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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.265 sec
: Elapsed time for training with 1000 events: 0.268 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00268 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: 0.000723 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00409 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: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000398 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 = 31469.5
: --------------------------------------------------------------
: 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 | 32997.9 31086.4 0.0101109 0.00101683 87969.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32510.9 30603.9 0.0102588 0.00104062 86784.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31962.8 30103.5 0.0103564 0.00103528 85826.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31405.8 29589.7 0.0103712 0.00101603 85514.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30786.1 28996.4 0.0103885 0.0010196 85388.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 30063.5 28155.5 0.0103518 0.00102778 85799.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 29331.4 27474.3 0.0102253 0.000992375 86646.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28853.9 27086.8 0.010112 0.000981356 87617.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28485.2 26760.3 0.0102895 0.000994566 86068.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 28158.4 26457 0.0100409 0.000976326 88255.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27850.6 26169.6 0.0100286 0.000972156 88334.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27560.2 25890.5 0.0100347 0.000981746 88369.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 27270.8 25630.5 0.00999015 0.000977256 88761.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 27001.4 25371.1 0.0100468 0.000986286 88295.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26737.7 25115.4 0.0100505 0.000985307 88249.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26473.9 24871.6 0.0100754 0.00100223 88171.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 26222.6 24628.8 0.0100533 0.000977046 88142.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25972.1 24392.9 0.00998575 0.000974716 88780 0
: 19 Minimum Test error found - save the configuration
: 19 | 25723.8 24166.5 0.00995735 0.000969326 89007.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25488.3 23936.2 0.00995327 0.000970917 89063.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 25251 23710.9 0.0100253 0.000991206 88553.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 25016.7 23491.1 0.0110708 0.000992147 79375.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24789.2 23271.9 0.00999732 0.000976417 88682.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24562.4 23056.8 0.0102628 0.00102054 86558.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24337.3 22847.3 0.010338 0.000995926 85634.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 24118.2 22638.8 0.0103442 0.00103196 85908.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23900.9 22432.9 0.010399 0.000990295 85027.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23687.1 22228 0.0103252 0.00100315 85818.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23475.1 22025.7 0.0100596 0.000999987 88303.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23261.7 21831.5 0.0100784 0.0010086 88204.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 23056.5 21636.2 0.0101268 0.000989396 87551.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22853.7 21440.1 0.0102386 0.00104333 87001.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22648 21251 0.0101428 0.000988028 87386.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22451.7 21058.1 0.010167 0.000991465 87188.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 22253.2 20868.3 0.0101436 0.000991707 87413.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 22054 20685.7 0.0102524 0.00100504 86511.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21862.6 20501.6 0.0101312 0.000988136 87498.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21669.8 20321.2 0.0101115 0.000986307 87669.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21479.8 20143.1 0.0100924 0.000985957 87849.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21294.6 19963.4 0.0101137 0.000993017 87713.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 21106.3 19789.2 0.0102885 0.00100547 86178.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20922.6 19616.3 0.0103299 0.00102215 85950.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20741.3 19443.8 0.0101603 0.000987085 87210 0
: 44 Minimum Test error found - save the configuration
: 44 | 20559.4 19274.2 0.0101526 0.000993597 87345.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20381.5 19102.3 0.0101758 0.000997206 87159.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 20201 18930.1 0.0102454 0.000999217 86521.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 20019.1 18765.4 0.010196 0.000999037 86985.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19855.7 18602.7 0.0102178 0.000998717 86776.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19679.2 18442.8 0.0101901 0.000997167 87023.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19507.1 18280.4 0.0103134 0.00109779 86809.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19333.6 18117.8 0.0103291 0.00102547 85987.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 19163.6 17959.2 0.0103298 0.00105021 86210.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18997 17800.2 0.0103109 0.00102129 86118.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18832.9 17639 0.010385 0.00100277 85267.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18667.3 17488.2 0.0103279 0.00101423 85895 0
: 56 Minimum Test error found - save the configuration
: 56 | 18503.9 17329.2 0.01045 0.00102628 84891.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18341.3 17175.9 0.0104991 0.00101866 84384.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 18180 17026.5 0.0103849 0.00104446 85648.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 18020.1 16870 0.0102732 0.00101207 86382.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17860.4 16717.6 0.0102919 0.00101158 86203.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17706.3 16568.6 0.0104497 0.00103047 84932.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17545.4 16419.4 0.0103528 0.001011 85636.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17391.4 16272.7 0.0104357 0.00112098 85885.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17237.5 16127.4 0.0103501 0.00104547 85978.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 17084.5 15980.9 0.0104048 0.00104067 85432.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16931.4 15836.9 0.010347 0.00101162 85695 0
: 67 Minimum Test error found - save the configuration
: 67 | 16782.4 15691.4 0.010359 0.00103379 85789.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16632.6 15549.6 0.0103262 0.00101493 85917.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16482.6 15408.5 0.0103393 0.00101819 85826.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16335 15269.1 0.010394 0.00102435 85381.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16188.4 15132 0.0103634 0.00101593 85584.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 16045.9 14993.1 0.0103601 0.00102203 85671 0
: 73 Minimum Test error found - save the configuration
: 73 | 15900.2 14858.4 0.0103146 0.001016 86034.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15758.6 14724.6 0.0103059 0.00101291 86086.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15618.4 14592 0.0103668 0.00101465 85541.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15477.7 14461.3 0.0102993 0.00101709 86186.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15342.9 14326.9 0.0103189 0.00102134 86044.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15202.6 14198.6 0.0103446 0.00101655 85762.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 15067.8 14070.7 0.0103343 0.00102024 85891.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14934.1 13942.3 0.0103803 0.00102651 85526.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14799.4 13817.2 0.0103732 0.00103823 85699.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14668.3 13692 0.0103658 0.0010155 85558.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14537.8 13567.8 0.0103563 0.00101578 85648 0
: 84 Minimum Test error found - save the configuration
: 84 | 14406.3 13446.8 0.0103624 0.00102078 85637.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14278.3 13326.2 0.0105652 0.00102396 83846.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 14151.7 13205.2 0.0103983 0.00103181 85411.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 14025.4 13085.2 0.010395 0.00103141 85437.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13899.6 12967.5 0.0103122 0.00103438 86227.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13775.7 12850.7 0.0103758 0.00105494 85828.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13653.4 12733.3 0.011906 0.00127529 75253.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13530.4 12618.7 0.0104176 0.00109679 85829.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13409.6 12505.1 0.0103508 0.00101655 85706.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13288.6 12394.1 0.0103425 0.00101857 85800.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13171.9 12280.8 0.0103924 0.00104196 85557.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 13052.9 12170.9 0.0103718 0.00102708 85609.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12937.5 12059.6 0.0103516 0.00102137 85742.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12819.1 11954 0.0103252 0.00101901 85964.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12706.6 11844.6 0.0103262 0.00101885 85953.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12592.7 11737 0.0103761 0.00101956 85501.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12480 11630 0.0103263 0.00103031 86058.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12367.5 11525.2 0.0105057 0.00102602 84390.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12256.4 11421.9 0.010413 0.00103612 85315.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12147.3 11318.4 0.0105656 0.00122262 85626.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 12038.4 11215.7 0.0103302 0.00101586 85889.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11929.7 11115.2 0.010867 0.00102574 81290.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11824.3 11013.1 0.0103266 0.00101348 85899.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11715.7 10915.7 0.0109256 0.00119292 82197.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11611.3 10818 0.0103287 0.00102558 85992.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11508.4 10719.3 0.0104511 0.00102462 84867.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11403.9 10623 0.0103184 0.00101814 86019.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11302.7 10525.9 0.0108264 0.00116614 82813.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 11200.8 10430 0.0104001 0.00101884 85276 0
