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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 ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
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:4131
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:1308
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: 0.261 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00334 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: 0.000698 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00475 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000675 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 = 31521.9
: --------------------------------------------------------------
: 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 | 33030.6 31102.7 0.0100028 0.00103815 89239 0
: 2 Minimum Test error found - save the configuration
: 2 | 32470.6 30530.1 0.0100664 0.00101721 88405.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31806 29905.6 0.0101941 0.00104036 87396.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31130.7 29307.7 0.0101656 0.00101802 87454.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30441.5 28659.5 0.0101781 0.00102024 87356.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29699.4 27813.4 0.0101799 0.00102287 87364.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28944.9 27100.5 0.0100947 0.00100133 87975.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28443.1 26694.3 0.0100241 0.000985894 88513.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28077.8 26367 0.00990529 0.000983123 89664.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27750.9 26068 0.00989471 0.000979754 89736.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27447.2 25784.6 0.0098698 0.000979174 89982.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27156.6 25513.5 0.00988248 0.000979482 89857.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26881.1 25246.8 0.00990879 0.000996372 89762.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26606.9 24993.5 0.00989049 0.000978672 89768.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26344.9 24744.9 0.00989226 0.000977643 89740.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26088.6 24501.2 0.00989048 0.000992423 89907.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25836.8 24263.3 0.009861 0.000980512 90085.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25589.2 24032.1 0.00989775 0.000978133 89690 0
: 19 Minimum Test error found - save the configuration
: 19 | 25347.5 23804.5 0.00987068 0.000980183 89983.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25109.8 23580.3 0.00986306 0.000980764 90066.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24879.1 23355.1 0.00988011 0.000978253 89868.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24645.2 23139 0.00990299 0.000980243 89658.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24420.6 22922.6 0.00995677 0.000982625 89145 0
: 24 Minimum Test error found - save the configuration
: 24 | 24197.6 22708.8 0.00992074 0.000998483 89663.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23974.1 22502.2 0.00989905 0.000987313 89769.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23756.6 22297.7 0.00989696 0.000983124 89748.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23544.8 22091.2 0.00989751 0.000982934 89740.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23330.5 21890.4 0.00988485 0.000980524 89844 0
: 29 Minimum Test error found - save the configuration
: 29 | 23121.3 21691.4 0.00996796 0.000981734 89025.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22912.9 21496.6 0.00989681 0.000983824 89756.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22707.3 21305.2 0.00993707 0.000979784 89312.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22507.3 21112.3 0.00989797 0.000981674 89723.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22308.5 20919.9 0.00990494 0.000983544 89672.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22107.3 20734.7 0.00994889 0.00100079 89404.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21913.5 20548.7 0.00990445 0.000984184 89683.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21719.6 20365.4 0.00991066 0.000983314 89612.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21527.6 20184.9 0.00989616 0.000982743 89752.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21337.6 20006.9 0.00991348 0.000981363 89564.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21151.5 19828.6 0.00995027 0.000984144 89224.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20965.1 19652.4 0.00992249 0.000984334 89504 0
: 41 Minimum Test error found - save the configuration
: 41 | 20780.6 19476.5 0.00994602 0.000984824 89273.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20594.3 19303.3 0.00994018 0.000987913 89362.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20412.1 19133.1 0.0099545 0.000988723 89228.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20232.4 18964.4 0.00997134 0.000986715 89041 0
: 45 Minimum Test error found - save the configuration
: 45 | 20056.7 18799.2 0.00997718 0.00100199 89134.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19880.6 18631.9 0.00996171 0.000992863 89197.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19705.6 18464.4 0.00997005 0.000991564 89101.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19532.7 18302.3 0.00997132 0.000991633 89090 0
: 49 Minimum Test error found - save the configuration
: 49 | 19359.9 18143.7 0.0100619 0.00107686 89036.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19192.4 17979.3 0.00997684 0.000992122 89040.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19024.1 17819.5 0.0100068 0.000996524 88787.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18855.6 17666.5 0.00999323 0.000994684 88903.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18692.2 17509.7 0.0101627 0.00100155 87325.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18527 17353.6 0.00999727 0.000997894 88895.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18364.7 17202.7 0.0100381 0.00101681 88678.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18206 17044 0.010048 0.00100088 88426.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18043.4 16893 0.010036 0.00100444 88578.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17882.6 16741.7 0.0100382 0.00100205 88532.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17727.6 16592.1 0.0100334 0.00100359 88595.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17569.5 16442.2 0.0100642 0.00100549 88312.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17412.6 16295.3 0.0100705 0.001005 88246.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17259.2 16146.3 0.0100647 0.00100304 88283.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17107.9 15998.7 0.0100756 0.00101323 88277.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16953.1 15857 0.010094 0.0010057 88025.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16803.2 15711.9 0.0101259 0.00102121 87866.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16651.4 15569.2 0.0101222 0.00100893 87784.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16504.7 15427.1 0.0100978 0.00102074 88133.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16355.7 15289 0.0100943 0.00100827 88047.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16210.4 15148.4 0.0100959 0.00101482 88095.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16063.2 15016.1 0.0101585 0.00100706 87417.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15922.5 14876.2 0.0100863 0.0010114 88155.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15775.6 14744.5 0.0101932 0.00101009 87116.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15637.6 14610.1 0.01014 0.00100767 87600.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15494.8 14478.3 0.0101229 0.00101012 87788.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15359.1 14345.5 0.010132 0.00100855 87685.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15221.3 14213.2 0.0101825 0.00102864 87395.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15081.2 14087.2 0.0101239 0.00100929 87771.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14948 13959.2 0.0101378 0.00100796 87624.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14813.5 13832.5 0.0101052 0.00100826 87941.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14679.1 13710.3 0.0101231 0.00101103 87795.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14551.1 13584.2 0.0101407 0.00100859 87602.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14420.1 13459.4 0.010137 0.00100618 87615.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14289.9 13337.7 0.010129 0.00101128 87741.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14162.3 13216.7 0.0101293 0.00101046 87730 0
: 85 Minimum Test error found - save the configuration
: 85 | 14033.8 13098.7 0.0101467 0.00100988 87558.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13910.3 12979.1 0.010164 0.00103037 87588.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13784 12862.1 0.0101352 0.0010203 87768.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13661.1 12745.8 0.0101675 0.00100975 87357.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13539 12630.4 0.0101495 0.00100728 87506.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13418.4 12514.5 0.0101492 0.0010157 87589.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13296.4 12402.3 0.0102549 0.00102078 86635.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13177.1 12290.9 0.0101448 0.0010166 87640.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13060.2 12179 0.0101484 0.00101591 87599.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12941.4 12070.1 0.0101293 0.00101152 87740.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12826.9 11959.6 0.0101308 0.00101103 87721.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12710.3 11852.5 0.0101702 0.00103368 87560.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12597.4 11744.3 0.0101422 0.00101305 87630.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12482.5 11639.4 0.0101605 0.00101045 87431 0
