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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.259 sec
: Elapsed time for training with 1000 events: 0.262 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00286 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: 0.000716 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00479 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: 0.000201 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00116 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 = 31482.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33020 31080.9 0.00993174 0.00103967 89967.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32472.2 30422.9 0.0100356 0.00101596 88695.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31651.9 29695 0.0101593 0.00101784 87513.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 30856.1 29007.5 0.0101834 0.00101666 87272.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30057.4 28207.4 0.0103047 0.00106374 86571 0
: 6 Minimum Test error found - save the configuration
: 6 | 29202.8 27269.9 0.0100249 0.0010134 88775.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28540.1 26756.3 0.00993847 0.000981284 89313.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28123.4 26405.2 0.00988318 0.000979643 89851.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27782.2 26094.2 0.0099367 0.00100626 89581.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27470.2 25803.2 0.0098821 0.000976544 89831.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27174.1 25527.5 0.00987892 0.000977722 89875.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 26893.5 25259.5 0.00985407 0.000970203 90050.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26617.7 25004.2 0.00986432 0.000977473 90020.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26356.4 24751.5 0.00987431 0.000982284 89968.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26093 24512 0.00987472 0.000979663 89937.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25845.7 24270.1 0.00989714 0.000978253 89697.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25595.2 24037.9 0.00989946 0.000989744 89789.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25355.9 23805.7 0.00988992 0.000978273 89770.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25114.5 23582 0.00988409 0.000979373 89840 0
: 20 Minimum Test error found - save the configuration
: 20 | 24882.1 23359.4 0.00990751 0.000994394 89755.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24649.3 23143.2 0.00987032 0.000970872 89893.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24424.1 22926.9 0.00986351 0.000977163 90025.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24200.4 22713.2 0.00987198 0.000983184 90000.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 23977.8 22504.6 0.0098864 0.000979583 89818.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23758.8 22299.9 0.00991632 0.000982253 89544.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23545.8 22094.2 0.0100485 0.000983472 88251.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23332.7 21891.8 0.0100595 0.000982243 88132.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23120.8 21694.6 0.00990227 0.000977844 89641.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 22915.5 21496.4 0.00987663 0.000979774 89919.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22706.2 21306.7 0.00995062 0.000998243 89361.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22510.3 21109.1 0.00989106 0.000985693 89833.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22304.9 20921.1 0.00988699 0.000981973 89837 0
: 33 Minimum Test error found - save the configuration
: 33 | 22107.5 20734.3 0.00989877 0.000979373 89692.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21912.4 20548.1 0.00990163 0.000979414 89663.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21719.2 20363.4 0.00990143 0.000979353 89665.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21524.6 20185 0.00990847 0.000981574 89616.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21336.2 20006.5 0.010054 0.000986773 88229.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21149.7 19828.4 0.00990993 0.000982184 89608.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20962.4 19654.4 0.00991252 0.000981512 89575.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20781 19478.7 0.00990942 0.000988234 89674.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20597.7 19307.1 0.00993855 0.00100363 89536.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20417 19138.2 0.00992602 0.000986703 89492.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20239.4 18969.9 0.00993628 0.000985733 89380 0
: 44 Minimum Test error found - save the configuration
: 44 | 20062.8 18802.7 0.00993223 0.000984024 89403.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19885.3 18636.9 0.00997916 0.000986273 88959.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19707 18468.4 0.0100411 0.0010723 89197.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19540.6 18304.7 0.0100781 0.00100713 88193.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19364.1 18148.5 0.00994573 0.000987974 89308.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19196.7 17985 0.00995731 0.000990683 89219.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19023.8 17822 0.0100345 0.00101748 88720.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18860 17665.8 0.0100358 0.00101993 88732.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18689.3 17514.4 0.01001 0.000995003 88741.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18529.4 17357.4 0.0100019 0.000993284 88803.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18365.7 17207.9 0.00997909 0.000992173 89018.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18204.7 17049.9 0.0099933 0.000997724 88932.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18045.5 16896.9 0.0100355 0.00100687 88607.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17884.7 16747.4 0.0100446 0.00100569 88506.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17728.1 16594.5 0.0100315 0.00100447 88622.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17571.4 16443 0.0100368 0.0010006 88533.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17417.6 16295.8 0.0100628 0.00100432 88315.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17255.8 16149.4 0.0100875 0.00100419 88073.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17105.8 16001.1 0.010119 0.00103043 88022.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 16952.9 15856.4 0.0100827 0.00100549 88133 0
: 64 Minimum Test error found - save the configuration
: 64 | 16802.2 15714.4 0.0100975 0.00100977 88030.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16651.3 15570.3 0.0101201 0.00101188 87833.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16500.9 15429.7 0.0101429 0.00101253 87620.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16355.1 15288.6 0.0102859 0.00102872 86419.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16207.5 15147.4 0.0101681 0.00101475 87400 0
: 69 Minimum Test error found - save the configuration
: 69 | 16061.1 15011.6 0.0101352 0.00101113 87680 0
: 70 Minimum Test error found - save the configuration
: 70 | 15918.7 14875.7 0.0101217 0.00100932 87792.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15775 14738.1 0.01013 0.00101 87719.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15631.2 14606.2 0.0101858 0.00102723 87349.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15491.1 14473 0.0101258 0.00101347 87793.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15352.2 14341.4 0.010135 0.00101353 87705.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15215.3 14209.3 0.0101409 0.00101257 87639 0
: 76 Minimum Test error found - save the configuration
: 76 | 15077.7 14079.6 0.0101391 0.00101076 87639.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 14940.6 13954 0.0101318 0.00101 87701.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14808.1 13827 0.0101405 0.001011 87628.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14673.1 13704 0.010133 0.00101048 87694.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14544.7 13577.3 0.0101325 0.00101293 87723.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14412.6 13453.4 0.0101395 0.00101619 87687.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14282.7 13331.4 0.0101874 0.00103896 87446.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14154.5 13210.3 0.01016 0.00101378 87467.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14028.2 13089.6 0.0101503 0.00101227 87546.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13899.9 12973.2 0.0101581 0.0010129 87478 0
: 86 Minimum Test error found - save the configuration
: 86 | 13777 12855.1 0.0101616 0.00101438 87458.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13652.5 12738.5 0.0101456 0.00102364 87700.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13530.1 12623.9 0.010276 0.00102382 86466.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13409.5 12507.9 0.0101547 0.00101669 87546.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13288.9 12393.5 0.0101442 0.0010177 87656.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13168.2 12282 0.0101817 0.00101581 87280 0
: 92 Minimum Test error found - save the configuration