: 113 Minimum Test error found - save the configuration
: 113 | 11099.8 10335.4 0.0114288 0.00160621 81445.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10999.6 10242.4 0.0110983 0.0010344 79491.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10901.1 10149.4 0.0103553 0.00101902 85687.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10803.9 10056.1 0.0103656 0.00102135 85614.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10705.4 9965.7 0.0103731 0.00102219 85553.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10609 9876.02 0.0104433 0.00102154 84909.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10514.5 9785.28 0.0103674 0.00102438 85625.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10417.9 9698.37 0.0105652 0.00103443 83938.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10325.2 9610.18 0.0104004 0.00102259 85307.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10232.2 9522.72 0.0103317 0.00102907 85996.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 10139.4 9436.73 0.010426 0.00102368 85084.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 10048.3 9351.23 0.0104241 0.00102861 85147 0
: 125 Minimum Test error found - save the configuration
: 125 | 9957.63 9265.8 0.0104845 0.00107481 85018.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9867.91 9181.24 0.0103442 0.00101858 85785 0
: 127 Minimum Test error found - save the configuration
: 127 | 9778.79 9097.14 0.0104637 0.00102506 84758.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9689.17 9015.75 0.0104118 0.00102715 85245.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9602.45 8933.89 0.0107021 0.00105702 82943.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9515.87 8852.31 0.0107298 0.00113162 83349.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9428.91 8772.27 0.0106462 0.0010525 83388 0
: 132 Minimum Test error found - save the configuration
: 132 | 9345.44 8690.4 0.0104475 0.00102494 84903 0
: 133 Minimum Test error found - save the configuration
: 133 | 9259.11 8612.01 0.0103971 0.00104031 85499.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 9175.3 8534.02 0.0105021 0.00103524 84505.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 9093.46 8455.18 0.010451 0.00103067 84922.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 9010.21 8377.98 0.0104304 0.00101963 85009.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8929.04 8301.02 0.010546 0.00102981 84067.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8846.87 8226.01 0.0104168 0.00102506 85181.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8766.74 8152.14 0.0105171 0.00102937 84319.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8688.81 8076.73 0.0104317 0.00102035 85003.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8608.95 8002.71 0.0104246 0.00103412 85192.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8530.46 7930.33 0.0145142 0.00109746 59626.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8453.19 7858.27 0.0104427 0.0010254 84949.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8377.6 7785.12 0.0104366 0.00102177 84972.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8298.99 7716.49 0.0104219 0.00102359 85121.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8225.54 7644.78 0.0104831 0.00105434 84847 0
: 147 Minimum Test error found - save the configuration
: 147 | 8150.59 7574.83 0.0104135 0.0010476 85416.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 8075.69 7506.1 0.0104376 0.00103919 85120.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 8003.43 7435.83 0.0104427 0.00103147 85004.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7928.85 7369.34 0.0104263 0.00103264 85163.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7858.22 7300.66 0.0104831 0.00102842 84614.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7785.59 7235.22 0.0104656 0.00102429 84734 0
: 153 Minimum Test error found - save the configuration
: 153 | 7714.7 7169.42 0.0104151 0.00102255 85174.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7644.22 7104.71 0.0104093 0.00102042 85207 0
: 155 Minimum Test error found - save the configuration
: 155 | 7575.41 7039.57 0.0103268 0.00102035 85962.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7506.53 6974.4 0.010591 0.00102861 83660.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7436.69 6911.96 0.0104071 0.00102802 85296.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7370.36 6847.56 0.0104273 0.0010286 85117.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7302.18 6784.92 0.0104043 0.00102833 85324.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7235.81 6722.22 0.0104213 0.00102373 85128.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 7169.38 6662.47 0.0104064 0.00102348 85261.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7104.17 6601.23 0.0104134 0.00102706 85230.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 7039.02 6540.57 0.0104683 0.00107375 85155.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6975.34 6480.43 0.0105862 0.00103925 83796.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6911.83 6420.66 0.0104279 0.00102309 85062.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6847.57 6363.31 0.0104408 0.00103318 85037.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6785.09 6303.29 0.0104064 0.00102931 85314.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6722.76 6246.73 0.0104865 0.00103282 84623.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6662.76 6188.76 0.0104556 0.00102052 84790.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6600.15 6131.68 0.0104767 0.00102951 84680.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6541.1 6073.31 0.0104128 0.00103277 85287.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6480.37 6018.05 0.010394 0.00102417 85380.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6421.55 5962.67 0.0103765 0.00103213 85613 0
: 174 Minimum Test error found - save the configuration
: 174 | 6361.6 5907.43 0.0104002 0.00102734 85352.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6303.8 5852.17 0.0103829 0.0010228 85469.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6245.95 5798.7 0.0104589 0.00103608 84900.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6187.02 5747.13 0.0104855 0.00103341 84637.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6132.85 5692.17 0.0104501 0.00103351 84956.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6075.57 5639.92 0.0104394 0.00102918 85013.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 6019.7 5586.73 0.0104573 0.0010268 84831.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5964.66 5535.3 0.0105152 0.00103667 84400.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5910.26 5482.53 0.0104522 0.00102986 84904.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5854.5 5431.51 0.0104506 0.00103212 84939.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5802.21 5381.34 0.010472 0.00105318 84936.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5747.26 5331.51 0.0105263 0.00103501 84287.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5695.21 5282.75 0.0104631 0.0010338 84841.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5642.97 5234.9 0.0104644 0.00103329 84825.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5591.08 5182.28 0.0104547 0.0010329 84909.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5538.88 5136.56 0.010427 0.00102701 85106.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5488.97 5090.91 0.0104641 0.001048 84960.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5438.36 5039.24 0.0104659 0.00104194 84890 0
: 192 Minimum Test error found - save the configuration
: 192 | 5388.26 4993.74 0.0107331 0.00106424 82740 0
: 193 Minimum Test error found - save the configuration
