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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0024 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: 0.000722 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00388 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000182 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000292 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 = 31505.2
: --------------------------------------------------------------
: 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 | 33051 31101.1 0.00994844 0.00102688 89670.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32491.9 30493.6 0.0100312 0.00101987 88776.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31724.7 29754.6 0.0101642 0.00101986 87485.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 30934.6 29099 0.0101708 0.00101629 87388.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30197.5 28406.5 0.0101732 0.00104591 87649.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29398.5 27554.6 0.0101656 0.00102348 87507.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28636.1 26790.9 0.0100645 0.00100375 88292.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28104.7 26375 0.010127 0.00106256 88257.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27741.5 26043.2 0.00998696 0.000991285 88931.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27415 25746 0.010027 0.000989085 88515.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27110.2 25467.6 0.00985877 0.000977505 90077.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26826.8 25194.5 0.00985758 0.000975815 90072.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26549 24932.1 0.00986053 0.000976726 90051.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26279.3 24679.2 0.00984604 0.000976305 90194.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26019.4 24431.1 0.00984906 0.000973135 90131.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25761.7 24193.1 0.00986067 0.000978286 90065.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25514.6 23956.9 0.00990862 0.000985856 89658.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25266.9 23729.9 0.00990941 0.000997495 89767.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25030.6 23501.3 0.00987188 0.000985975 90030.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24794.5 23277.1 0.00990615 0.000982685 89651.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24561.7 23057.8 0.00989102 0.000983236 89809 0
: 22 Minimum Test error found - save the configuration
: 22 | 24334.2 22840.5 0.00990482 0.000981076 89648.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24107.5 22628.9 0.00988451 0.000986155 89904.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 23888.6 22416.2 0.00987489 0.000978895 89928.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23668.7 22208.3 0.00993125 0.000981655 89389.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23452.3 22003.9 0.00991511 0.000981075 89545.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23237.9 21804.2 0.00990731 0.000983645 89649.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23031.3 21601.9 0.00989728 0.000981334 89726.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22819.5 21407.8 0.00993174 0.00100044 89572.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22615 21214.7 0.00990777 0.000982515 89633.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22413 21022.6 0.0100274 0.000992146 88542.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22210.8 20835 0.00992061 0.000990976 89589.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22014.5 20646.4 0.00995389 0.000992436 89271.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 21819.7 20458.4 0.00997912 0.000981085 88908.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21624 20275.2 0.00989584 0.000977666 89704.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21431.3 20095.7 0.00988789 0.000980916 89817.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21244 19914.9 0.00986377 0.000978155 90033.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21055.5 19738 0.00990181 0.000982836 89696.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 20870.1 19562.8 0.00994186 0.00100224 89489.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20684.5 19392.6 0.00990679 0.000982144 89639.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20505.3 19220.6 0.00992163 0.000982495 89494.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20325.5 19050.4 0.00992207 0.000981935 89484.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20146.8 18883.3 0.00991527 0.000990255 89635.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 19971.7 18716.3 0.00993836 0.000984035 89342.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 19794.6 18554.9 0.00993387 0.000982066 89367.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19625.5 18388.5 0.00994112 0.000985806 89332.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19450.7 18224.4 0.0100107 0.000991136 88696.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19275.3 18059.1 0.00997658 0.000991116 89032.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19107.7 17902.4 0.00996994 0.000985795 89045.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18937.7 17744.7 0.00998412 0.00102037 89248.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18769.3 17585.3 0.00997114 0.000991195 89087.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18603.7 17425.6 0.0100603 0.000998525 88283.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18443.6 17276.2 0.00996904 0.000989565 89092 0
: 54 Minimum Test error found - save the configuration
: 54 | 18278.6 17118.4 0.00999817 0.00100868 88992.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18120.4 16967 0.00998967 0.000994867 88940.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 17957.8 16818.8 0.0100319 0.000998656 88561.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17797.8 16667.9 0.0100164 0.000996876 88696.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17642.3 16518.6 0.010006 0.00100023 88831.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17486.7 16362.1 0.0100388 0.00100077 88514.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17328.3 16215.5 0.0100794 0.0010271 88374.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17179.6 16071.5 0.0100493 0.00100166 88420.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17019.7 15920.8 0.0100957 0.00100376 87989.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16873.1 15775.3 0.0101003 0.00100972 88002.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 16716.8 15635.7 0.0101508 0.00101271 87545.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16568.7 15487.8 0.0101238 0.00100497 87730.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16417.4 15344.8 0.0101145 0.00100646 87834.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16269 15207.1 0.0101257 0.00103031 87956.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16123.5 15071.2 0.010115 0.00100745 87839.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 15979 14930 0.0100974 0.00100734 88008.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15833.5 14792.9 0.0101479 0.00102851 87725.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15689.1 14660.9 0.0100953 0.00100836 88038.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15549.6 14526.2 0.0101029 0.00100719 87953.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15408.8 14392.9 0.0102571 0.00102019 86609.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15269.8 14262.3 0.0101436 0.00100914 87580.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15134.9 14129.8 0.0101166 0.00101048 87853.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 14996.3 14000.1 0.0101517 0.00101238 87533.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14860.7 13873 0.010112 0.00100874 87880.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14725.8 13749.3 0.010141 0.00101047 87618 0
: 79 Minimum Test error found - save the configuration
: 79 | 14594.8 13624.2 0.0101227 0.00102034 87889.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14463.3 13500.6 0.0101368 0.00100896 87643.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14333 13378 0.0101285 0.0010107 87740.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14204.5 13256.3 0.0101418 0.00100944 87600.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14076.7 13135.2 0.0101255 0.00100861 87748.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 13950.8 13014.5 0.0101325 0.00101355 87729.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13823.8 12896.9 0.0101482 0.00101078 87552.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13699.9 12780 0.0101752 0.00101559 87340.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13576.4 12664.4 0.0102173 0.00101538 86938.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13454.9 12548.6 0.0102147 0.00102041 87010.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13334.2 12433.4 0.0102046 0.00101443 87049.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13212.2 12322.2 0.0102092 0.00100908 86955.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13095.1 12209.1 0.0102115 0.00103659 87194.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 12975.1 12100.3 0.0102586 0.00103112 86697.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 12861.4 11987.6 0.01032 0.00102298 86049.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12742.6 11880.7 0.0102562 0.00102255 86640 0
: 95 Minimum Test error found - save the configuration
: 95 | 12628.7 11772.4 0.0103288 0.00102913 86024.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12515 11664.9 0.0102386 0.00101975 86778.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12401.4 11559.7 0.0102219 0.00102698 87004.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12291.5 11452.4 0.0103022 0.00102485 86231.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12179.1 11348.4 0.01025 0.00102443 86715.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12069.1 11245.3 0.0102344 0.00102023 86822.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 11959.1 11144.8 0.0102818 0.00103353 86502.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11853.9 11041.1 0.0101949 0.00101954 87190.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11743.7 10943.1 0.0101759 0.00101754 87351.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11640.7 10841.4 0.0101726 0.00101118 87322.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11534.7 10741.7 0.0101637 0.00101204 87415.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11428.3 10646.4 0.0101359 0.00100891 87652.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11327.5 10547.9 0.0101267 0.00100837 87735 0
