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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.255 sec
: Elapsed time for training with 1000 events: 0.259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0025 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: 0.000772 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0039 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: 0.000302 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 = 31419.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 32977.1 31004.6 0.0101158 0.00105438 88286.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32405.1 30416.2 0.0101414 0.00101278 87636.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31717.4 29800.3 0.0102136 0.00101648 86983.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31055.1 29235.5 0.0103039 0.00101038 86081.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30384 28595.8 0.0101264 0.00100416 87697.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29634.8 27742.2 0.010128 0.00101321 87769.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28868.6 27029.1 0.0100749 0.000991207 88069.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28372.6 26631.1 0.00996251 0.000978927 89051.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28009.1 26305.5 0.00994862 0.000982135 89221.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27686.4 26003.6 0.00995169 0.000978187 89151.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27383.3 25718.9 0.0100021 0.00100607 88927.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27089.1 25453.2 0.00993343 0.000977445 89325.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26818.8 25185.8 0.00993183 0.000978926 89356.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26544.3 24933.1 0.00992948 0.000977685 89367.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26284 24684.1 0.00993936 0.000976396 89256.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26025.4 24444.3 0.00995306 0.000977576 89131.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25777.4 24205.7 0.00995406 0.000981156 89157.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25530.7 23973.3 0.00994943 0.000986286 89254.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25287.7 23747.6 0.00996508 0.000984966 89085.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25054 23520.8 0.00995587 0.000985356 89181.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24818 23301.4 0.00994697 0.000977446 89190.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24591.1 23081.2 0.00996892 0.000992667 89124 0
: 23 Minimum Test error found - save the configuration
: 23 | 24362.4 22867.9 0.00994221 0.000978656 89250.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24139.7 22656.7 0.00994858 0.000978026 89180.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23919.3 22448.9 0.0100437 0.000989076 88352.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23703 22242.5 0.00996672 0.000985707 89076.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23488.9 22038.5 0.00997496 0.000987716 89015.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23275.6 21839.1 0.00997271 0.000985006 89010.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23067.8 21640.4 0.00995958 0.000981626 89107.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22860.2 21445.4 0.00997725 0.000993916 89053.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22655.9 21252.8 0.00995215 0.000978437 89149.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22456 21059.6 0.00997315 0.000994427 89099.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22253.5 20872.7 0.00995356 0.000981786 89168.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22057.4 20686.1 0.00995524 0.000973106 89065.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21862.8 20501 0.00997029 0.000988076 89064.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21670.1 20317.4 0.00999164 0.000986196 88835.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21475.6 20141 0.0110035 0.000990357 79895.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21288.9 19963 0.00996363 0.000984576 89096.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21103 19785.3 0.00996234 0.000981486 89078.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20916.9 19611.2 0.0099776 0.000982076 88933.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20734.7 19437.7 0.00997424 0.000983346 88978.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20553.3 19266.5 0.0100199 0.00101611 88851.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20373.3 19098.1 0.00998371 0.000985976 88911.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20197.2 18929.5 0.0100002 0.000990006 88788.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20020.3 18764.8 0.00999039 0.000987366 88859 0
: 46 Minimum Test error found - save the configuration