: 193 | 5338.05 4948.54 0.0105178 0.00105105 84506.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5288.82 4902 0.0105911 0.00104059 83764.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5240.51 4855.89 0.0104813 0.00103412 84681.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5192.62 4810.53 0.0104647 0.0010334 84824.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5144.22 4764.77 0.0105481 0.00103313 84077.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5096.02 4720.92 0.010563 0.00103088 83926.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 5050.24 4676.52 0.0104627 0.00103422 84849.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 5004.08 4632.88 0.0105601 0.00104202 84050.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4957.18 4590.21 0.0104301 0.00102779 85085.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4911.62 4546.36 0.0104402 0.00103031 85016.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4865.93 4504.66 0.0104787 0.00103895 84747.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4822.07 4464.26 0.0105112 0.00103613 84432.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4777.14 4421.48 0.0104408 0.00103073 85015.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4734.28 4379.29 0.0105203 0.00105197 84491.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4689.29 4338.63 0.0105431 0.00110639 84775.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4645.86 4298.84 0.0104753 0.00103496 84742.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4603.81 4259.38 0.0104827 0.00104298 84748.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4562 4218.62 0.0105674 0.00104182 83984.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4519.67 4179.09 0.0104775 0.00103343 84709.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4477.94 4141.25 0.010482 0.00103001 84638.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4436.88 4102.19 0.0105429 0.00105389 84308.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4396.38 4064.72 0.0105097 0.00103604 84444.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4356.44 4026.56 0.010467 0.00103529 84820.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4316.52 3988.36 0.0105435 0.00103312 84119 0
: 217 Minimum Test error found - save the configuration
: 217 | 4275.56 3952.54 0.0107337 0.00104052 82532.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4236.37 3916.56 0.0104717 0.00103286 84755.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4198.98 3879.39 0.0104718 0.00103432 84768.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4160.01 3842.72 0.0104898 0.00102925 84561.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4121.93 3807.04 0.0104502 0.00102916 84916 0
: 222 Minimum Test error found - save the configuration
: 222 | 4084.22 3771.02 0.010438 0.0010242 84982 0
: 223 Minimum Test error found - save the configuration
: 223 | 4046.44 3736.71 0.0104159 0.00102593 85196.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 4010.39 3699.87 0.0103822 0.00102217 85470.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3973.09 3666.65 0.0103849 0.00102564 85476.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3937.23 3631.8 0.010482 0.00105757 84886 0
: 227 Minimum Test error found - save the configuration
: 227 | 3900.5 3599.13 0.0104556 0.00102708 84848.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3865.65 3564.61 0.0104374 0.00102972 85036.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3829.6 3532.08 0.0104702 0.00106362 85047 0
: 230 Minimum Test error found - save the configuration
: 230 | 3794.96 3499.29 0.0104181 0.00102707 85187.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3761.09 3466.56 0.0105268 0.00104056 84332.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3726.44 3434.28 0.0105049 0.00105611 84667.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3692.66 3401.77 0.0105131 0.00103489 84404.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3660.08 3369.75 0.010471 0.0010341 84773.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3625.2 3338.39 0.0104892 0.00103276 84598.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3592.71 3307.72 0.0104603 0.00103026 84835.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3560.32 3276.76 0.0104697 0.00103301 84775.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3527.56 3246.77 0.0105352 0.00112634 85026.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3495.46 3216.37 0.0104854 0.00102668 84577.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3464.03 3186.48 0.0105506 0.00103858 84104.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3432.88 3156.13 0.0107134 0.001044 82735.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3401.05 3127.46 0.0105134 0.00103651 84415.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3370.62 3099.35 0.0104604 0.00103259 84855.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3340.86 3068.47 0.0104557 0.00105465 85096.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3309.44 3041.7 0.0105114 0.00105319 84582.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3279.81 3013.55 0.0104638 0.00103161 84815.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3250.37 2984.3 0.010436 0.00102638 85019.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3220.61 2956.38 0.0108509 0.00106326 81735.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3191.04 2929.58 0.0104809 0.00102874 84636.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3162.73 2901.99 0.0104688 0.00103095 84765.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3133.93 2874.92 0.0104683 0.00103171 84776.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3104.82 2848.85 0.0105633 0.00103254 83939 0
: 253 Minimum Test error found - save the configuration
: 253 | 3077.38 2822.37 0.010483 0.00103022 84631.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3049.15 2796.29 0.0106882 0.00103676 82889.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 3021.63 2770.51 0.0104902 0.0010323 84585.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2994.89 2744.57 0.0104832 0.00103116 84637.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2967.45 2718.7 0.0144929 0.00172445 62654.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2940.19 2694.5 0.0160599 0.00172027 55789.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2914.22 2668.58 0.0109396 0.00108274 81161.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2887.17 2644.53 0.0105783 0.00103429 83822.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2861.47 2619.79 0.0104884 0.00103267 84604.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2835.27 2595.77 0.0105566 0.00105038 84155.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2810.21 2571.26 0.0105469 0.00103333 84090.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2783.91 2548.1 0.0105553 0.00104569 84125.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2759.33 2524.79 0.0105356 0.001031 84169.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2734.16 2501.33 0.0105504 0.00105307 84234.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2709.35 2478.35 0.0105741 0.00106325 84114.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2685.26 2455.86 0.0104938 0.00104108 84631.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2661.55 2431.89 0.0104914 0.00105379 84767.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2636.72 2409.1 0.0105469 0.0010455 84197.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2612.62 2387.5 0.0105606 0.00103951 84024.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2588.96 2365.91 0.0105285 0.00102579 84186.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2566.19 2343.73 0.0134749 0.00157985 67254.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2542.67 2322.23 0.010568 0.00108264 84340 0
: 275 Minimum Test error found - save the configuration
: 275 | 2519.65 2301.1 0.0104658 0.00103548 84832.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2496.65 2279.82 0.0106419 0.00104643 83372.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2474.29 2258.47 0.0106275 0.00104951 83524.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2451.54 2237.78 0.0106246 0.00104009 83468.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2429.04 2217.79 0.0105629 0.00103664 83978.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2407.76 2196.5 0.0105101 0.00104766 84545 0
: 281 Minimum Test error found - save the configuration
: 281 | 2385.32 2176.94 0.0105589 0.00103589 84007.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2363.18 2157.98 0.0105863 0.00110877 84410 0
: 283 Minimum Test error found - save the configuration
: 283 | 2342.82 2137.04 0.0152736 0.00175325 59170.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2321.31 2117.06 0.0163197 0.00174543 54891.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2299.1 2098.53 0.0129804 0.00104368 67020 0
: 286 Minimum Test error found - save the configuration
: 286 | 2278.85 2079.76 0.0104609 0.00102984 84826.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2258.1 2059.99 0.0104521 0.00102706 84880.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2237.95 2040.18 0.010457 0.00102776 84842.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2216.59 2021.71 0.0104295 0.00102323 85049.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2195.58 2004.97 0.0104588 0.00104204 84954.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2177.16 1985.25 0.010395 0.00102082 85341.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2156.18 1967.24 0.0103801 0.00102159 85483.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2136.59 1948.93 0.010424 0.00102929 85154 0
: 294 Minimum Test error found - save the configuration
: 294 | 2116.87 1930.89 0.0105045 0.0010423 84547.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2097.14 1913.56 0.0106177 0.00103646 83496.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2078.05 1896.14 0.0104361 0.00102485 85005 0
: 297 Minimum Test error found - save the configuration
: 297 | 2059.09 1879.05 0.0104437 0.00102923 84975.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2039.97 1862.89 0.0104743 0.00102927 84700.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 2020.89 1845.42 0.01045 0.0010257 84886.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 2002.63 1827.94 0.0104426 0.00102935 84986.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1983.63 1810.96 0.0104872 0.0010302 84593.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1965.68 1794.03 0.0104846 0.00106753 84951.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1946.59 1778.23 0.0104603 0.00102742 84809.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1929.68 1761.32 0.0104474 0.00102638 84916.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1910.4 1746.06 0.0104042 0.00102703 85313.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1893.07 1730.26 0.0105719 0.00104121 83939.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1875.6 1714.32 0.0104068 0.00101982 85224 0
: 308 Minimum Test error found - save the configuration