: 108 Minimum Test error found - save the configuration
: 108 | 11222.8 10454 0.0101669 0.00105338 87782 0
: 109 Minimum Test error found - save the configuration
: 109 | 11123 10358.2 0.0101564 0.00101159 87481.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11021.9 10263.9 0.0101565 0.00101103 87475.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 10923 10169 0.0101968 0.00103327 87302.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10822.5 10077.6 0.0102031 0.00102559 87169.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10725.9 9984.79 0.0101912 0.0010167 87197.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10627.8 9894.08 0.010287 0.0010245 86369.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10531 9804.96 0.0101868 0.00101696 87242.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10438.2 9712.82 0.0101838 0.001018 87281.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10341.5 9624.5 0.0101923 0.00102812 87296.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10248.1 9536.29 0.0101845 0.00102955 87384.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10154.4 9450.03 0.0102178 0.00101844 86962.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10064.1 9362.03 0.0102133 0.00101429 86966.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 9971.76 9276.23 0.0102088 0.00103446 87199.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9879.24 9194.2 0.0101512 0.00101848 87597 0
: 123 Minimum Test error found - save the configuration
: 123 | 9792.73 9108.23 0.0101482 0.00101075 87551.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9702.45 9024.83 0.0101623 0.00101628 87469.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9615 8941.29 0.0101676 0.00101632 87419.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9526.35 8860.65 0.0101538 0.00101482 87537.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9440.54 8779.26 0.0101591 0.00101749 87512.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9353.92 8699.77 0.0101912 0.00101888 87218.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9270.06 8619.23 0.0101915 0.001024 87265 0
: 130 Minimum Test error found - save the configuration
: 130 | 9185.11 8540.33 0.0101845 0.00102052 87298.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9102.07 8461.26 0.0101823 0.00102243 87337 0
: 132 Minimum Test error found - save the configuration
: 132 | 9018.84 8383.64 0.0102505 0.00104265 86882.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 8936.06 8307.75 0.0101612 0.00101767 87493.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8855.73 8230.83 0.0102951 0.0010313 86358 0
: 135 Minimum Test error found - save the configuration
: 135 | 8774.38 8155.65 0.0101682 0.00101764 87426 0
: 136 Minimum Test error found - save the configuration
: 136 | 8694.17 8081.6 0.0101859 0.00102597 87336.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8615.86 8006.63 0.0101643 0.00101714 87459.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8537.55 7932.08 0.0101687 0.0010187 87431.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8458.61 7859.65 0.0101853 0.00101664 87253.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8382.15 7786.93 0.0102019 0.00102254 87151.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8304.98 7715.77 0.0104112 0.00107803 85715.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8229.55 7644.75 0.0103406 0.0010861 86444.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8154.57 7573.9 0.0103687 0.00103238 85686.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8079.78 7504.3 0.010255 0.00102811 86702.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8006.04 7435 0.0102873 0.00105349 86638.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 7933.03 7366.06 0.0101995 0.00101826 87134 0
: 147 Minimum Test error found - save the configuration
: 147 | 7860.12 7298.4 0.0102618 0.00103451 86699.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7788.72 7230.48 0.0102531 0.00103448 86780.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7716.97 7163.99 0.0102307 0.00102608 86913.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7647.59 7096.25 0.0103229 0.00103049 86091.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7576.04 7031.32 0.0102408 0.00103232 86876 0
: 152 Minimum Test error found - save the configuration
: 152 | 7506.39 6967.39 0.0104846 0.00106204 84902.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7439.03 6902.39 0.0102987 0.00102564 86271.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7370.93 6837.81 0.0105089 0.00104899 84567.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7302.99 6774.12 0.0117336 0.00154761 78539.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7234.42 6713.87 0.0108546 0.00104669 81567 0
: 157 Minimum Test error found - save the configuration
: 157 | 7170.26 6650.66 0.0102425 0.00104907 87018.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7104.18 6588.46 0.0103184 0.00110531 86833.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7038.05 6528.41 0.0104502 0.00102936 84918.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 6974.37 6467.64 0.0103229 0.00102407 86032.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6910.03 6407.7 0.010192 0.0010169 87192.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6846.92 6347.96 0.0102358 0.00103998 86996.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6784.21 6288.48 0.0102253 0.00102293 86933.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6721.23 6230.72 0.0102359 0.00101625 86771.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6660.1 6172.61 0.0102845 0.00102432 86391.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6598.02 6116.24 0.0101938 0.00101701 87176.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6538.86 6058.06 0.0102549 0.00102798 86702.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6478.06 6001.58 0.0102398 0.00105597 87110 0
: 169 Minimum Test error found - save the configuration
: 169 | 6417.51 5947.28 0.0105025 0.00108501 84947.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6360.39 5890.51 0.010256 0.00102387 86653.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6300.66 5836.44 0.0102084 0.00102397 87103.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6242.8 5781.57 0.0102753 0.00103495 86577.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6185.74 5727.13 0.0103151 0.00103156 86174.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6127.7 5674.63 0.0104017 0.00104399 85491 0
: 175 Minimum Test error found - save the configuration
: 175 | 6071.34 5622.35 0.0104818 0.00105529 84866.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6015.85 5569.81 0.010423 0.00103056 85175.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 5960.92 5517.1 0.0103899 0.00102786 85451.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 5905.08 5465.93 0.0102629 0.00102944 86641.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5850.78 5415.37 0.0103459 0.00105731 86126.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5796.43 5365.44 0.0102207 0.00102085 86957.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5743.75 5314.66 0.0102225 0.00103825 87105.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5690.48 5264.93 0.0103748 0.00113719 86602.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5638.62 5214.97 0.0102771 0.00102571 86473.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5585.14 5167.24 0.0103075 0.00103642 86290 0
: 185 Minimum Test error found - save the configuration
: 185 | 5535.28 5117.59 0.0102839 0.00102641 86416.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5482.55 5070.91 0.010247 0.0010226 86726.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5431.65 5024.66 0.0102589 0.00102497 86637 0
: 188 Minimum Test error found - save the configuration
: 188 | 5383.21 4976.38 0.0102921 0.0010275 86350.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5332.84 4930.16 0.0103092 0.00103463 86257.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5283.28 4884.31 0.0103164 0.00102694 86119.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5234.89 4837.94 0.0104901 0.00108616 85071 0
: 192 Minimum Test error found - save the configuration
: 192 | 5185.76 4793.45 0.0104692 0.00105693 84995.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5138.83 4747.77 0.0104362 0.00104705 85204.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5090.43 4703.98 0.0104902 0.00105394 84779.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5043.38 4660.89 0.0105028 0.00119943 85990.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 4997.25 4617.34 0.0103863 0.00102915 85496.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 4951.42 4573.69 0.0102065 0.00102009 87084.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4904.81 4531.8 0.0102701 0.00102104 86495.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4860.5 4488.61 0.0101947 0.00101966 87192.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4814.84 4447.27 0.0102422 0.00102272 86773 0
: 201 Minimum Test error found - save the configuration
: 201 | 4771.47 4404.64 0.010201 0.00101688 87107 0
: 202 Minimum Test error found - save the configuration
: 202 | 4725.61 4365.42 0.0102833 0.00104239 86571.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4684.32 4323.26 0.0102031 0.0010223 87138 0
: 204 Minimum Test error found - save the configuration
