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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: 0.25 sec
: Elapsed time for training with 1000 events: 0.254 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00283 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: 0.0008 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00414 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: 0.000259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000337 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 = 31506
: --------------------------------------------------------------
: 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 | 33081 31158.7 0.0101504 0.00105261 87933.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32613.7 30649.3 0.0102499 0.00103378 86804.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31959.9 30045.5 0.0102416 0.00107007 87226.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31297.7 29435.4 0.0105557 0.0011732 85265 0
: 5 Minimum Test error found - save the configuration
: 5 | 30603.8 28798 0.0120053 0.00105159 73034.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29844.7 27972.9 0.0103736 0.0010504 85807.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 29099.9 27237 0.0112504 0.00118279 79462.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28594.8 26837.2 0.0102788 0.0010146 86354 0
: 9 Minimum Test error found - save the configuration
: 9 | 28228.4 26509.4 0.0101834 0.000995773 87073.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27899.9 26209.7 0.010059 0.00100773 88385.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27594.3 25924.8 0.0100767 0.00101657 88299 0
: 12 Minimum Test error found - save the configuration
: 12 | 27303.5 25650.6 0.00993446 0.000988142 89422.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 27022.6 25385.9 0.0100105 0.00110237 89806 0
: 14 Minimum Test error found - save the configuration
: 14 | 26749.9 25130.1 0.0100271 0.00101767 88796.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26487.5 24878.3 0.0101532 0.00102042 87596.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26229.4 24632.6 0.0100846 0.00107922 88835.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25973.7 24396.7 0.0115067 0.00101283 76235 0
: 18 Minimum Test error found - save the configuration
: 18 | 25728.4 24161.7 0.0101167 0.00101269 87873.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25483 23934.3 0.0100351 0.00101503 88691.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25249.2 23703.5 0.00994555 0.000996351 89393.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 25010.4 23482 0.00994153 0.000981593 89286.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24780.2 23262.1 0.00995329 0.000983982 89193 0
: 23 Minimum Test error found - save the configuration
: 23 | 24550.7 23047.7 0.0100844 0.000987692 87943.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24326.5 22835.3 0.0100605 0.000991853 88216.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 24104.4 22626.2 0.00997914 0.000986842 88965 0
: 26 Minimum Test error found - save the configuration
: 26 | 23887.4 22417 0.0100144 0.00100725 88818.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23669.5 22213.3 0.0102604 0.000991682 86312.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23456.4 22011.8 0.00997146 0.000985922 89031.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23248.4 21809.1 0.00995539 0.00102536 89585.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 23037 21613.5 0.00996464 0.00102409 89480 0
: 31 Minimum Test error found - save the configuration
: 31 | 22831 21420.5 0.0100905 0.00104432 88435.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22628.8 21227.8 0.00997776 0.00100184 89127.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22429.3 21035.2 0.0100789 0.000993772 88055.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22228.5 20847.7 0.0102603 0.00101645 86543.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 22032.2 20661.9 0.0100527 0.00100514 88421.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21837.2 20479 0.0100178 0.00101735 88884.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21644.6 20298.4 0.0100577 0.000991213 88236.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21455.6 20117.6 0.00999853 0.000991332 88817.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21265.2 19941.7 0.00996733 0.00100188 89231.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21080.6 19765 0.0099678 0.000987582 89084.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20895.7 19590.7 0.00994874 0.000989521 89293.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20713.6 19418 0.00997639 0.000987623 89000 0
: 43 Minimum Test error found - save the configuration
: 43 | 20533.1 19246.8 0.0100051 0.000991992 88760 0
: 44 Minimum Test error found - save the configuration
: 44 | 20351.6 19081.5 0.00997779 0.00100068 89115.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20179.3 18911.3 0.0100127 0.00100524 88815.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 20001.4 18746.9 0.0100146 0.000992842 88674.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19827.2 18585.4 0.0100775 0.00101476 88273.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19657.4 18422.9 0.0100785 0.000998712 88108.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19486.4 18263.7 0.0100282 0.000992532 88538.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19319.1 18104.9 0.0100536 0.000990252 88267.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19151.6 17949 0.0100484 0.000993033 88345.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18986.5 17794.7 0.01002 0.000989672 88590.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18823.2 17641.1 0.0100973 0.000993702 87877 0
: 54 Minimum Test error found - save the configuration
: 54 | 18662 17485.3 0.010079 0.00104703 88574.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18495 17325.6 0.0102516 0.00101177 86581.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18331.6 17178.6 0.0100802 0.00100348 88137.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18172.5 17025.5 0.0101079 0.00103782 88202.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 18009.9 16865.2 0.0101692 0.00100836 87328.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17862.1 16733.1 0.0101014 0.00100565 87953.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17702.6 16587.4 0.0102413 0.00101059 86666.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17544.7 16424.7 0.0100332 0.00100559 88617.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17389.7 16283.3 0.0100397 0.00102591 88752.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17235 16136 0.0100721 0.00104477 88620.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17080.1 15984.6 0.0102344 0.00107812 87372.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16926.7 15837.1 0.0101724 0.00101724 87382.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16779.8 15694.4 0.0101546 0.0010104 87487 0
: 67 Minimum Test error found - save the configuration
: 67 | 16626.6 15549.6 0.0102811 0.00105757 86734.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16479.5 15407.6 0.0101769 0.00102043 87370 0
: 69 Minimum Test error found - save the configuration
: 69 | 16332.6 15271.2 0.0101132 0.00101701 87948.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16187 15128.3 0.0101955 0.00101183 87111.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16042 14989.6 0.0101667 0.00104731 87725.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15894.3 14857 0.0103107 0.00101758 86084.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15755.3 14720.6 0.0106205 0.00103213 83434.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15615.2 14585 0.0102811 0.00103814 86552 0
: 75 Minimum Test error found - save the configuration
: 75 | 15471.1 14453.8 0.0102167 0.00102352 87020.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15334.5 14321.9 0.0117986 0.00104467 74391.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15196 14190.2 0.0103097 0.00104169 86318.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15058.5 14061.8 0.0102635 0.00102092 86555.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14920.4 13934.6 0.0101829 0.00101337 87245.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14789.5 13805.2 0.0101795 0.00101501 87293.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14652.9 13681.5 0.010221 0.00101918 86939.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14522.7 13556.8 0.0102282 0.00105202 87182.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14392.3 13432.6 0.0102991 0.00102452 86257.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14261.8 13312.1 0.0102518 0.00102652 86718 0
: 85 Minimum Test error found - save the configuration
: 85 | 14133.4 13191.3 0.0101875 0.00101183 87187.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 14007.6 13071.5 0.0108257 0.00101384 81534 0
: 87 Minimum Test error found - save the configuration
: 87 | 13881.4 12951.8 0.0103187 0.00103485 86170.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13755.2 12836.4 0.0101519 0.00101173 87526.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13633.3 12719.2 0.0101644 0.00102894 87570.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13508.9 12606.5 0.0103406 0.001094 86518.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13390.3 12489.5 0.0103166 0.00104377 86273.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13268.3 12377 0.0102516 0.00101687 86629.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13150.5 12263.3 0.0105535 0.00101319 83854.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13029.8 12154.7 0.0109016 0.00101986 80957.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12915.3 12042.4 0.0103365 0.00101812 85851.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12798.8 11932.3 0.0104284 0.00101494 84984.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12682.6 11824.4 0.0102157 0.00104407 87225.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12567.6 11719.4 0.0102579 0.00101917 86592.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12456.1 11612.7 0.0101959 0.00101859 87171.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12344.9 11505.8 0.0102332 0.00101365 86772.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12231.7 11402.8 0.0102357 0.00101463 86757.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12122.5 11299.4 0.0102655 0.00102674 86591.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12014.5 11195.3 0.0102398 0.00102074 86776.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11905.5 11093.5 0.0102538 0.0010307 86739.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11797.8 10993.4 0.0102008 0.00101356 87077 0