: 99 Minimum Test error found - save the configuration
: 99 | 12371 11534.6 0.0101659 0.00101062 87381.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12261.6 11427.4 0.0101442 0.00101525 87632.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12149 11325.7 0.010163 0.00102386 87535.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 12040.3 11223.4 0.0102539 0.00101497 86590.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11931.9 11121.6 0.0101684 0.0010173 87421.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11825.1 11021 0.0101417 0.00101397 87645 0
: 105 Minimum Test error found - save the configuration
: 105 | 11718.5 10920.9 0.0101673 0.00101651 87423.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11612 10822.5 0.0101967 0.00103813 87349.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11508.1 10724.3 0.0101685 0.00102799 87522.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11404 10627.8 0.0101676 0.0010141 87397.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11302 10530.8 0.0101813 0.00101897 87313.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11200.1 10434.9 0.0101654 0.00101721 87449 0
: 111 Minimum Test error found - save the configuration
: 111 | 11098.7 10340.6 0.0102413 0.00102012 86757 0
: 112 Minimum Test error found - save the configuration
: 112 | 10997.5 10248.1 0.0101706 0.00101768 87403.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10899.3 10155.1 0.0101727 0.00102305 87435 0
: 114 Minimum Test error found - save the configuration
: 114 | 10801.5 10061.9 0.0101861 0.00101383 87219.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10703.6 9969.99 0.0101736 0.00101316 87332.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10605.9 9881.05 0.0101789 0.00102176 87363.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10510.6 9791.67 0.0102105 0.00103562 87194.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10416.8 9700.89 0.010172 0.00101585 87373.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10320.7 9614.08 0.0101548 0.00101427 87522.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10228.6 9526.5 0.0101806 0.00102 87330.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10134.6 9441.83 0.0101748 0.00102117 87396.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10045.3 9353.88 0.0101672 0.00101457 87406.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9952.67 9269.74 0.0101853 0.00101793 87265.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9863.17 9184.94 0.0101792 0.00101789 87323.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9772.76 9103.2 0.0101814 0.00101909 87314.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9684.93 9019.96 0.0101995 0.00102439 87192.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9597.73 8936.98 0.0102346 0.00103649 86974.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9510.73 8855.55 0.0101767 0.00101393 87309.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9423.27 8775.77 0.0101646 0.00101996 87482.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9339.95 8693.31 0.0101824 0.00101647 87279.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9253.18 8614.92 0.0102817 0.0011029 87157.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9169.17 8537.56 0.0101748 0.00101489 87336.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9086.25 8459.97 0.0101776 0.00101797 87340.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9004.32 8382.33 0.010187 0.00102096 87278.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8921.62 8305.96 0.0101712 0.00101719 87393.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8841.39 8230.06 0.0101746 0.00101982 87386.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8760.77 8154.6 0.010213 0.00103778 87191.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8681.03 8079.81 0.0101744 0.00101622 87353.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8601.13 8006.76 0.0102073 0.00103156 87186.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8524.41 7933.22 0.0101807 0.00101921 87321.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8446.68 7860.66 0.0101839 0.00102403 87337.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8369.44 7788.21 0.0101733 0.00102039 87404 0
: 143 Minimum Test error found - save the configuration
: 143 | 8292.81 7716.96 0.0101877 0.00101916 87255.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8216.44 7648.19 0.0101731 0.00101482 87352.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8143.29 7577.19 0.0101708 0.00101687 87394.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8068.16 7508.02 0.0101955 0.00103223 87304.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7994.97 7438.53 0.0102216 0.00103398 87073.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7921.46 7371.25 0.0101986 0.00102827 87237.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7849.64 7302.54 0.0101911 0.00102364 87265 0
: 150 Minimum Test error found - save the configuration
: 150 | 7776.91 7236.44 0.0102001 0.00102614 87203.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7707.25 7170.8 0.0101913 0.00102215 87248.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7636.85 7104.78 0.0102609 0.00101955 86567.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7566.97 7038.38 0.0101983 0.00102065 87168.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7496.72 6975.78 0.0101756 0.00102043 87382 0
: 155 Minimum Test error found - save the configuration
: 155 | 7429.14 6910.4 0.0101875 0.00101808 87246.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7360.94 6847.07 0.0102071 0.00102529 87129.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7293.77 6784.09 0.0102288 0.00103504 87015.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7227.42 6721.36 0.0101812 0.00101997 87324.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7160.97 6658.47 0.0101895 0.00101881 87234.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7095.01 6598.8 0.010174 0.00101897 87383.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7030.68 6537.07 0.0101869 0.00102491 87317.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6966.3 6477.48 0.010232 0.00102013 86844 0
: 163 Minimum Test error found - save the configuration
: 163 | 6902.29 6419.15 0.0102027 0.00101844 87105.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6839.76 6356.01 0.0102077 0.00101845 87057.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6775.42 6300.48 0.0101881 0.0010187 87246.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6714.29 6242.66 0.0102012 0.00102551 87186.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6652.99 6183.88 0.010205 0.00102368 87133.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6591.42 6126.16 0.0102466 0.001037 86866.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6531.32 6070.46 0.0101937 0.00102128 87218.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6471.13 6013.97 0.0102728 0.00102297 86487.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6412.87 5954.99 0.0101997 0.00102533 87199.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6352.53 5902.37 0.0103049 0.00102371 86195.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6293.45 5845.83 0.0102067 0.0010202 87084.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6237 5792.99 0.0102036 0.00102337 87144.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6179.32 5739.89 0.0102174 0.00102322 87011.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6122.47 5685.38 0.010289 0.00102681 86373.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6066.33 5633.01 0.0102082 0.00101991 87067.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6010.05 5582 0.0102325 0.0010486 87108.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5956.1 5527.6 0.0102175 0.00101812 86962.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5898.95 5477.7 0.0102149 0.00102176 87021 0
: 181 Minimum Test error found - save the configuration
: 181 | 5846 5425.78 0.0102157 0.00102763 87069.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5792.14 5374.93 0.0102107 0.0010264 87104.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5738.31 5326.02 0.0102202 0.00102488 87001.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5685.75 5274.96 0.0102029 0.00102128 87130.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5633.59 5226.2 0.0102652 0.00102031 86534.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5581.45 5177.9 0.010195 0.00102403 87231.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5530.82 5126.29 0.0102096 0.00102887 87138.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5478.67 5081.17 0.0102833 0.00103977 86547.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5428.94 5031.82 0.0102385 0.00101815 86764.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5377.68 4984.59 0.0102011 0.00102016 87137.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5328.52 4939.17 0.0102068 0.00103271 87202 0
: 192 Minimum Test error found - save the configuration