: 46 | 19846.8 18601.2 0.0100798 0.000992566 88035.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19673.5 18441 0.00997546 0.000977145 88905.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19504.4 18280.6 0.00997974 0.000982496 88916.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19335.5 18122.3 0.00998471 0.000983756 88879.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19171.5 17961.8 0.00998849 0.000989086 88894.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19000.6 17811.2 0.00998577 0.000987355 88904.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18841.1 17656.1 0.0100133 0.000988055 88640.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18677.6 17505 0.0100343 0.00101307 88679.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18517.7 17355 0.00997609 0.000973715 88865.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18361 17203.7 0.00998804 0.000985277 88861.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18201.5 17057.7 0.00998806 0.000985215 88860.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18046.2 16912.8 0.0100066 0.000976346 88590.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17892.7 16768.9 0.0100205 0.000991276 88601.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17741.4 16624.9 0.00999235 0.000986016 88826.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17590.3 16482.7 0.010004 0.000989297 88743.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17440 16343.5 0.0100114 0.000991176 88689.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17291.9 16206.2 0.0100035 0.000988787 88744 0
: 63 Minimum Test error found - save the configuration
: 63 | 17145.2 16070.7 0.0100239 0.000998476 88638.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17000.1 15936.8 0.0099967 0.000985835 88781.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16859.3 15800.4 0.0100211 0.000988025 88563.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16716.8 15666.3 0.0101012 0.00100745 87972.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16575.7 15534.1 0.0100156 0.000996115 88696.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16433 15407.7 0.0100011 0.000989756 88777.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16297.7 15273 0.0100284 0.000992197 88532.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16146.3 15129.9 0.0100473 0.000997276 88397.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16010.9 15002.7 0.0100626 0.000991845 88195.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15857.1 14836.1 0.0100733 0.000996326 88135.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15742.6 14741.9 0.0100796 0.000992725 88039 0
: 74 Minimum Test error found - save the configuration
: 74 | 15600.5 14623.4 0.0101224 0.00101558 87846.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15450.6 14442.6 0.0101139 0.0010014 87791.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15305.6 14304.8 0.0101518 0.00100602 87471.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15152.2 14156.6 0.0101567 0.00100782 87442.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15007.2 14022.7 0.0101578 0.00101039 87456.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14868.7 13891.8 0.0101593 0.00100573 87397.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14732.3 13760.2 0.0101602 0.00100813 87412.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14594.7 13630.7 0.0101666 0.00100789 87348.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14462.2 13502.5 0.0101704 0.00100729 87306.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14329.5 13374.2 0.0101825 0.00100779 87196 0
: 84 Minimum Test error found - save the configuration
: 84 | 14196.3 13249.5 0.0102047 0.00102415 87141.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14067 13126.4 0.0101957 0.00101468 87135.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13936.3 13004.5 0.0102064 0.0010138 87026.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13809.5 12882.4 0.0103346 0.00102166 85901.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13682.9 12763.3 0.0101882 0.00101106 87173 0
: 89 Minimum Test error found - save the configuration
: 89 | 13557 12646.2 0.0101753 0.0010087 87273.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13433.3 12530 0.0101773 0.00100731 87240.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13312.7 12412.2 0.0101925 0.00100831 87106.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13189.3 12300.1 0.0101822 0.00101107 87229.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13069.5 12188.2 0.0102037 0.00101465 87060.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12950.5 12077.3 0.0102264 0.00103315 87020.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12835.7 11964.9 0.0102034 0.00103066 87215.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12717.8 11854.9 0.0102053 0.00102242 87119.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12602.5 11746.1 0.0101819 0.00100839 87208.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12488.2 11638.8 0.0101856 0.00100734 87162.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12374.3 11533.4 0.0101947 0.0010256 87249.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12263.1 11427.6 0.0101789 0.0010079 87231.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12151.6 11323.6 0.0101982 0.00101218 87088.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12042.2 11219.3 0.0102183 0.00101435 86919 0
: 103 Minimum Test error found - save the configuration
: 103 | 11931 11119.3 0.0101792 0.00101391 87285.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11825.8 11015.6 0.010219 0.00102338 86997.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11717.4 10914.9 0.0101919 0.0010109 87136.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11609.9 10817.1 0.0101914 0.00100728 87107.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11506.7 10716.9 0.0102943 0.00102224 86280.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11401.1 10619.7 0.0101844 0.00100859 87185.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11298.6 10521.9 0.0101964 0.00101429 87125.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11195.1 10426.5 0.0102077 0.00101562 87031.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11095.1 10330.2 0.0102282 0.0010192 86871.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10992.3 10237.4 0.0101983 0.00101412 87106.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10895.8 10141.1 0.0101871 0.0010118 87190.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10793.7 10050.1 0.0102288 0.00102856 86954 0