: 106 Minimum Test error found - save the configuration
: 106 | 11690.9 10895.2 0.010232 0.00101845 86828.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11587.9 10794.1 0.0102433 0.00105852 87100.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11482.5 10695.6 0.0101942 0.00102326 87231.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11377.8 10600.1 0.0102274 0.00101567 86846 0
: 110 Minimum Test error found - save the configuration
: 110 | 11275.3 10504.8 0.0102187 0.00102263 86993.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11174.4 10409.2 0.0102213 0.00102603 87001.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11073.7 10315.1 0.0102588 0.00102184 86608.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10974.5 10219.6 0.0102848 0.00101838 86333.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10874.5 10127.1 0.0103021 0.00102107 86197.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10775.9 10035.7 0.0103137 0.00107791 86620 0
: 116 Minimum Test error found - save the configuration
: 116 | 10678.4 9945.47 0.0110572 0.00108555 80227.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10582.2 9855.38 0.0106309 0.00108959 83846.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10487.5 9765.2 0.0106635 0.00104097 83138.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10392.7 9675.19 0.0102727 0.00102479 86506.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10297.8 9587.49 0.0102971 0.00103852 86406.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10205.8 9498.97 0.0102217 0.00102701 87007.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10112.7 9412.43 0.010194 0.00101903 87193.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10021.7 9325.96 0.0102315 0.00102177 86864.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9930.17 9241.56 0.0102555 0.00102678 86686.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9840.64 9157.2 0.0103488 0.00102365 85789.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9751.88 9073.13 0.0103099 0.00102238 86137.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9662.78 8990.88 0.0102348 0.00102084 86825 0
: 128 Minimum Test error found - save the configuration
: 128 | 9574.97 8909.91 0.0102726 0.00105404 86781.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9489.95 8827.04 0.0105581 0.00102804 83944.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9402.87 8746.37 0.0119931 0.00105069 73109.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9317.64 8666.34 0.0103292 0.00102592 85991 0
: 132 Minimum Test error found - save the configuration
: 132 | 9232.3 8588.34 0.0102728 0.00102491 86505.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9149.66 8509.16 0.0103746 0.00102286 85545.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9065.85 8432.03 0.0104752 0.00104584 84841 0
: 135 Minimum Test error found - save the configuration
: 135 | 8984.04 8354.59 0.0106685 0.00103119 83010.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8902.74 8277.5 0.0102373 0.00102171 86809.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8820.74 8202.66 0.0104585 0.00104508 84985.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8741.41 8127.48 0.0103341 0.00102604 85947.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8662.62 8051.54 0.010277 0.00102765 86492.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8581.75 7979.62 0.0103643 0.0010987 86341.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8505.57 7905.26 0.0103007 0.00102361 86234.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8428.07 7832.34 0.0103056 0.00102551 86205.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8349.56 7762 0.0104868 0.00103881 84673.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8275.97 7688.98 0.0106387 0.00103006 83258.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8199.12 7618.56 0.0103837 0.00103049 85532.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8123.94 7549.58 0.0107278 0.00103619 82545.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8052 7478.11 0.0103171 0.00104575 86287.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7977.54 7409.12 0.010273 0.00103268 86577.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7903.43 7342.47 0.0102204 0.00101738 86927.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7831.49 7275.91 0.0102186 0.00101907 86960.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7760.63 7209.64 0.0102067 0.00101798 87063.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7690.95 7142.01 0.0102097 0.00102274 87079.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7620.84 7074.78 0.0102105 0.00102483 87092.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7549.68 7010.67 0.0101978 0.00102216 87187.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7480.67 6946.93 0.0102103 0.00103584 87198.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7412.93 6882.97 0.0102245 0.00102196 86932.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7345.84 6818.63 0.0101852 0.00102117 87297.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7278.03 6755.95 0.0103533 0.00102663 85775.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7212.01 6692.83 0.0102308 0.00102191 86872.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7145.22 6631.74 0.0102946 0.00102403 86294.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7079.87 6571.05 0.0104877 0.0010662 84912.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 7015.91 6509.77 0.0102145 0.00102637 87068.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6951.34 6449.34 0.0102758 0.00109459 87134.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6887.54 6389.71 0.0101948 0.00102089 87204.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6824.4 6331.49 0.0102625 0.00102477 86601.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6762.28 6271.54 0.0102196 0.00102142 86973.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6699.7 6214.14 0.0101962 0.00101971 87179.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6638.54 6156.52 0.0102499 0.00104291 86890.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6576.79 6100.93 0.0102033 0.00101892 87104.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6517.88 6043.1 0.0102105 0.00102085 87054.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6458.14 5986.53 0.0102616 0.00102844 86643.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6397.52 5931.73 0.0108354 0.00117478 82810.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6339.43 5876.19 0.0104593 0.00103976 84930.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6281.14 5821.96 0.0105313 0.00104053 84292.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6223.2 5768.16 0.0105027 0.0010447 84584.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6167.03 5713.44 0.0104769 0.00105548 84912.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6108.89 5661.01 0.0103934 0.0010354 85488.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 6053.97 5607.81 0.0104776 0.00105021 84859.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5997.41 5555.86 0.0103976 0.00103096 85409.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5942.38 5504.28 0.0104202 0.00102923 85188.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5887.46 5453.99 0.0104324 0.00108434 85579.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5833.78 5402.45 0.0104619 0.00105272 85023.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5779.76 5352.11 0.0104516 0.00104292 85028.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5727.18 5301.77 0.0104228 0.00104171 85278.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5673.37 5253.36 0.0103545 0.00104316 85916.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5621.54 5204.55 0.0103479 0.00103403 85893.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5569.81 5156.06 0.0102755 0.00102302 86463.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5518.45 5107.96 0.0104885 0.00111551 85352.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5467.14 5061.7 0.0103448 0.00110279 86560.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5417.48 5013.86 0.0104293 0.0010966 85719.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5368.02 4966.44 0.0104454 0.00108601 85475.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5318.47 4919.31 0.0104742 0.00110123 85352.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5268.8 4873.24 0.0104731 0.00102967 84715.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5219.84 4828.46 0.0104152 0.00104812 85405.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5172.04 4784.1 0.0104157 0.00102775 85215.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5124.03 4740.09 0.0103536 0.00102707 85776.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5077.74 4695.38 0.0103803 0.00102385 85502.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5030.58 4651.76 0.01059 0.00105556 83906.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4984.31 4608.77 0.0103982 0.00103002 85395.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4938.57 4564.56 0.0105105 0.00103657 84442.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4893.05 4522.23 0.0107147 0.00104161 82703.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4847.15 4480.77 0.0106051 0.00105681 83784.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4802.83 4439.24 0.0104036 0.00102882 85335.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4759.49 4397.53 0.0102875 0.00102781 86395.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4714.63 4356.73 0.0102766 0.00102182 86441.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4672.19 4316.19 0.0103595 0.00102559 85708.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4628.62 4275.85 0.0103731 0.0010308 85632 0