: 308 | 1858.16 1698.28 0.0104125 0.00102831 85249.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1840.25 1683.04 0.0106044 0.00102982 83554.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1823.59 1667.44 0.0104734 0.00103845 84790.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1806.43 1651.85 0.0104887 0.00103089 84586.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1789.39 1636.93 0.010445 0.00103118 84981.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1772.7 1621.5 0.010495 0.00103778 84591.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1755.27 1607.44 0.0104423 0.00102633 84961.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1739.62 1592.27 0.0106495 0.00104414 83286.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1722.56 1577.97 0.0104623 0.00102932 84809.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1706.24 1564.12 0.0104444 0.00103131 84988.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1690.75 1549.64 0.0104622 0.00103447 84855.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1674.35 1535.68 0.0104504 0.0010275 84899.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1658.75 1521.05 0.0104521 0.00103155 84921 0
: 321 Minimum Test error found - save the configuration
: 321 | 1642.7 1507.18 0.0104516 0.00102805 84893.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1626.97 1493.72 0.0104424 0.00102485 84947.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1611.84 1480.02 0.0104815 0.00102893 84632.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1596.55 1466.31 0.0107112 0.00109426 83186.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1581.35 1452.68 0.0104984 0.00103231 84512.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1566.19 1439.2 0.0104756 0.00103299 84722.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1551.18 1426.11 0.0104274 0.00102626 85096.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1536.48 1412.77 0.010448 0.00102148 84867.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1521.26 1400.6 0.0104222 0.00102649 85145.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1507.36 1387.56 0.0104319 0.00102608 85053.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1492.57 1375.07 0.0104277 0.00102559 85087.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1478.34 1362.55 0.0104435 0.00103194 85001.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1464.66 1349.46 0.0104545 0.00103171 84900.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1450.41 1336.89 0.010517 0.00103803 84397.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1436.09 1324.78 0.0104412 0.00102442 84954.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1422.86 1311.95 0.0104661 0.00103421 84818.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1408.68 1300.06 0.0104532 0.00103201 84914.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1395.57 1287.81 0.0104872 0.00103669 84651.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1381.29 1277.33 0.010448 0.00103241 84965.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1368.92 1264.63 0.0105154 0.00103557 84389.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1355.64 1252.64 0.0104463 0.00103065 84965.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1342.18 1241.22 0.010471 0.0010304 84740.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1329.57 1230.18 0.0104765 0.00102886 84677.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1316.84 1218.35 0.0104598 0.00102998 84837.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1304.27 1206.75 0.0104781 0.0010288 84662.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1291.1 1195.99 0.0104699 0.00102881 84736.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1279.05 1184.42 0.0104717 0.00102494 84685.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1266.5 1173.52 0.0104105 0.00102474 85235.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1254.55 1162.7 0.010463 0.00103072 84815 0
: 350 Minimum Test error found - save the configuration
: 350 | 1242.29 1151.84 0.010484 0.00103206 84638.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1230.42 1140.89 0.0104808 0.0010309 84656.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1218.27 1130.42 0.0104064 0.00102509 85275.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1206.8 1119.71 0.0104047 0.00103009 85336.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1195.04 1109.1 0.0104649 0.00103021 84793.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1183.64 1098.27 0.0104673 0.00102839 84755.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1171.69 1088.5 0.0104629 0.00103255 84832.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1160.76 1078.14 0.0104587 0.00102947 84842.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1149.2 1068.1 0.0104753 0.00102756 84676.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1138.43 1057.87 0.010393 0.00102309 85379.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1127.18 1047.99 0.0104044 0.00102201 85265.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1116.56 1037.89 0.0104565 0.00103028 84869.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1105.38 1028.13 0.0104588 0.0010274 84822.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1094.84 1018.73 0.0104589 0.00102901 84836.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1084.81 1008.66 0.0107602 0.00105855 82460.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1073.9 999.509 0.0105356 0.00103169 84175.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1063.56 989.462 0.0104732 0.00102705 84690.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1052.94 980.271 0.0104662 0.00102867 84767.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1042.63 971.498 0.0104507 0.00102467 84871.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1033.09 961.561 0.0104421 0.00102523 84953.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1022.92 951.921 0.0104423 0.00102693 84967.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1012.25 943.331 0.0104461 0.00103097 84969.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 1002.56 934.224 0.0104488 0.00102665 84906.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 992.961 925.437 0.0104491 0.00103025 84935.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 982.941 917.622 0.0104473 0.00103031 84953.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 974.257 907.497 0.0104531 0.00102833 84882.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 963.759 898.661 0.0104496 0.00102566 84890.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 954.767 889.569 0.0108363 0.00111073 82257.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 944.617 881.384 0.0105689 0.00103794 83936.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 935.658 872.635 0.0105834 0.00106193 84020.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 926.046 865.041 0.0105014 0.00103292 84490.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 917.405 856.578 0.0104648 0.00102793 84773.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 908.507 847.89 0.010511 0.00103269 84402.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 899.271 839.573 0.0105033 0.00102713 84422.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 890.628 831.379 0.0104783 0.00102791 84652.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 881.539 823.352 0.0105753 0.00110469 84472.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 872.829 815.059 0.010673 0.00103614 83014.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 864.112 807.211 0.0105424 0.00103135 84112.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 855.583 799.255 0.01059 0.00103643 83738 0
: 389 Minimum Test error found - save the configuration
: 389 | 847.254 791.564 0.0105464 0.0010333 84094.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 838.604 783.901 0.0105404 0.00105404 84331.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 830.458 775.95 0.0104894 0.00103324 84601.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 822.076 768.219 0.0108093 0.0010749 82183.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 813.589 761.006 0.0107332 0.0010742 82824.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 805.651 753.396 0.0110411 0.00112658 80689.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 797.826 745.627 0.0108077 0.00106211 82088.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 789.826 738.115 0.0108784 0.00106881 81553.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 781.581 730.816 0.0107266 0.00105686 82732.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 773.724 724.105 0.0108745 0.00107288 81619.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 766.523 716.614 0.0107515 0.00105897 82538.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 758.454 710.018 0.0108154 0.00106042 82009 0
: 401 Minimum Test error found - save the configuration
: 401 | 750.974 702.604 0.0107789 0.00108613 82535.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 743.881 695.055 0.0108639 0.00107571 81730.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 736.203 688.527 0.0108135 0.00115367 82817.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 728.605 681.299 0.0107835 0.00105841 82261.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 721.35 674.656 0.0107802 0.00106087 82310.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 714.026 667.513 0.0108368 0.00106551 81872.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 706.729 660.713 0.0115983 0.00167353 80606.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 699.611 654.003 0.0117405 0.00107257 74991.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 692.501 647.035 0.0108905 0.0011065 81765.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 685.68 640.263 0.0108225 0.00105903 81937.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 678.287 634.118 0.0108461 0.00107691 81889.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 671.842 628.998 0.01099 0.00110743 80950.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 665.33 621.793 0.0109556 0.00110294 81196.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 658.164 615.436 0.0108247 0.00112227 82453.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 651.257 608.688 0.0108049 0.00106557 82141.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 644.804 602.654 0.0116042 0.00105926 75865.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 638.1 596.74 0.0117251 0.00107588 75122.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 631.905 590.322 0.0107967 0.00106348 82192.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 625.265 583.996 0.0108047 0.00107745 82243 0