: 115 Minimum Test error found - save the configuration
: 115 | 10697.1 9957.97 0.0101912 0.00100847 87120.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10599.6 9867.17 0.0102101 0.00101176 86971.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10503.5 9776.94 0.0102126 0.00101126 86944.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10407.1 9689.04 0.0102131 0.00101607 86984.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10314.8 9598.52 0.0102281 0.00102928 86968.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10220.4 9510.04 0.0102155 0.00101038 86908.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10126.5 9423.47 0.0102101 0.00100983 86953.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 10034.6 9337.71 0.0102178 0.00101308 86912 0
: 123 Minimum Test error found - save the configuration
: 123 | 9943.18 9252.69 0.0102046 0.00101118 87018.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9853.17 9168.1 0.0102178 0.00101294 86911 0
: 125 Minimum Test error found - save the configuration
: 125 | 9763.03 9084.7 0.0102521 0.00102929 86741.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9675.2 9000.53 0.0102298 0.00101802 86844.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9586.58 8917.75 0.0102168 0.00101844 86972.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9501.02 8833.57 0.0103081 0.00102182 86148.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9412.17 8753.47 0.0102142 0.00101422 86956.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9325.46 8675.58 0.0101993 0.00101244 87080.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9242.21 8595.49 0.0102199 0.0010116 86878.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9158.67 8515.4 0.0102065 0.00101274 87015.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9073.96 8437.46 0.0102116 0.00102005 87036.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8991.27 8360.23 0.0102081 0.00101583 87029.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8910.01 8282.82 0.0102601 0.00103666 86735.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8827.43 8208.12 0.0102147 0.00101727 86980.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8748.7 8131.03 0.0102158 0.0010111 86912.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8667.29 8056.98 0.0102379 0.0010139 86730.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8588.25 7983.63 0.010207 0.00101449 87026.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8510.36 7909.76 0.0102126 0.0010128 86958.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8432.13 7837.75 0.0102155 0.0010102 86906.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8355.07 7766.09 0.0102322 0.00101302 86775.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8279.49 7693.86 0.0102656 0.00102242 86550.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8202.88 7623.61 0.0102185 0.00101764 86948.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8128.71 7552.64 0.0102492 0.00103426 86815.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8053.71 7483.57 0.0102145 0.00100996 86913.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7980 7414.84 0.0102067 0.00101123 86999.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7907.33 7346.07 0.0103455 0.00103578 85931.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7834.51 7279 0.0102267 0.00101368 86833.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7762.93 7211.42 0.0102208 0.00101406 86892.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7691.76 7145.26 0.0102279 0.00101862 86868.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7620.78 7079.82 0.0102185 0.00101751 86947.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7551.06 7015.13 0.0102141 0.0010151 86965.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7482.89 6948.99 0.0102414 0.00101244 86684 0
: 155 Minimum Test error found - save the configuration
: 155 | 7413.32 6885.32 0.0102412 0.00102776 86829.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7346.01 6821.4 0.010219 0.00101132 86884.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7277.61 6759.14 0.0102121 0.0010123 86958.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7211.68 6696.19 0.0102344 0.00101556 86778.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7143.95 6636.42 0.0102306 0.00101736 86831.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7080.32 6574.01 0.0102499 0.0010378 86842 0
: 161 Minimum Test error found - save the configuration
: 161 | 7013.89 6513.82 0.0102456 0.00101238 86643.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6949.93 6454.49 0.0102195 0.0010141 86905.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6887.03 6393.09 0.0102166 0.00101082 86902.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6823.17 6333.76 0.0102216 0.00101279 86873.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6760.06 6275.68 0.0102638 0.00102988 86637.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6697.77 6217.16 0.0102383 0.00101436 86730.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6635.91 6161.35 0.0102479 0.00101925 86686.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6575.88 6103.24 0.0103551 0.00103358 85823 0