: 204 | 4639.85 4282.97 0.0101959 0.00101905 87176.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4597.04 4243.11 0.0101943 0.00102061 87206.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4554.34 4204.5 0.0102201 0.00101962 86952.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4513.39 4164.53 0.0102184 0.00101891 86961.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4471.45 4125.42 0.0102181 0.00102099 86983.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4430.43 4086.75 0.0102861 0.0010798 86897.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4388.94 4049.13 0.0103775 0.00105471 85811.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4348.71 4011.91 0.0102171 0.00102388 87020.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4309.34 3974.01 0.0103091 0.00104136 86321.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4269.24 3937.3 0.0102127 0.0010198 87024 0
: 214 Minimum Test error found - save the configuration
: 214 | 4230.54 3900.29 0.0103726 0.00111648 86428.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4190.68 3865.06 0.0102316 0.00102152 86861.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4152.68 3829.2 0.0101883 0.00101857 87244 0
: 217 Minimum Test error found - save the configuration
: 217 | 4115.24 3792.79 0.0101976 0.00102001 87169 0
: 218 Minimum Test error found - save the configuration
: 218 | 4077.18 3757.28 0.010272 0.00102651 86528.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4039.88 3721.88 0.0102257 0.00102127 86914.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4002.35 3687.66 0.0102805 0.00104561 86628.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 3966.5 3653.43 0.0102472 0.00102255 86723.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3929.78 3618.97 0.0102917 0.00104806 86545.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3893.94 3585.07 0.0102374 0.00102689 86857.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3858.13 3551.97 0.0103393 0.00102855 85921.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3823.24 3518.49 0.0103532 0.00102938 85802 0
: 226 Minimum Test error found - save the configuration
: 226 | 3788.09 3485.62 0.0103237 0.00103338 86110.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3753.37 3453.54 0.0102153 0.00102553 87052.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3718.83 3421.92 0.0110442 0.0016722 85360.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3685.6 3389.8 0.0115696 0.00108815 76325 0
: 230 Minimum Test error found - save the configuration
: 230 | 3651.98 3357.94 0.0107686 0.0010422 82250 0
: 231 Minimum Test error found - save the configuration
: 231 | 3618.36 3326.64 0.0102526 0.00102637 86709.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3585.33 3296.09 0.0103971 0.00104926 85581.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3553.29 3265.16 0.0103294 0.00102801 86008.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3520.33 3235.56 0.0102937 0.00111031 87113.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3489.09 3204.77 0.0103063 0.0010284 86226.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3456.33 3176.11 0.0102341 0.00102393 86860.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3425.31 3146.39 0.0102268 0.00101829 86875.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3395.41 3116.1 0.0104296 0.00102888 85099.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3363.06 3087.74 0.0102804 0.00102647 86449.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3333.16 3058.62 0.0102278 0.00102176 86899.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3302.6 3030.78 0.0103529 0.00102493 85763.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3273.22 3001.46 0.010292 0.00104176 86484.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3242.44 2974.37 0.0102502 0.00102074 86678.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3213.18 2947.46 0.0103122 0.00102729 86161.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3184.95 2919.6 0.010235 0.00101902 86805.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3155.4 2892.26 0.0102443 0.00102269 86753.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3127.15 2864.82 0.0102562 0.00102306 86644.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3097.94 2838.76 0.011064 0.00172244 85638.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3070.04 2812.89 0.0162745 0.00177039 55156.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3042.49 2786.55 0.0112151 0.00104597 78669.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3014.01 2761.77 0.0103997 0.00114577 86449.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 2988.29 2735.2 0.0104232 0.001047 85321.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2960.22 2709.84 0.0103127 0.0010525 86391.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2933.77 2684.71 0.0104635 0.0010387 84882.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2906 2661.32 0.0102895 0.00104231 86512.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2881.53 2635.78 0.0102626 0.00103381 86684.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2854.51 2611.03 0.0102867 0.00104989 86609.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2828.73 2586.61 0.0109629 0.00103278 80562.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2803.23 2562.37 0.0103873 0.00103414 85532.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2777.57 2539 0.0104257 0.00103474 85188.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2752.19 2515.78 0.010302 0.00104276 86400.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2727.43 2492.94 0.0102729 0.00104306 86675.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2703.66 2468.75 0.0103045 0.00103871 86339.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2678.13 2446.64 0.0102641 0.001033 86663.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2654.22 2424.18 0.0102554 0.00102306 86651.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2630.37 2401.7 0.0102172 0.00102268 87008.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2606.03 2379.86 0.0102727 0.00102615 86519 0
: 268 Minimum Test error found - save the configuration
: 268 | 2582.61 2358.6 0.0103241 0.00106339 86386.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2559.8 2336.12 0.0103215 0.00103351 86132.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2536.4 2314.75 0.0111354 0.00138923 82083.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2513.09 2293.3 0.011925 0.00108533 73802.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2490.58 2272.23 0.010745 0.00115578 83427.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2468.04 2251.97 0.0102974 0.00106077 86611.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2446.27 2230.59 0.012058 0.00104761 72658.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2423 2210.61 0.0102767 0.00102708 86490.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2401.39 2189.5 0.0104108 0.00103499 85325.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2379.18 2169.48 0.0103848 0.00104746 85677.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2357.28 2150.06 0.010393 0.00103153 85457 0
: 279 Minimum Test error found - save the configuration
: 279 | 2336.13 2130.46 0.0103138 0.0010316 86186.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2315.49 2109.93 0.0105697 0.00103244 83881.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2293.54 2090.61 0.0110684 0.00106046 79936.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2272.42 2071.99 0.0113434 0.00104489 77681.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2251.53 2053.92 0.0120511 0.00127004 74204.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2231.71 2034.36 0.0103265 0.00102483 86006.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2210.68 2015.78 0.0107831 0.00110242 82638.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2190.58 1997 0.0113088 0.00153311 81835.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2170.37 1978.54 0.0112872 0.00103757 78051.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2150.38 1960.78 0.0105491 0.00104071 84135.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2131.01 1942.24 0.010261 0.00102581 86625.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2110.93 1924.39 0.0102695 0.00104743 86747.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2091.25 1907.44 0.0102982 0.00104321 86439.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2072.41 1889.67 0.0102514 0.00102264 86685.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2053.04 1872.34 0.0104089 0.0010727 85688.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2034.11 1855.57 0.0102789 0.00102539 86453.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2015.36 1838.24 0.0102903 0.00102331 86328 0
: 296 Minimum Test error found - save the configuration
: 296 | 1996.72 1821.27 0.0103613 0.0010749 86147.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1978.45 1804.22 0.0108362 0.00113462 82460.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1959.8 1788.24 0.0112534 0.00112299 78970.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1941.45 1772.14 0.0108881 0.00106064 81404.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1923.8 1755.65 0.0102538 0.00102235 86660.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1905.14 1740.23 0.0103185 0.00107515 86548.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1888.19 1723.89 0.0103554 0.0010501 85972.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1869.99 1709.07 0.0107664 0.00119097 83546.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1852.84 1692.7 0.0102864 0.00102433 86373.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1835.12 1677.45 0.0105883 0.00137252 86807.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1817.95 1662.32 0.0104246 0.00103107 85164.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1801.7 1646.1 0.0104645 0.00103992 84884.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1784.15 1631.15 0.0102554 0.00102302 86651.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1766.94 1617.13 0.0102414 0.00102771 86826.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1751.07 1601.79 0.012127 0.00132335 74049 0
: 311 Minimum Test error found - save the configuration
: 311 | 1733.93 1587.4 0.0103927 0.00103184 85462.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1718.04 1572.46 0.0103191 0.00102908 86114.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1701.53 1558.75 0.0103747 0.00103317 85639.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1685.8 1543.79 0.0102958 0.00103384 86374.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1669.39 1529.63 0.0103103 0.00104026 86299 0