: 92 | 13050.2 12170.7 0.0101959 0.00103146 87293.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12933.2 12060.4 0.0101809 0.00101736 87302.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12815.9 11952.4 0.0101668 0.0010139 87404.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12701.2 11843.5 0.0103544 0.00103076 85803.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12586.4 11737.4 0.0105215 0.00129294 86687.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12473.7 11631.5 0.0101949 0.00102043 87198.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12361.4 11525.4 0.0101773 0.00101886 87351.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12250.2 11420.2 0.0101781 0.00102138 87367.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12141.2 11314.9 0.0101645 0.00101541 87440.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12029 11214.3 0.0102072 0.00102517 87126.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11923.5 11109.1 0.0102325 0.0010577 87195.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11813.6 11010.3 0.0101849 0.00101687 87259.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11707.2 10911.9 0.0101787 0.00101697 87319.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11602.3 10812.2 0.0101826 0.00101772 87289.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11498.5 10712.3 0.0103074 0.00102281 86164.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11394.2 10615 0.0101999 0.00102311 87176.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11291.2 10518.8 0.0102891 0.00101993 86307.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11189.4 10422.2 0.0101882 0.00102044 87262.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11087.5 10328.6 0.0101909 0.00101284 87164.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 10988 10234.9 0.0101971 0.00101852 87159.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10888.7 10142.2 0.0101817 0.00101774 87298.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10790.2 10049.2 0.0102422 0.00103588 86896.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10693.1 9957.1 0.0101993 0.00102269 87178.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10595.4 9867.61 0.010197 0.00102461 87218.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10499.9 9777.97 0.0102051 0.00101982 87095.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10405.2 9688.87 0.0102002 0.00102103 87153.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10309.8 9602.02 0.0102019 0.0010211 87138.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10218.3 9512.92 0.0101998 0.00102016 87149.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10125.5 9426.02 0.010203 0.0010182 87100.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10033 9340.49 0.010192 0.00101878 87210.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 9941.31 9256.26 0.0101959 0.00102896 87270 0
: 123 Minimum Test error found - save the configuration
: 123 | 9852.51 9170.99 0.0102347 0.00103753 86983.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9761.6 9089.06 0.0102123 0.00102206 87048.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9674.39 9005.43 0.0102123 0.00102226 87050.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9587.88 8920.81 0.010219 0.00101944 86960.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9498.76 8840.74 0.0101973 0.00101869 87159.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9412.8 8760.3 0.0102817 0.00102483 86422.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9327.92 8679.76 0.0102081 0.00102028 87071.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9243.36 8599.41 0.0102097 0.00102346 87086.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9158.25 8521.81 0.010209 0.00102302 87089.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9076.2 8443.11 0.0102093 0.00102461 87101.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 8993.85 8364.58 0.0102375 0.00104336 87011.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8911.23 8287.79 0.0102377 0.00102377 86825.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8829.84 8212.68 0.0102167 0.0010227 87013.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8750.17 8136.8 0.0102186 0.0010201 86970.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8670.73 8061.69 0.0102098 0.001019 87043.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8591.14 7988.41 0.0102126 0.00102159 87041.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8513.9 7913.71 0.0102028 0.0010226 87144.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8435.03 7841.89 0.0102363 0.0010272 86870.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8357.26 7772.11 0.0102433 0.00102708 86803.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8283.9 7699.32 0.0102238 0.00102428 86961.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8207.18 7628.33 0.0103065 0.00104526 86381.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8131.77 7558.56 0.0102195 0.00102238 86983.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8059.11 7487.42 0.0104473 0.00105177 85147.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7984.84 7417.82 0.0102266 0.0010268 86958.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7910.08 7352.07 0.0102166 0.00102978 87081.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7839.15 7284.86 0.0102344 0.0010369 86980 0
: 149 Minimum Test error found - save the configuration
: 149 | 7767.04 7219.15 0.010312 0.00102469 86139.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7698.43 7149.55 0.0102413 0.00102308 86784.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7626.71 7083.61 0.0102313 0.0010189 86839.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7556.94 7018.12 0.0102116 0.00102101 87045.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7488.04 6953.01 0.0102562 0.00104884 86887.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7419.69 6888.7 0.010227 0.00102006 86891 0
: 155 Minimum Test error found - save the configuration
: 155 | 7351.16 6825.1 0.0103085 0.00104097 86323 0
: 156 Minimum Test error found - save the configuration
: 156 | 7284.31 6762.28 0.0102614 0.00103185 86677.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7216.9 6700.84 0.0103061 0.00102438 86190.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7151.95 6638.3 0.0102307 0.00102912 86941.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7086.4 6577.04 0.0102644 0.00102368 86573.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7021.16 6516.74 0.010232 0.0010229 86870.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6956.96 6456.24 0.0103338 0.00102453 85935.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6894.35 6395.19 0.0102231 0.00102173 86943.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6829.95 6336.18 0.010261 0.00105507 86900.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6768.16 6276.82 0.0102362 0.00102567 86856.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6705.1 6219.74 0.0102456 0.00102222 86736.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6643.98 6161.9 0.0102485 0.00102521 86737.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6584.06 6103.69 0.0102548 0.00102148 86642.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6522.4 6047.87 0.0102539 0.00102254 86660.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6462.8 5991.79 0.0103207 0.00102536 86064.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6403.8 5936.26 0.0102338 0.00102275 86852.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6344.35 5881.59 0.0102306 0.00102605 86913.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6286.37 5827.03 0.0102366 0.00102497 86847 0
: 173 Minimum Test error found - save the configuration
: 173 | 6228.18 5774.37 0.010229 0.00102542 86922.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6171.5 5719.65 0.0102695 0.00104408 86716.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6114.71 5666.66 0.0102456 0.00102414 86754.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6059.42 5612.59 0.0102568 0.00102408 86648.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6002.02 5561.31 0.0102322 0.0010233 86872.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5947.69 5509.06 0.0102464 0.00102576 86762.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5892.82 5457.14 0.0102324 0.00102425 86879.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5838.8 5405.85 0.010229 0.00102551 86923.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5784.54 5355.37 0.0103144 0.00103024 86168.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5730.36 5306.94 0.0102443 0.00102458 86770.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5678.92 5256.8 0.0102623 0.00102446 86600.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5626.83 5207.15 0.0102995 0.00103962 86394.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5573.89 5159.03 0.0102302 0.00102411 86899.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5523.27 5110.53 0.0102323 0.00102522 86889.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5471.56 5063.46 0.010214 0.00102648 87075 0
: 188 Minimum Test error found - save the configuration
: 188 | 5421.85 5016.2 0.0102343 0.00102784 86895.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5370.7 4970.32 0.0103288 0.00102983 86030.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5322.3 4923.73 0.0102495 0.00102299 86706.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5273.19 4877.24 0.010263 0.00103248 86669 0
: 192 Minimum Test error found - save the configuration
: 192 | 5224.9 4831.02 0.0102482 0.0010214 86703.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5175.78 4786.2 0.0102534 0.00102635 86702 0
: 194 Minimum Test error found - save the configuration
: 194 | 5127.88 4742.41 0.0105299 0.00104693 84361.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5081.13 4698.14 0.0102379 0.00102947 86877.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5033.54 4655.41 0.010232 0.00102528 86893.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 4988.79 4610.43 0.0102497 0.00102792 86751.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4942.01 4567 0.0102885 0.00103066 86413.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4895.62 4525.82 0.0103247 0.00102621 86035.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4851.26 4482.96 0.0103724 0.00102953 85627.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4807.03 4440.61 0.0102472 0.00102196 86718.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4762.15 4399.05 0.0102388 0.00102868 86861.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4717.97 4358.91 0.0102424 0.00102579 86799.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4674.59 4318.49 0.0102801 0.001056 86729 0