: 192 | 5280.08 4894.02 0.0102174 0.00102016 86982.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5229.94 4848.62 0.010287 0.00102157 86342.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5183.02 4802.56 0.0101844 0.0010191 87286.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5135.13 4758.76 0.0102089 0.00102207 87080.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5087.91 4711.48 0.0102173 0.00102138 86994.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5040.01 4668.38 0.0102122 0.00102283 87057.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4994.37 4625.06 0.0103542 0.00106518 86122.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4948.48 4581.37 0.0102781 0.00102248 86434.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4901.56 4540.83 0.0102116 0.00101918 87027.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4857.7 4495.87 0.0102093 0.00102532 87108.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4812.87 4452.99 0.0104345 0.00102809 85048.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4767.72 4413.85 0.010213 0.00102035 87025.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4723.48 4372.13 0.0102188 0.00102286 86995.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4680.54 4331.89 0.0102125 0.00102061 87033.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4638.08 4292.3 0.0102241 0.00102226 86938.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4594.99 4251.89 0.0102017 0.00102399 87167.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4552.4 4210.58 0.0102431 0.00104178 86944.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4510.46 4171.64 0.0102105 0.0010356 87194 0
: 210 Minimum Test error found - save the configuration
: 210 | 4469.2 4135.01 0.0102063 0.00102104 87095.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4428.02 4096.5 0.0102091 0.00102208 87079.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4387.57 4055.51 0.0102259 0.00102107 86911 0
: 213 Minimum Test error found - save the configuration
: 213 | 4347.35 4017.08 0.0103091 0.00103311 86244.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4307.37 3981.81 0.010209 0.00101862 87048 0
: 215 Minimum Test error found - save the configuration
: 215 | 4267.23 3943.36 0.010197 0.00102235 87197.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4227.82 3908.25 0.0102199 0.0010259 87013.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4189.79 3871.05 0.0101979 0.00101972 87163 0
: 218 Minimum Test error found - save the configuration
: 218 | 4151.76 3833.97 0.0102227 0.00103651 87087.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4112.54 3798.89 0.0101961 0.00102403 87220.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4076.77 3761.42 0.0102242 0.00101917 86909.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4037.66 3727.47 0.0102329 0.00101952 86830.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4001.75 3691.85 0.0102049 0.00102006 87100.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3963.77 3658.15 0.0102075 0.00101939 87069.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3929.04 3623.14 0.0102032 0.00102393 87153.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3892.44 3592.03 0.0102021 0.00102136 87138.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3857.46 3556.66 0.0102291 0.00101991 86869.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3822.02 3523.25 0.0102394 0.0010175 86750.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3787.52 3489.62 0.0101943 0.00102005 87200.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3752.2 3457.07 0.010258 0.00104428 86826.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3717.88 3425.58 0.0102267 0.00102131 86905.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3684.46 3393.73 0.0102085 0.00102149 87079.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3650.98 3362.08 0.0102002 0.001023 87173 0
: 233 Minimum Test error found - save the configuration
: 233 | 3618.01 3330.19 0.0102834 0.00102333 86392.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3585.05 3298.65 0.0102088 0.00101602 87024.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3551.64 3268.52 0.0101883 0.00101956 87252.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3519.96 3238.09 0.0102062 0.00102102 87096.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3488.37 3207.97 0.0102103 0.00102042 87052.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3455.5 3178.54 0.0102513 0.00102969 86752.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3425.56 3147.87 0.010243 0.0010344 86875.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3394.25 3118.13 0.0102294 0.00102086 86875.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3362.62 3088.82 0.0102331 0.00102373 86868 0
: 242 Minimum Test error found - save the configuration
: 242 | 3331.69 3061.28 0.010231 0.00101934 86846.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3302.69 3032.63 0.010221 0.00103569 87096 0
: 244 Minimum Test error found - save the configuration
: 244 | 3271.77 3004.35 0.0102859 0.00101927 86331 0
: 245 Minimum Test error found - save the configuration
: 245 | 3242.47 2976.27 0.0102056 0.00101776 87071.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3212.8 2948.64 0.0102188 0.00101956 86963.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3183.96 2920.88 0.0102137 0.0010197 87013.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3154.24 2894.42 0.0102395 0.00102325 86802.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3126.21 2867.28 0.0102572 0.00104041 86798.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3098.36 2839.89 0.0102133 0.00102123 87031.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3069.18 2814.14 0.0102134 0.00101689 86989.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3042.57 2787.37 0.0102364 0.00102049 86806.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3014.02 2761.92 0.0102133 0.00101883 87008.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2986.78 2736.6 0.0103093 0.0010384 86291.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2960.07 2710.82 0.0102025 0.00101851 87108 0
: 256 Minimum Test error found - save the configuration
: 256 | 2933.17 2685.47 0.0102091 0.0010215 87073.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2906.22 2660.8 0.0102174 0.00102288 87008.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2880.44 2635.77 0.0102134 0.00101977 87016.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2853.63 2612.95 0.0102368 0.00103673 86956.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2828.7 2587.36 0.0102143 0.00102247 87034 0
: 261 Minimum Test error found - save the configuration
: 261 | 2802.45 2563.85 0.010204 0.00101907 87099.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2777.35 2540.07 0.0102187 0.00101932 86962.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2752.23 2516.48 0.0102178 0.00102026 86980.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2727.34 2492.7 0.0102537 0.00102073 86645.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2702.44 2469.95 0.0102009 0.00102084 87145 0
: 266 Minimum Test error found - save the configuration
: 266 | 2677.73 2448.08 0.0102196 0.0010236 86994.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2654.06 2424.94 0.0102046 0.00102019 87103.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2630.1 2401.93 0.0102979 0.00102716 86293.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2605.81 2380.21 0.0102495 0.00103664 86835.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2582.3 2358.51 0.0102094 0.00101595 87018.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2559.11 2336.5 0.010267 0.00101979 86512.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2536.34 2314.5 0.0102798 0.00102759 86465.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2512.9 2293.4 0.0102094 0.00102407 87095.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2489.99 2272.8 0.0103334 0.00102417 85936.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2467.26 2251.96 0.0102687 0.00102073 86505.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2445.32 2231.37 0.0102221 0.00102072 86943.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2423.66 2209.87 0.0102375 0.00102182 86808.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2400.63 2190.05 0.0102325 0.00101899 86828.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2378.78 2170.47 0.01025 0.00104043 86865.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2357.28 2150.88 0.0102226 0.00102263 86957 0
: 281 Minimum Test error found - save the configuration
: 281 | 2336.64 2130 0.0102165 0.00102265 87014.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2314.65 2110.58 0.0102601 0.00102089 86587.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2293.1 2091.67 0.0102292 0.00102256 86894.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2272.48 2072.87 0.0102445 0.00102535 86776.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2251.73 2054.01 0.0102298 0.00102192 86882.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2231.18 2035.06 0.0102287 0.00102025 86877.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2211.04 2016.2 0.0102466 0.00102466 86749.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2191.06 1996.72 0.0102611 0.00102389 86606.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2169.77 1979.22 0.0102412 0.00105303 87068.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2150.13 1961.72 0.0102519 0.00103517 86799.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2131.1 1942.53 0.0102454 0.00102269 86742.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2110.88 1924.86 0.0102382 0.00102033 86788.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2091.49 1906.86 0.0102263 0.00102361 86930.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2071.68 1890.21 0.0103181 0.00102483 86083.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2053.3 1872.69 0.010233 0.00102081 86841.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2033.94 1855.67 0.010232 0.00102629 86902.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2015.5 1838.39 0.010223 0.00102321 86958.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1996.75 1821.35 0.0102284 0.00103656 87033.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1977.93 1804.66 0.0102251 0.00102185 86926.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1959.98 1787.71 0.0102551 0.00104414 86852.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1941.31 1771.54 0.0102252 0.00102453 86950.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1923.1 1755.77 0.0102631 0.00102215 86571.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1905.29 1740.16 0.0102743 0.00102575 86500.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1887.96 1723.74 0.0102702 0.00102135 86496.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1869.7 1708.42 0.0102214 0.00102151 86957.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1852.59 1692.73 0.0102415 0.00102288 86780.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1835.76 1676.39 0.0102668 0.00102587 86571 0