: 208 Minimum Test error found - save the configuration
: 208 | 4585.42 4236.88 0.0120284 0.00103661 72781.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4544.41 4196.8 0.0104785 0.00111897 85474.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4501.78 4158.47 0.0119064 0.00105507 73723.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4461.28 4119.19 0.0106207 0.00119616 84884.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4421.37 4078.82 0.0103687 0.00104371 85791.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4377.94 4043.57 0.0103522 0.00102775 85795.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4339.61 4005.43 0.0103182 0.00102866 86118.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4299.63 3967.33 0.0106791 0.00104546 83042.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4259.86 3930.29 0.0103525 0.00104165 85921.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4220.63 3894.49 0.0104594 0.0010791 85285.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4182.21 3857.99 0.010749 0.00107782 82719.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4143.34 3822.4 0.010708 0.00108369 83122.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4106.19 3786.55 0.0104371 0.00108267 85520.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4068.42 3750.82 0.0103469 0.0010752 86283.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4031.51 3715.56 0.0118686 0.00103132 73819.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3994.04 3681.5 0.0104042 0.00102929 85334.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3957 3648.4 0.0103774 0.00103079 85592.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3921.62 3614.16 0.0108681 0.00106822 81633.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3885.63 3580.89 0.0105432 0.00105571 84321.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3850.71 3546.95 0.011606 0.00106261 75877.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3815.38 3513.68 0.0106045 0.00105875 83806.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3780.43 3481.13 0.0104454 0.00108851 85498.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3745.91 3448.59 0.0104204 0.00103797 85265.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3712.23 3416.06 0.0112337 0.00105251 78576 0
: 232 Minimum Test error found - save the configuration
: 232 | 3677.46 3385.11 0.0104087 0.00103973 85388 0
: 233 Minimum Test error found - save the configuration
: 233 | 3644.37 3354.17 0.0104235 0.00107227 85550.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3611.94 3322.36 0.0107205 0.00104969 82723.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3578.67 3291.25 0.0112348 0.00104356 78499 0
: 236 Minimum Test error found - save the configuration
: 236 | 3546.07 3260.76 0.0117474 0.00110445 75167.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3513.66 3230.48 0.0127509 0.00107769 68533 0
: 238 Minimum Test error found - save the configuration
: 238 | 3482.06 3200.38 0.0114267 0.00104545 77062.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3450.06 3170.87 0.010279 0.00104201 86608.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3419.2 3140.76 0.0118796 0.00102995 73734.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3387.57 3112 0.0103235 0.0010407 86180.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3357.44 3082.73 0.0102626 0.00102859 86636.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3326.31 3054.96 0.0102197 0.00102489 87005.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3296.78 3026.5 0.0102174 0.00102231 87002.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3267.54 2997.11 0.0104324 0.0010225 85016.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3236.58 2970.24 0.0103287 0.00106482 86357.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3207.54 2942.91 0.0104909 0.0010318 84574.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3178.38 2915.28 0.0102686 0.00102741 86568.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3149.45 2888.51 0.0114509 0.00111615 77408.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3120.6 2862.42 0.0115883 0.00104576 75882.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3093.01 2835.36 0.0112484 0.0010566 78494.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3064.21 2809.95 0.0118185 0.00104978 74289.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3037.63 2783.04 0.0103152 0.00102638 86125.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3009.48 2757.29 0.0103436 0.00105382 86116.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2981.75 2732 0.0106518 0.00105865 83393 0
: 256 Minimum Test error found - save the configuration
: 256 | 2954.81 2707.06 0.0106475 0.00118673 84559.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2928.63 2681.22 0.010357 0.00105137 85969.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2901.52 2656.48 0.0107987 0.00106999 82230.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2875.2 2632 0.0107234 0.001067 82846.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2850.04 2606.84 0.0103776 0.00106288 85885.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2823.3 2582.99 0.011042 0.00104829 80050.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2797.85 2559.87 0.0104875 0.00103832 84663.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2772.33 2536.38 0.0118657 0.00103216 73844.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2748.28 2512.37 0.010808 0.00111243 82512.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2722.88 2488.7 0.0104145 0.00104806 85411.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2697.76 2466.1 0.0106547 0.00104768 83272.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2673.72 2443.32 0.0105404 0.00120455 85690.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2649.58 2420.63 0.0105124 0.00110112 85004.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2625.49 2398.44 0.0103422 0.00102709 85882.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2601.03 2377.16 0.0103111 0.0010298 86195.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2578.2 2355.7 0.0106511 0.00103577 83200.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2554.88 2334.11 0.0103348 0.00103956 86065.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2531.9 2312.48 0.0103256 0.0010374 86130.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2509.06 2290.42 0.0103459 0.00104676 86029.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2485.86 2269.67 0.0105577 0.00118404 85345.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2463.88 2248.22 0.0107391 0.001054 82601.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2440.99 2227.97 0.0103503 0.00104741 85994.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2418.89 2207.77 0.0104849 0.00107093 84980 0
: 279 Minimum Test error found - save the configuration
: 279 | 2396.83 2187.74 0.0106441 0.00133047 85896 0
: 280 Minimum Test error found - save the configuration
: 280 | 2374.88 2168.12 0.0104517 0.00108332 85394.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2354.1 2147.29 0.0104513 0.00105732 85161.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2331.66 2128.3 0.0104655 0.00108819 85311.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2310.55 2109.03 0.0105939 0.001077 84060.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2289.72 2089.59 0.0103929 0.00103845 85521.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2269.24 2069.51 0.0104321 0.00107476 85494.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2247.55 2051.3 0.0102994 0.00104666 86460.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2227.75 2031.92 0.0103319 0.00105212 86208.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2206.74 2014.04 0.0103009 0.00103078 86298.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2186.93 1995.28 0.0103028 0.00103189 86291.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2166.84 1976.48 0.0112555 0.00104629 78361 0
: 291 Minimum Test error found - save the configuration
: 291 | 2146.92 1958.57 0.0102326 0.00102655 86899.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2126.86 1940.5 0.0102976 0.00102782 86301.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2107.29 1922.6 0.0103923 0.00109015 86001.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2088.6 1904.24 0.0102742 0.00103077 86548 0
: 295 Minimum Test error found - save the configuration
: 295 | 2068.51 1887.23 0.0104386 0.00105244 85231.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2049.31 1870.34 0.0103612 0.00102868 85722.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2030.11 1853.66 0.0103727 0.00103183 85645.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2011.79 1836.96 0.0102958 0.0010295 86334.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1993.46 1819.75 0.0103267 0.00103278 86077.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1974.75 1803.04 0.0103132 0.00102728 86151.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1956.28 1786.45 0.0105459 0.00105441 84285.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1937.7 1770.65 0.0104604 0.00118093 86212 0
: 303 Minimum Test error found - save the configuration