: 205 Minimum Test error found - save the configuration
: 205 | 4632.05 4277.61 0.0102591 0.00102572 86642.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4589.21 4237.6 0.0102573 0.00102705 86671.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4547.53 4197.32 0.0102772 0.00102443 86460.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4504.04 4160.3 0.0102359 0.00102194 86825.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4463.72 4121.21 0.0103492 0.00104382 85971.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4423.11 4082.13 0.0102594 0.00103015 86681.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4381.57 4044.78 0.0102495 0.0010256 86731.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4342.15 4006.31 0.0102445 0.00103545 86871.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4302.22 3968.62 0.0102466 0.00102696 86771.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4261.72 3932.56 0.0102939 0.00104239 86472.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4223.32 3896.04 0.0102566 0.00102833 86690 0
: 216 Minimum Test error found - save the configuration
: 216 | 4184.9 3859.07 0.0102547 0.00102526 86679.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4145.61 3824.13 0.0102356 0.00102539 86860.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4108.54 3788.13 0.0102529 0.00102283 86673 0
: 219 Minimum Test error found - save the configuration
: 219 | 4071.34 3751.73 0.0102413 0.00102573 86809.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4032.94 3717.48 0.0102659 0.00102776 86597.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 3996.62 3682.45 0.0102468 0.00102982 86796.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3959.89 3648.56 0.0102628 0.00102735 86622.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3924.31 3614.02 0.010264 0.00102669 86605.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3887.91 3580.47 0.0102955 0.00104214 86455.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3852.68 3547.09 0.0102803 0.00102862 86471 0
: 226 Minimum Test error found - save the configuration
: 226 | 3817.56 3514.16 0.0102553 0.00102221 86645 0
: 227 Minimum Test error found - save the configuration
: 227 | 3782.45 3481.27 0.0102524 0.00103319 86775 0
: 228 Minimum Test error found - save the configuration
: 228 | 3748.14 3448.68 0.0102588 0.00102726 86659.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3713.8 3417.16 0.0102723 0.00103717 86625.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3680.15 3385.31 0.0103588 0.00103554 85806.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3646.52 3354.43 0.0102581 0.00102292 86625.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3613.76 3323.29 0.0102664 0.00102572 86573.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3580.59 3292.37 0.0102648 0.00102441 86576.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3548.78 3260.9 0.0103063 0.00105012 86429 0
: 235 Minimum Test error found - save the configuration
: 235 | 3515.55 3231.58 0.0102517 0.00102558 86710.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3484.2 3201.89 0.0102562 0.00102474 86660 0
: 237 Minimum Test error found - save the configuration
: 237 | 3452.87 3171.06 0.0102571 0.00102975 86698.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3420.31 3142.36 0.0102657 0.00103054 86625.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3390.33 3112.88 0.0102705 0.00102413 86520.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3359.02 3084.54 0.0103617 0.00103357 85762.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3328.9 3055.13 0.0102797 0.00103336 86521.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3297.76 3028.05 0.010255 0.00102395 86664.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3269.31 2998.71 0.0104677 0.00103043 84770.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3238.53 2971.4 0.0103008 0.00106564 86625.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3209.7 2943.37 0.0102549 0.00102648 86689.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3180.58 2915.63 0.0102696 0.00103022 86586.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3151.17 2889.55 0.0102642 0.00102546 86591.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3122.65 2862.88 0.010274 0.0010324 86565.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3095.21 2835.44 0.010258 0.00102155 86613.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3065.81 2809.98 0.0103519 0.00102769 85797.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3039.05 2783.25 0.0102424 0.00103363 86873.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3011.35 2757.68 0.0102536 0.00102518 86688.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2983.5 2732.23 0.01025 0.00102819 86751.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2956.9 2706.71 0.0102643 0.00102734 86608.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2929.82 2681.82 0.01031 0.00104697 86365 0
: 256 Minimum Test error found - save the configuration
: 256 | 2903.32 2657.28 0.0102704 0.00102695 86547.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2877.15 2632.79 0.010289 0.00102837 86387.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2851.58 2607.56 0.0102706 0.00102615 86538.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2825.02 2583.94 0.0102488 0.0010269 86750.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2799.74 2560.23 0.0103802 0.00106984 85925.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2774.11 2537.35 0.0102676 0.00102777 86582.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2749.72 2513.11 0.010384 0.00103655 85584.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2723.78 2490.56 0.0102809 0.00102712 86450.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2700.27 2466.86 0.0102652 0.00102814 86607.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2675.49 2443.82 0.0103348 0.00104234 86090.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2650.76 2421.82 0.0102721 0.00102914 86552.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2627.01 2399.23 0.0102654 0.00102646 86590.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2603.09 2377.33 0.0102624 0.00102604 86614.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2579.8 2355.67 0.0102568 0.00102876 86692.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2556.53 2334.3 0.0103749 0.00103432 85647.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2533.29 2312.16 0.0102693 0.00102808 86568.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2510.69 2290.51 0.0102745 0.00102509 86492.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2486.9 2270.11 0.0102736 0.00102646 86513.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2464.98 2249.5 0.0102687 0.00102587 86553.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2442.51 2228.62 0.0103082 0.00104314 86346 0
: 276 Minimum Test error found - save the configuration
: 276 | 2420.49 2208.12 0.0102752 0.00102698 86503.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2398.21 2187.81 0.0102735 0.0010298 86545.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2376.22 2167.98 0.0102589 0.00102927 86677.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2354.95 2147.77 0.0102696 0.00102779 86563.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2332.95 2128.87 0.0102719 0.00102636 86528.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2312.28 2108.89 0.0102767 0.00102635 86483.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2291.42 2089.02 0.0102667 0.0010351 86659.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2270.08 2070.01 0.0102746 0.00102799 86518.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2248.86 2051.63 0.0102767 0.00102658 86485.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2229.08 2032.52 0.0103073 0.00104332 86356.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2208.13 2013.93 0.0102737 0.00102682 86515.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2188.66 1994.58 0.0102658 0.00102993 86618.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2167.38 1977.63 0.0103013 0.00102863 86275.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2148.08 1959.81 0.0103021 0.00103466 86323.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2128.53 1940.91 0.010374 0.00104508 85755.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2108.41 1923.43 0.0102612 0.00102973 86660.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2089.02 1906.09 0.0103115 0.00103556 86245.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2070.43 1887.99 0.0102664 0.00102622 86578.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2050.68 1870.8 0.010272 0.00103001 86561.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2031.59 1854.24 0.0103401 0.00105098 86122.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2012.69 1838 0.0103096 0.00103115 86220.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 1994.66 1820.27 0.010292 0.00103364 86408.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1976.66 1802.75 0.0102683 0.00102546 86553.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1956.62 1787.38 0.0103016 0.00102739 86260.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1939.52 1770.49 0.010303 0.00102822 86255.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1921.05 1754.58 0.0102723 0.0010272 86532.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1903.52 1738.43 0.0102653 0.00102827 86608.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1885.54 1722.65 0.0102837 0.00102894 86441.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1867.99 1707.16 0.0102813 0.00102938 86468.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1850.71 1690.84 0.0103208 0.0010443 86239.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1832.88 1675.94 0.0102771 0.00102764 86491.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1816.4 1659.94 0.0102805 0.0010267 86451.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1798.67 1644.93 0.0102611 0.00102599 86625.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1781.84 1630.23 0.0102632 0.0010276 86621.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1765.22 1615.52 0.010375 0.00110754 86323.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1748.46 1600.8 0.0102903 0.00103041 86394.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1731.95 1586.25 0.0102778 0.00102741 86483 0
