669 0.000988276 85300.6 2
: 753 | 11.4744 7.45579 0.010601 0.000986587 83208.5 3
: 754 Minimum Test error found - save the configuration
: 754 | 11.0673 6.29516 0.0105248 0.00103787 84326.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.9362 6.1775 0.010607 0.00106183 83811.9 0
: 756 | 10.941 7.23862 0.0106464 0.0010265 83160.6 1
: 757 | 10.7431 6.44988 0.0105908 0.00102938 83669.7 2
: 758 | 10.5053 6.43867 0.0107128 0.00102296 82560.4 3
: 759 | 10.3749 6.33293 0.0105904 0.00104947 83849.6 4
: 760 Minimum Test error found - save the configuration
: 760 | 10.2908 5.93294 0.0105535 0.00108116 84456.8 0
: 761 | 10.1118 5.94524 0.0104628 0.000998747 84530.2 1
: 762 | 9.96947 6.06152 0.010572 0.00107357 84224.1 2
: 763 | 9.94112 6.73205 0.0103064 0.000989955 85869.6 3
: 764 Minimum Test error found - save the configuration
: 764 | 9.78328 5.78705 0.0105956 0.00109468 84202.7 0
: 765 | 9.53505 5.85842 0.0106931 0.00102531 82749.2 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.33623 5.31068 0.0106213 0.00105517 83628.3 0
: 767 | 9.33942 5.85577 0.0106007 0.00104212 83694.8 1
: 768 | 9.3109 6.9622 0.0104818 0.000989747 84280.7 2
: 769 Minimum Test error found - save the configuration
: 769 | 9.09685 5.25714 0.010572 0.00109906 84450.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.94214 4.6071 0.0106438 0.00107192 83578.2 0
: 771 | 8.87842 5.23577 0.0104799 0.00102716 84631.7 1
: 772 | 8.87395 5.06772 0.0106172 0.00104952 83614.5 2
: 773 | 8.60848 4.73855 0.0103921 0.000986947 85059.8 3
: 774 | 8.55278 4.72364 0.0105305 0.00102581 84169 4
: 775 Minimum Test error found - save the configuration
: 775 | 8.39198 4.56387 0.0105424 0.00108576 84596.4 0
: 776 | 8.36878 4.6489 0.0105084 0.000996526 84105.5 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.28436 4.53305 0.0105407 0.0010706 84475.9 0
: 778 | 8.17615 4.70834 0.0106717 0.00105511 83189.6 1
: 779 Minimum Test error found - save the configuration
: 779 | 7.97033 4.50915 0.0106968 0.0011036 83392.6 0
: 780 | 7.79289 4.64312 0.0105247 0.00105587 84487.5 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.73535 4.46809 0.0105979 0.00107281 83989 0
: 782 | 7.66903 4.78745 0.0107031 0.00102753 82682.1 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.52511 4.38293 0.0106298 0.00106624 83650.6 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.29772 3.91497 0.0106668 0.00106431 83311.6 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.32394 3.76195 0.0106099 0.00107968 83943.3 0
: 786 | 7.46027 4.78543 0.010735 0.00103952 82513.1 1
: 787 | 7.26734 4.22682 0.0106053 0.00104479 83677.9 2
: 788 | 7.22118 4.52087 0.0107819 0.00102377 81982.9 3
: 789 | 7.15766 4.27183 0.0106797 0.00105309 83102.8 4
: 790 Minimum Test error found - save the configuration
: 790 | 6.95783 3.44371 0.0106592 0.00106628 83394.9 0
: 791 | 6.84152 4.19604 0.010484 0.00105815 84873.2 1
: 792 | 6.77793 3.52179 0.0104792 0.000993747 84340 2
: 793 | 6.64448 3.61369 0.0106038 0.00104335 83678.5 3
: 794 | 6.51362 3.91022 0.0106167 0.00103876 83525.3 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.55697 3.08627 0.0106216 0.00103034 83409.7 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.46993 2.96841 0.0107121 0.00106046 82887.7 0
: 797 | 6.40486 3.33499 0.010749 0.00113613 83221.8 1
: 798 | 6.26507 3.2269 0.0106329 0.00100921 83128.1 2
: 799 | 6.23308 3.47626 0.0106007 0.00102709 83563 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.21998 2.68121 0.0108274 0.00108454 82111.8 0
: 801 | 6.10233 3.40787 0.0106375 0.00107055 83621.6 1
: 802 | 5.94013 3.03284 0.0106161 0.00102749 83432.1 2
: 803 | 5.98582 3.0717 0.0106947 0.00106857 83107.1 3
: 804 | 5.88554 2.79867 0.0106275 0.00102497 83311 4
: 805 | 6.18014 4.29292 0.0106736 0.00103107 82965.6 5
: 806 | 5.89502 2.86782 0.0105369 0.000986747 83767.9 6
: 807 | 5.74871 2.8545 0.0106396 0.00100795 83059.2 7
: 808 Minimum Test error found - save the configuration
: 808 | 5.52079 2.38069 0.0106945 0.00108755 83272.8 0
: 809 | 5.55791 2.51308 0.0106819 0.00102912 82877.5 1
: 810 | 5.54412 3.05392 0.0106171 0.00109067 83977.2 2