: 303 | 1920.18 1754.23 0.0103472 0.00102983 85861.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1902.02 1738.64 0.0104166 0.00103768 85297.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1884.48 1722.59 0.0103209 0.00104459 86241.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1866.95 1707.02 0.0102915 0.00102738 86354.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1849.96 1690.55 0.0103442 0.00104075 85989.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1831.65 1675.82 0.0103099 0.00102778 86187.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1815.29 1660.07 0.0102907 0.00103155 86400.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1797.71 1644.89 0.010552 0.00102833 84001.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1780.72 1629.97 0.0102996 0.00103359 86336.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1764.38 1615.29 0.0104125 0.0010474 85424 0
: 313 Minimum Test error found - save the configuration
: 313 | 1747.65 1600.03 0.0103595 0.00102984 85747.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1731.08 1585.3 0.0102824 0.00102715 86437.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1714.75 1570.52 0.0103644 0.00104982 85886.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1698.1 1556.57 0.010335 0.00103141 85988 0
: 317 Minimum Test error found - save the configuration
: 317 | 1682.34 1542.39 0.0102405 0.00102315 86792.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1666.27 1528.53 0.0103521 0.00103016 85818.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1651 1513.91 0.010392 0.00103901 85533.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1635.24 1499.88 0.0102833 0.00103153 86470 0
: 321 Minimum Test error found - save the configuration
: 321 | 1619.03 1486.43 0.0109514 0.00106046 80882.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1603.67 1473.43 0.0108559 0.00104051 81504.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1588.82 1459.82 0.0102939 0.00102845 86342.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1573.82 1446.03 0.0107639 0.00105931 82434.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1558.61 1432.81 0.0103163 0.00106612 86484.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1543.46 1419.9 0.0105126 0.00102962 84361.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1528.7 1406.93 0.0102669 0.00103341 86640.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1514.65 1393.52 0.0103099 0.0010228 86141.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1499.59 1380.97 0.0102642 0.00102728 86608.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1486.04 1367.69 0.0104136 0.00104789 85417.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1470.81 1355.6 0.0103239 0.00102927 86071.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1457.14 1342.94 0.0104291 0.00104819 85280 0
: 333 Minimum Test error found - save the configuration
: 333 | 1443.08 1330.75 0.0103489 0.00103425 85886.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1429.22 1318.23 0.0103111 0.00102943 86191.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1415.42 1306.01 0.010328 0.00104664 86194.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1401.89 1293.92 0.010371 0.00104176 85751.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.04 1282.29 0.0104583 0.00103924 84934.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1375.07 1270.5 0.0103041 0.00103151 86275.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1361.93 1258.49 0.0103242 0.00103294 86102.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1348.41 1247.06 0.0103398 0.00106258 86232.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1335.71 1235.57 0.0104049 0.00104317 85454.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1322.81 1223.72 0.010372 0.00103349 85666.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1310.1 1212.38 0.0104333 0.00103308 85104.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1297.48 1200.62 0.0104597 0.00103157 84852.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1284.64 1189.64 0.0103594 0.00106925 86112.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1272.25 1178.62 0.0104097 0.00104884 85462.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1260.1 1167.86 0.0102935 0.00103108 86370.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1248.44 1156.29 0.0104449 0.00107172 85349.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1235.89 1146.44 0.0107277 0.00109397 83041.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1224.09 1135.31 0.0112052 0.00118732 79857.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1211.82 1125.1 0.0116015 0.00110908 76245.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1200.64 1114.27 0.0111469 0.00109935 79621.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.14 1103.3 0.0116497 0.00121761 76686.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.5 1093.13 0.0118679 0.0012184 75121.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1165.97 1082.73 0.0111903 0.00104248 78834.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1154.67 1072.51 0.0104305 0.00111722 85899.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1143.31 1062.58 0.010747 0.00108506 82799.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1132.51 1052.73 0.0107683 0.00106515 82447.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1121.47 1042.61 0.0105003 0.00107532 84880.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1110.31 1033.16 0.0104832 0.00106833 84972 0
: 361 Minimum Test error found - save the configuration
: 361 | 1099.95 1023.41 0.010487 0.00105369 84806 0
: 362 Minimum Test error found - save the configuration
: 362 | 1089.63 1013.43 0.0104243 0.00103114 85168.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1078.6 1003.45 0.0103376 0.00102803 85932.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.01 994.232 0.0103259 0.00104572 86204.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1057.75 984.513 0.0102948 0.00102309 86284.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.34 975.212 0.0103533 0.00104998 85990.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.39 966.076 0.0104313 0.00103477 85137.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.02 956.566 0.010349 0.00106011 86124.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1016.83 947.262 0.0103935 0.00104053 85534.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1006.99 938.162 0.0104274 0.00105588 85365.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 996.983 929.373 0.0103178 0.00104032 86230.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 987.411 920.372 0.0102927 0.001039 86451.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 977.73 911.762 0.010347 0.001035 85910.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 967.937 903.407 0.0104014 0.00104902 85540 0
: 375 Minimum Test error found - save the configuration
: 375 | 958.613 894.206 0.0124525 0.00106281 70238.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.992 885.538 0.010517 0.00105608 84558.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.065 876.779 0.0104625 0.00104649 84961.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 930.602 868.115 0.010524 0.00108328 84738.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 921.648 859.391 0.0105676 0.00107171 84246.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.023 851.207 0.0104256 0.00103561 85197.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 902.848 843.375 0.010401 0.00105283 85578.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.778 834.725 0.010286 0.00102514 86385 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.978 826.872 0.010299 0.0010293 86302.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 876.864 818.352 0.0103022 0.00103499 86325.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.731 810.552 0.0103154 0.00103213 86176.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.125 802.944 0.0103741 0.0010727 86008.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 850.881 794.812 0.0105069 0.00106531 84731.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 842.317 786.689 0.010694 0.00105977 83037 0
: 389 Minimum Test error found - save the configuration
: 389 | 833.994 779.214 0.0108858 0.00107221 81519.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 825.575 771.403 0.0104922 0.00107522 84952.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 817.676 763.282 0.0104318 0.00105461 85313.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.683 756.559 0.0103129 0.00103318 86209.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.631 748.423 0.0105841 0.00103636 83789.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.058 741.231 0.0103413 0.00103577 85970.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.208 734.41 0.0104698 0.0010433 84867.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 777.634 726.758 0.0102933 0.00102786 86342.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 769.708 718.872 0.0103473 0.00103541 85911.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.013 711.703 0.0102894 0.00103419 86437.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.157 705.489 0.0103014 0.00104335 86411.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.42 698.143 0.0103285 0.00103948 86123.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.359 690.836 0.010279 0.00102679 86465.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 731.799 684.036 0.0118408 0.0013484 76245.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.539 676.898 0.0103664 0.00103669 85747.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.995 669.864 0.0102509 0.00102066 86671.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.706 663.096 0.010459 0.00110176 85495.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 702.724 656.479 0.010662 0.00104416 83178.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 695.509 649.704 0.010361 0.00103248 85758.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 688.444 642.937 0.010429 0.00102964 85112.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 681.416 636.944 0.0105861 0.00105128 83902.