: 420 Minimum Test error found - save the configuration
: 420 | 619.167 577.845 0.0109943 0.00112828 81086 0
: 421 Minimum Test error found - save the configuration
: 421 | 612.471 572.172 0.0110643 0.00111935 80442.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 606.353 566.719 0.012545 0.00109988 69899 0
: 423 Minimum Test error found - save the configuration
: 423 | 600.332 560.069 0.0117387 0.00118307 75789.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 594.006 553.914 0.0132794 0.00174673 69368.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 587.744 548.535 0.0139536 0.0010988 62233.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 581.921 542.538 0.0113328 0.00160244 82216.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 576.118 538.09 0.0113149 0.00119185 79027.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 570.074 531.09 0.0108883 0.0010549 81355.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 563.978 525.397 0.0121479 0.00136951 74222.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 557.969 520.057 0.0111688 0.00117708 80066.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 552.295 514.447 0.0120645 0.00113206 73176.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 546.742 508.906 0.011508 0.00119386 77563.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 541.047 503.504 0.0112477 0.00113925 79142.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 535.509 498.491 0.0111017 0.00108678 79881.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 530.04 492.999 0.0112482 0.00118692 79512.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 524.235 488.324 0.0108446 0.00106191 81777.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 519.032 482.718 0.0108223 0.00103149 81709.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 513.488 477.727 0.010753 0.00104864 82437 0
: 439 Minimum Test error found - save the configuration
: 439 | 508.277 472.417 0.0112282 0.00114817 79364.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 502.914 467.627 0.0111887 0.00111489 79414.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 497.726 462.112 0.0110652 0.0011374 80582 0
: 442 Minimum Test error found - save the configuration
: 442 | 492.456 457.527 0.0161319 0.00176186 55671.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 487.384 453.153 0.0163321 0.00175589 54883.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 482.777 447.861 0.0163361 0.00174959 54845.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 477.631 443.613 0.0111668 0.00105764 79136 0
: 446 Minimum Test error found - save the configuration
: 446 | 472.609 438.411 0.0104755 0.00103675 84756.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 467.504 433.656 0.0104674 0.00103816 84842.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 462.632 429.105 0.0104678 0.00103868 84843.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 457.767 423.799 0.0104841 0.00103125 84630.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 452.799 419.338 0.0104644 0.00103886 84875.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 448.322 414.493 0.0104935 0.00103308 84562.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 443.198 410.164 0.0104709 0.00103459 84779.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 438.948 405.794 0.0104817 0.00103522 84687.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 434.135 401.302 0.0104993 0.00103512 84528.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 430.065 397.13 0.0104597 0.00103582 84890.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 425.104 392.662 0.0104501 0.00102785 84905 0
: 457 Minimum Test error found - save the configuration
: 457 | 420.518 388.147 0.010461 0.00103197 84844.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 416.268 384.117 0.010476 0.0010347 84734.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 411.749 379.62 0.0105042 0.00104078 84536.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 407.448 375.35 0.0105108 0.00103963 84467 0
: 461 Minimum Test error found - save the configuration
: 461 | 402.993 371.612 0.010479 0.00103325 84694 0
: 462 Minimum Test error found - save the configuration
: 462 | 398.923 367.766 0.0104501 0.00102865 84912.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 394.907 363.367 0.0104694 0.00103616 84806.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 390.613 359.375 0.0105013 0.00103655 84524.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 386.325 355.017 0.010449 0.00102892 84925.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 382.221 351.255 0.0105338 0.0010325 84198.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 378.521 347.377 0.0104016 0.00102525 85321.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 374.382 343.505 0.010476 0.00103676 84752.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 370.063 340.011 0.0104972 0.00103366 84535.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 366.336 335.895 0.0105076 0.00103582 84461.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 362.265 331.952 0.0104801 0.00103729 84720.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 358.428 328.223 0.010571 0.00104383 83970.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 354.733 324.815 0.0105163 0.0010402 84423.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 350.867 321.101 0.0105068 0.00103496 84460.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 347.177 317.585 0.0104821 0.00103134 84649.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 343.708 313.746 0.0106112 0.00104295 83610.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 339.654 310.286 0.0104804 0.00103495 84696.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 336.087 306.608 0.0105524 0.00105617 84244 0
: 479 Minimum Test error found - save the configuration
: 479 | 332.551 303.02 0.0105366 0.00104398 84276 0
: 480 Minimum Test error found - save the configuration
: 480 | 329.11 299.651 0.0105954 0.00104286 83747.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 325.246 296.359 0.010483 0.00103079 84636.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 321.911 292.788 0.0104543 0.00102494 84841.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 318.308 289.183 0.0104663 0.00103175 84794.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 314.935 286.373 0.0104232 0.00102872 85156.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 311.697 282.856 0.0104354 0.00103001 85057.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 308.14 279.837 0.0104747 0.00103553 84753.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 304.844 276.016 0.0104886 0.00103551 84628.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 301.368 273.455 0.010501 0.00103971 84555.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 298.155 270.141 0.0105281 0.00104129 84327.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 295.045 266.895 0.0105146 0.00104336 84466.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 292.055 263.729 0.0104734 0.00103447 84755.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 288.792 261.07 0.0105148 0.0010443 84473.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 285.778 257.811 0.0105151 0.00105163 84535.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 282.339 255.003 0.0105022 0.00103612 84511.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 279.751 252.303 0.0106047 0.00104509 83685.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 276.4 248.895 0.0104825 0.00102771 84612.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 273.504 246.211 0.0104747 0.00104088 84801.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 270.467 243.496 0.0105298 0.00107532 84616 0
: 499 Minimum Test error found - save the configuration
: 499 | 267.487 240.604 0.0104849 0.00103948 84697.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 264.588 237.422 0.01047 0.00102982 84744.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 261.611 235.189 0.0104743 0.00103019 84709.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 258.992 233.079 0.0105174 0.0010415 84425 0
: 503 Minimum Test error found - save the configuration
: 503 | 256.322 229.693 0.0104877 0.00103868 84664.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 253.258 226.572 0.0105819 0.00104131 83852.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 250.405 223.985 0.0104866 0.00103509 84642.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 247.685 221.664 0.0105053 0.00106787 84769 0
: 507 Minimum Test error found - save the configuration
: 507 | 245.085 218.954 0.0105873 0.00104337 83822.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 242.371 216.319 0.0105379 0.00103908 84221.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 239.778 214.237 0.0104882 0.00103546 84631.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 237.014 211.369 0.0104845 0.00103835 84690.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 234.587 209.102 0.0105097 0.00103176 84406.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 231.981 206.664 0.0104987 0.00103098 84497.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 229.471 204.111 0.0105733 0.00117912 85159.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 226.789 201.778 0.0104346 0.00102867 85052.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 224.227 199.187 0.0104685 0.00103595 84812.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 221.785 196.916 0.0104999 0.0010355 84527 0