: 308 Minimum Test error found - save the configuration
: 308 | 1817.71 1661.56 0.0102413 0.0010219 86773.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1800.86 1646.55 0.010225 0.00102077 86916.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1783.92 1631.73 0.0102615 0.00103939 86748.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1767.7 1616.24 0.0102483 0.00102317 86719.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1750.37 1602.21 0.0102418 0.00102299 86778.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.16 1587.34 0.010233 0.0010212 86845.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1717.42 1573.1 0.0103009 0.0011063 87007.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1702.21 1557.68 0.0102315 0.00102217 86868.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1685.17 1544.05 0.0102525 0.00101983 86648.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1669.45 1529.93 0.0102274 0.00102657 86948.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1653.04 1516.48 0.010248 0.00102217 86713.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1637.98 1502.4 0.0102256 0.00101876 86892.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1622.17 1488.51 0.0102686 0.00103746 86663 0
: 321 Minimum Test error found - save the configuration
: 321 | 1607.06 1474.51 0.0102422 0.00102454 86790 0
: 322 Minimum Test error found - save the configuration
: 322 | 1591.47 1460.9 0.010231 0.00102296 86880.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1576.23 1447.51 0.0102336 0.00102319 86858.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1561.52 1433.96 0.0102308 0.00102125 86865.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1546.36 1420.91 0.0102134 0.00102473 87063.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1531.47 1408.42 0.010224 0.00102157 86933.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.34 1394.69 0.0102683 0.00102204 86521.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1502.06 1382.5 0.0102428 0.00102455 86784.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1488.2 1369.63 0.0102311 0.00102382 86887.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1473.55 1356.73 0.0102537 0.00103948 86822 0
: 331 Minimum Test error found - save the configuration
: 331 | 1459.52 1344.3 0.0102829 0.00102658 86427.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1445.53 1331.78 0.0102384 0.00102299 86811 0
: 333 Minimum Test error found - save the configuration
: 333 | 1431.57 1319.54 0.0102183 0.00102258 86996.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.12 1307.16 0.0102173 0.00102323 87012.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1404.13 1295.34 0.0103373 0.00102859 85941.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1390.6 1284.03 0.0103003 0.00102903 86288.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1377.79 1271.67 0.0103381 0.00102674 85916.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1363.98 1259.54 0.0102301 0.00102429 86901.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.18 1248.03 0.0102511 0.00103825 86834.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1337.79 1236.47 0.0102531 0.00103993 86832.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.13 1224.59 0.0102271 0.00102171 86905.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.05 1213.74 0.010227 0.00102342 86922.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1299.9 1201.96 0.0102329 0.00102128 86846.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1286.85 1190.84 0.010262 0.00102196 86579.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1274.76 1179.6 0.0102309 0.00102159 86868.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1262.28 1168.49 0.0102776 0.00102562 86467.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1249.88 1157.98 0.0102452 0.00103476 86857.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1237.77 1147.66 0.0102341 0.0010337 86953.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1226.28 1136.27 0.0102291 0.00102573 86924.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1214.44 1125.05 0.0102666 0.00103935 86700 0
: 351 Minimum Test error found - save the configuration
: 351 | 1202.34 1114.68 0.0102699 0.00103887 86664.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1190.69 1104.36 0.0105393 0.00102784 84109.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1179 1094.16 0.0102687 0.00102503 86546 0
: 354 Minimum Test error found - save the configuration
: 354 | 1167.86 1084 0.010245 0.00102427 86761.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1156.45 1073.43 0.0103334 0.00102938 85984.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1145.35 1063.13 0.0102485 0.00102543 86739.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1133.86 1053.28 0.0102453 0.00102357 86751.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1123.53 1042.71 0.0102465 0.00102336 86738.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1111.85 1033.75 0.0102506 0.00103225 86783.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1101.28 1023.89 0.010287 0.00105291 86635.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1090.52 1014.02 0.0102713 0.0010344 86608.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1079.71 1004.83 0.0102674 0.00102523 86559.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1069.47 995.334 0.0102697 0.00102884 86572.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1059.15 985.107 0.0102476 0.0010252 86744.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1048.73 975.619 0.0103648 0.00103274 85726.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1038.35 966.338 0.0102557 0.00103419 86754.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1027.85 957.361 0.0102437 0.00102607 86789.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1018.09 948.318 0.010242 0.00102159 86763.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1008.26 939.167 0.0102587 0.00102292 86619.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.467 929.866 0.0103144 0.0010264 86132.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 988.342 921.152 0.0103003 0.00105104 86493.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 978.823 912.069 0.0102817 0.00102534 86427.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.107 903.27 0.0103183 0.00102422 86076.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 959.443 894.691 0.0102468 0.00102322 86734.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 950.364 886.538 0.0103636 0.00103152 85726 0
: 376 Minimum Test error found - save the configuration
: 376 | 941.063 877.473 0.0102669 0.00102325 86545.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 931.378 869.029 0.0102606 0.00102598 86630.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 922.44 860.658 0.0102588 0.00102472 86635.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 913.387 852.373 0.010243 0.00102468 86783.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.079 844.304 0.0102483 0.00103006 86784.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 895.422 836.311 0.0102908 0.00104702 86545.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 886.724 827.763 0.0102537 0.00102522 86688 0
: 383 Minimum Test error found - save the configuration
: 383 | 877.643 819.905 0.0103103 0.0010334 86235.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.36 811.488 0.0102581 0.00102365 86632.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 860.629 804.07 0.0102615 0.00102717 86633.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.072 795.739 0.0102558 0.00102114 86629.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 843.603 788.03 0.0102414 0.00102242 86777.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 834.667 780.773 0.0102543 0.00103029 86730.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 827.034 772.982 0.0102332 0.00102341 86863.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 818.874 764.947 0.0102289 0.00103356 87000.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 810.173 757.491 0.0102666 0.00104112 86716.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 802.48 749.758 0.0102523 0.00102041 86656.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.642 741.897 0.0102598 0.00102273 86607.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 786.33 734.854 0.01024 0.00102104 86777.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 778.306 727.637 0.0103922 0.00111628 86244.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 770.924 720.806 0.0102649 0.00102559 86586.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 763.553 712.773 0.0102669 0.0010413 86715.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.214 705.932 0.0102309 0.00102252 86877.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 747.754 698.759 0.0102801 0.00102942 86480.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.297 691.879 0.0102802 0.00102437 86432 0
: 401 Minimum Test error found - save the configuration