: 316 Minimum Test error found - save the configuration
: 316 | 1653.27 1516.1 0.010395 0.00104512 85562.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1638.22 1501.82 0.0103268 0.00102967 86048.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1622.45 1488.5 0.0110504 0.00162238 84853 0
: 319 Minimum Test error found - save the configuration
: 319 | 1607.2 1474.46 0.0103731 0.00104837 85793.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1591.55 1461.16 0.010397 0.0010491 85580.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1576.2 1448.1 0.0112228 0.00153364 82566.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1561.21 1435.02 0.0111452 0.00103712 79144.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1546.5 1421.49 0.010928 0.00105312 81013.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1531.93 1408.03 0.010942 0.00164732 86071.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1516.9 1395.07 0.0106994 0.00105845 82979.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1502.54 1382.07 0.0103514 0.00106565 86153.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1487.95 1369.61 0.0102602 0.00102725 86646.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1473.32 1357.59 0.0103059 0.00102576 86205.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1460.16 1344.48 0.0103104 0.00103024 86205.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1445.54 1331.93 0.0105568 0.00104937 84144.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1431.68 1319.98 0.0103354 0.00102959 85967.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1417.8 1307.59 0.010579 0.00112129 84587.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1404.64 1295.38 0.0103447 0.00103074 85892.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1390.57 1283.48 0.0104599 0.00105181 85033.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1377.62 1271.1 0.0104003 0.00103322 85405.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1363.84 1259.71 0.0103465 0.00102746 85845.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1351.17 1247.58 0.0108057 0.00104686 81976.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1338.04 1236.27 0.0103577 0.00104559 85909.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1324.64 1225.08 0.0104271 0.00104748 85291.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1312.26 1213.56 0.0104462 0.00105323 85169.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1299.78 1202 0.0104864 0.00104311 84716.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1286.99 1190.82 0.0104046 0.00103581 85389.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1274.63 1179.67 0.0109508 0.00106124 80893.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1261.92 1169.65 0.0105216 0.00105704 84526.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1250.52 1157.75 0.0104557 0.00105168 85069.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1238.01 1146.87 0.0104996 0.00107821 84913.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1226.22 1136.03 0.0105285 0.00103667 84283.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1214.22 1125.6 0.0103258 0.00103234 86081.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1202.35 1114.97 0.0102655 0.00102991 86621.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1191.07 1104.57 0.0103072 0.00104896 86409.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1179.62 1093.81 0.0102639 0.00103536 86687.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1167.68 1084.22 0.0103558 0.00103365 85817 0
: 353 Minimum Test error found - save the configuration
: 353 | 1156.96 1073.36 0.0103014 0.00104418 86419.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1145.31 1063.26 0.010307 0.00102922 86227.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1134.14 1053.49 0.0102936 0.00103304 86387.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1123.42 1043.4 0.0103661 0.00110253 86359.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1112.68 1033.35 0.0107507 0.00106981 82637.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1101.33 1023.96 0.0111859 0.00112526 79517.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1090.64 1014.55 0.0104618 0.00103562 84870.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1080.46 1004.5 0.010526 0.00106565 84563.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1069.79 994.774 0.0103783 0.00103326 85607 0
: 362 Minimum Test error found - save the configuration
: 362 | 1059.14 985.466 0.0103813 0.00103246 85571.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1048.84 976.549 0.0104147 0.00104745 85404.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1038.88 966.504 0.010489 0.00106929 84928.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1028.51 957.744 0.0103482 0.00105579 86091.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1018.26 948.73 0.0104326 0.00105828 85339.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1008.88 938.994 0.010475 0.00105401 84916.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 998.775 929.84 0.0106579 0.00125506 85080.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 988.822 921.224 0.0103871 0.00104912 85671.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 979.281 912.587 0.0103626 0.00105256 85928.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 969.532 904.172 0.0105895 0.00104774 83841.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 960.76 894.533 0.0105359 0.0010341 84194.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 950.501 886.315 0.0104846 0.00103421 84652.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 941.15 878.243 0.0103547 0.00103181 85810.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 932.153 869.154 0.0108454 0.00124035 83289.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 922.929 860.66 0.0103723 0.00103044 85636.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 913.63 852.439 0.0104202 0.00107545 85610 0
: 378 Minimum Test error found - save the configuration
: 378 | 904.651 844.448 0.0105437 0.0010601 84356.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 896.204 835.742 0.0104836 0.00110439 85294.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 886.766 827.866 0.0107412 0.00107953 82801.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 877.975 820.279 0.0105654 0.0010845 84380.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 869.63 812.07 0.0102728 0.00103254 86578 0
: 383 Minimum Test error found - save the configuration
: 383 | 860.936 803.68 0.0102294 0.00102075 86874.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 852.254 796.341 0.0102116 0.00101973 87033.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 844.304 789.114 0.0102638 0.00102583 86598.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 835.731 780.676 0.0102351 0.00102617 86872.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 827.733 772.814 0.0105357 0.00102979 84157.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 819.06 765.499 0.0102376 0.00102891 86874.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 810.859 757.328 0.0102369 0.00102669 86859.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 802.815 750.021 0.0102833 0.00104251 86572.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 794.493 742.716 0.0102307 0.00102122 86867.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 787.071 735.076 0.0103463 0.00103311 85900 0
: 393 Minimum Test error found - save the configuration
: 393 | 778.871 727.689 0.0102344 0.0010292 86907 0
: 394 Minimum Test error found - save the configuration
: 394 | 771.056 720.402 0.0102381 0.00102245 86808.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 763.13 713.626 0.0102427 0.00103338 86868.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 755.744 706.622 0.0102273 0.00101921 86880.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 748.122 699.237 0.0102557 0.00103343 86746.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 740.704 692.414 0.0104554 0.00113101 85796.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 733.441 684.741 0.0102372 0.00102465 86838.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 725.636 678.758 0.0102714 0.00104203 86679.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 718.747 671.484 0.0102419 0.00102231 86771.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 711.325 664.814 0.0102263 0.00102148 86911.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 703.835 658.094 0.0102554 0.00103979 86809.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 697.048 651.709 0.0102317 0.00102258 86869.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 690.037 644.69 0.010248 0.00102775 86765.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 682.775 638.28 0.0102427 0.00102565 86795.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 676.294 631.472 0.0102371 0.00102081 86803 0
: 408 Minimum Test error found - save the configuration
: 408 | 669.034 625.157 0.010237 0.00102102 86806.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 662.516 618.655 0.0102565 0.00102026 86615.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 655.375 612.412 0.0102574 0.0010406 86798.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 648.894 606.119 0.0102256 0.00102794 86978.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 642.592 599.459 0.0103319 0.00111938 86838.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 635.602 593.595 0.0102537 0.00102479 86683.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 629.5 587.082 0.010242 0.00102651 86810 0
: 415 Minimum Test error found - save the configuration
: 415 | 622.408 581.603 0.0102287 0.00102301 86902.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 616.627 575.288 0.0102402 0.00102134 86778.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 610.173 569.512 0.0102255 0.00101975 86902 0
: 418 Minimum Test error found - save the configuration
: 418 | 603.803 563.84 0.0102392 0.00102585 86830 0
: 419 Minimum Test error found - save the configuration