: 517 Minimum Test error found - save the configuration
: 517 | 219.37 195.339 0.0105338 0.00107107 84542 0
: 518 Minimum Test error found - save the configuration
: 518 | 217.128 192.517 0.0104908 0.0010441 84685.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 214.542 190.298 0.010501 0.00105216 84666.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 212.649 187.957 0.0104659 0.0010341 84819.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 209.925 185.853 0.0105174 0.00103729 84387 0
: 522 Minimum Test error found - save the configuration
: 522 | 207.764 183.334 0.0104622 0.00103015 84816.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 205.048 181.242 0.0104739 0.00103353 84742.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 203.095 179.246 0.0105791 0.00104008 83865.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 200.683 177.107 0.0104941 0.00106074 84805.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 198.361 175.311 0.010498 0.0010368 84556.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 196.245 172.893 0.0105405 0.00104115 84216.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.959 170.943 0.010486 0.00104633 84748.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 191.697 169.053 0.0104668 0.00102456 84725.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 189.648 167.77 0.0105041 0.00104622 84585.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 188.05 165.255 0.0104918 0.00103671 84610.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 185.475 163.09 0.0104568 0.00102794 84846 0
: 533 Minimum Test error found - save the configuration
: 533 | 183.194 160.861 0.0104982 0.00106916 84843.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 181.222 158.785 0.0106742 0.00104555 83085.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 179.294 157.111 0.0105233 0.00105105 84457.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 177.133 155.293 0.0106786 0.00107087 83266.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 175.01 153.356 0.0105404 0.00105436 84334.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 173.066 151.618 0.0105006 0.00103504 84516.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 171.226 149.634 0.0104766 0.00103504 84732.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 169.209 147.586 0.0105419 0.00104887 84272.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 167.252 146.499 0.0104575 0.00103358 84890.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 165.145 144.476 0.0104844 0.0010352 84663.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 163.254 143.012 0.0105603 0.00105652 84176.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 161.316 141.108 0.0106554 0.00109562 83683.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 159.633 139.595 0.0105142 0.00103727 84415.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 157.751 138.186 0.0105435 0.00103447 84130.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 156.119 137.335 0.0104984 0.00103924 84574.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 154.099 134.182 0.0104804 0.00103899 84732.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 152.37 132.716 0.0105015 0.0010367 84523.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 150.686 131.082 0.0105025 0.00103907 84536 0
: 551 Minimum Test error found - save the configuration
: 551 | 148.859 130.122 0.0108388 0.00132716 84107.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.873 127.828 0.010497 0.00103847 84579.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 145.287 126.683 0.010509 0.00103663 84456.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 143.541 125.223 0.0105201 0.00104458 84427.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 141.902 123.849 0.0105176 0.00105919 84580.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 140.262 122.783 0.0105413 0.00105669 84347 0
: 557 Minimum Test error found - save the configuration
: 557 | 138.621 121.249 0.010477 0.00103544 84731.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.835 119.242 0.0108593 0.00106041 81641.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 135.467 118.661 0.0105457 0.00104299 84186.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.803 116.957 0.0104889 0.00103622 84631.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 132.25 115.121 0.0106043 0.00104492 83687.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 130.554 113.833 0.0105213 0.00105749 84532.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 129.257 112.433 0.0106386 0.00110365 83901.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 127.814 111.354 0.0110313 0.00107417 80344.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 126.175 110.115 0.0105922 0.00104699 83811.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 124.667 108.858 0.0104937 0.00104091 84630.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 123.083 106.924 0.0109192 0.00117569 82106.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 121.633 105.716 0.010574 0.00104608 83963.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 120.225 105.502 0.0106346 0.00105724 83530 0
: 570 Minimum Test error found - save the configuration
: 570 | 119.036 103.215 0.010544 0.00104395 84210.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 117.474 102.136 0.0105578 0.00104009 84053.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.962 100.661 0.0106146 0.00104925 83635.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 114.854 99.9826 0.0105608 0.00106637 84260.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 113.196 97.9868 0.0105346 0.00105574 84397.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.784 96.7771 0.0105859 0.0010413 83816.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 110.766 95.8471 0.0104832 0.00102906 84619.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 109.403 94.4873 0.0104169 0.00102622 85191.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.928 93.0426 0.0105766 0.00105172 83990.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.538 92.1133 0.0104799 0.00103861 84734.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 105.584 91.2939 0.0104852 0.00103008 84609.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 104.314 89.7153 0.0109624 0.00108484 80992 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.961 88.8884 0.010604 0.00105001 83734.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.755 87.9718 0.010552 0.00104746 84170 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.669 86.9775 0.0106678 0.00105041 83182.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 99.3395 85.8207 0.010538 0.00104668 84287.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 98.1975 85.0804 0.0105305 0.00103481 84248.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 97.0056 83.6714 0.0105356 0.0010473 84314.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.7581 82.6448 0.0104892 0.00103614 84628.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 94.6734 81.3009 0.0104649 0.00107088 85160.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 93.5289 80.6573 0.0106292 0.00104227 83447 0
: 591 Minimum Test error found - save the configuration
: 591 | 92.5396 79.4343 0.0104374 0.00102775 85019 0
: 592 Minimum Test error found - save the configuration
: 592 | 91.6193 78.7348 0.010553 0.00108611 84504.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 90.6007 77.8384 0.0105048 0.00103432 84472.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 89.4278 76.2573 0.010493 0.00104216 84648.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 88.1586 76.1653 0.0104736 0.00102881 84702.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 87.4556 74.8928 0.01049 0.00104944 84741.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.9642 74.2646 0.0105649 0.00104023 83992.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 85.0242 72.8497 0.0105047 0.00106881 84782.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.9121 71.666 0.0106462 0.00104323 83307.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 83.19 70.5935 0.0105025 0.0010352 84501.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.9823 69.8812 0.0105728 0.00104879 83998.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 81.1297 69.4514 0.0105166 0.00103535 84377.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 80.3813 68.2243 0.0105293 0.00104345 84336.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 79.1684 67.4658 0.0105247 0.00104018 84348.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 78.4073 66.173 0.0104918 0.00103368 84583.7 0
: 606 | 77.4663 66.6705 0.0104801 0.000997006 84360.7 1
: 607 Minimum Test error found - save the configuration
: 607 | 76.4918 64.1937 0.0105121 0.00103584 84421.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.5541 63.4292 0.0106197 0.0010472 83573 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.8641 62.5984 0.0104732 0.00102854 84704.2 0
: 610 | 73.7128 63.0598 0.0106686 0.000996946 82715.5 1
: 611 Minimum Test error found - save the configuration
: 611 | 72.9995 62.3087 0.0105693 0.001077 84278.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 72.1661 60.8512 0.0105406 0.00104203 84223.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 71.1959 59.9537 0.010503 0.00103954 84535.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 70.1658 58.8641 0.010526 0.00103781 84315.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.3014 58.5894 0.0104932 0.00103696 84600.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.8003 57.5533 0.0105504 0.00104603 84172 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.8542 56.5472 0.0104932 0.00103172 84553.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.9585 55.7271 0.0106296 0.00117791 84641.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 66.1842 54.9092 0.0105113 0.00104299 84492.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 65.4019 53.9517 0.0107261 0.00105822 82748 0
: 621 | 64.5798 54.1946 0.0105226 0.000996187 83977 1
: 622 Minimum Test error found - save the configuration