: 313 Minimum Test error found - save the configuration
: 313 | 1715.82 1572 0.0102979 0.00102642 86286.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1699.51 1557.39 0.0102748 0.00103759 86606 0
: 315 Minimum Test error found - save the configuration
: 315 | 1683.42 1543.08 0.0103172 0.00104416 86271.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1667.61 1528.72 0.0102658 0.0010254 86576.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1651.94 1514.35 0.0102612 0.00102768 86641.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.08 1500.58 0.010268 0.00102967 86595.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1620.41 1486.64 0.0102798 0.00103386 86524.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1604.61 1474.09 0.0103956 0.00103072 85426 0
: 321 Minimum Test error found - save the configuration
: 321 | 1589.89 1459.77 0.0102816 0.00102501 86424.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1574.43 1446.77 0.0102687 0.0010264 86558.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1559.85 1432.78 0.0102797 0.00102591 86451.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1544.23 1420.25 0.0102715 0.00102764 86543.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1529.86 1407.13 0.0103067 0.00104941 86418.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.41 1394.11 0.010265 0.00102829 86610.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501.14 1380.74 0.0102524 0.00103386 86782.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1485.84 1369.08 0.0102816 0.00103191 86489.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.29 1355.86 0.0102775 0.00103225 86531.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1457.92 1343.35 0.0103143 0.00102885 86156.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1443.83 1331.01 0.010374 0.00103155 85631 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.42 1318.34 0.0102815 0.00102768 86451 0
: 333 Minimum Test error found - save the configuration
: 333 | 1416.23 1306.26 0.0103223 0.00102979 86090.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1402.56 1294.24 0.0102633 0.00102938 86637.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1388.96 1282.61 0.010284 0.00104591 86598.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1375.73 1270.83 0.0102913 0.00102831 86365.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.62 1258.77 0.0102956 0.00102592 86302.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.79 1246.57 0.0102889 0.00102903 86394.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.46 1235.12 0.0102746 0.00102879 86525.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.13 1224.04 0.0102888 0.00102967 86401.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.01 1212.37 0.0102653 0.00102741 86600 0
: 342 Minimum Test error found - save the configuration
: 342 | 1297.93 1201.27 0.0102832 0.00103226 86477.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1285.71 1189.86 0.0102698 0.00102793 86562.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.39 1179.1 0.0102812 0.00102906 86466.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1260.96 1167.59 0.0103193 0.0010612 86410.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.77 1156.87 0.0103377 0.00103882 86031.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1236.44 1146.44 0.0102613 0.00102894 86651.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1224.73 1135.36 0.0102689 0.00102438 86537.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1212.86 1124.8 0.0102607 0.00102639 86633.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.08 1114.32 0.010277 0.0010287 86502 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.45 1103.58 0.0103559 0.00104258 85898.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1177.95 1093.23 0.0102791 0.00102915 86486.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.53 1083.13 0.0102801 0.0010259 86447.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.49 1072.54 0.0102799 0.00102997 86487.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1143.93 1062.92 0.0102755 0.00102618 86493 0
: 356 Minimum Test error found - save the configuration
: 356 | 1132.92 1052.71 0.0102791 0.00102692 86466 0
: 357 Minimum Test error found - save the configuration
: 357 | 1121.71 1042.8 0.0102555 0.00102742 86692.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.93 1032.94 0.010267 0.00102909 86600.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.5 1022.61 0.0102723 0.00102976 86556.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.22 1013.3 0.0102706 0.00102883 86563.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.52 1003.91 0.0102757 0.00102598 86489.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.27 994.3 0.0102908 0.00102696 86357.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.81 984.964 0.0102744 0.00102791 86519.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.09 975.081 0.0102866 0.0010259 86386.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.14 965.979 0.0102657 0.0010243 86566.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1026.85 956.854 0.0103017 0.00104424 86417.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.24 947.89 0.0102591 0.00102975 86680.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.36 939.082 0.010278 0.00102915 86497.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.44 929.914 0.0103074 0.00102743 86207.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.613 920.982 0.0102721 0.0010266 86529 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.188 912.066 0.0103599 0.00103684 85808.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.352 903.051 0.0102738 0.00102627 86510 0
: 373 Minimum Test error found - save the configuration
: 373 | 958.854 894.637 0.0102633 0.00102249 86572.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.582 885.935 0.0102664 0.00103594 86669.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.498 876.998 0.0102649 0.00102759 86605.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.622 868.644 0.0103129 0.0010456 86324.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.629 859.826 0.0102922 0.00102763 86350.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.624 851.698 0.0104048 0.00103213 85354.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.987 843.883 0.0102955 0.00102516 86296.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.573 835.802 0.010266 0.00102586 86578.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.798 827.473 0.0102782 0.00102656 86471.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.27 818.82 0.0102639 0.00102607 86600.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.181 811.232 0.0102938 0.00102826 86341.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.462 802.99 0.0102738 0.00102838 86529.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.353 794.773 0.0102793 0.00103508 86540.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.272 787.55 0.0103072 0.0010594 86507.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.21 780.378 0.0102828 0.00102803 86442.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.056 771.764 0.0102685 0.00102461 86543.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.504 764.637 0.0102793 0.00102595 86455.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.758 757.067 0.0102604 0.00102532 86626.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.429 749.418 0.0103595 0.00103337 85780.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.678 742.112 0.0102548 0.00102629 86687.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.628 735.287 0.0102832 0.00103074 86463.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.931 727.101 0.0102776 0.00102453 86458.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.959 719.712 0.0102842 0.00102604 86410.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.083 712.514 0.0103145 0.00104048 86262.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.602 705.349 0.0102858 0.00102391 86375.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.84 698.294 0.0102752 0.00102683 86501.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.233 691.63 0.01028 0.00102585 86447.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.1 684.461 0.0102713 0.00102841 86553.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.59 678.354 0.0102825 0.00103234 86485.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.399 670.803 0.0102778 0.00102828 86491.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.921 664.294 0.0103001 0.00102679 86268.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.258 656.9 0.0102751 0.00102516 86487.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.736 650.888 0.0102762 0.00102487 86474.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.2 643.453 0.0102898 0.00104334 86519.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.646 637.484 0.0102668 0.00102711 86583.