: 419 | 597.851 557.526 0.0102464 0.00102505 86755.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 591.628 551.94 0.0103002 0.001043 86418.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 585.549 545.739 0.0102439 0.0010228 86757.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 579.429 539.86 0.0102377 0.0010226 86814.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 573.383 534.378 0.010254 0.0010236 86669.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 567.456 528.682 0.0102585 0.00102889 86677.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 561.743 523.413 0.010228 0.00102128 86892.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 555.662 517.811 0.0102306 0.00102195 86874.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 549.852 512.412 0.0103031 0.00103037 86274.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 544.448 506.941 0.0102486 0.00102123 86698.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 538.854 501.394 0.0102308 0.00102296 86882.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 533.349 495.857 0.0102867 0.0010407 86523.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 527.408 491.268 0.0102879 0.0010382 86488.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 522.331 485.562 0.0102666 0.00103203 86630.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 516.965 481.087 0.0103561 0.00103121 85792 0
: 434 Minimum Test error found - save the configuration
: 434 | 511.187 475.196 0.0102336 0.00102596 86884.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 505.925 470.376 0.0102343 0.00102525 86871.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 500.951 465.245 0.0102498 0.001023 86704 0
: 437 Minimum Test error found - save the configuration
: 437 | 495.55 460.161 0.0102555 0.00102106 86632 0
: 438 Minimum Test error found - save the configuration
: 438 | 490.507 455.102 0.0102215 0.00102366 86976.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 485.385 450.244 0.0102705 0.00102627 86540.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 480.28 445.782 0.0102607 0.00105601 86912.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 475.211 440.91 0.0102395 0.00102162 86787.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 470.294 436.145 0.0102583 0.00102249 86618.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 465.354 431.51 0.0102762 0.00102323 86458.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 460.79 427.089 0.0102291 0.00102396 86907.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 456.124 421.741 0.0102281 0.00101649 86846.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 450.94 417.089 0.0102287 0.0010216 86889.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 446.16 412.958 0.0105493 0.00103757 84106.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 441.598 408.114 0.010249 0.00102128 86695.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 436.863 403.785 0.0102256 0.00102046 86908.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 432.358 399.467 0.0102493 0.00102206 86700 0
: 451 Minimum Test error found - save the configuration
: 451 | 427.756 395.107 0.0102898 0.00104146 86502 0
: 452 Minimum Test error found - save the configuration
: 452 | 423.288 390.965 0.0102558 0.00103184 86730.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 418.816 386.652 0.0103505 0.00103147 85845.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 414.581 382.583 0.0102508 0.00102516 86714.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 410.339 377.611 0.0102511 0.00102648 86724.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 405.815 373.855 0.010221 0.00102199 86965.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 401.63 369.5 0.010253 0.00102335 86677.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 397.353 365.268 0.0102505 0.00101955 86664.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 392.926 361.292 0.0102424 0.00102389 86782.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 388.837 357.24 0.0102357 0.00102378 86843.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 384.55 353.4 0.0103108 0.0010438 86327.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 380.78 349.583 0.0102488 0.00102537 86735.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 376.845 345.751 0.0102463 0.00102122 86719.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 372.519 341.876 0.0102521 0.0010217 86670.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 368.759 337.776 0.0102512 0.00102045 86666.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 364.812 334.589 0.01023 0.00101749 86838.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.241 331.688 0.0102515 0.00102147 86673.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 357.195 326.535 0.01026 0.00103304 86702 0
: 469 Minimum Test error found - save the configuration
: 469 | 353.438 322.954 0.0102452 0.00101951 86714 0
: 470 Minimum Test error found - save the configuration
: 470 | 349.602 319.118 0.0102255 0.00101937 86898.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 345.572 315.598 0.0102693 0.00103692 86651.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.107 311.912 0.0102486 0.00102312 86716.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 338.49 308.859 0.0103465 0.00103711 85935 0
: 474 Minimum Test error found - save the configuration
: 474 | 334.751 305.846 0.0102496 0.00102118 86689.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 331.294 301.578 0.0102315 0.00102323 86878.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 327.58 298.324 0.0102575 0.00102206 86622.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 324.216 294.718 0.0102605 0.00103462 86712.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 320.418 291.817 0.0102212 0.00102465 86989.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 317.208 288.084 0.0102321 0.00102321 86872.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 313.621 285.064 0.0102552 0.00102227 86646.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 310.299 281.498 0.0102851 0.00103885 86521.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 307.02 278.702 0.0102341 0.0010207 86829.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 303.664 275.224 0.0102419 0.00102235 86771.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 300.322 272.699 0.0102418 0.00102165 86766.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 297.345 269.201 0.0102388 0.00102268 86804.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 293.983 265.905 0.010281 0.00105439 86705.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 290.576 262.784 0.0102286 0.00102491 86921.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 287.462 259.544 0.0102511 0.00102055 86668.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 284.411 256.936 0.0102238 0.00102686 86985.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 281.538 254.163 0.0102494 0.0010321 86793.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 278.424 250.952 0.0102791 0.00103871 86576.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 275.118 248.218 0.0102415 0.0010233 86784.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 272.068 244.993 0.0102993 0.00110169 86979.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 269.067 242.301 0.010252 0.00102047 86659.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 266.295 239.426 0.0102299 0.00102278 86889.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 263.364 236.547 0.0103183 0.0010293 86122.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 260.416 234.05 0.0102324 0.00101994 86839.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.473 230.928 0.0102444 0.00102064 86732.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 254.632 228.591 0.010222 0.00102175 86954.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.967 225.68 0.010253 0.00102034 86648.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 249.175 223.172 0.0102932 0.00104174 86472.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 246.429 220.422 0.0102373 0.00101861 86780.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.686 217.774 0.0102709 0.00102175 86494.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.926 214.877 0.0102573 0.00102329 86636.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 238.231 212.886 0.0102443 0.00102226 86748.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.563 210.179 0.0102508 0.00102122 86677.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 233.181 207.685 0.0102631 0.00101739 86526.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.596 205.666 0.0102452 0.00102397 86756.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 228.26 203.099 0.0102491 0.00102337 86714.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 225.512 200.748 0.0102416 0.00101816 86735.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.02 198.456 0.0102813 0.00104426 86608.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 220.626 196.144 0.0102327 0.00102286 86863.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.954 193.514 0.0102516 0.00104686 86911.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.737 191.191 0.0103588 0.001054 85977.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.196 188.919 0.0102502 0.00101955 86667.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.874 187.128 0.0102461 0.00103297 86832.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.619 184.977 0.0102632 0.00102487 86595.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 206.532 182.709 0.0102364 0.00101858 86788 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.249 181.069 0.0102396 0.00102016 86772.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.874 178.464 0.0102296 0.00102106 86875.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.472 176.154 0.0102226 0.00102096 86941.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.451 174.463 0.0102594 0.00104101 86783.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.262 171.66 0.0102464 0.00101796 86688.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.883 169.805 0.0102263 0.00101985 86895.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.788 167.721 0.0102262 0.00102133 86911 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.72 166.485 0.0102271 0.00101894 86879.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.435 163.806 0.0102396 0.00101821 86754.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 184.624 161.873 0.0102261 0.00102166 86914.