: 401 | 732.618 685.221 0.010283 0.00104035 86555.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.627 678.193 0.0103792 0.0010258 85530.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.094 671.683 0.0102557 0.00102538 86670.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.229 664.144 0.010267 0.00102533 86564.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 703.538 657.878 0.010262 0.0010252 86610.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 696.717 651.523 0.0102901 0.00102746 86368.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 689.775 644.858 0.0102329 0.0010216 86849.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.867 638.29 0.0102754 0.00102655 86497.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 675.754 631.379 0.01032 0.00102369 86055.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 668.763 625.045 0.0102891 0.00102739 86377 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.21 619.133 0.0103061 0.00104316 86365.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.456 612.454 0.0102829 0.00102752 86436.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.786 606.277 0.0102622 0.00102659 86620.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.054 599.584 0.0102413 0.00102132 86767.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 635.633 593.327 0.0102569 0.00102281 86635.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.203 587.122 0.0103334 0.00102785 85970.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.724 581.019 0.0103234 0.00102704 86055.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.018 575.519 0.0103018 0.00102745 86259.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 609.788 569.456 0.0103005 0.00104069 86394.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.666 563.331 0.0102999 0.00103196 86319 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.588 557.292 0.0103291 0.00104288 86149.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.645 551.765 0.0102754 0.00102463 86478.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.362 545.709 0.0102992 0.00105611 86551.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.128 539.831 0.0102949 0.00102905 86338.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.439 534.523 0.0102836 0.00102514 86407.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.482 528.843 0.0102922 0.00102957 86368.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.645 522.864 0.010286 0.00102826 86414 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.599 517.669 0.0103143 0.00105661 86415 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.886 512.236 0.0103122 0.00102976 86184.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.268 506.998 0.0102672 0.00102974 86604.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.709 501.454 0.0103036 0.00105223 86473.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.112 496.009 0.0102813 0.00103642 86534.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.676 490.947 0.0103232 0.00102783 86063.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.939 485.785 0.0103144 0.00102768 86144.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.749 480.579 0.0103053 0.00102995 86250.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.158 475.436 0.0103842 0.00105383 85741.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.79 470.508 0.010295 0.00103391 86383.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 500.859 465.553 0.0103151 0.00104183 86269.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.587 459.97 0.0102917 0.00102677 86347.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.197 455.32 0.0103167 0.00104129 86249.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.34 450.319 0.0103191 0.00104532 86264.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.237 445.393 0.0103058 0.00102649 86213.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.05 440.729 0.0103295 0.00104993 86210.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.348 435.623 0.0102611 0.00102925 86656.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.356 430.921 0.0102957 0.00102767 86318.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.589 426.337 0.0102554 0.00102386 86659 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.818 421.906 0.0102384 0.00102186 86800.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.831 417.53 0.0102461 0.0010238 86746.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.982 412.783 0.0102524 0.00102476 86696.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.306 408.263 0.0102856 0.00102493 86386.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.84 404.149 0.0102777 0.00106282 86815.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.3 399.29 0.0102639 0.00103562 86690.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.78 395.56 0.0102674 0.00102763 86582 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.275 390.642 0.0102397 0.00102395 86807.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.767 386.415 0.0102503 0.00102363 86705.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.322 382.356 0.0103427 0.00103082 85911.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.139 378.392 0.0102856 0.00103091 86442.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.914 373.598 0.0103356 0.00102652 85937.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.262 369.787 0.0102831 0.00102532 86414 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.309 365.516 0.0103326 0.00102677 85967.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.27 362.27 0.0103091 0.00105217 86422.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.986 357.686 0.0103351 0.00110865 86707.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.957 353.669 0.0102794 0.00104907 86670.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.883 349.928 0.010249 0.00102155 86697.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.56 345.66 0.010261 0.00102479 86615.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.686 342.128 0.0102908 0.00102635 86351.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.733 338.088 0.0102656 0.00102571 86580.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.783 334.566 0.0102629 0.00102078 86559.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.782 330.718 0.0102616 0.00102656 86626.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.11 326.305 0.0102799 0.00102317 86424 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.147 322.761 0.0102436 0.00102318 86763.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.327 319.171 0.0103151 0.00104549 86303.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.392 315.847 0.0102605 0.00102371 86610 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.053 311.925 0.0102679 0.00102064 86512.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.206 309.198 0.0102734 0.00102495 86500.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.738 305.491 0.0103561 0.00103062 85786.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.013 302.113 0.0102749 0.00103176 86550.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.031 298.234 0.0102771 0.0010264 86480.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.914 295.059 0.0102897 0.00102244 86325 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.6 291.466 0.0102534 0.00102438 86683.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.07 287.794 0.0102481 0.00102476 86736.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.331 284.859 0.0103162 0.00103934 86235.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.452 281.234 0.0102658 0.00102459 86568.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.791 278.136 0.0102748 0.00104071 86635.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.415 274.883 0.0102517 0.00102578 86712.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.271 271.906 0.0102947 0.00102692 86320.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.125 268.486 0.0103097 0.00102863 86197.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.951 265.528 0.0102411 0.00102316 86787.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.807 263.577 0.0102396 0.0010218 86788.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.549 259.402 0.0102938 0.00102588 86319.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.269 256.716 0.0102948 0.00105981 86626.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.31 254.048 0.0103219 0.00104666 86250.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.549 250.641 0.0102765 0.00102588 86480.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.027 248.041 0.0102886 0.00103343 86438 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.103 244.987 0.0102572 0.00102436 86647.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.276 242.655 0.0102339 0.00102152 86839.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.3 239.761 0.0103363 0.00102678 85933.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.451 236.461 0.0102632 0.00102391 86586.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.506 233.625 0.0102831 0.00103346 86489.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.639 231.392 0.0102607 0.0010222 86594.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.773 228.432 0.0102713 0.00103146 86581.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.033 225.799 0.0103075 0.00104775 86395.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.169 223.052 0.0102658 0.00103076 86626.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.678 220.41 0.0102662 0.00102291 86549.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.752 218.163 0.0102645 0.00102507 86585.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.178 215.635 0.0103003 0.00103054 86302.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.43 213.235 0.0102672 0.00102077 86519.