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.991 630.796 0.0102684 0.00102729 86569.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.919 624.527 0.0102936 0.00103066 86366 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.36 618.163 0.0102899 0.00102521 86349.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.432 612.249 0.0103591 0.00103483 85797.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.169 605.784 0.0103757 0.00102539 85558.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.352 599.338 0.0102986 0.00102518 86267.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.877 592.862 0.0102999 0.00102687 86272.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.254 586.891 0.0102795 0.00102531 86447.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.945 581.408 0.0103304 0.00105307 86231.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.528 574.427 0.0102905 0.00102731 86363.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.217 568.447 0.0102925 0.00103168 86385.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.672 563.158 0.0102928 0.00102523 86322.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.835 556.998 0.0102919 0.00102663 86343.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.776 551.308 0.0102829 0.00102499 86412.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.518 545.335 0.0103363 0.00103055 85968.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.606 539.326 0.0102893 0.00103057 86405.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.364 534.126 0.0102735 0.00102766 86525.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.687 527.916 0.0102926 0.00102723 86343 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.675 522.981 0.0103219 0.00104061 86194.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.919 517.074 0.0102908 0.00102756 86362.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.281 511.62 0.0102978 0.00102517 86275.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.54 506.387 0.0102737 0.00102454 86494.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.736 501.505 0.0102847 0.00102686 86413 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.648 495.477 0.0102794 0.00102559 86451.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.72 490.763 0.0104098 0.00106935 85649.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.504 485.188 0.01029 0.00102883 86382.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.987 480.186 0.0103324 0.00106262 86301.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.56 474.846 0.0103039 0.00102631 86228.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.202 469.779 0.010332 0.00104412 86133.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.079 464.587 0.0103015 0.00102435 86233.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.038 460.525 0.0102948 0.00102563 86307.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.87 455.409 0.0102859 0.00102464 86381.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.894 450.737 0.0102782 0.00102766 86481.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.681 445.053 0.0102988 0.00102696 86282.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.738 440.079 0.0102992 0.00103121 86318.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.47 435.243 0.010292 0.00102687 86345.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.83 430.663 0.0102888 0.00102513 86359 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.651 426.15 0.0102724 0.00102639 86524 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.789 421.85 0.010306 0.00105673 86493.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.413 416.819 0.0102664 0.00102462 86563.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.458 412.295 0.0102836 0.00102516 86407.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.662 408.021 0.0102778 0.00102688 86477.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.231 403.457 0.0102984 0.00102961 86311 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.727 399.314 0.0110463 0.00103203 79886.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.234 394.908 0.0104261 0.00104007 85233.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.96 390.248 0.0103096 0.00102722 86184.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.243 385.618 0.0102933 0.00102533 86318.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.837 382.036 0.0102711 0.00102797 86550.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.445 377.712 0.0104113 0.00105917 85542 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.221 373.4 0.0102738 0.00102814 86526.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.78 368.879 0.010294 0.00103152 86369.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.553 364.996 0.0102818 0.00103266 86494.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.417 361.302 0.0102882 0.00102823 86393.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.365 357.379 0.0102811 0.00102402 86420 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.135 353.185 0.0102717 0.00102544 86521.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.146 349.2 0.0102854 0.0010272 86409.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.056 346.031 0.0102603 0.00102606 86634.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.409 341.632 0.0102897 0.00103117 86407.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.399 337.805 0.0102948 0.00103525 86396.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.184 333.845 0.0103143 0.00104237 86282 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.343 330.085 0.0102926 0.00102522 86323.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.82 326.152 0.0102689 0.00102392 86533.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.532 322.726 0.0102692 0.00102552 86546 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.671 319.085 0.0102644 0.00102929 86626.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.429 315.156 0.0103675 0.00102855 85662.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.449 311.806 0.0102772 0.00102948 86507.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.605 308.161 0.010287 0.00102979 86418.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.223 305.419 0.0102868 0.00102648 86390.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.856 301.335 0.0102636 0.00102688 86611 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.952 297.895 0.0103028 0.00104125 86378.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.333 294.446 0.0102871 0.00102476 86371.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.227 290.963 0.0102592 0.00102581 86642.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.462 287.682 0.0102683 0.00102765 86574.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.868 284.854 0.0103108 0.00103109 86210.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.832 281.375 0.0103317 0.00102725 85980 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.402 278.614 0.0102837 0.00102468 86402.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.094 274.996 0.0103033 0.00103102 86278.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.759 271.805 0.0103014 0.00102499 86240.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.551 269.523 0.0102717 0.00102742 86540.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.607 265.337 0.0103075 0.00104557 86374.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.084 262.303 0.0102862 0.00102647 86395.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.815 260.373 0.0102662 0.00102717 86588.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.164 256.837 0.0102747 0.00102907 86527.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.039 253.725 0.010282 0.00102808 86450.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.68 250.487 0.0103685 0.001031 85676.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.554 247.782 0.0102923 0.0010255 86330 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.534 244.882 0.0102796 0.00102626 86455 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.765 242.109 0.0102879 0.00102515 86367.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.605 239.259 0.0102935 0.00102876 86348.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.762 236.32 0.0103256 0.00104845 86233.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.899 234.542 0.0102821 0.00102836 86451.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.152 231.107 0.0102889 0.00102682 86374.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.13 228.389 0.0102992 0.00102904 86298.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.263 225.31 0.0102777 0.00102978 86505.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.485 222.346 0.0102978 0.00102583 86282 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.705 220.443 0.0102784 0.00102958 86498 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.044 217.666 0.010249 0.00102514 86732 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.564 215.524 0.0102807 0.00102755 86457.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.745 212.505 0.0102588 0.00102918 86677.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.005 210.198 0.0103286 0.00104375 86162.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.736 207.306 0.010285 0.00102575 86399.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.052 204.707 0.0102969 0.00102508 86283.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.398 202.941 0.0102797 0.00102604 86452.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.206 200.35 0.0102652 0.00102378 86566.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.53 197.793 0.0103618 0.00103751 85797.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.932 195.948 0.0102904 0.00105277 86602.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.622 193.648 0.0102909 0.00104869 86559.