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.305 159.779 0.0102354 0.001029 86896.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.065 157.711 0.01025 0.00101798 86654.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.192 155.856 0.0102298 0.00103132 86970.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.873 154.27 0.0102587 0.00103764 86758 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.049 152.848 0.0102246 0.00102334 86944.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.248 150.539 0.0103185 0.00103064 86134 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.135 148.545 0.0102431 0.00102125 86750.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.129 147.225 0.0102522 0.00102886 86736.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.291 145.199 0.0102442 0.00102019 86730.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.286 143.553 0.0102034 0.00101988 87112.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 162.297 143.097 0.0102318 0.00101945 86839.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.15 140.946 0.0102324 0.00102071 86846.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.245 139.158 0.0102138 0.00102555 87067.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.985 136.867 0.0102648 0.0010407 86729.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.978 134.878 0.0102257 0.00102184 86919.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.076 133.576 0.0102246 0.00102173 86929.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.438 132.249 0.0102273 0.0010226 86912.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.854 130.467 0.0102206 0.0010272 87019 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.972 128.982 0.0102274 0.00101977 86884.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.118 127.208 0.0102303 0.0010199 86857.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.476 125.556 0.0102388 0.00102391 86816.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.841 124.368 0.0102306 0.00102366 86890.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.396 122.569 0.0102303 0.00102643 86919.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.573 121.286 0.0102804 0.00103805 86558.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.874 120.472 0.0102217 0.0010198 86938.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.272 119.08 0.0103277 0.00103992 86134.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.599 117.097 0.0102326 0.00102072 86844.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.12 116.035 0.0102261 0.00101802 86880.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.506 113.915 0.0102208 0.00102249 86972.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.778 112.74 0.0102216 0.00102969 87032.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.356 111.537 0.0102331 0.00102656 86895.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.896 110.045 0.0102365 0.00102082 86808.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.246 108.635 0.0102359 0.00101999 86806.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.931 107.274 0.0102462 0.00103911 86889.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.387 106.058 0.0102167 0.00102013 86988.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.128 104.646 0.01025 0.00103356 86801.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.325 103.356 0.0102542 0.00102585 86689.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.021 102.101 0.0102385 0.00102219 86802.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.56 100.886 0.0102306 0.00102217 86876.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.403 99.6477 0.0102495 0.00102333 86710.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.821 98.5854 0.0102325 0.00102435 86879.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.69 97.262 0.0102512 0.0010245 86704.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.22 95.9674 0.0102228 0.0010204 86933.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.826 94.7598 0.0102841 0.00103665 86509.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.63 93.8298 0.0102345 0.00102526 86869.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.47 92.1727 0.0102438 0.00103184 86844.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.937 91.179 0.0103571 0.00103287 85798.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.629 90.2265 0.0102509 0.0010205 86670.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.381 88.6118 0.0102233 0.0010229 86952.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.117 87.5527 0.0102526 0.00102369 86684.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.867 86.7606 0.010492 0.00109123 85099.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.7827 85.5996 0.0103554 0.00104784 85951.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.5115 84.3705 0.0104188 0.00105166 85404.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.6184 83.1012 0.010378 0.00105202 85781.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.3457 82.7297 0.0103069 0.00103257 86259.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.2333 81.6022 0.0104066 0.00105614 85557.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.9131 80.2718 0.0103496 0.00103524 85889 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.0642 78.9718 0.0103808 0.00103228 85575.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.7901 78.2088 0.0103289 0.00104072 86131.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.64 76.992 0.0103852 0.00103247 85536.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.6174 76.3833 0.0103302 0.00104282 86138.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.7254 75.1882 0.010327 0.00103512 86096.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.4916 74.1362 0.01044 0.00103613 85070.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.3755 73.4493 0.0104006 0.00108652 85891.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.6823 72.8612 0.0103448 0.00104952 86064.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.4643 72.0729 0.0103781 0.00105105 85772.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.4341 70.589 0.0104904 0.00103663 84622.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.6509 70.0051 0.0103076 0.00103338 86260.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.8313 68.4788 0.0103333 0.00104297 86111.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.6787 67.6811 0.0103578 0.00105197 85967.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.5312 67.0215 0.0103021 0.00103563 86333 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.6785 66.0489 0.010359 0.00103328 85784.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.7948 65.3349 0.0104034 0.00104404 85476.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.0082 64.1728 0.0103763 0.00108161 86070.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.0425 63.0574 0.0104538 0.00102608 84856.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.0129 62.3027 0.0102578 0.00102173 86617.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.0969 61.6035 0.0102355 0.00103118 86916.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.4094 61.6034 0.0103851 0.00103428 85554.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.6817 60.1187 0.0103479 0.00103701 85921.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.6559 59.438 0.0103724 0.00104565 85775.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.7855 58.4932 0.0103467 0.00103578 85920.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.9769 57.5297 0.0103502 0.00103654 85895.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.0635 57.2054 0.0103934 0.00102414 85385.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.0853 56.1055 0.0107073 0.0010847 83137.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.321 55.4434 0.0102843 0.00102488 86398.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.7599 54.6755 0.0103508 0.00102746 85805.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.8404 54.0556 0.010499 0.00104262 84599 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.0305 53.3721 0.0103542 0.00102471 85749.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.1723 52.7254 0.0102786 0.00102343 86437.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.5393 52.0508 0.0104132 0.00105446 85481.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.8837 51.3081 0.0102898 0.00102039 86305.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.9583 50.2452 0.0102885 0.00102186 86331.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.2827 49.5457 0.0102194 0.00101703 86934.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.4574 48.9316 0.0102846 0.00105929 86717.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.6748 48.8239 0.0102362 0.0010226 86828.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0158 48.1261 0.0102262 0.00101658 86866.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.3744 46.8064 0.0102227 0.00101851 86917.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.7156 46.3805 0.0102738 0.00102046 86455.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.8832 45.6219 0.0102679 0.00101987 86505.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.2536 45.1421 0.0103059 0.00102474 86196.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.5771 44.5792 0.0103708 0.00112982 86570.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.0368 44.2305 0.0102405 0.00102726 86831.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.2646 43.3775 0.0104265 0.00102513 85094.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.6771 42.6789 0.0103271 0.0010241 85994 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.1071 41.9786 0.0102911 0.00103593 86438.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.5169 41.8015 0.0102376 0.00101844 86775.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.8761 40.6679 0.0104634 0.00103285 84830.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.1658 40.2913 0.0103432 0.00110142 86563 0
: 637 | 50.4308 40.3338 0.0101901 0.000985496 86913.2 1
: 638 Minimum Test error found - save the configuration