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 674.798 630.068 0.0102918 0.00103249 86400 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.792 623.719 0.0102639 0.00102822 86620.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.186 617.731 0.0103273 0.00103644 86106.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.366 611.647 0.0102432 0.00102159 86753.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 647.586 605.136 0.0102582 0.00102398 86634.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.127 598.7 0.0105069 0.00103578 84467.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.339 592.411 0.0107056 0.0010449 82809.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.789 586.449 0.010295 0.00103156 86361.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 621.599 579.855 0.0102662 0.00104391 86746.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.263 573.888 0.0103855 0.00105424 85733.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.95 567.996 0.0102381 0.00102019 86787.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.316 562.262 0.0107995 0.00103405 81921.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.413 556.111 0.0103608 0.00102812 85720.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.361 550.653 0.0102919 0.00103241 86397.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.065 544.77 0.0104222 0.00108034 85636 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.123 539.336 0.0103636 0.00105304 85923.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.208 533.73 0.0104142 0.00103835 85325.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.203 528.043 0.0105898 0.00104969 83856.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.795 522.602 0.0104601 0.00103089 84842.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.94 516.706 0.0103396 0.00102755 85910.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.972 511.26 0.0103067 0.0010258 86198.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.328 506.357 0.0102521 0.00102524 86703.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.008 500.579 0.0105738 0.00103764 83891.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.272 494.837 0.0103303 0.00102852 86005.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.413 489.856 0.0103628 0.00105652 85963.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.113 484.395 0.0103443 0.001031 85898.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.695 479.335 0.0103452 0.00108549 86396.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.21 474.41 0.0103754 0.00103721 85669.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.16 469.225 0.0103441 0.00110731 86610.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.927 463.913 0.0103051 0.00105857 86518.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.588 459.64 0.0103281 0.00104073 86138.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.558 454.936 0.010363 0.00103019 85719 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.438 449.526 0.0102579 0.00102513 86647.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.36 445.033 0.0104505 0.00103208 84939.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.724 439.506 0.0103385 0.00107529 86363.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.185 435.716 0.0103156 0.00102723 86129.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.83 430.151 0.010318 0.00102724 86107.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.574 425.39 0.0103636 0.00103745 85780.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.759 421.976 0.0102761 0.00102854 86509.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.446 416.922 0.0103117 0.00103069 86197.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.669 412.13 0.0102698 0.00103334 86613.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.657 407.39 0.0102445 0.0010274 86795.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.085 402.963 0.0102335 0.00102453 86872.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.389 398.555 0.010278 0.0010261 86469 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.258 394.528 0.0104354 0.00105678 85300.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.41 389.843 0.0103558 0.00103926 85869 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.109 385.298 0.0103389 0.00103761 86009.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.659 381.136 0.010488 0.00105261 84786.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.163 377.333 0.0103811 0.00103433 85590.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.27 372.824 0.0102972 0.00102948 86321 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.76 368.758 0.010405 0.00104037 85427.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.357 364.819 0.0103514 0.00104669 85978 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.355 360.822 0.0114678 0.00107646 76987.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.288 356.57 0.0106999 0.00107098 83083.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.978 353.025 0.011015 0.00131659 82487.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.207 349.418 0.0106138 0.00120335 85012.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.083 345.266 0.0105514 0.00103806 84092.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.941 341.27 0.010597 0.00105982 83882 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.023 337.363 0.0105645 0.00103789 83975.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.218 333.465 0.0127189 0.00106767 68662.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.528 330.112 0.0103787 0.00105718 85822.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.504 325.771 0.0104746 0.00111847 85505.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.461 322.139 0.0103373 0.00104934 86133.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.858 318.351 0.0103147 0.00103441 86204.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.067 315.498 0.0104335 0.00105686 85318.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.355 311.759 0.0104568 0.00107036 85229.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.727 308.145 0.0104276 0.00103357 85160.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.096 304.779 0.0103796 0.0010387 85645.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.645 301.433 0.0106082 0.00104426 83647.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.924 297.89 0.0103034 0.00103035 86271.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.608 294.23 0.0103205 0.00102872 86097.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.188 291.69 0.0103005 0.00102781 86274.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.816 288.308 0.0108059 0.00102924 81827.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.233 284.443 0.0103503 0.00105751 86088.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.867 280.997 0.0106033 0.00107375 83949.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.767 278.273 0.010336 0.00102955 85961.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.099 274.739 0.010311 0.00103188 86215.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.013 271.738 0.0105798 0.00103156 83784.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.572 268.519 0.0102883 0.00103304 86437.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.516 265.235 0.0103294 0.00105837 86290.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.24 262.286 0.0104696 0.00103743 84815.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.084 259.121 0.0102987 0.00104426 86444.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.764 256.474 0.0103344 0.00105149 86179.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.883 253.386 0.0103629 0.00104855 85889.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.851 250.402 0.0104384 0.00104518 85167.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.907 248.082 0.0103638 0.00103322 85739.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.919 245.398 0.0102591 0.00102954 86678.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.224 241.804 0.0103109 0.00103415 86236.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.103 239.16 0.0103333 0.00103419 86029.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.364 236.401 0.01027 0.00102578 86540.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.326 233.474 0.0105637 0.00103056 83917.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.437 231.28 0.010286 0.0010442 86563.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.831 228.639 0.0102407 0.00102167 86777.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.187 226.382 0.0103565 0.00102653 85745.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.266 223.689 0.0102882 0.00104143 86517.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.459 220.577 0.0103714 0.00103931 85725.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.807 218.126 0.0103246 0.00103005 86072.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.217 215.505 0.0102864 0.00105797 86689 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.362 212.858 0.0102448 0.00102295 86750.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.708 211.16 0.0104213 0.00106958 85545.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.34 208.58 0.0102877 0.00102302 86349.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.84 205.571 0.0102959 0.00102376 86279.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.03 203.754 0.01037 0.00103256 85676.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.881 201.675 0.0103517 0.00106025 86101.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.453 199.829 0.0105849 0.00117433 85011.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.757 196.967 0.0104902 0.00105803 84816.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.496 194.568 0.0103036 0.00104562 86411.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.937 194.47 0.0103699 0.00105027 85840 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.713 190.085 0.0103238 0.00104513 86219.