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.286 191.223 0.0103049 0.00102952 86249.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.975 188.788 0.0102674 0.00102591 86565.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.389 186.556 0.0103344 0.00104965 86163.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.402 184.843 0.0103098 0.00102813 86191.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.203 182.534 0.0103013 0.00102898 86278.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.711 180.199 0.0102891 0.00103055 86406.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.363 178.222 0.0102983 0.00103029 86318.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.999 175.666 0.0103049 0.00103601 86310.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.026 173.86 0.0102727 0.00103133 86567.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.83 171.557 0.0102721 0.00102546 86518.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.557 170.182 0.0103048 0.00102385 86198.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.359 167.436 0.0102808 0.00102311 86414.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.113 165.805 0.0103122 0.00104265 86304.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.098 163.289 0.010296 0.00103381 86373 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.912 162.04 0.0102758 0.00102333 86463.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.766 159.844 0.0102782 0.00102814 86485.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.808 159.574 0.0102809 0.00102562 86437.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.207 156.402 0.0103601 0.00102895 85734.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.618 153.698 0.0103808 0.00105225 85758.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.61 152.055 0.0102828 0.00102508 86414.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.499 150.242 0.0102741 0.00102628 86507 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.601 149.013 0.0102791 0.00103087 86503.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.756 146.467 0.0103058 0.00104194 86357.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.754 145.201 0.0102725 0.0010264 86523.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.96 144.116 0.0102705 0.00102785 86555.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.88 141.89 0.0103148 0.00102653 86130 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.154 139.952 0.0102874 0.00102582 86378 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.048 138.41 0.0102955 0.00102333 86280.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.359 138.159 0.0102782 0.00102372 86444.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.538 135.185 0.0102788 0.00102354 86437.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.774 133.58 0.0102687 0.00102264 86523.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.016 132.346 0.0102649 0.0010254 86584.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.253 130.668 0.0103119 0.00104462 86325.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.58 129.191 0.0102802 0.00102583 86445.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.071 127.441 0.0102826 0.0010286 86448.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.052 125.674 0.0102674 0.00102223 86532.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.53 124.47 0.0102639 0.00102447 86585.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.823 122.402 0.0102885 0.00102431 86353.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.073 121.167 0.0103659 0.00102793 85672.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.487 119.649 0.0102824 0.00103002 86464.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.731 118.632 0.0102648 0.0010244 86576.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.18 116.842 0.0102962 0.0010264 86301.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.758 115.94 0.0103299 0.00105951 86296 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.233 114.353 0.0102801 0.00102474 86436.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.518 112.761 0.0102888 0.00102448 86352.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.787 111.433 0.0102715 0.00102218 86492.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.394 110.349 0.010271 0.00102555 86528.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.01 109.157 0.0102767 0.00102794 86498 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.614 107.136 0.0102709 0.00102647 86538.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.219 107.09 0.010291 0.00102899 86374.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.651 105.308 0.0103291 0.00103412 86068.1 0
: 566 | 119.284 105.356 0.0102638 0.000993453 86296.9 1
: 567 Minimum Test error found - save the configuration
: 567 | 117.968 101.948 0.0103077 0.00102841 86213.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.483 101.343 0.0103179 0.00104214 86246.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.943 99.652 0.0103084 0.00102611 86185.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.539 98.5255 0.010278 0.00102831 86489.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.118 97.8583 0.0102722 0.00102796 86540.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.769 97.108 0.0103054 0.00102832 86233.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.567 95.5211 0.0103699 0.00102827 85638.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.26 93.7888 0.0102971 0.00102732 86302.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.108 92.7404 0.0102974 0.0010269 86295.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.778 91.0764 0.0102802 0.00102528 86440.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.271 89.6936 0.0102837 0.00102288 86385.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.08 88.8188 0.0102971 0.00104633 86479.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.06 87.6217 0.010338 0.00103417 85986.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.939 86.375 0.0103067 0.00103033 86240.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.6504 85.4733 0.0104473 0.00105648 85189.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.3169 84.7029 0.0103788 0.00103877 85653 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.2012 83.4256 0.0105648 0.00103593 83955.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.9236 82.3432 0.0102971 0.00102789 86307.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.9518 82.0407 0.0102731 0.00102562 86510.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.0031 80.7386 0.0102799 0.00102692 86458.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.9515 80.2796 0.0102722 0.00102672 86529.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.9489 78.5896 0.0103067 0.00105047 86428.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.7102 77.1553 0.0102845 0.00102388 86387.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.4842 76.5362 0.0102819 0.00102666 86437.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.3595 75.4008 0.0103943 0.00102922 85423.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.2728 75.2312 0.0103021 0.00102646 86247 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.3039 73.5629 0.0103679 0.00102872 85661.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.2411 72.1467 0.0102631 0.00102732 86620.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.2396 71.6927 0.0102854 0.00102829 86420.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.3268 70.8886 0.010289 0.00102913 86394.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.3962 69.9579 0.0102795 0.00102951 86486.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.3815 68.7285 0.0103185 0.00104274 86246.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.175 68.1921 0.0102729 0.00102496 86505.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.2809 67.0459 0.010276 0.00102417 86469.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.4109 66.0605 0.0102853 0.00102623 86401.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.4307 65.3349 0.0103057 0.0010263 86212.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.5969 64.3419 0.0102876 0.0010277 86393.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.8156 63.6409 0.0102771 0.00103048 86517.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.7701 62.9469 0.010284 0.00102475 86400.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.8395 61.7021 0.0102752 0.00102527 86487.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.037 61.2253 0.0102868 0.00102809 86405.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.3093 59.9504 0.0103084 0.00104284 86341.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.4501 59.2527 0.0102837 0.00102458 86401.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.4041 58.8393 0.0103029 0.00102579 86234.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.5712 57.8565 0.0102746 0.0010321 86556.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.6186 56.8373 0.0102867 0.00102456 86373.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.8632 56.188 0.0103786 0.00103024 85576.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.1992 55.2603 0.0102763 0.00102505 86475.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.2417 54.5068 0.0102964 0.00103132 86345.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.5089 54.06 0.0102699 0.00102892 86570.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.6081 53.133 0.0102663 0.00102044 86525.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.8497 52.7755 0.010319 0.00103842 86202 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.2569 52.1215 0.010293 0.00102646 86332.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.3892 51.1439 0.0102834 0.00102777 86433.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.6141 50.1746 0.0103211 0.00103357 86137.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.9285 49.969 0.0102791 0.00102516 86450.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.1997 49.1314 0.010294 0.00102663 86324.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.5404 48.6451 0.010283 0.00102726 86432.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.251 47.7913 0.0103035 0.00102476 86218.8 0