: 638 | 49.9813 39.2898 0.0103116 0.00102616 86156.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.4277 38.6138 0.0104272 0.00102908 85123.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.7694 38.1382 0.0102654 0.0010217 86545.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.2676 38.0171 0.0103722 0.00108123 86105.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.5931 37.0551 0.0105614 0.00103191 83950.3 0
: 643 | 46.9534 37.0647 0.0102459 0.000988925 86421.6 1
: 644 Minimum Test error found - save the configuration
: 644 | 46.2609 36.2071 0.0102281 0.00102296 86908.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.7609 35.481 0.0102666 0.0010243 86558.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.2655 34.5808 0.010438 0.00103539 85082.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.7387 34.3201 0.0102649 0.00102177 86550.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.1675 34.1613 0.0102264 0.00102227 86917.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.5692 33.711 0.0102966 0.00102289 86265.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3228 33.0965 0.0102681 0.00103183 86615.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.7042 32.518 0.0103732 0.00104411 85753.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.044 31.7738 0.010281 0.00102282 86409.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.3951 31.4068 0.0102512 0.00103816 86833.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.9446 30.9862 0.0102346 0.00101993 86818.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.4904 30.5532 0.0104585 0.0010311 84859.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.0742 30.1043 0.0102522 0.00103053 86752.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.6746 29.6037 0.0102438 0.00101646 86699 0
: 658 | 39.2922 29.7016 0.0101996 0.000986855 86835.8 1
: 659 Minimum Test error found - save the configuration
: 659 | 38.5019 28.5746 0.0102122 0.00102006 87031.2 0
: 660 | 38.2127 28.7185 0.0101872 0.000986415 86949.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 37.8613 28.259 0.0102426 0.00102319 86773.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2624 27.5798 0.010225 0.0010215 86923.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7859 27.5421 0.0102663 0.00104018 86710.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.4787 27.1563 0.0102255 0.00102284 86931.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.2478 26.714 0.010256 0.00101968 86614.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.6379 26.5611 0.0102101 0.00102048 87055.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.0217 25.7727 0.0102707 0.001024 86517.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.5258 25.572 0.0102109 0.00102191 87061.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.1026 25.1526 0.0102249 0.00102092 86919.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.5976 24.3622 0.0102526 0.0010187 86637.2 0
: 671 | 33.2484 24.4571 0.0102115 0.000988915 86743.2 1
: 672 Minimum Test error found - save the configuration
: 672 | 32.9921 24.2071 0.0102376 0.00102366 86825 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.6924 23.5371 0.0103074 0.00104665 86386.1 0
: 674 | 32.2284 23.9588 0.0102182 0.000986076 86654.3 1
: 675 Minimum Test error found - save the configuration
: 675 | 31.9233 22.7076 0.0104205 0.00104203 85301.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.3181 22.3452 0.0102516 0.00102251 86682.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.7761 21.7262 0.0102421 0.00101937 86741.7 0
: 678 | 30.4328 21.8651 0.0102012 0.000985265 86805.9 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.0751 21.4504 0.0102255 0.0010223 86925.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.7344 20.8808 0.0102467 0.00102117 86715.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.252 20.8255 0.010246 0.00101815 86694 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.9673 20.238 0.0102353 0.00101975 86809.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.4853 20.0477 0.0102554 0.00104083 86818.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.1377 19.3216 0.0102396 0.00103894 86950.6 0
: 685 | 27.7835 19.4248 0.0102096 0.000982406 86699.9 1
: 686 Minimum Test error found - save the configuration
: 686 | 27.511 19.1635 0.0102198 0.00102337 86990 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.3302 18.9972 0.010252 0.00102205 86674.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.9057 18.6698 0.0102311 0.00102325 86882.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.4587 17.9357 0.0102547 0.00102016 86631.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.0586 17.8594 0.0102535 0.001025 86687.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.7384 17.56 0.0102907 0.00103023 86388.2 0
: 692 | 25.7928 17.704 0.0102271 0.000988246 86590.8 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.2498 16.7394 0.0102784 0.00103689 86566.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.7664 16.5908 0.010239 0.00101906 86768.2 0
: 695 | 24.4049 16.6779 0.0102168 0.000987584 86681.2 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.0765 15.8222 0.010434 0.00103494 85114.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.7664 15.4455 0.0102315 0.00102284 86874.8 0
: 698 | 23.4459 15.6385 0.010187 0.000987326 86959.3 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.1626 15.2191 0.010214 0.00102247 87036.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9181 15.0039 0.0102624 0.00102966 86648.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.5994 14.8238 0.0102313 0.00102001 86849.8 0
: 702 | 22.2285 14.9974 0.0102019 0.000987045 86816.1 1
: 703 Minimum Test error found - save the configuration
: 703 | 21.8882 14.0709 0.0102672 0.00105927 86881.6 0
: 704 | 21.5784 14.2463 0.010184 0.000987355 86988.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.4792 13.8054 0.0102354 0.00102166 86826.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.0305 13.4587 0.010223 0.00102018 86929.4 0
: 707 | 20.871 13.6016 0.0101718 0.000985326 87084.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.6203 12.8766 0.0102262 0.00102305 86926.6 0
: 709 | 20.4081 13.0117 0.0102503 0.000987855 86370.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.0841 12.678 0.0102458 0.00102306 86741.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.7081 12.1737 0.0102432 0.00102125 86749.4 0
: 712 | 19.5951 12.2651 0.0102242 0.000990996 86644.1 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.2301 11.6026 0.0102497 0.00102245 86699.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.8401 11.3776 0.0102706 0.00103501 86621.8 0
: 715 | 18.6275 11.3846 0.0101956 0.000987196 86877 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.4571 11.0775 0.01041 0.00103052 85292.3 0
: 717 | 18.2452 11.7386 0.0102293 0.000988746 86574.6 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.0723 10.9967 0.0102197 0.00102083 86967 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9103 10.4496 0.0102253 0.00101848 86892.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.3906 10.2936 0.0102502 0.00102712 86738.7 0
: 721 | 17.2319 10.3407 0.0102065 0.000987926 86781.7 1
: 722 Minimum Test error found - save the configuration
: 722 | 16.9983 9.95889 0.0102339 0.00102053 86830.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.7321 9.65807 0.0102194 0.0010324 87079.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.4659 9.26594 0.0102993 0.0010484 86477.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.2324 9.26442 0.0102661 0.00102291 86550.5 0
: 726 | 16.0732 9.43383 0.0115545 0.00115279 76910.4 1
: 727 Minimum Test error found - save the configuration
: 727 | 15.9603 8.96994 0.0115438 0.00116232 77060.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.6756 8.63923 0.0102674 0.00103999 86698 0
: 729 | 15.3985 8.73418 0.0102021 0.000989486 86837.4 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.1763 8.40095 0.0102453 0.00102125 86730 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.0567 8.04236 0.0102428 0.00102542 86792.4 0
: 732 | 15.0204 8.7071 0.0101893 0.000987526 86939.3 1
: 733 | 14.8528 8.09166 0.0102039 0.000988146 86808.2 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.7343 7.74015 0.0102795 0.00105116 86689.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.28 7.26785 0.0102559 0.00101956 86614.4 0
: 736 | 13.8525 7.91974 0.0103881 0.000986905 85095.7 1
: 737 Minimum Test error found - save the configuration
: 737 | 13.7609 7.14151 0.0102307 0.00102625 86914.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.5619 6.97698 0.0102553 0.00101857 86610.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.3507 6.9242 0.0105152 0.00103273 84366.1 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.356 6.54747 0.0102299 0.00102194 86881 0
: 741 | 13.2441 7.19774 0.010202 0.000987375 86818.3 1
: 742 Minimum Test error found - save the configuration
: 742 | 12.9125 6.19923 0.010228 0.00102264 86906.3 0
: 743 | 12.8971 7.48934 0.0102221 0.000985006 86607.6 1
: 744 | 12.8732 6.74212 0.0102245 0.000991805 86648.9 2
: 745 | 12.6604 6.58606 0.0102195 0.000982245 86605.9 3
: 746 | 12.4653 6.53941 0.0102111 0.000988266 86740.8 4
: 747 Minimum Test error found - save the configuration
: 747 | 12.0408 5.95947 0.0102287 0.0010279 86949 0
: 748 Minimum Test error found - save the configuration
: 748 | 11.8593 5.73675 0.0102121 0.00102104 87041.2 0
: 749 | 11.6979 5.98352 0.0102175 0.000988307 86681 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.5536 5.51966 0.0102163 0.00101964 86987.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.3666 5.51263 0.0102228 0.00102031 86933.1 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.2412 5.22623 0.0102618 0.00102166 86579 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.0122 5.07676 0.0102226 0.00102281 86958.6 0
: 754 | 10.8692 5.19794 0.0102585 0.000988675 86301.7 1
: 755 Minimum Test error found - save the configuration
: 755 | 10.7973 4.86448 0.0102327 0.00102156 86851.5 0
: 756 | 10.6267 5.16887 0.0103783 0.000990946 85220.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.4813 4.80107 0.0102702 0.00102574 86538.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.3742 4.76018 0.0102216 0.00102103 86950.7 0
: 759 | 10.2709 5.01867 0.0102051 0.000987614 86791.4 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.101 4.57234 0.0102382 0.001023 86812.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.0414 4.32573 0.0102626 0.00102273 86581.6 0