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.056 210.826 0.0102729 0.0010298 86550.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.347 208.316 0.0102548 0.00102423 86668.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.758 205.343 0.0102533 0.00102436 86684.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.81 203.436 0.0102738 0.00102944 86539.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.608 201.021 0.0102783 0.00104022 86598.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.084 198.312 0.0102705 0.00104835 86747.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.606 196.342 0.0102946 0.00103418 86388.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.252 194.142 0.0102635 0.00103447 86682.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.929 192.221 0.0102835 0.00102604 86417.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.727 190.302 0.0103219 0.00103191 86114.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.97 187.541 0.0102488 0.00102735 86753.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.738 185.405 0.0102607 0.00102347 86606.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.333 182.728 0.0102787 0.00103166 86513.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.155 180.474 0.010273 0.00102554 86510.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.916 178.169 0.0102873 0.00104347 86544.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.509 176.662 0.0102734 0.00102243 86477.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.246 174.152 0.0102579 0.00102067 86606.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.99 173.025 0.0103271 0.00106263 86351.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.164 170.798 0.0102915 0.00102897 86369.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.671 168.009 0.01032 0.00102758 86091.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.362 166.566 0.0102366 0.00101873 86788.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.484 164.778 0.0102448 0.00103491 86863.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.243 163.062 0.0102545 0.0010236 86665.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.419 161.187 0.0102724 0.00102593 86519.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.204 158.539 0.0102987 0.00104182 86422.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.058 157.13 0.0102757 0.00102822 86509.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.476 154.855 0.0102759 0.00102999 86524.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.243 153.562 0.0102916 0.00102772 86357.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.316 151.18 0.0102839 0.00102726 86424.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.138 149.325 0.0103283 0.00102537 85994.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.084 147.199 0.0102479 0.00102334 86725.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.147 145.897 0.0102845 0.00102421 86390.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.389 143.999 0.0102614 0.00102311 86596.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.29 142.919 0.0102695 0.00102494 86537.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.46 140.99 0.0102826 0.00106121 86755.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.642 139.337 0.0102581 0.00102722 86665.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.762 138.525 0.0102492 0.00102424 86721.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.012 135.734 0.010368 0.00102767 85649.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.194 134.289 0.0102595 0.00102294 86612.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.451 132.117 0.0102457 0.00102375 86749.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.691 131.12 0.0102569 0.00102512 86656.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.845 130.069 0.0102922 0.00103481 86417.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.231 127.871 0.010274 0.00102321 86479.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.335 127.108 0.010343 0.0010273 85876.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.85 124.943 0.0102393 0.00102311 86803.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.082 123.747 0.010297 0.00104256 86444.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.534 121.861 0.0102554 0.00103081 86724.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.75 120.737 0.010274 0.00102535 86498.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.164 119.315 0.0102724 0.00102998 86557.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.752 117.834 0.010338 0.0010248 85899.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.918 115.969 0.0102361 0.00102397 86841.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.259 115.201 0.0102436 0.00102684 86798 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.642 113.095 0.0103449 0.00102503 85837.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.097 111.844 0.0102537 0.00102159 86654 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.781 110.608 0.0102269 0.00102147 86905.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.195 109.168 0.0102678 0.00104005 86694.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.014 108.146 0.0102581 0.00102306 86626.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.48 106.996 0.0102985 0.00102569 86273.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.852 105.258 0.0102575 0.00102288 86630.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.512 104.117 0.0102689 0.00102495 86543.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.947 102.878 0.0102482 0.00102355 86724.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.615 101.787 0.0102831 0.00102491 86410.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.495 100.031 0.0102373 0.00101984 86791.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.798 98.6085 0.0102848 0.0010259 86403.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.535 97.5879 0.0102969 0.0010217 86251.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.028 96.2506 0.0103106 0.00104346 86326.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.788 94.7362 0.0102683 0.00103159 86610.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.337 93.7552 0.0102697 0.00104539 86727.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.983 92.9826 0.0102498 0.00102321 86705.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.776 91.5926 0.0103111 0.00109986 86850 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.55 90.3011 0.0103014 0.00102696 86258.2 0
: 579 | 103.368 90.9561 0.0102458 0.000990974 86441.8 1
: 580 Minimum Test error found - save the configuration
: 580 | 102.27 88.6138 0.0102596 0.00102248 86607.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.845 86.798 0.0102495 0.00102351 86711.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.9134 85.8216 0.0102595 0.00102484 86630.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.502 85.5923 0.0102724 0.00104424 86691 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.6986 83.6855 0.0102458 0.00102671 86776.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.2817 83.486 0.0103008 0.0010245 86241.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.2094 81.4712 0.0102666 0.00104753 86776.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.9668 80.9573 0.010282 0.00102559 86426.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.9032 79.5486 0.0102709 0.00102097 86487.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.8801 78.3599 0.0102845 0.00102655 86412.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.5161 77.3189 0.0102618 0.00102299 86591 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.387 76.5997 0.010249 0.00102398 86720.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.4134 75.376 0.0103558 0.0010296 85779.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.3055 74.5273 0.0103018 0.00104659 86437.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.3751 73.5357 0.0102419 0.00102188 86767.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.2496 72.3527 0.0102368 0.00102178 86814.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.3553 71.7401 0.0102581 0.00102175 86613.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.2752 70.9611 0.010296 0.00102473 86287.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.3477 69.5251 0.0103288 0.00102674 86002.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.2835 68.9549 0.0102849 0.00102504 86394.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4358 68.0977 0.010266 0.00102743 86593.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.4117 67.1386 0.0103471 0.00102472 85814.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.4182 65.8454 0.0102281 0.0010223 86901.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4018 65.205 0.0103015 0.0010424 86401.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.584 64.1174 0.0102778 0.00102293 86440.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7292 63.3947 0.0102495 0.00102269 86703.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.7829 62.407 0.0102518 0.00102201 86676.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.8112 61.7174 0.0102549 0.00102619 86686.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.0282 60.9681 0.0102724 0.00102538 86514.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.1858 60.2847 0.010276 0.00102442 86471.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.4479 59.3023 0.0102417 0.00102425 86792.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.458 58.9402 0.0102362 0.00102278 86829.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.692 57.6007 0.0102508 0.00102191 86684.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8507 56.8997 0.0103167 0.00102683 86115 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.1118 56.331 0.010269 0.00102243 86518.