: 622 | 63.7086 53.2689 0.0106237 0.0010592 83642.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 63.3077 52.1634 0.0108015 0.00106227 82142.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 62.4276 51.4727 0.010507 0.00103361 84446.8 0
: 625 | 61.5073 51.6886 0.0105283 0.00100125 83971 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.769 50.2934 0.0105498 0.00104282 84148.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.9793 49.8332 0.010593 0.00104409 83779.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 59.3833 49.5109 0.0109833 0.0011369 81248.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.7089 48.0016 0.0109399 0.00105869 80961.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.8758 47.4202 0.0110232 0.00106296 80319.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 57.0972 47.2689 0.0107714 0.00104501 82250.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.5352 46.8989 0.010636 0.00103872 83356.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.8864 45.7614 0.0105449 0.00108018 84524.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 55.0653 45.1398 0.0104753 0.00102949 84693.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.4797 44.6207 0.0105095 0.00103379 84426 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.969 43.9111 0.0105028 0.00103125 84463 0
: 637 Minimum Test error found - save the configuration
: 637 | 53.4005 43.2466 0.0112154 0.00105287 78720.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.7894 42.7123 0.0104891 0.00103167 84589.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 52.0289 42.1624 0.0104792 0.00102717 84638.3 0
: 640 | 51.4378 42.3793 0.010428 0.000990686 84769.9 1
: 641 Minimum Test error found - save the configuration
: 641 | 50.9371 41.5014 0.0105145 0.00103061 84353.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 50.2389 40.3262 0.0104729 0.00102873 84708.5 0
: 643 | 49.4296 40.681 0.0104654 0.00100593 84571.3 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.8083 39.6954 0.0106963 0.00105431 82970.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.3373 38.4363 0.0105063 0.00104017 84511.7 0
: 646 | 47.6353 38.5996 0.0109384 0.000997766 80477.9 1
: 647 Minimum Test error found - save the configuration
: 647 | 47.2701 37.8798 0.0106684 0.00107402 83382.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.4162 37.1912 0.0111911 0.00106788 79025.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.8405 36.2933 0.0105942 0.00103966 83729.9 0
: 650 | 45.4824 36.7173 0.0104582 0.00100071 84588.6 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.8951 35.3074 0.0104973 0.00103424 84539.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.131 35.1526 0.0106641 0.00110781 83714.8 0
: 653 | 43.6541 35.2241 0.0108569 0.000997906 81144.1 1
: 654 Minimum Test error found - save the configuration
: 654 | 43.2167 34.3443 0.0105355 0.00104227 84270.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.7209 33.5373 0.0105343 0.00103898 84251.8 0
: 656 | 42.0609 33.5982 0.0104804 0.000997307 84361 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.5795 32.8126 0.0105353 0.00104148 84265.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.1119 32.717 0.0106619 0.00104227 83163.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.61 32.0572 0.0105374 0.0010363 84200.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.188 31.3878 0.0105353 0.00104091 84259.9 0
: 661 | 39.6402 31.9038 0.0104912 0.000998265 84273.6 1
: 662 Minimum Test error found - save the configuration
: 662 | 39.291 30.889 0.0104753 0.00102969 84695.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.7216 30.2529 0.0105127 0.0010387 84441.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.5569 29.734 0.0105294 0.0010294 84210.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.8576 29.1262 0.0105281 0.00103829 84300.6 0
: 666 | 37.4862 30.1432 0.0104947 0.000998966 84247.9 1
: 667 | 37.1753 29.4593 0.0105945 0.000998626 83369.3 2
: 668 Minimum Test error found - save the configuration
: 668 | 36.7799 28.6968 0.0105796 0.00104347 83891.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 36.067 28.1349 0.0105232 0.00103902 84350.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.6776 28.0903 0.0105356 0.00105192 84355.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.3483 27.1712 0.0105373 0.00105327 84352.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.7614 26.6062 0.0104995 0.00103538 84529.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.209 26.4415 0.0104622 0.001026 84780.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.8301 26.4391 0.0106075 0.00106093 83799.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.7033 25.7114 0.010775 0.00108126 82527.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.0549 25.0216 0.0105754 0.00105075 83992.9 0
: 677 | 32.8031 25.2229 0.0104867 0.000997287 84304.7 1
: 678 Minimum Test error found - save the configuration
: 678 | 32.2905 24.4217 0.0105274 0.00103553 84283 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.6868 24.4023 0.0105206 0.00103309 84321.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.5119 23.9594 0.0104998 0.00103598 84532.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.0254 23.7898 0.0105068 0.00103409 84453.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.63 23.6444 0.0104984 0.00103583 84543.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.1292 23.0523 0.0105097 0.00103582 84442.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.8227 22.4287 0.0104996 0.00102933 84475.2 0
: 685 | 29.5004 22.621 0.0104834 0.000998606 84345.7 1
: 686 | 29.1358 22.4611 0.0104868 0.000995746 84289.6 2
: 687 Minimum Test error found - save the configuration
: 687 | 28.7871 21.7488 0.0105358 0.00104045 84251.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.4367 21.2362 0.010533 0.00104195 84290 0
: 689 Minimum Test error found - save the configuration
: 689 | 28.2946 21.1053 0.0104854 0.00102839 84593.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.7736 20.6435 0.0104815 0.0010308 84649.5 0
: 691 | 27.2745 21.2826 0.0104105 0.000989757 84919.2 1
: 692 Minimum Test error found - save the configuration
: 692 | 27.0681 20.4202 0.0104552 0.00103021 84880.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.6142 19.7863 0.0104978 0.00103634 84553.5 0
: 694 | 26.4525 19.8943 0.0104734 0.000997428 84424.2 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.932 19.44 0.0105069 0.00103973 84502.7 0
: 696 | 25.6273 19.8279 0.010491 0.00101356 84411 1
: 697 | 25.2828 19.7897 0.010485 0.00101119 84442.9 2
: 698 Minimum Test error found - save the configuration
: 698 | 24.8882 18.7981 0.0105097 0.00104267 84503.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.6125 18.6324 0.010511 0.00104082 84476 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.2501 17.9919 0.0105297 0.00104182 84317.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 24.1365 17.9766 0.0105168 0.00103379 84361.3 0
: 702 | 23.8638 18.1434 0.0104812 0.00100254 84400.3 1
: 703 | 23.6817 18.5808 0.0104658 0.000994656 84467 2
: 704 Minimum Test error found - save the configuration
: 704 | 23.1482 17.2984 0.0105772 0.00104953 83966.1 0
: 705 | 22.8933 17.3686 0.0105166 0.000999015 84055.1 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.4885 17.2458 0.0105265 0.00104782 84399.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.301 16.6247 0.0105508 0.00104277 84139.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.9272 16.1436 0.01056 0.00104536 84081.1 0
: 709 | 21.4978 16.4228 0.0104849 0.000999537 84340 1
: 710 Minimum Test error found - save the configuration
: 710 | 21.3716 15.6743 0.0105259 0.00104436 84374.4 0
: 711 | 20.8309 15.7378 0.010508 0.00100177 84155.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.6845 15.6011 0.0105431 0.00103988 84181.9 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.4237 15.5923 0.0105319 0.00103579 84244.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 20.3544 15.388 0.0105468 0.00103798 84132.1 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.7677 14.8498 0.0105288 0.00103883 84299.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.5655 14.7896 0.0105324 0.00104848 84352.8 0
: 717 | 19.5633 15.1031 0.0105136 0.00100158 84103.8 1
: 718 Minimum Test error found - save the configuration
: 718 | 19.1224 14.127 0.0105396 0.00103736 84190.9 0
: 719 | 18.833 14.5856 0.0105052 0.00100066 84170.5 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.5052 13.9045 0.0105192 0.00103598 84359.6 0
: 721 | 18.3936 14.7828 0.0104874 0.000996986 84295.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 18.1067 13.7068 0.010564 0.00105327 84115.4 0
: 723 | 17.7611 14.0747 0.0107864 0.00102664 81969.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.4962 13.1186 0.0105787 0.001047 83930.5 0
: 725 | 17.3347 13.3447 0.0105362 0.00100011 83891.5 1
: 726 | 17.133 13.3195 0.0105022 0.000998745 84180.1 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.8284 12.4575 0.0105837 0.00104623 83879.6 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.6357 12.2974 0.0105536 0.00103797 84072.2 0
: 729 | 16.4887 12.6183 0.0105047 0.000998197 84153.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.3003 12.1888 0.0105515 0.00104664 84167.4 0
: 731 | 15.9438 12.4159 0.0105078 0.00100898 84220.8 1
: 732 | 15.7774 12.4472 0.0104963 0.000997137 84218.1 2
: 733 Minimum Test error found - save the configuration
: 733 | 15.4587 12.0433 0.0105399 0.00104376 84244.4 0
: 734 | 15.3769 12.4884 0.01052 0.00100277 84058 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.3165 11.6226 0.0105865 0.00104199 83817.4 0
: 736 | 14.9995 11.85 0.0105242 0.000998867 83986.3 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.8477 11.3991 0.0105383 0.00103772 84205.6 0
: 738 | 14.6079 11.6683 0.0104832 0.000999527 84355.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.4716 11.0831 0.0105187 0.00103985 84398.6 0
: 740 | 14.1682 11.7192 0.0105585 0.00103766 84026.2 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.9978 10.6745 0.01073 0.00104464 82598.8 0