: 626 | 58.2094 47.8741 0.0102847 0.000991273 86082 1
: 627 Minimum Test error found - save the configuration
: 627 | 57.5345 46.2713 0.010279 0.00102815 86478.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.6596 45.7205 0.0103056 0.00104149 86354.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.9366 44.8487 0.0103113 0.00102869 86182.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.3373 44.2771 0.0102872 0.00102607 86382.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.6733 43.6703 0.0102978 0.00102877 86308.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9142 43.014 0.0102908 0.00102714 86359.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.152 42.3913 0.0103589 0.0011047 86447.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.5991 42.2601 0.0102797 0.00102639 86455.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1927 41.2447 0.010296 0.0010275 86313.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.5069 40.7682 0.0102814 0.00103884 86555.8 0
: 637 | 50.8525 40.9637 0.0102634 0.000995063 86315.2 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.3081 39.9004 0.0103158 0.00104285 86272.7 0
: 639 | 49.8627 40.2324 0.0102641 0.000999643 86351.8 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.1644 38.6351 0.010272 0.00102795 86542.5 0
: 641 | 48.617 38.9571 0.0102484 0.000991884 86425.8 1
: 642 Minimum Test error found - save the configuration
: 642 | 48.0173 37.6649 0.0102708 0.00102752 86549.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.4338 36.8573 0.0102731 0.0010301 86552.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.5989 36.2297 0.0102822 0.00102818 86448.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.0615 35.7753 0.0102698 0.00102825 86565.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.375 35.3593 0.0102705 0.00102378 86517.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.8722 34.8448 0.0102746 0.00102659 86504.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5426 34.4856 0.0102959 0.0010378 86411 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.069 34.0193 0.0102765 0.00102427 86465.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3879 33.2673 0.0102742 0.00102715 86514 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.9586 33.1105 0.0103824 0.00103242 85561.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.5074 32.2778 0.0102782 0.00102663 86471.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.8887 31.8384 0.0102715 0.00102807 86547.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.328 31.3714 0.0103733 0.00102787 85603.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.8506 31.0729 0.0102833 0.00102511 86410.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.674 30.9499 0.0103789 0.00103027 85574.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.944 29.9099 0.0102874 0.00103209 86436.9 0
: 658 | 39.5131 29.9902 0.0102464 0.000992994 86454.3 1
: 659 Minimum Test error found - save the configuration
: 659 | 38.9463 29.2503 0.010259 0.0010272 86656.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5411 29.1388 0.0102872 0.00102838 86404.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.2658 28.5468 0.0102726 0.00103127 86567.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6584 27.6631 0.0102781 0.00102511 86458.4 0
: 663 | 37.1719 28.6163 0.0102449 0.000994763 86484.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 36.8133 27.1103 0.0102884 0.00102787 86388.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.1507 26.5142 0.010287 0.00102557 86379.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.667 26.2161 0.0102713 0.00102474 86518.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.4943 25.8527 0.0102641 0.00102509 86589.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.797 25.1227 0.0103029 0.00106142 86566.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.4865 24.6319 0.010272 0.00102755 86538.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.9607 24.2191 0.0102745 0.00102826 86522 0
: 671 | 33.5647 24.3989 0.0102602 0.000994263 86337.6 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.3058 23.8201 0.0102726 0.00102619 86519.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.7982 23.7703 0.0102873 0.00102426 86365 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5221 22.673 0.0103825 0.00102755 85516.4 0
: 675 | 31.9255 22.896 0.0102234 0.000991693 86657.5 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.549 22.1521 0.0102723 0.00102793 86539.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.2318 21.955 0.0102606 0.00102744 86644.4 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.8555 21.2364 0.0102771 0.0010283 86497.8 0
: 679 | 30.484 22.4021 0.0102448 0.000991304 86453.4 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.4962 20.9464 0.0102867 0.00102899 86414.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9009 20.4732 0.0102893 0.00102842 86385.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.2608 20.0136 0.0102609 0.00102614 86629.1 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8906 19.6132 0.0103014 0.00104123 86391.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.6566 19.2497 0.0102823 0.00102727 86439.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4022 19.1809 0.0102735 0.00102519 86502.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.8638 18.8661 0.0102813 0.00102698 86446.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.3903 18.5277 0.0102775 0.00102476 86460.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.0714 18.3757 0.0103086 0.00102766 86198.4 0
: 689 | 26.6688 18.4126 0.0102703 0.000994173 86243.3 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.578 17.7493 0.0102833 0.00102673 86425.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4167 17.4027 0.010272 0.00102504 86515.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.883 17.0376 0.0102795 0.00102933 86484.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.3008 16.7137 0.0102813 0.00102928 86467.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.047 16.4593 0.0103549 0.00102998 85791.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.7549 16.4057 0.0103044 0.00102658 86227.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.3503 15.6525 0.0102931 0.00103037 86367.7 0
: 697 | 24.0692 15.6634 0.0102514 0.000991804 86397.1 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.8545 15.4533 0.0102757 0.00102301 86461.5 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.4195 14.9974 0.010309 0.00104464 86352.3 0
: 700 | 23.1673 15.4452 0.0102602 0.000991674 86313.8 1
: 701 | 22.9767 15.0651 0.0102463 0.000990772 86434.5 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.6825 14.1085 0.0102781 0.00102785 86483.8 0
: 703 | 22.2551 14.1685 0.0102529 0.000990534 86371.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 21.8614 13.8663 0.0102969 0.00102367 86269.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.5995 13.6308 0.0103043 0.00102487 86212.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.287 13.2919 0.0103053 0.00102435 86198.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.0065 13.2042 0.0102766 0.00102475 86469.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.7932 13.0255 0.0102748 0.00102486 86487 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5481 12.9565 0.010335 0.0010457 86120.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2461 12.781 0.0102863 0.00102837 86412.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.9033 12.4606 0.0102976 0.00102622 86286.7 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.7388 11.9574 0.0102941 0.00102672 86324.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.2671 11.8725 0.0102867 0.00102412 86369 0
: 714 | 19.3015 12.386 0.0103304 0.000993164 85678.2 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.0798 11.7288 0.010285 0.00103172 86455.8 0
: 716 | 19.1062 12.2024 0.0102459 0.000991834 86448.6 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.6744 10.8147 0.0102722 0.00102873 86548 0
: 718 | 18.2826 11.2811 0.0102497 0.000995702 86449.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.0867 10.717 0.0103171 0.00104318 86263.3 0
: 720 | 17.6764 10.7735 0.0102556 0.000999004 86425.1 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.2694 10.6941 0.0102783 0.00102456 86451.2 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.1323 10.3017 0.0102916 0.00102593 86340 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.9454 10.217 0.0102666 0.00102229 86539.7 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.6075 10.0488 0.0102779 0.00103532 86555.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.4948 9.31712 0.0102841 0.00103195 86466.7 0
: 726 | 16.3696 9.89845 0.0102836 0.000992192 86100.7 1
: 727 | 16.202 9.3968 0.0102415 0.000992774 86498.5 2
: 728 Minimum Test error found - save the configuration
: 728 | 15.8308 9.02912 0.0102831 0.00102957 86453.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6119 8.97346 0.010437 0.00104562 85184.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.3482 8.70113 0.0102894 0.00103148 86412.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.134 8.6104 0.0102902 0.00102513 86345.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.8633 8.09683 0.0102744 0.00102698 86510.7 0
: 733 | 14.8028 8.37441 0.0102282 0.000990573 86602.8 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.705 7.82193 0.0103009 0.00102841 86276.6 0
: 735 | 14.4741 8.34288 0.0103217 0.000996203 85786.7 1
: 736 | 14.323 7.84566 0.0102497 0.000991784 86412.8 2