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0697 55.605 0.0103239 0.00107789 86524 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.299 54.7191 0.0102427 0.00102677 86805.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.484 53.9323 0.0103119 0.00102641 86156.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8116 53.8433 0.0103604 0.001031 85750.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.9941 52.4009 0.0102626 0.00104689 86807.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.1843 52.3417 0.0102408 0.00102473 86805 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.6023 51.0184 0.0102671 0.00102405 86551.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.8205 50.4693 0.0102726 0.00102222 86483.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9874 49.3327 0.0102882 0.00104572 86556.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.1002 49.0739 0.0102609 0.00102778 86644.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5025 48.3858 0.0102564 0.00102756 86684.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7157 47.8964 0.0102849 0.00102844 86425.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2468 47.2765 0.010683 0.00138206 86013.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.6305 46.6978 0.0104508 0.00102688 84890 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7892 46.0597 0.0102534 0.00102332 86673.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.1711 45.4713 0.0102632 0.0010229 86577.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4401 44.7988 0.0102457 0.00102461 86757.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.833 44.3193 0.0102478 0.00103048 86793.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0579 43.3831 0.0103198 0.00105003 86302.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.6379 42.7321 0.0102419 0.00102125 86761.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.0645 42.6649 0.0102715 0.00103964 86656.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3078 41.1565 0.0102445 0.00102375 86761.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.4537 41.0955 0.0102473 0.00102208 86718.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.9137 40.4367 0.0103497 0.0010261 85804.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.2247 40.137 0.0102477 0.00102227 86716.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.5709 39.1697 0.0102712 0.00102585 86530.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0095 38.6176 0.0102561 0.0010222 86637.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4249 37.8544 0.0102531 0.0010246 86688.1 0
: 643 | 47.7528 37.877 0.010209 0.000989915 86776.6 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.3941 36.8876 0.0102878 0.00104432 86547.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8993 36.7175 0.0102577 0.00103177 86712 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1785 35.9095 0.0102626 0.00102401 86592.9 0
: 647 | 45.6969 35.9197 0.0102019 0.000990574 86849.3 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.1456 35.3115 0.0102769 0.00102729 86490.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.8949 34.8632 0.0102468 0.00103071 86804.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.041 34.366 0.0102443 0.00102464 86770.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4178 33.5657 0.0102363 0.00102129 86815 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8589 32.6792 0.0102681 0.00102308 86533.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3295 32.5804 0.0102537 0.00102201 86658.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7868 31.933 0.010312 0.0010462 86338.7 0
: 655 | 41.3496 32.0936 0.0102197 0.000991444 86690.4 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.8712 31.087 0.0102641 0.00102654 86602.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3805 30.3743 0.0103797 0.00102874 85552.9 0
: 658 | 39.9737 30.4083 0.0104609 0.00112956 85732.2 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.6413 29.8844 0.011563 0.00103068 75956.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.0746 29.1342 0.0102467 0.0010262 86763.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.396 29.1013 0.0103056 0.00105868 86515.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.0834 28.3122 0.0102755 0.00102111 86445.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4756 27.9969 0.0102459 0.00102226 86733.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2745 27.645 0.0102972 0.00105696 86577.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6602 27.1064 0.0102511 0.00102475 86708.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1637 26.8483 0.0102668 0.00102264 86540.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8856 26.0746 0.0102402 0.00102099 86775.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2799 25.8479 0.0102394 0.00102371 86808.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.797 25.8047 0.0102455 0.00102308 86745.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.4885 25.2277 0.0102485 0.00102117 86698.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0764 24.5076 0.0102551 0.00102095 86635.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6789 24.146 0.0102632 0.00102262 86574.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3067 24.0415 0.0102502 0.00102751 86742.9 0
: 674 | 33.0222 24.1961 0.0102426 0.000989494 86457.3 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.7932 23.4639 0.0102432 0.00102072 86744.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.2716 23.0038 0.0102488 0.00101985 86683.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6846 22.5299 0.0102563 0.00102595 86670.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2445 22.3256 0.0103327 0.00111118 86753.2 0
: 679 | 30.96 22.3507 0.0102221 0.000988322 86638.4 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.3876 21.7125 0.0102468 0.00102417 86743.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9986 20.9678 0.0102483 0.00102491 86735.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.5371 20.7906 0.0102524 0.00102426 86691.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.1866 20.2849 0.0102527 0.00102052 86653.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9064 20.0891 0.0102882 0.00103995 86503.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5953 19.9598 0.0102641 0.00102267 86566.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.3418 19.7119 0.0102387 0.00102214 86800.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.0776 19.6931 0.0102911 0.00102221 86310.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.5947 19.1352 0.0102479 0.00102493 86740.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1559 18.5355 0.0102328 0.00102374 86871.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.6519 18.2346 0.0102583 0.00102216 86615.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.3685 17.9959 0.0102487 0.00101875 86674 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.9782 17.5588 0.010221 0.00102163 86962.1 0
: 693 | 25.7009 17.5763 0.0102395 0.000997203 86558.9 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.4292 17.1726 0.0102731 0.0010376 86622.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0725 16.5831 0.010258 0.00102403 86637 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7146 16.5452 0.0102805 0.0010238 86423.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.4732 16.2177 0.0102397 0.00102414 86810.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2238 16.1169 0.0102565 0.00102337 86644.2 0
: 699 | 24.3553 16.2064 0.0103034 0.000989663 85894.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.6138 15.6269 0.0102756 0.00102703 86499.6 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2361 15.2351 0.0102584 0.00102535 86645.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.9986 15.2001 0.0103063 0.00102472 86192.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4987 15.0396 0.010279 0.00102195 86420.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.286 14.698 0.0102751 0.00104028 86628.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8693 14.2712 0.0102494 0.0010239 86716.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.5449 14.2001 0.0102554 0.0010265 86684.6 0
: 707 | 21.3652 14.212 0.0102206 0.000989784 86666.5 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.2983 13.8276 0.0102377 0.00102354 86822.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.8483 13.5989 0.0102684 0.00102369 86535.6 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.6521 13.3487 0.0102856 0.00102464 86384.6 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.3239 13.096 0.0102515 0.00102076 86666.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.8468 12.5918 0.0102588 0.00103059 86690.8 0
: 713 | 19.705 12.6321 0.010267 0.000991104 86244.7 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.5976 12.4778 0.0102728 0.00104281 86673.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4067 12.3624 0.0102746 0.00102472 86487.3 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9846 11.9033 0.0102521 0.00102505 86701.6 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.6757 11.7347 0.0102547 0.00102439 86671.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.349 11.1457 0.0102566 0.00102873 86694.2 0
: 719 | 18.153 11.454 0.0103019 0.000992154 85931 1
: 720 | 17.9839 11.2057 0.0102156 0.000989374 86709 2
: 721 Minimum Test error found - save the configuration
: 721 | 17.6604 10.8945 0.0102502 0.00102705 86738.1 0
: 722 | 17.5472 11.0076 0.0102204 0.000990174 86671.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.253 10.3315 0.0102654 0.0010279 86603.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.9636 10.2651 0.0102802 0.00105975 86763.7 0