: 811 | 5.33312 3.3026 0.010599 0.00103172 83618.5 3
: 812 | 5.35143 2.98189 0.0105786 0.000998817 83509.3 4
: 813 | 5.27652 2.52898 0.010555 0.00103009 83990.5 5
: 814 | 5.2876 2.67107 0.0106478 0.00101847 83079.9 6
: 815 | 5.22584 2.55496 0.0107192 0.00102545 82527.7 7
: 816 | 5.21874 3.35327 0.0105284 0.000996366 83927.4 8
: 817 Minimum Test error found - save the configuration
: 817 | 5.2678 2.13697 0.0108206 0.00108877 82204.6 0
: 818 Minimum Test error found - save the configuration
: 818 | 5.11007 2.1146 0.0106138 0.00105692 83709 0
: 819 | 4.86494 2.4931 0.0103303 0.000987627 85628.3 1
: 820 | 4.89395 2.14247 0.0104802 0.00103731 84720.2 2
: 821 Minimum Test error found - save the configuration
: 821 | 4.93848 2.11357 0.0106704 0.00107927 83410.6 0
: 822 | 4.7289 2.4217 0.0106754 0.0010412 83037.6 1
: 823 | 4.77746 2.69049 0.0106269 0.00102452 83312.3 2
: 824 Minimum Test error found - save the configuration
: 824 | 4.63716 2.02016 0.0105756 0.00103128 83819.5 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.72755 1.73915 0.0105446 0.00102875 84070.4 0
: 826 | 4.71089 2.0472 0.0106272 0.00102981 83356.1 1
: 827 | 4.51155 2.11789 0.0106656 0.00103024 83027.2 2
: 828 | 4.61397 2.18597 0.010681 0.00103202 82910.5 3
: 829 | 4.53084 1.94494 0.0106399 0.00103082 83254.9 4
: 830 | 4.43993 2.09764 0.01071 0.00103962 82727.2 5
: 831 | 4.34982 2.52426 0.0105924 0.00100037 83402.5 6
: 832 | 4.21233 1.85451 0.0105844 0.00103756 83797.3 7
: 833 Minimum Test error found - save the configuration
: 833 | 4.23954 1.67354 0.0106957 0.00105506 82982.4 0
: 834 Minimum Test error found - save the configuration
: 834 | 4.20308 1.51581 0.0106993 0.00108123 83176.4 0
: 835 | 4.19996 1.7492 0.0105096 0.00101531 84260.8 1
: 836 | 4.29693 2.26815 0.0106535 0.000984717 82740.6 2
: 837 | 4.18899 1.93974 0.0106702 0.00103355 83016.5 3
: 838 | 3.99029 2.64339 0.0105227 0.00103618 84330 4
: 839 | 3.93569 2.56988 0.0106863 0.00104016 82934.3 5
: 840 | 3.99007 2.49651 0.0106262 0.00106031 83630.4 6
: 841 | 3.97107 2.77568 0.0104769 0.000998487 84402.2 7
: 842 | 3.93774 2.91594 0.0106519 0.00102488 83099.5 8
: 843 | 4.12826 1.87325 0.0115248 0.000996237 75983.6 9
: 844 | 3.72809 2.10736 0.0102898 0.000986797 85994.1 10
: 845 | 3.65875 2.108 0.0103017 0.000985867 85875.5 11
: 846 | 3.60345 2.23595 0.0103216 0.000999438 85816.6 12
: 847 | 3.66062 2.16359 0.0103438 0.000988377 85512.2 13
: 848 | 3.37008 2.13154 0.0103183 0.000990817 85768.1 14
: 849 | 3.46464 1.98211 0.0102705 0.000990457 86206.2 15
: 850 | 3.33263 2.18764 0.0102939 0.000989356 85979.3 16
: 851 | 3.46004 2.51406 0.0103091 0.00100526 85986.3 17
: 852 | 3.74338 2.29368 0.0102906 0.000988366 86000.4 18
: 853 | 3.44315 1.98826 0.01027 0.000987556 86184 19
: 854 | 3.46028 2.03432 0.0102877 0.000996476 86103 20
: 855 | 3.23183 1.92275 0.0102941 0.000989036 85975 21
:
: Elapsed time for training with 1000 events: 8.93 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.814 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.27937e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05549e+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: 0.0323 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: 0.0357 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: 0.00132 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: 0.0946 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.89 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0216 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: 0.00424 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: 0.00176 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000298 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: 0.0955 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.89 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0999 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 : -0.892 -0.0557 5.86 1.51 | 3.224 3.233
: 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 : -0.140-0.000829 1.86 1.08 | 3.352 3.344
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.