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.331 188.301 0.0103333 0.0010528 86202.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.722 185.711 0.0103487 0.00105782 86105.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.474 184.165 0.0103715 0.00108669 86161.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.199 181.82 0.010377 0.0010406 85686.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.842 179.409 0.0105708 0.00106168 84129.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.487 178.472 0.0103459 0.00104825 86043.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.334 176.534 0.0103798 0.00103407 85600.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.69 173.347 0.0103297 0.00102829 86008.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.244 171.622 0.0102876 0.00102843 86400.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.066 169.86 0.0103577 0.00104245 85881 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.844 169.333 0.0103089 0.00102976 86214.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.353 165.844 0.0102998 0.00104147 86408.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.635 164.933 0.0103033 0.0010292 86261.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.893 163.09 0.0103715 0.00103794 85712.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.503 160.434 0.0103607 0.00103348 85770.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.183 158.155 0.0104338 0.00114556 86130.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.19 157.989 0.0103361 0.0010449 86102.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.254 156.629 0.010314 0.00104999 86355.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.162 154.791 0.0103398 0.0010672 86275.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.338 152.21 0.0102968 0.00103015 86331 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.556 151.319 0.0103741 0.00103179 85632.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.366 148.537 0.0105046 0.00105115 84625 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.392 146.883 0.0104549 0.00104288 84997.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.592 145.426 0.0102851 0.00102676 86408.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.825 145.274 0.0104402 0.00104041 85108.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.117 141.171 0.0103967 0.00106287 85709.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.119 139.505 0.01041 0.00103353 85319.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.124 138.231 0.0103893 0.00104002 85568.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.521 136.103 0.0102905 0.00103217 86409.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.876 135.31 0.0103012 0.00102776 86268.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.094 135.077 0.0103058 0.00102841 86231 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.245 132.201 0.0106619 0.00103381 83090.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.528 132.006 0.0102835 0.00102408 86399 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.79 130.34 0.010381 0.00103302 85580.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.03 128.63 0.0102931 0.00102596 86326.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.239 126.869 0.0103908 0.00105223 85666.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.611 125.462 0.0104753 0.00103647 84756.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.876 123.459 0.0103115 0.00103237 86215.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.341 122.861 0.0103035 0.00102826 86251 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.899 120.18 0.0103554 0.00104256 85903 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.133 119.661 0.0102722 0.00102667 86528 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.536 117.377 0.0103438 0.0010328 85920 0
: 561 | 130.147 117.617 0.0103339 0.000992201 85637.1 1
: 562 Minimum Test error found - save the configuration
: 562 | 128.624 115.636 0.0103422 0.00103601 85964.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.973 114.715 0.0103186 0.0010318 86143.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.638 113.047 0.0103545 0.00105272 86004.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.4 112.423 0.0102779 0.00102697 86477.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.548 110.325 0.0103329 0.00103533 86044 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.098 109.194 0.0105465 0.00103492 84108.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.831 106.763 0.0103734 0.00102988 85621.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.3 106.728 0.0102859 0.00102618 86395.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.834 105.604 0.0102565 0.00104084 86808.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.485 104.566 0.0103262 0.00103616 86114.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.213 102.058 0.0102784 0.0010289 86491.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.854 101.265 0.0103787 0.00102603 85537.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.406 100.01 0.0102912 0.00104208 86494.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.066 99.3084 0.0107756 0.00112441 82891.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.118 98.5042 0.0106088 0.00104551 83653.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.489 96.7568 0.0102571 0.00102603 86663.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.251 95.5111 0.0103532 0.00104509 85946.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.995 94.6689 0.0103894 0.00103798 85548.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.854 92.702 0.0105127 0.0010323 84384.8 0
: 581 | 102.452 93.6457 0.0104128 0.0010321 85281.7 1
: 582 Minimum Test error found - save the configuration
: 582 | 101.261 91.9361 0.0103485 0.00102972 85848.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.075 90.4117 0.0102866 0.00103443 86466 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.9328 89.5617 0.0103398 0.00105145 86129.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6896 87.7496 0.0102629 0.00102866 86634 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.7333 86.606 0.0102754 0.00102832 86514 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.393 85.3819 0.0103331 0.00104144 86098.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.3006 85.2312 0.010293 0.00102774 86343.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.2028 82.9703 0.0102584 0.00102748 86664.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0484 82.557 0.010273 0.00103071 86559 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.028 81.6777 0.0104201 0.00111091 85936.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8832 80.7487 0.0106948 0.00111292 83491.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.0041 79.9729 0.0103537 0.00104263 85919.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9599 79.313 0.0103546 0.0010729 86190.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.9077 77.7707 0.0104375 0.00107373 85435.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.7753 76.7377 0.0102707 0.00102878 86562.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.6434 76.6037 0.0102915 0.00104838 86551.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.6607 74.7106 0.0103296 0.00105008 86211.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.5803 73.9968 0.0102945 0.00103039 86355 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.6133 73.6157 0.010296 0.00106518 86666.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.745 72.8103 0.0103327 0.00108157 86475.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.8159 70.1332 0.010393 0.00106387 85752.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.0548 69.9623 0.0105155 0.0010353 84386.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.188 69.571 0.0103045 0.00104696 86416 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.0675 68.1194 0.010262 0.00102557 86613.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.1941 67.6387 0.0102851 0.00102479 86390 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.2604 67.1419 0.0102732 0.00102529 86506.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.4624 66.3177 0.0102884 0.00102767 86386.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.531 66.048 0.010287 0.00102965 86417.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.64 64.1626 0.0103096 0.00103144 86224.1 0
: 611 | 71.9111 64.3524 0.0103025 0.000995972 85961 1
: 612 Minimum Test error found - save the configuration
: 612 | 70.9533 62.681 0.0102654 0.00102853 86609.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.111 62.5729 0.0103942 0.00104276 85548.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.1346 61.8382 0.0103797 0.00104706 85720.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.5196 61.166 0.0103689 0.00103528 85711.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.5907 59.249 0.0105956 0.00107793 84054.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.7835 58.8214 0.0104193 0.00104707 85358.2 0
: 618 | 65.902 58.8636 0.0103139 0.00102076 86085.4 1
: 619 Minimum Test error found - save the configuration
: 619 | 65.2651 57.2421 0.0104649 0.00105096 84980.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.44 56.3735 0.0110625 0.00103187 79755.9 0
: 621 | 63.7315 56.4745 0.0102871 0.00102709 86393.4 1
: 622 Minimum Test error found - save the configuration
: 622 | 62.826 55.3161 0.0103943 0.0010364 85489 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.0755 54.0183 0.0102751 0.00102732 86507.7 0
: 624 | 61.2925 54.2379 0.0102953 0.000991842 85990 1
: 625 Minimum Test error found - save the configuration
: 625 | 60.5127 53.0188 0.0102954 0.00102891 86332.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.8923 52.0634 0.01026 0.00103118 86684.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3284 51.1882 0.010312 0.00103916 86273.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4616 50.9296 0.0102952 0.00103159 86359.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.6952 50.2974 0.010308 0.00102841 86210.3 0