: 737 | 14.0027 8.0475 0.0102463 0.000994174 86467.1 3
: 738 Minimum Test error found - save the configuration
: 738 | 13.7343 7.46671 0.0102928 0.00103114 86378.1 0
: 739 | 13.6062 7.50114 0.0104032 0.00100122 85088.9 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.3676 7.27805 0.010298 0.0010316 86333.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.2222 6.67228 0.0103327 0.00103011 85997.9 0
: 742 | 13.0717 6.74993 0.0102514 0.000990504 86385 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.8188 6.3538 0.0102704 0.00102986 86575.5 0
: 744 | 12.7381 6.70926 0.0102512 0.000994312 86422 1
: 745 | 12.4777 6.63273 0.0102617 0.000993013 86312.4 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.2975 5.9357 0.0102855 0.00102786 86415.2 0
: 747 | 12.22 6.53824 0.0102353 0.000994553 86573.5 1
: 748 | 11.9962 5.9783 0.010235 0.000991604 86548.7 2
: 749 | 11.9046 6.12887 0.0102641 0.000992193 86281.8 3
: 750 Minimum Test error found - save the configuration
: 750 | 11.6913 5.77139 0.0102975 0.00103907 86407.7 0
: 751 | 11.6239 6.62246 0.0102707 0.000996643 86262.3 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4874 5.48177 0.0102745 0.00102632 86503.9 0
: 753 | 11.3248 5.9643 0.0102435 0.000994632 86496.7 1
: 754 | 11.4782 5.80647 0.0102422 0.000993624 86499.6 2
: 755 | 11.1212 5.49042 0.0103285 0.000991994 85685.5 3
: 756 | 10.8559 5.91271 0.0102402 0.000994544 86527 4
: 757 Minimum Test error found - save the configuration
: 757 | 10.8042 5.28533 0.0102693 0.00103124 86598.5 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4678 4.87178 0.0102944 0.00103654 86413.3 0
: 759 | 10.455 5.14644 0.0102414 0.000996513 86534.6 1
: 760 | 10.2988 5.30806 0.010287 0.000993412 86080.7 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.1043 4.8227 0.0102811 0.00102596 86438.6 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.1286 4.64824 0.0102792 0.00102543 86451.5 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.1129 4.36336 0.010306 0.00102527 86200 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.84474 4.18794 0.0102829 0.00104694 86618.4 0
: 765 | 9.60865 4.75763 0.0102592 0.000992333 86328.8 1
: 766 | 9.41458 4.6024 0.0102301 0.000990904 86587.6 2
: 767 | 9.4027 4.98088 0.0102343 0.000992633 86564.3 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.25416 4.07519 0.0102818 0.00102759 86447 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.05576 3.79039 0.0102971 0.00102802 86308.3 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.86795 3.65571 0.0103391 0.00104965 86119.1 0
: 771 Minimum Test error found - save the configuration
: 771 | 8.84 3.5949 0.0102724 0.00102243 86486.4 0
: 772 | 8.7375 4.07233 0.0102468 0.000994463 86465.1 1
: 773 | 8.80073 3.60615 0.0102471 0.000993194 86449.7 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.44203 3.26967 0.0102777 0.00102891 86497.6 0
: 775 | 8.37148 3.6203 0.0103236 0.000991873 85729.3 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.30391 3.19842 0.0103196 0.00103838 86195.6 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.11603 2.97723 0.0102882 0.00102515 86364.8 0
: 778 | 8.08155 3.45193 0.0102896 0.000990984 86034.3 1
: 779 | 7.90856 3.15555 0.0102641 0.000992302 86283.6 2
: 780 Minimum Test error found - save the configuration
: 780 | 7.84162 2.68343 0.0103355 0.00105315 86185.5 0
: 781 | 7.77366 3.11483 0.0102469 0.000990144 86423.7 1
: 782 | 7.70731 2.77793 0.0102379 0.000990013 86505.9 2
: 783 | 7.55188 3.0971 0.0102451 0.000991073 86448.7 3
: 784 | 7.61188 2.76554 0.0102592 0.000993034 86336 4
: 785 Minimum Test error found - save the configuration
: 785 | 7.60991 2.57169 0.0102878 0.0010275 86390.2 0
: 786 | 7.33128 2.84678 0.010258 0.000995123 86365.9 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.41954 2.55827 0.0102793 0.0010303 86495.6 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.12564 2.27304 0.0103037 0.00102573 86225.4 0
: 789 | 7.01793 2.52204 0.0102299 0.000992443 86603.8 1
: 790 | 7.05986 2.69479 0.0102666 0.000991893 86256.3 2
: 791 | 7.00768 2.49076 0.0102441 0.000990403 86452.1 3
: 792 | 6.7183 2.47696 0.0102578 0.000993673 86354.5 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.62532 2.14458 0.0102891 0.00102802 86382.8 0
: 794 | 6.68546 2.4989 0.0102506 0.000995044 86434.2 1
: 795 | 6.61097 3.03956 0.0103481 0.000994494 85528.7 2
: 796 | 6.48836 2.18201 0.0102418 0.000991633 86485.1 3
: 797 | 6.44917 2.19247 0.0102517 0.000993053 86405.4 4
: 798 Minimum Test error found - save the configuration
: 798 | 6.47059 2.1323 0.0103075 0.00104133 86335.2 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.21521 1.79265 0.0103018 0.00103421 86322 0
: 800 | 6.11628 1.92315 0.0102767 0.000991222 86156.5 1
: 801 | 6.02783 1.86186 0.0103098 0.000993323 85869.2 2
: 802 | 6.01603 1.83291 0.0102926 0.000993323 86027.8 3
: 803 | 6.02482 2.00447 0.0102803 0.000991774 86127.7 4
: 804 | 5.99624 2.21884 0.0102614 0.000995274 86335.9 5
: 805 | 5.86637 1.80849 0.0102606 0.000991673 86310.2 6
: 806 | 5.72956 1.91293 0.0102815 0.000990963 86108.8 7
: 807 | 5.69446 2.04261 0.0102689 0.000990994 86226.6 8
: 808 Minimum Test error found - save the configuration
: 808 | 5.61363 1.77982 0.0103297 0.00104223 86138 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.51588 1.56027 0.0102868 0.00102608 86386.3 0
: 810 | 5.45344 2.32883 0.0102849 0.000993923 86104.9 1
: 811 | 5.5423 1.67824 0.0102544 0.000991804 86368.8 2
: 812 | 5.4926 1.75909 0.0102684 0.000991844 86238.9 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.22786 1.36948 0.0102964 0.00102788 86313.6 0
: 814 | 5.25644 1.86578 0.0102493 0.000992983 86427.2 1
: 815 | 5.33026 1.92999 0.0103484 0.00108319 86344.7 2
: 816 | 5.16289 1.39105 0.0102453 0.000992304 86458.6 3
: 817 | 4.9819 1.81511 0.0102623 0.000992402 86300.4 4
: 818 | 4.92354 1.40181 0.0102614 0.000992304 86308.1 5
: 819 | 4.82421 1.97073 0.0102696 0.000992903 86237.7 6
: 820 Minimum Test error found - save the configuration
: 820 | 5.09511 1.34762 0.0103484 0.00105385 86071.9 0
: 821 Minimum Test error found - save the configuration
: 821 | 4.7706 1.2811 0.0102844 0.00102503 86399 0
: 822 | 4.59658 1.35364 0.0102548 0.000991134 86359.1 1
: 823 | 4.61073 1.62343 0.010284 0.000990973 86086.4 2
: 824 | 4.67309 1.63008 0.0102446 0.000991063 86453.5 3
: 825 | 4.51053 1.52416 0.0102586 0.000991953 86330.7 4
: 826 | 4.48573 1.49294 0.010557 0.00117964 85312 5
: 827 | 4.34425 1.5618 0.0102809 0.000992024 86124.1 6
: 828 | 4.38275 1.41348 0.0102595 0.000991792 86320.9 7
: 829 | 4.53366 2.08143 0.0102478 0.000997163 86480.2 8
: 830 | 4.59268 1.53666 0.0103822 0.000992414 85199.3 9
: 831 | 4.37693 2.28575 0.010242 0.000993464 86500 10
: 832 | 4.52754 1.72102 0.0102416 0.000996203 86529.5 11
: 833 | 4.49863 1.36378 0.0102676 0.000992683 86254 12
: 834 Minimum Test error found - save the configuration
: 834 | 4.30607 1.27005 0.0102861 0.00104208 86542.9 0
: 835 | 4.16041 1.92178 0.0102678 0.000996194 86284.6 1
: 836 | 4.10292 1.34626 0.0103388 0.000992554 85595.7 2
: 837 Minimum Test error found - save the configuration
: 837 | 3.9423 1.20218 0.0102916 0.00103589 86432.8 0
: 838 | 3.80852 1.35946 0.0102309 0.000982743 86503.9 1
: 839 | 3.78243 1.46763 0.0102595 0.000991693 86320.6 2
: 840 Minimum Test error found - save the configuration
: 840 | 3.92675 1.16323 0.0103143 0.00104787 86332.9 0
: 841 | 3.84925 1.73216 0.0102587 0.000996542 86372.9 1
: 842 Minimum Test error found - save the configuration
: 842 | 3.75492 1.11171 0.0102912 0.00102467 86331.9 0
: 843 | 3.72251 1.53762 0.0102599 0.000993064 86329.2 1
: 844 | 3.64008 1.33939 0.0102493 0.000995833 86454.3 2
: 845 | 3.52968 1.57868 0.0102469 0.000996264 86480.3 3
: 846 | 3.5195 1.43911 0.0102417 0.000992323 86492.6 4
: 847 | 3.48242 1.34307 0.0102248 0.000992444 86651.9 5
: 848 | 3.63231 1.71355 0.0102418 0.000991844 86487 6
: 849 | 3.63645 1.17434 0.0102584 0.000993632 86348.6 7
: 850 | 3.37851 1.75953 0.0102686 0.000994564 86261.9 8
: 851 | 3.44058 1.71612 0.0102626 0.00100035 86372.5 9
: 852 | 3.44466 2.07086 0.0102531 0.000992043 86383.4 10
: 853 | 3.4676 1.56645 0.0102507 0.000991733 86402.5 11
: 854 | 3.28803 1.68879 0.0102448 0.000991483 86455.8 12
: 855 | 3.31475 1.46754 0.0102465 0.000994173 86465 13
: 856 | 3.39105 1.33311 0.0103126 0.000991653 85828.1 14
: 857 | 3.30807 1.44728 0.0102744 0.000999253 86251.9 15
: 858 | 3.25151 1.63328 0.0102574 0.000991304 86336 16
: 859 | 3.14701 1.3964 0.010272 0.000994053 86225.8 17
: 860 | 3.0915 1.3607 0.010265 0.0010054 86396.6 18
: 861 | 3.49986 1.35233 0.0102595 0.000998723 86385.8 19
: 862 | 3.23292 1.35572 0.0102912 0.00100814 86178.7 20
: 863 | 3.09425 1.51883 0.0102533 0.000991594 86377.2 21
:
: Elapsed time for training with 1000 events: 8.86 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: 0.822 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= 3.27268e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04935e+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: 0.0295 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: 0.0361 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: 0.00134 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: 0.0942 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: 0.895 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: 0.0198 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00422 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00176 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000285 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: 0.0944 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: 0.874 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0979 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.682 0.171 5.92 1.54 | 3.231 3.241
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.0605 0.199 1.75 1.03 | 3.369 3.360
: 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.