: 742 | 13.9347 11.2401 0.0104881 0.00100217 84335.8 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.8487 10.3759 0.0105633 0.00103827 83988.8 0
: 744 | 13.3314 10.7913 0.0105232 0.000998426 83991.7 1
: 745 | 13.1679 11.0311 0.0104677 0.000996987 84470.9 2
: 746 | 13.135 10.3784 0.0105448 0.00101266 83926.4 3
: 747 | 13.126 10.5055 0.0104964 0.00101173 84346.7 4
: 748 | 12.976 11.0753 0.01049 0.00101597 84441.5 5
: 749 | 12.8392 10.478 0.0105057 0.00100701 84222.3 6
: 750 Minimum Test error found - save the configuration
: 750 | 12.6149 10.0562 0.0105945 0.00105395 83852.4 0
: 751 | 12.203 10.4996 0.0105852 0.00100446 83500.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 12.0211 9.71247 0.010573 0.00104364 83951.3 0
: 753 | 11.8362 9.84154 0.0105228 0.000999817 84007 1
: 754 | 12.0018 10.4984 0.0105071 0.00100087 84155.3 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.6832 9.56965 0.0105841 0.00106264 84020.6 0
: 756 | 11.5374 9.916 0.0105229 0.000996937 83980.7 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.4941 9.47495 0.0105256 0.0010405 84343.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.1879 9.39615 0.0105676 0.00104097 83975.1 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9346 8.89224 0.0105423 0.00104162 84204.8 0
: 760 | 10.7621 9.18588 0.0104743 0.00101385 84562.3 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.5803 8.85565 0.0105413 0.00103601 84163.6 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.4134 8.79546 0.010551 0.00103563 84074.8 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.3647 8.65666 0.0119069 0.00106864 73812.7 0
: 764 | 10.3033 8.79908 0.0105992 0.00100951 83423.1 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.1606 8.63961 0.0105631 0.00103971 84003.3 0
: 766 Minimum Test error found - save the configuration
: 766 | 10.0846 8.62976 0.0105691 0.00103897 83943.8 0
: 767 Minimum Test error found - save the configuration
: 767 | 10.0084 8.43353 0.010553 0.00103107 84016.7 0
: 768 | 9.88367 8.54615 0.0105149 0.00100179 84094.4 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.69376 8.27892 0.0105396 0.00103642 84182.6 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.67025 8.1958 0.010934 0.00110438 81386.7 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.23231 7.83682 0.0105253 0.00103375 84285.3 0
: 772 | 9.17701 7.93502 0.0104521 0.000993345 84577.8 1
: 773 | 9.39838 8.08566 0.010483 0.000998937 84352 2
: 774 | 9.30607 8.01754 0.0104927 0.000998037 84257.8 3
: 775 Minimum Test error found - save the configuration
: 775 | 9.01834 7.43403 0.0105054 0.00103281 84453.7 0
: 776 | 8.8021 7.56316 0.0104659 0.000996947 84486.8 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.66503 7.14925 0.0105054 0.00103145 84441.8 0
: 778 | 8.51035 7.39282 0.0104625 0.000998767 84533.3 1
: 779 | 8.65005 7.47628 0.0104434 0.000985557 84585.9 2
: 780 | 8.32347 7.46042 0.0104607 0.000997026 84533.8 3
: 781 Minimum Test error found - save the configuration
: 781 | 8.15875 6.89623 0.0105015 0.00103432 84502 0
: 782 | 8.02631 7.14455 0.0105002 0.000995407 84168.3 1
: 783 | 7.96008 7.18393 0.0104693 0.000997876 84465 2
: 784 | 8.02684 7.37101 0.0104776 0.00100476 84451.6 3
: 785 | 7.95516 7.18935 0.0104658 0.0010001 84515.3 4
: 786 | 7.79273 7.06694 0.0105135 0.000998547 84078.2 5
: 787 Minimum Test error found - save the configuration
: 787 | 7.83728 6.6071 0.0105072 0.0010377 84481.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.48298 6.57953 0.0104603 0.00103856 84909.8 0
: 789 | 7.38785 7.22664 0.0104676 0.000997387 84475.5 1
: 790 | 7.29666 6.94211 0.0104691 0.000996347 84452.7 2
: 791 | 7.49238 8.02137 0.0104492 0.000996148 84628.8 3
: 792 | 7.33122 7.5833 0.0104938 0.000997656 84245.1 4
: 793 | 7.12953 7.35253 0.0104701 0.000997357 84452.6 5
: 794 Minimum Test error found - save the configuration
: 794 | 6.99177 6.57121 0.010492 0.00103333 84578.4 0
: 795 | 6.81641 6.77595 0.0104512 0.000993405 84586.3 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.80011 6.37858 0.0104895 0.00103522 84617.8 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.65132 6.13574 0.0104992 0.00103068 84490.8 0
: 798 Minimum Test error found - save the configuration
: 798 | 6.8798 5.81235 0.0104986 0.00103118 84500.4 0
: 799 | 6.71727 6.71591 0.0104705 0.000998427 84458.6 1
: 800 | 6.54511 6.38333 0.0104639 0.000996217 84498.3 2
: 801 | 6.401 6.65932 0.0104738 0.000998095 84426.8 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.51868 5.60937 0.0105153 0.00103912 84422.3 0
: 803 | 6.5389 5.92832 0.010477 0.0010029 84440.8 1
: 804 | 6.3379 6.39521 0.0104619 0.000997026 84522.7 2
: 805 | 6.0695 6.0202 0.0104717 0.000996437 84430.3 3
: 806 | 6.30326 5.84138 0.0104663 0.000999917 84509.2 4
: 807 | 6.30318 5.88997 0.0104807 0.000999486 84377.1 5
: 808 | 5.8941 5.72018 0.0104658 0.000996777 84486.3 6
: 809 | 5.82285 5.72982 0.0104817 0.000995847 84336.3 7
: 810 Minimum Test error found - save the configuration
: 810 | 5.94001 5.59802 0.0105209 0.00103675 84351.3 0
: 811 | 5.97741 5.66115 0.0104771 0.000997207 84389.1 1
: 812 | 5.54331 5.92398 0.0105092 0.000998506 84115.9 2
: 813 | 5.53307 5.8617 0.0104867 0.000999468 84324.2 3
: 814 Minimum Test error found - save the configuration
: 814 | 5.52572 5.19392 0.0105352 0.00104332 84282.9 0
: 815 | 5.41036 5.74779 0.0104796 0.000992726 84327.2 1
: 816 | 5.20329 5.78361 0.0104758 0.000997017 84398.7 2
: 817 | 5.18417 5.34304 0.0104713 0.000996307 84432.8 3
: 818 | 5.21663 5.54432 0.0107327 0.000999625 82194.1 4
: 819 | 5.16777 5.96902 0.0104736 0.000997626 84423.9 5
: 820 Minimum Test error found - save the configuration
: 820 | 5.28073 4.06217 0.0105256 0.0010558 84478.6 0
: 821 | 5.13086 4.7893 0.0105244 0.000998317 83979.9 1
: 822 | 4.8314 5.49743 0.0104752 0.000998467 84417.5 2
: 823 | 5.15939 4.5754 0.0105032 0.00100144 84194.6 3
: 824 | 4.80162 5.40249 0.0104795 0.000998807 84381.8 4
: 825 | 4.70591 4.88318 0.0104871 0.00100391 84360 5
: 826 | 4.64676 5.71741 0.0104766 0.00100091 84426.6 6
: 827 | 4.6488 4.60993 0.0104759 0.000996626 84394.8 7
: 828 | 4.54359 5.23989 0.0104734 0.000998506 84433.7 8
: 829 | 4.50664 5.43241 0.010492 0.000999278 84275.5 9
: 830 Minimum Test error found - save the configuration
: 830 | 4.55683 3.73189 0.0105149 0.00104017 84435.5 0
: 831 | 4.65153 5.14603 0.0104678 0.000992726 84432.2 1
: 832 | 4.41925 4.61443 0.0104336 0.000999786 84801.7 2
: 833 | 4.24876 5.51106 0.0104725 0.00100043 84458.9 3
: 834 | 4.23204 4.77422 0.0104537 0.000996707 84593.1 4
: 835 | 4.11753 4.84869 0.0107743 0.00120885 83634.1 5
: 836 | 4.26222 5.08438 0.0104796 0.000999295 84385.4 6
: 837 | 4.1187 3.99041 0.0104755 0.000998646 84416 7
: 838 | 4.00552 4.85308 0.0104825 0.00100205 84383.8 8
: 839 | 4.20459 4.56621 0.0104862 0.000999066 84324.4 9
: 840 | 4.0666 4.78414 0.0104629 0.000990866 84458.8 10
: 841 | 4.03294 4.83183 0.0104274 0.00100031 84861.7 11
: 842 | 3.94247 5.30172 0.0104884 0.000999656 84310.2 12
: 843 | 3.8851 3.77509 0.0105059 0.00100063 84164.1 13
: 844 | 3.77145 4.21477 0.0104898 0.00100424 84338.5 14
: 845 Minimum Test error found - save the configuration
: 845 | 3.73319 3.703 0.0108557 0.00106607 81718.9 0
: 846 | 3.75791 4.92771 0.0105223 0.000997196 83988.8 1
: 847 | 3.6674 3.84514 0.0103983 0.000991786 85047.2 2
: 848 | 3.78536 3.79849 0.0106056 0.00115466 84647.8 3
: 849 | 3.62949 4.05502 0.0105143 0.000994846 84038 4
: 850 | 3.61317 4.06187 0.0103932 0.000993197 85106.6 5
: 851 | 3.86056 4.50593 0.0104613 0.000996366 84522.3 6
: 852 Minimum Test error found - save the configuration
: 852 | 3.61075 3.19762 0.0105101 0.00104087 84483.9 0
: 853 | 3.51769 4.32878 0.010482 0.000999617 84367.2 1
: 854 | 3.48351 4.0662 0.0104556 0.000997517 84583.4 2
: 855 | 3.62029 5.18962 0.0104525 0.000989836 84542.5 3
: 856 | 3.42997 4.24759 0.0103962 0.000991896 85067.4 4
: 857 | 3.25862 4.15776 0.0104489 0.00101515 84802.1 5
: 858 | 3.19235 4.52097 0.0104796 0.000998836 84381 6
: 859 | 3.18049 4.51482 0.0104782 0.000997588 84382.9 7
: 860 | 3.16718 4.23189 0.0104842 0.000999875 84349.8 8
: 861 | 3.18088 3.85053 0.0104708 0.000998856 84460.3 9
: 862 | 3.15426 3.61059 0.010509 0.00100036 84134.1 10
: 863 | 3.08842 3.66076 0.0104917 0.000999696 84281.2 11
: 864 | 3.16126 3.88604 0.0104969 0.00100156 84252.2 12
: 865 | 3.0103 4.4787 0.0108286 0.00104005 81728.5 13
: 866 | 2.96131 3.84626 0.0105436 0.00100237 83846.6 14
: 867 | 3.02436 4.38847 0.0104917 0.00100248 84306.5 15
: 868 | 2.96504 5.01066 0.0104901 0.000996837 84270.1 16
: 869 | 2.98508 3.58653 0.0104705 0.00100061 84478.4 17
: 870 | 3.05062 3.66889 0.0104738 0.000999616 84439.7 18
: 871 | 2.98087 3.95083 0.0104766 0.000998826 84407.7 19
: 872 | 2.94657 4.7161 0.0104667 0.000995986 84471.2 20
: 873 | 2.81571 4.32483 0.0105277 0.000996516 83934.7 21
:
: Elapsed time for training with 1000 events: 9.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0112 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.829 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.159 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= 3.36119e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13419e+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: 0.0399 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: 0.0363 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: 0.00152 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: 0.0947 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: 0.913 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: 0.0208 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00289 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00452 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: 0.00238 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00063 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: 0.0956 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.906 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.09 -0.429 5.07 1.39 | 3.246 3.240
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.497 -0.403 1.79 1.11 | 3.359 3.347
: 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.