: 630 | 57.113 50.332 0.0102461 0.000996792 86493.2 1
: 631 Minimum Test error found - save the configuration
: 631 | 56.406 49.1046 0.0102963 0.00102821 86317.9 0
: 632 | 55.7623 49.5889 0.0102283 0.000992533 86620 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.2052 47.61 0.0103405 0.00103496 85969.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.4479 46.8818 0.0103396 0.00105196 86135.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.8368 46.2223 0.0103526 0.00103038 85816.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.0414 45.895 0.0103348 0.00104463 86113 0
: 637 | 52.4698 46.064 0.0102458 0.000990902 86440.5 1
: 638 Minimum Test error found - save the configuration
: 638 | 51.7802 44.3089 0.010322 0.00104833 86265.6 0
: 639 | 51.173 44.9666 0.0103064 0.000991252 85881.4 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.4533 43.681 0.0102664 0.00102483 86565.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.9647 43.6689 0.0103108 0.00103061 86204.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.4639 42.5079 0.0102909 0.00102632 86350.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.7729 41.5923 0.0102719 0.00103371 86596.7 0
: 644 | 48.1657 42.1807 0.0102516 0.000991543 86392.8 1
: 645 | 47.6147 41.8466 0.0102361 0.000993092 86552.2 2
: 646 Minimum Test error found - save the configuration
: 646 | 46.9486 40.6813 0.0102715 0.00103218 86586.2 0
: 647 | 46.5543 41.2093 0.0102886 0.000992772 86060.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.7983 38.4429 0.0103802 0.00103127 85571.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.1747 38.3632 0.0102892 0.0010489 86577.7 0
: 650 | 44.7238 38.4219 0.010332 0.00100977 85816.2 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.2632 38.0866 0.010449 0.00114888 86020.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.545 36.9771 0.0105027 0.00105988 84720.3 0
: 653 | 43.1881 37.0601 0.0102787 0.000992712 86151.3 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.6275 36.0021 0.0103127 0.00104597 86330.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1184 35.3226 0.0103529 0.00103537 85860 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6558 35.0675 0.0103179 0.00102934 86127.5 0
: 657 | 41.0574 35.5021 0.0102964 0.000993733 85996.6 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.6525 33.8325 0.010353 0.0010463 85959.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.0736 33.7363 0.0102776 0.00102546 86466.8 0
: 660 | 39.5995 34.5686 0.0102663 0.000993872 86277.7 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.3471 33.38 0.0105443 0.00129879 86528.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.8317 32.55 0.0117385 0.00107892 75049.8 0
: 663 | 38.1111 33.1493 0.010307 0.000994663 85907.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.8332 31.8484 0.0104219 0.00103234 85201.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3224 30.3471 0.0102596 0.00102627 86643 0
: 666 | 36.8572 31.9282 0.0102399 0.000991371 86500.5 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.358 29.7976 0.0103164 0.00102965 86144 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.9166 29.6046 0.0103895 0.00103751 85543.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.6408 29.3664 0.0104334 0.00106285 85373.6 0
: 670 | 35.1661 29.8419 0.0103608 0.00102511 85692.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.7557 28.9083 0.0104276 0.00102681 85099.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2568 28.4878 0.0104284 0.00102591 85083.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.765 28.0271 0.0102749 0.00102917 86526.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2898 26.6683 0.0103198 0.00104354 86241.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.1206 26.5296 0.0103621 0.00103018 85727.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.8751 26.2664 0.0103353 0.0010631 86279.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.304 26.0234 0.0103486 0.00105417 86072.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.816 25.9 0.0102816 0.00102892 86461.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.498 25.0464 0.0103505 0.00103142 85845.4 0
: 680 | 31.0355 25.1666 0.0102502 0.000993393 86422.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.746 24.1343 0.0103439 0.00103526 85942 0
: 682 | 30.3903 24.3329 0.0103797 0.000989413 85194 1
: 683 | 29.8073 24.8067 0.0103122 0.00101055 86006.2 2
: 684 Minimum Test error found - save the configuration
: 684 | 29.5368 23.8116 0.0103144 0.00104917 86344.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0759 22.852 0.0102531 0.00102289 86672 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.7272 22.7578 0.0102954 0.00102825 86326.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.1869 22.2116 0.010268 0.00103626 86657.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.0603 21.9907 0.0102801 0.00102601 86448.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.4657 21.4033 0.0102885 0.00102642 86373.3 0
: 690 | 27.1662 21.5671 0.0102609 0.000990621 86297.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.8215 21.389 0.0103143 0.00104542 86309.9 0
: 692 | 26.9148 22.7104 0.0102321 0.000990802 86567.9 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.4834 19.7131 0.0102967 0.00102819 86314.2 0
: 694 | 26.0375 20.4818 0.01027 0.000991312 86219.4 1
: 695 | 25.6709 20.3924 0.0103135 0.000990401 85808.3 2
: 696 | 25.3131 20.0111 0.0102391 0.00100564 86641.3 3
: 697 Minimum Test error found - save the configuration
: 697 | 24.8285 18.9245 0.0104591 0.00104457 84974.8 0
: 698 | 24.5067 19.9745 0.0104458 0.00113671 85937.5 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.3676 18.4061 0.0104565 0.00104312 84985.1 0
: 700 | 23.8141 18.7167 0.0109421 0.000996823 80439.8 1
: 701 | 23.5184 19.3301 0.0103954 0.00100216 85167.7 2
: 702 | 23.3121 18.7357 0.010245 0.000991433 86453.4 3
: 703 Minimum Test error found - save the configuration
: 703 | 22.8486 17.943 0.0103313 0.00103255 86033.3 0
: 704 | 22.7187 18.5397 0.0105987 0.000998782 83333.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.3407 17.782 0.0103721 0.00103944 85720.5 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.1152 17.3488 0.0102719 0.00102777 86541 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7351 17.0579 0.0102747 0.00102952 86531.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4421 17.025 0.010323 0.00103225 86107.4 0
: 709 | 21.1106 17.3963 0.010257 0.000991762 86344 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.8559 15.9478 0.010285 0.00102655 86407.4 0
: 711 | 20.6049 15.9932 0.0103911 0.000998251 85171.2 1
: 712 | 20.2628 15.9749 0.0102729 0.000990303 86182.7 2
: 713 | 20.0878 15.9696 0.0118798 0.000992713 73481.7 3
: 714 Minimum Test error found - save the configuration
: 714 | 19.9431 15.6154 0.0103025 0.00105135 86475.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.7383 15.4591 0.01041 0.00107237 85674.9 0
: 716 | 19.3118 15.9133 0.0103785 0.000992103 85229.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.2065 14.8239 0.0103334 0.00107624 86419.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.902 14.6117 0.0103286 0.00103018 86036.4 0
: 719 | 18.5206 14.6649 0.0102279 0.000989813 86597.7 1
: 720 | 18.2627 14.8339 0.0102282 0.000994472 86639.1 2
: 721 | 18.2186 15.8956 0.0102631 0.000990782 86278.7 3
: 722 | 17.8957 15.5727 0.0102549 0.000990352 86350.8 4
: 723 | 17.5549 14.8275 0.010248 0.000992182 86432 5
: 724 Minimum Test error found - save the configuration
: 724 | 17.3105 13.9134 0.0104523 0.00106327 85205.5 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.9962 13.0872 0.0102765 0.00102857 86505.5 0
: 726 | 16.9654 14.1174 0.0103115 0.000993143 85851.8 1
: 727 | 16.7776 13.4995 0.0102357 0.000989882 86525.8 2
: 728 | 16.4116 14.0212 0.0102523 0.000992412 86394.6 3
: 729 Minimum Test error found - save the configuration
: 729 | 16.0885 12.9099 0.0102603 0.00104684 86829.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9749 12.5783 0.0103085 0.0010453 86363 0
: 731 | 15.7026 12.9209 0.0102527 0.000990543 86372.8 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.493 11.9075 0.0103074 0.00102754 86208.1 0
: 733 | 15.375 12.5849 0.0102107 0.000991042 86771.1 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.0903 11.7697 0.0103261 0.00105094 86252.1 0
: 735 | 14.9113 12.1601 0.0104394 0.000991452 84674.9 1
: 736 | 14.7515 12.5266 0.0118413 0.00100143 73801.7 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.5583 11.6444 0.0103647 0.00103159 85716.2 0
: 738 | 14.2917 11.8849 0.0102406 0.000992783 86506.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.2059 11.2018 0.0103386 0.00103274 85967.7 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.1434 10.8287 0.0103066 0.00103269 86263.1 0
: 741 | 13.7992 11.1914 0.010225 0.000997333 86695.7 1
: 742 | 13.6651 11.0542 0.0102681 0.000991802 86241 2
: 743 | 13.5329 11.4448 0.0102327 0.000987972 86535.5 3
: 744 Minimum Test error found - save the configuration
: 744 | 13.361 10.6356 0.0103308 0.00105073 86206.6 0
: 745 | 13.0543 10.7088 0.0102498 0.000991362 86407.8 1
: 746 | 13.0616 11.4504 0.010318 0.000990973 85772.1 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.7634 9.96126 0.0102795 0.00103212 86511.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.4116 9.83529 0.0105306 0.00104604 84348.1 0
: 749 | 12.3329 10.5629 0.0102938 0.00101446 86212.7 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.0437 9.81749 0.0103412 0.00106654 86256.9 0
: 751 | 12.0273 10.0648 0.0102764 0.000999332 86234.3 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.9081 9.51058 0.0103402 0.00102506 85881.7 0
: 753 | 11.752 9.98197 0.0102395 0.000994122 86529.8 1