: 725 | 16.8479 10.2799 0.0102067 0.000990814 86806.2 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.5672 9.92497 0.0102515 0.00102432 86700.1 0
: 727 | 16.2383 10.312 0.0102292 0.000990353 86591 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.1917 9.75362 0.0103022 0.00102739 86255.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.8682 9.45323 0.0102579 0.00102398 86637 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.7329 9.31754 0.0102532 0.00102664 86706.4 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4553 9.12579 0.0103452 0.0010466 86034.4 0
: 732 | 15.3187 9.15243 0.0102292 0.000995483 86639.4 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.0155 8.37492 0.0102251 0.00102425 86948.3 0
: 734 | 14.7711 8.59645 0.0102156 0.000992814 86741.8 1
: 735 | 14.6789 9.15166 0.0102407 0.000990774 86487.5 2
: 736 | 14.4884 8.89854 0.0102272 0.000990584 86611.5 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.5287 7.81372 0.0102649 0.00103919 86714.6 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.076 7.64715 0.010244 0.00102758 86801.6 0
: 739 | 13.8016 7.73133 0.0103297 0.000990433 85659.4 1
: 740 | 13.5104 7.69925 0.0102576 0.000992914 86349.5 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.4035 7.40516 0.0102391 0.0010286 86857.7 0
: 742 | 13.3128 7.60156 0.0102327 0.000996764 86618.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.2949 7.32029 0.0102586 0.00102416 86632.2 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.2612 7.08092 0.010271 0.00104312 86693.4 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.8892 6.39884 0.0103081 0.00104954 86406.3 0
: 746 | 12.8191 7.68997 0.0102187 0.000989194 86678.4 1
: 747 | 12.6669 7.04256 0.0102513 0.000990383 86384.5 2
: 748 | 12.2918 6.59864 0.0102225 0.000990094 86651.2 3
: 749 | 12.0279 6.71032 0.0102142 0.000989974 86728.2 4
: 750 | 11.9412 6.40492 0.0113049 0.000995915 77602 5
: 751 Minimum Test error found - save the configuration
: 751 | 11.7565 6.398 0.0102897 0.00103022 86398.3 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5465 6.08234 0.0103345 0.00103695 86044.3 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.4343 5.99659 0.0102427 0.00102515 86791.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.5199 5.99347 0.0102541 0.00102448 86677.1 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.2815 5.62035 0.0103742 0.00106801 85964.7 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.0799 5.53205 0.0102968 0.001026 86292.6 0
: 757 | 10.7833 5.83565 0.0102647 0.000991275 86268.3 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.7864 5.51254 0.0102772 0.0010263 86478 0
: 759 | 10.6423 5.52559 0.0103537 0.000998013 85509 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.7984 5.18456 0.010283 0.00102388 86401.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2676 4.93433 0.0102599 0.00102803 86656.3 0
: 762 | 10.1664 5.48358 0.01027 0.000997874 86280.2 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.0271 4.70837 0.0102597 0.00102777 86655.5 0
: 764 | 9.87585 4.83861 0.0102294 0.000988943 86575.4 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.67664 4.65525 0.0102684 0.00103965 86685.3 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.68463 4.5138 0.0102659 0.00102522 86573.9 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.52072 4.28677 0.0102557 0.00102266 86645.3 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.37266 3.8369 0.010266 0.00102377 86558.9 0
: 769 | 9.4306 5.11142 0.0102202 0.000990223 86673.7 1
: 770 | 9.25949 4.05892 0.0102481 0.00100405 86542.4 2
: 771 | 9.00664 3.93256 0.0102206 0.000990114 86669.4 3
: 772 Minimum Test error found - save the configuration
: 772 | 8.97353 3.64133 0.010273 0.00103735 86620.9 0
: 773 | 8.86058 3.68269 0.0102064 0.000991783 86818.9 1
: 774 | 8.64009 3.84509 0.0102116 0.000990274 86755.7 2
: 775 | 8.61073 3.84078 0.0102218 0.000993463 86689.5 3
: 776 | 8.78779 4.81421 0.0102304 0.000992293 86598.1 4
: 777 | 8.75784 3.7259 0.0102389 0.000989424 86491.8 5
: 778 | 8.5031 3.8889 0.0102191 0.000988764 86670.7 6
: 779 Minimum Test error found - save the configuration
: 779 | 8.31186 3.35039 0.0102504 0.00103005 86764.9 0
: 780 | 8.06667 3.47599 0.0103 0.000989943 85928.8 1
: 781 | 7.99106 3.37175 0.0102173 0.00100088 86801.7 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.81873 2.90204 0.0102542 0.00102371 86669 0
: 783 | 7.83121 3.21261 0.0102973 0.000989493 85949.7 1
: 784 | 7.94861 3.3855 0.0102485 0.000991303 86419.6 2
: 785 | 7.67217 3.22375 0.010261 0.000989444 86285 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.59529 2.77414 0.0102658 0.00103947 86708.3 0
: 787 | 7.25969 2.80023 0.0102278 0.000990623 86606.9 1
: 788 | 7.14132 2.91678 0.0102378 0.000990204 86509.1 2
: 789 | 7.15475 3.07938 0.0102145 0.000989504 86720.5 3
: 790 | 7.2865 4.08653 0.0102082 0.000990103 86785.5 4
: 791 | 7.44655 3.60962 0.0102127 0.000989914 86741.5 5
: 792 | 7.20518 2.79007 0.0102385 0.000990903 86508.6 6
: 793 Minimum Test error found - save the configuration
: 793 | 6.81515 2.54371 0.0102607 0.0010319 86685.3 0
: 794 | 6.66431 2.9199 0.0102259 0.000991404 86631.5 1
: 795 | 6.67418 2.5445 0.0102241 0.000990203 86637.3 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.54803 2.11411 0.0102718 0.0010267 86532.7 0
: 797 | 6.34432 2.16496 0.0102389 0.000991563 86511.3 1
: 798 | 6.31001 2.30487 0.0102723 0.000993223 86215.8 2
: 799 | 6.23489 2.74199 0.010242 0.000991554 86482 3
: 800 | 6.28089 2.49731 0.010306 0.000992003 85892.2 4
: 801 | 6.11076 2.23641 0.0102953 0.000991334 85985.1 5
: 802 | 6.14203 2.6389 0.0102343 0.000989914 86538.7 6
: 803 | 6.21159 2.31456 0.0102489 0.000990123 86404.7 7
: 804 | 6.04281 2.7499 0.0102243 0.000993133 86663.3 8
: 805 | 6.05018 2.34461 0.0102288 0.000990894 86599.5 9
: 806 Minimum Test error found - save the configuration
: 806 | 5.87884 1.96952 0.0102697 0.00103013 86584.1 0
: 807 | 5.78975 2.1629 0.0102348 0.000992385 86557.9 1
: 808 Minimum Test error found - save the configuration
: 808 | 5.78435 1.81519 0.0102662 0.00103106 86625.3 0
: 809 | 5.5672 1.92283 0.0102326 0.000989164 86548 1
: 810 | 5.57283 2.16388 0.0102072 0.000991624 86809.6 2
: 811 | 5.43397 2.08293 0.010226 0.000991643 86632.7 3
: 812 | 5.40054 2.19139 0.010263 0.000985524 86230.6 4
: 813 | 5.47295 1.91513 0.0102163 0.000990034 86708.5 5
: 814 | 5.4268 2.15557 0.0102204 0.000990854 86678.5 6
: 815 Minimum Test error found - save the configuration
: 815 | 5.1705 1.70426 0.010269 0.0010569 86842.1 0
: 816 | 5.32012 2.23849 0.0102122 0.000989844 86745.4 1
: 817 | 5.21381 1.90241 0.0102439 0.000992143 86470.4 2
: 818 Minimum Test error found - save the configuration
: 818 | 5.07482 1.67506 0.0103383 0.00102599 85907.7 0
: 819 | 4.87956 2.10732 0.0102359 0.000988644 86511.9 1
: 820 | 4.93147 1.84141 0.0103037 0.000990234 85896.8 2
: 821 | 5.03242 1.80626 0.0102328 0.000991804 86570.7 3
: 822 | 4.79262 2.18419 0.0102516 0.000989233 86370.7 4
: 823 | 4.72653 1.67979 0.0102118 0.000990014 86751.5 5
: 824 Minimum Test error found - save the configuration
: 824 | 4.64478 1.52045 0.0102552 0.00102776 86698.1 0
: 825 | 4.57394 1.55786 0.0102402 0.00100103 86587.6 1
: 826 | 4.82207 1.69236 0.0102482 0.000995104 86457.3 2
: 827 | 4.7443 1.72709 0.0103163 0.000988893 85768.8 3
: 828 Minimum Test error found - save the configuration
: 828 | 4.49872 1.45553 0.010261 0.00102872 86652.4 0
: 829 | 4.38223 1.55812 0.0102212 0.000989934 86662.3 1
: 830 | 4.40261 1.47381 0.0102251 0.000990184 86628 2
: 831 | 4.3175 1.86508 0.0102059 0.000991254 86818.6 3
: 832 | 4.34698 2.00486 0.010229 0.000991764 86606.3 4
: 833 | 4.17516 1.60974 0.0102775 0.000990453 86141.9 5
: 834 | 4.14187 1.85921 0.0102291 0.000989024 86579 6
: 835 | 4.13176 1.51388 0.0102155 0.000990883 86724.2 7
: 836 | 4.07321 1.62687 0.0102302 0.000988783 86566.6 8
: 837 | 4.17214 1.495 0.0102346 0.000988693 86524.7 9
: 838 | 4.1025 1.50421 0.0102325 0.000988733 86544.5 10
: 839 | 3.89542 1.61114 0.0102052 0.000991163 86824.4 11
: 840 | 3.93146 1.59076 0.0103014 0.00107042 86664.5 12
: 841 | 3.93092 1.48399 0.0102422 0.000998954 86549.5 13
: 842 | 3.84242 1.86141 0.0102382 0.000991134 86514.3 14
: 843 | 4.17966 2.03471 0.0102217 0.000990624 86664 15
: 844 | 4.02645 1.67026 0.0102215 0.000989804 86657.6 16
: 845 | 3.82299 1.87108 0.0102181 0.000991704 86707.8 17
: 846 | 4.1066 2.12025 0.0102591 0.000989542 86304 18
: 847 | 3.66005 1.81529 0.0102259 0.000992554 86642.6 19
: 848 | 3.6421 1.52947 0.0102102 0.000991344 86779 20
: 849 | 3.72435 1.85487 0.0102229 0.000990832 86654.1 21
:
: Elapsed time for training with 1000 events: 8.7 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: 0.0118 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: 0.157 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= 3.30431e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08045e+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: 0.0298 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0363 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00129 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: 0.0939 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: 0.867 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: 0.00245 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: 0.0361 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00414 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: 0.000283 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: 0.0942 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 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: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0987 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.35 -0.194 10.4 2.23 | 3.182 3.195
: 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 : -0.148 0.0164 1.93 1.11 | 3.369 3.358
: 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.