: 762 | 9.96326 4.34102 0.0102449 0.000987435 86416.7 1
: 763 | 9.65327 4.88196 0.0102374 0.000986346 86476.7 2
: 764 | 10.08 4.7898 0.0102114 0.000987704 86733.4 3
: 765 | 9.48643 4.43301 0.0102408 0.000988566 86465.2 4
: 766 | 9.36104 4.55255 0.010206 0.000987005 86777 5
: 767 Minimum Test error found - save the configuration
: 767 | 9.42269 3.93782 0.0102633 0.00102666 86612 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.20936 3.70354 0.0102323 0.00101988 86839 0
: 769 | 8.93204 4.03604 0.0102276 0.000985906 86564.5 1
: 770 Minimum Test error found - save the configuration
: 770 | 8.91849 3.62765 0.0102779 0.00105709 86760.5 0
: 771 Minimum Test error found - save the configuration
: 771 | 8.7763 3.43082 0.0102366 0.00101799 86781.3 0
: 772 | 8.5839 3.56436 0.0102176 0.000987805 86675.7 1
: 773 | 8.4241 3.78903 0.0101912 0.000986685 86914.2 2
: 774 | 8.45963 3.46053 0.0102252 0.000988365 86609.6 3
: 775 | 8.24433 3.52463 0.0102133 0.000987445 86712.7 4
: 776 Minimum Test error found - save the configuration
: 776 | 8.16588 3.3076 0.0102447 0.00102276 86749.7 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.06357 2.98078 0.0104632 0.00103251 84829.2 0
: 778 | 7.86886 3.48231 0.0101999 0.000989435 86857.4 1
: 779 | 7.88649 3.26525 0.01021 0.000986416 86734.6 2
: 780 | 7.82024 3.2223 0.0101895 0.000986025 86923.7 3
: 781 Minimum Test error found - save the configuration
: 781 | 7.73288 2.9573 0.0102259 0.00102217 86921.6 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.60504 2.71261 0.010264 0.00102362 86576 0
: 783 | 7.61116 2.74673 0.010183 0.000988836 87011.8 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.50742 2.65948 0.0102595 0.00104136 86785.3 0
: 785 | 7.23065 3.09257 0.01072 0.00114273 83530.8 1
: 786 | 7.13936 3.09147 0.0115081 0.00115529 77273.9 2
: 787 | 7.07861 2.99978 0.0119083 0.00116217 74445.3 3
: 788 | 6.96849 3.49404 0.0123531 0.00115933 71468.5 4
: 789 | 7.27086 3.27339 0.0122745 0.00121793 72355.2 5
: 790 | 7.15296 3.8398 0.0122598 0.00117512 72171.5 6
: 791 Minimum Test error found - save the configuration
: 791 | 6.90173 2.62458 0.0113619 0.00109388 77911.6 0
: 792 | 6.93863 2.9499 0.0102344 0.000989675 86535.4 1
: 793 | 6.84815 3.6394 0.0102291 0.00100289 86709.1 2
: 794 Minimum Test error found - save the configuration
: 794 | 6.57232 2.52432 0.0102389 0.00102454 86820.9 0
: 795 | 6.44024 2.67166 0.0101939 0.000997836 86993.7 1
: 796 | 6.41516 3.28685 0.0104066 0.000990995 84965.7 2
: 797 Minimum Test error found - save the configuration
: 797 | 6.3471 2.37109 0.0102544 0.00102644 86693 0
: 798 | 6.22662 2.60974 0.0102223 0.000987815 86631.9 1
: 799 | 6.17379 2.44446 0.0101919 0.000986725 86908 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.01062 2.03533 0.0102472 0.00102909 86785.6 0
: 801 | 5.9 2.11934 0.0102049 0.000981015 86731.7 1
: 802 | 5.78711 2.0675 0.010215 0.000993136 86750 2
: 803 | 5.78557 2.29921 0.0102238 0.000989865 86637.4 3
: 804 | 5.89219 2.04499 0.0102659 0.000991155 86255.4 4
: 805 | 5.75893 2.07429 0.0102414 0.000995897 86528.4 5
: 806 | 5.53191 2.13589 0.0101919 0.000987665 86916.2 6
: 807 | 5.5479 2.36098 0.0101772 0.000988685 87065.1 7
: 808 | 5.62696 2.06102 0.0102141 0.000991416 86742.8 8
: 809 Minimum Test error found - save the configuration
: 809 | 5.37155 1.96232 0.0102706 0.00102768 86552.5 0
: 810 | 5.4296 2.33433 0.0102148 0.000988585 86709.9 1
: 811 | 5.38147 2.07546 0.0101958 0.000986406 86867.5 2
: 812 | 5.23857 2.36962 0.0102149 0.000988746 86710.4 3
: 813 | 5.23367 2.6102 0.0101965 0.000990015 86895.6 4
: 814 Minimum Test error found - save the configuration
: 814 | 5.13133 1.70982 0.0102701 0.0010413 86685.5 0
: 815 | 5.01022 1.99735 0.0102018 0.000988136 86827.9 1
: 816 Minimum Test error found - save the configuration
: 816 | 4.93798 1.66825 0.0105342 0.00104147 84275.3 0
: 817 | 5.09881 2.23833 0.0102345 0.000990965 86547 1
: 818 | 4.976 2.35321 0.010226 0.00100716 86778.4 2
: 819 | 4.80699 1.88845 0.0102198 0.000988927 86665.5 3
: 820 | 4.7117 2.10709 0.01019 0.000989266 86949.7 4
: 821 Minimum Test error found - save the configuration
: 821 | 4.7576 1.63397 0.0102692 0.00103703 86653.8 0
: 822 | 4.7479 1.79937 0.0102072 0.000989435 86789.2 1
: 823 | 4.57254 1.92045 0.0102035 0.000988566 86815.6 2
: 824 | 4.43 1.71362 0.0102095 0.000987135 86746.1 3
: 825 | 4.4171 1.75089 0.0102014 0.000987696 86827.4 4
: 826 | 4.37332 1.81836 0.010212 0.000990077 86750.2 5
: 827 | 4.36471 1.84025 0.0102054 0.000988615 86797.9 6
: 828 | 4.35101 1.8026 0.010236 0.000988845 86513.1 7
: 829 | 4.38193 1.89313 0.0102443 0.000992215 86466.8 8
: 830 | 4.28356 2.02887 0.0102576 0.000987485 86299.1 9
: 831 | 4.28096 1.71679 0.0101955 0.000987586 86882 10
: 832 | 4.15865 1.82466 0.0101969 0.000989415 86886 11
: 833 | 4.02878 1.66911 0.0102098 0.000991516 86784.4 12
: 834 | 4.02823 1.66258 0.0102269 0.000989936 86608.6 13
: 835 | 3.97619 2.0671 0.0101983 0.000988936 86867.8 14
: 836 | 3.97303 2.17855 0.0106909 0.00101293 82661.5 15
: 837 | 3.89124 1.87065 0.010253 0.000989717 86362.8 16
: 838 | 3.93212 1.88167 0.0102793 0.000990225 86123.1 17
: 839 Minimum Test error found - save the configuration
: 839 | 3.80308 1.5818 0.0102442 0.0010323 86844.6 0
: 840 | 4.02806 2.13929 0.0102451 0.000991025 86448 1
: 841 | 3.87167 1.76343 0.0102439 0.000993457 86481.9 2
: 842 | 3.61332 1.64591 0.0103905 0.000993756 85135.7 3
: 843 | 3.48993 1.90157 0.0101779 0.000986715 87039.5 4
: 844 Minimum Test error found - save the configuration
: 844 | 3.50205 1.50977 0.0102736 0.00104198 86659 0
: 845 | 3.48574 1.74402 0.0102036 0.000990906 86836.7 1
: 846 | 3.57129 1.86959 0.0101824 0.000986445 86995.1 2
: 847 | 3.53449 1.76971 0.0102186 0.000987615 86664.6 3
: 848 | 3.34826 1.90975 0.0102512 0.000986917 86352.7 4
: 849 | 3.33619 1.66883 0.0101863 0.000988585 86978.4 5
: 850 | 3.32806 1.78753 0.0102101 0.000997265 86835.2 6
: 851 | 3.34765 1.83056 0.0101916 0.000987535 86917.9 7
: 852 | 3.5261 2.09085 0.0102125 0.000987095 86717.1 8
: 853 | 3.36189 1.67428 0.0102217 0.000995925 86713.6 9
: 854 | 3.35529 2.64131 0.0102113 0.000988876 86744.9 10
: 855 | 3.43384 1.95982 0.0101975 0.000986736 86854.6 11
: 856 | 3.26394 2.08774 0.0101774 0.000985716 87035 12
: 857 | 3.31552 2.16632 0.0104155 0.000990405 84879.4 13
: 858 | 3.59139 1.78532 0.0102035 0.000988776 86817.6 14
: 859 | 3.09826 1.87561 0.0102059 0.00100346 86933.7 15
: 860 | 3.14142 1.7876 0.010204 0.000987066 86797.2 16
: 861 | 3.0614 1.80521 0.0102164 0.000985395 86664.6 17
: 862 | 3.18814 1.88934 0.0102517 0.00104501 86893 18
: 863 Minimum Test error found - save the configuration
: 863 | 3.04332 1.47647 0.010259 0.00102852 86669.5 0
: 864 | 2.90515 1.93649 0.0102682 0.00103809 86672.7 1
: 865 | 2.93192 1.74195 0.0103232 0.0010093 85893 2
: 866 | 2.88333 1.82089 0.0102321 0.000990786 86568 3
: 867 Minimum Test error found - save the configuration
: 867 | 2.9423 1.46467 0.0102507 0.00102914 86753.6 0
: 868 | 2.88517 2.19738 0.0102452 0.001002 86550.4 1
: 869 | 3.20713 2.35464 0.0102132 0.000987805 86716.8 2
: 870 | 2.95499 1.7768 0.0101962 0.000984856 86849.5 3
: 871 | 2.76411 1.80782 0.0101906 0.000988675 86938.1 4
: 872 | 2.74317 1.67472 0.0102095 0.000984416 86720.4 5
: 873 | 2.71765 1.80871 0.0102021 0.000987445 86818.4 6
: 874 | 2.78258 1.96426 0.0102225 0.000987125 86623.4 7
: 875 | 2.75323 1.61402 0.010216 0.000985857 86672.6 8
: 876 | 2.69094 1.79716 0.0102145 0.000987786 86704.3 9
: 877 | 2.66721 1.82353 0.0103872 0.000991675 85147.2 10
: 878 | 2.66546 1.87854 0.0101966 0.000987815 86873.1 11
: 879 | 2.72885 2.47237 0.010174 0.000985916 87069.4 12
: 880 | 2.82482 1.66165 0.0101794 0.000985866 87018 13
: 881 | 2.64796 1.95774 0.0101882 0.000986526 86941.1 14
: 882 Minimum Test error found - save the configuration
: 882 | 2.52092 1.37735 0.0102352 0.00102777 86886.6 0
: 883 | 2.48271 2.22778 0.0102005 0.000991805 86874.7 1
: 884 | 2.66279 1.61509 0.0114026 0.000999085 76897.4 2
: 885 | 2.36405 1.80462 0.0102758 0.000989447 86148.2 3
: 886 | 2.38563 1.88785 0.0102528 0.00102071 86654.1 4
: 887 | 2.4708 1.80048 0.0102275 0.000989056 86594.9 5
: 888 | 2.44013 1.67313 0.0102069 0.000998145 86873.9 6
: 889 | 2.49225 1.7874 0.0101893 0.000987485 86939.8 7
: 890 | 2.45925 1.70637 0.0102313 0.000990086 86569.1 8
: 891 | 2.43849 1.76653 0.0102272 0.000988264 86590.2 9
: 892 | 2.31729 1.77045 0.0102116 0.00101026 86944.1 10
: 893 | 2.36241 1.61468 0.0102122 0.000987276 86721.1 11
: 894 | 2.25732 1.68504 0.0102162 0.000992646 86734.7 12
: 895 | 2.37816 1.52196 0.0102392 0.000987825 86473.8 13
: 896 | 2.46969 1.58325 0.0102774 0.000996425 86197.6 14
: 897 | 2.63783 2.14348 0.0105091 0.000998746 84119.1 15
: 898 | 2.44261 1.82768 0.0102935 0.000991225 86000.2 16
: 899 | 2.24817 1.58651 0.0102972 0.00101557 86191.4 17
: 900 | 2.29813 1.68905 0.0102545 0.00101702 86603.7 18
: 901 | 2.18047 1.82089 0.0102359 0.000987266 86499.6 19
: 902 | 2.23169 1.67004 0.0102304 0.000987555 86553.6 20
: 903 | 2.23553 1.42682 0.0102043 0.000987536 86798.6 21
:
: Elapsed time for training with 1000 events: 9.32 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: 0.0109 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: 0.832 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.25655e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03363e+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: 0.0311 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: 0.0379 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: 0.00248 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: 0.103 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: 0.891 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: 0.0196 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00246 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00427 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: 0.00185 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0003 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: 0.0943 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.892 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0992 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.647 -0.0168 4.66 1.36 | 3.247 3.251
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.101 -0.0120 1.46 1.02 | 3.363 3.355
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.