: 754 | 11.5458 10.4657 0.0110051 0.00102267 80141 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.4702 9.40925 0.0104186 0.00107082 85581.9 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.2467 9.21844 0.0105249 0.00105527 84480.4 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.0215 9.19684 0.0102892 0.00102997 86400.3 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.8466 8.3767 0.0103457 0.00102923 85869.3 0
: 759 | 10.7996 9.6072 0.0103455 0.000993282 85541.2 1
: 760 | 10.7031 8.47944 0.010445 0.00102528 84927.9 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.5889 7.94233 0.0111225 0.00103445 79302 0
: 762 | 10.758 8.57019 0.010271 0.00103613 86628.5 1
: 763 | 10.3812 8.14372 0.0109043 0.000997242 80750.6 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.2413 7.84162 0.0103966 0.00105499 85638.3 0
: 765 | 10.0802 7.93448 0.0102823 0.000989383 86087 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.90728 7.65411 0.0102964 0.00105706 86586.2 0
: 767 | 9.67634 8.01384 0.0102394 0.00101442 86721.5 1
: 768 | 9.65826 8.44055 0.0102269 0.000984942 86561.5 2
: 769 Minimum Test error found - save the configuration
: 769 | 9.53958 7.52099 0.010306 0.00103611 86300.7 0
: 770 | 9.27148 7.77273 0.0102336 0.000991572 86561 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.20948 7.11984 0.0102959 0.00102636 86304.5 0
: 772 | 9.10054 7.1204 0.0103742 0.000999292 85334.6 1
: 773 | 9.16432 7.14774 0.0103218 0.00101963 86001.3 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.82361 6.87832 0.0103439 0.00105701 86143.3 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.75281 6.67894 0.0103864 0.00103773 85574.1 0
: 776 | 8.68216 7.09495 0.0102969 0.000992962 85985.2 1
: 777 | 8.82542 6.91323 0.0102207 0.000989292 86661.1 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.50023 5.60951 0.0102977 0.00103299 86349.4 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.3114 5.5363 0.0102978 0.00102861 86307.8 0
: 780 | 8.19254 5.74367 0.0102526 0.000990572 86374 1
: 781 | 8.07968 5.76913 0.0102499 0.000989532 86389.6 2
: 782 | 7.96246 5.79702 0.0102337 0.00100261 86663.9 3
: 783 | 7.90219 5.57693 0.0102639 0.00103026 86639.6 4
: 784 | 7.82114 5.75312 0.0102606 0.000993202 86324.5 5
: 785 | 7.6763 5.57619 0.010261 0.000990271 86293.4 6
: 786 Minimum Test error found - save the configuration
: 786 | 7.61923 4.64328 0.0102528 0.00102816 86724.1 0
: 787 | 7.48723 4.90879 0.0102572 0.0010181 86588.6 1
: 788 | 7.30399 5.9213 0.0102443 0.000992723 86471.4 2
: 789 | 7.45686 5.38276 0.0102685 0.000993992 86258.3 3
: 790 | 7.54269 5.23466 0.0102352 0.00100665 86687.8 4
: 791 Minimum Test error found - save the configuration
: 791 | 7.45037 4.50371 0.01027 0.00104919 86760.6 0
: 792 | 7.11415 4.82719 0.0102279 0.000990232 86602 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.95096 4.40772 0.0102788 0.00103586 86552.5 0
: 794 | 6.90844 4.66881 0.0102637 0.00102787 86619.3 1
: 795 | 6.85346 4.54645 0.0103446 0.00101462 85745.6 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.77386 3.72188 0.0105695 0.00104176 83965.3 0
: 797 | 6.56289 4.42769 0.0102666 0.000992503 86261.7 1
: 798 | 6.54645 4.46125 0.0103678 0.0010316 85688.2 2
: 799 | 6.46627 4.10154 0.0102697 0.000994282 86249.9 3
: 800 | 6.30917 4.03954 0.0102178 0.000991413 86707.6 4
: 801 Minimum Test error found - save the configuration
: 801 | 6.3406 3.71733 0.0102845 0.00103454 86487.2 0
: 802 | 6.27274 4.14759 0.0102748 0.000993432 86194.6 1
: 803 | 6.21524 4.14529 0.0103161 0.000991572 85795.5 2
: 804 Minimum Test error found - save the configuration
: 804 | 6.23054 3.50958 0.0102749 0.00103861 86614.7 0
: 805 | 6.18104 3.75653 0.0102539 0.000991632 86371.7 1
: 806 Minimum Test error found - save the configuration
: 806 | 6.01038 3.19773 0.0104502 0.00104726 85079.8 0
: 807 | 5.88083 3.69501 0.0103397 0.00102537 85889.2 1
: 808 | 5.97861 3.76318 0.0102818 0.000991753 86113.5 2
: 809 | 5.81722 3.59314 0.0103678 0.000999233 85392.2 3
: 810 | 5.65259 3.77064 0.0102311 0.000998082 86645.7 4
: 811 Minimum Test error found - save the configuration
: 811 | 5.71213 3.17949 0.0103376 0.00103409 85989.1 0
: 812 | 5.75436 4.25672 0.0105502 0.00100912 83848 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.4974 3.1373 0.0104535 0.0010515 85088 0
: 814 | 5.41606 3.34076 0.0103485 0.000993662 85517.3 1
: 815 Minimum Test error found - save the configuration
: 815 | 5.33477 2.88428 0.010425 0.00106095 85433.3 0
: 816 | 5.46156 3.1915 0.0102907 0.0010083 86184.6 1
: 817 | 5.22126 3.09516 0.0103168 0.00100985 85957.5 2
: 818 | 5.17792 3.31592 0.0103206 0.000991232 85750.4 3
: 819 | 5.05447 3.40539 0.0103133 0.00100327 85928.6 4
: 820 Minimum Test error found - save the configuration
: 820 | 5.17792 2.83201 0.010304 0.00103594 86317.6 0
: 821 | 4.92623 2.94337 0.0103099 0.00100797 86003.6 1
: 822 | 5.03412 3.48554 0.0103097 0.00101088 86032.5 2
: 823 | 5.00367 2.85602 0.010295 0.00102758 86324 3
: 824 Minimum Test error found - save the configuration
: 824 | 4.73178 2.49647 0.0103548 0.00105363 86010.5 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.84398 2.29809 0.0103289 0.00106578 86364.2 0
: 826 | 4.77896 2.41641 0.010315 0.00101179 85991.8 1
: 827 | 4.6354 2.73882 0.0103229 0.00101652 85962.8 2
: 828 | 4.65033 3.38379 0.0102947 0.00101131 86175.4 3
: 829 | 4.6293 3.74215 0.0103078 0.00102828 86211.1 4
: 830 | 4.64481 2.53948 0.0102834 0.00100697 86239.7 5
: 831 | 4.64934 2.86148 0.0102639 0.000994482 86305.2 6
: 832 | 4.46568 2.61239 0.0102328 0.000990992 86563.3 7
: 833 | 4.30535 3.09974 0.0102718 0.000992873 86216.6 8
: 834 | 4.45235 2.65768 0.0102804 0.000991922 86128.2 9
: 835 | 4.50216 2.84437 0.0104215 0.00107724 85613.9 10
: 836 Minimum Test error found - save the configuration
: 836 | 4.16671 2.11934 0.010341 0.00103835 85997.2 0
: 837 | 4.22814 2.63556 0.0102702 0.000992092 86224.9 1
: 838 | 4.1325 2.40555 0.0102377 0.000993441 86540.6 2
: 839 | 4.09947 2.85559 0.0102982 0.000992502 85968.8 3
: 840 | 4.11545 3.44398 0.0103183 0.000993052 85788.4 4
: 841 | 4.20251 2.99436 0.0102944 0.00100617 86130.4 5
: 842 | 3.92913 2.80296 0.0102684 0.000990303 86224.6 6
: 843 | 3.87565 2.52236 0.0102548 0.000992841 86375.3 7
: 844 Minimum Test error found - save the configuration
: 844 | 3.83777 2.03344 0.0103227 0.00103517 86136.7 0
: 845 | 3.72205 2.23494 0.0104169 0.000996432 84921.2 1
: 846 | 3.67519 2.72019 0.0103039 0.000993061 85921.7 2
: 847 Minimum Test error found - save the configuration
: 847 | 3.75431 1.99875 0.0103428 0.0010551 86135.9 0
: 848 | 3.69917 3.30541 0.0102945 0.000993201 86009.7 1
: 849 | 4.04178 2.97454 0.0102851 0.000993572 86100.1 2
: 850 | 3.63489 2.19372 0.0102809 0.000995842 86159.5 3
: 851 | 3.47936 2.08021 0.0103426 0.000994662 85580.6 4
: 852 | 3.50309 2.6416 0.0103102 0.000994223 85874.1 5
: 853 | 3.46893 2.29726 0.0103716 0.00102027 85549 6
: 854 | 3.41024 2.18269 0.0102451 0.000993213 86468.4 7
: 855 | 3.31626 2.66547 0.0103201 0.000994162 85782 8
: 856 | 3.35709 2.17602 0.0104084 0.00100784 85101.1 9
: 857 | 3.41286 2.19821 0.0103794 0.000993692 85236.4 10
: 858 Minimum Test error found - save the configuration
: 858 | 3.35627 1.965 0.0103853 0.0010386 85591.8 0
: 859 | 3.20911 2.33425 0.0103374 0.0010074 85744.6 1
: 860 | 3.2272 2.63517 0.0102659 0.000999363 86331.8 2
: 861 | 3.19853 2.19214 0.0103048 0.000992402 85906.7 3
: 862 | 3.22879 2.49023 0.0102606 0.000993053 86322.4 4
: 863 | 3.05093 2.38335 0.0102552 0.000991992 86363 5
: 864 | 3.12697 2.13599 0.0102894 0.000995832 86081.3 6
: 865 | 3.15097 2.30215 0.0103331 0.000991332 85636.5 7
: 866 | 3.06329 2.27782 0.0102611 0.000992582 86313.6 8
: 867 Minimum Test error found - save the configuration
: 867 | 3.04392 1.89647 0.010293 0.00104357 86491.6 0
: 868 | 2.99357 1.95365 0.0102908 0.000992062 86033.1 1
: 869 | 3.06598 2.26045 0.010305 0.000994422 85923.4 2
: 870 | 3.08057 2.09426 0.0103033 0.00101389 86120 3
: 871 | 3.01395 2.46509 0.0103708 0.000991712 85296.3 4
: 872 | 2.94278 2.34309 0.0102358 0.000992143 86545.5 5
: 873 | 2.87102 2.48855 0.0102547 0.000990382 86353.2 6
: 874 | 2.90576 2.20044 0.0103495 0.00100079 85572.9 7
: 875 | 2.92346 2.02503 0.0102251 0.000991282 86637.8 8
: 876 | 2.74847 2.51516 0.0102933 0.000995242 86039.4 9
: 877 | 2.86136 2.39908 0.0102384 0.000990383 86505 10
: 878 | 2.70652 2.85037 0.010258 0.000991981 86337 11
: 879 | 2.80353 2.08685 0.0102235 0.000990622 86646.9 12
: 880 | 3.07248 2.54571 0.0102499 0.00100454 86529.7 13
: 881 | 2.85974 2.03553 0.0102436 0.000992651 86478 14
: 882 | 2.91603 2.1812 0.0102237 0.000992452 86662 15
: 883 | 2.76636 2.41535 0.0102909 0.000990452 86017 16
: 884 | 2.85898 2.24843 0.0102655 0.000993493 86281.4 17
: 885 | 2.86083 2.32372 0.0102554 0.000993443 86375.3 18
: 886 | 2.78457 2.62271 0.0102382 0.000993033 86532 19
: 887 | 2.68464 2.69993 0.0102293 0.000990632 86592.6 20
: 888 | 2.51021 2.13365 0.0103051 0.00106335 86563.5 21
:
: Elapsed time for training with 1000 events: 9.25 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: 0.011 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 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= 3.32624e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10107e+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: 0.0326 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: 0.0367 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: 0.00136 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: 0.0948 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: 0.893 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00324 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00505 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: 0.0026 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000395 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: 0.0954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0114 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.104 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 DNN_CPU : -0.406 0.246 4.92 1.50 | 3.232 3.231
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : 0.175 0.293 1.63 1.05 | 3.354 3.344
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.