: 169 Minimum Test error found - save the configuration
: 169 | 6514.77 6046.6 0.0102406 0.00101786 86742 0
: 170 Minimum Test error found - save the configuration
: 170 | 6455.04 5990.3 0.0102151 0.00101344 86941 0
: 171 Minimum Test error found - save the configuration
: 171 | 6394.58 5934.54 0.0102314 0.00101499 86801.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6337.2 5878.7 0.0102166 0.00101264 86918.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6277.84 5825.02 0.010221 0.00101389 86889.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6219.56 5771.56 0.0102167 0.00101512 86942 0
: 175 Minimum Test error found - save the configuration
: 175 | 6162.45 5717.73 0.0102728 0.00103444 86595.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6105.97 5664.86 0.0102464 0.00102079 86715.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6049.68 5611.61 0.0102309 0.00101655 86821.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5994.26 5558.86 0.0102208 0.00101123 86866.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5937.95 5507.12 0.0102184 0.00101115 86887.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5883.34 5456.01 0.0102283 0.00102779 86951.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5830.35 5403.47 0.0102504 0.00101395 86613.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5774.76 5354.83 0.0102262 0.00101325 86834.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5721.43 5305.38 0.0102607 0.00101739 86549.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5669.84 5254.79 0.0102456 0.00102494 86761.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5616.4 5206.23 0.0102648 0.00104746 86792.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5565.34 5156.78 0.0102203 0.00101255 86883.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5513.66 5109.47 0.0102353 0.00101276 86744.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5463.1 5059.6 0.0102156 0.00101239 86926.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5411.17 5014.99 0.0103213 0.00102203 86028.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5362.33 4966.41 0.0102387 0.00101432 86726.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5313.63 4919.07 0.0102715 0.00101811 86454.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5263.35 4872.64 0.0102449 0.00102155 86736 0
: 193 Minimum Test error found - save the configuration
: 193 | 5215.19 4828.02 0.0102309 0.00101864 86841.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5166.05 4782.81 0.0102419 0.0010137 86690.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5118.86 4738.46 0.0102469 0.00102065 86709.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5071.23 4694.92 0.0102423 0.00102902 86831.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5025.42 4650.17 0.0102264 0.00101397 86838.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4978.39 4606.23 0.0102392 0.00101793 86756.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4932.33 4564.14 0.0102357 0.00101754 86785 0
: 200 Minimum Test error found - save the configuration
: 200 | 4886.31 4521.35 0.0102505 0.00102767 86741.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4842 4478.7 0.0102477 0.00102104 86705.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4796.56 4438.03 0.0102422 0.00102047 86751.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4752.23 4395.72 0.0102385 0.00101277 86713.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4709.29 4354.6 0.0102408 0.00101457 86708.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4665.33 4314.01 0.0102318 0.00101401 86788.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4622.63 4273.34 0.0102602 0.0010353 86721.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4580.29 4233.08 0.0102541 0.00101828 86619.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4537.17 4193.86 0.0103179 0.00102581 86094.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4495.64 4154.17 0.0103939 0.0010394 85520.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4454.06 4115.92 0.0102502 0.00101467 86622.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4413.33 4077.7 0.0102394 0.00101502 86726.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4372.78 4038.63 0.0102355 0.00101227 86737.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4332.33 4001.16 0.0102338 0.00101709 86798.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4292.98 3963.67 0.0102907 0.00101759 86270.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4253.09 3926.33 0.010236 0.00101387 86747.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4213.2 3891.63 0.0102714 0.00103663 86629.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4175.55 3854.29 0.0103131 0.00102605 86141.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4137.06 3817.8 0.0102789 0.00101809 86385.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4098.99 3781.86 0.0102519 0.0010171 86629.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4061.35 3746.7 0.0102311 0.00101388 86793.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4024.81 3710.77 0.0102471 0.00101418 86646.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.49 3676.68 0.0102438 0.00101634 86697.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3950.62 3642.55 0.0102397 0.00102009 86771.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3915.11 3607.59 0.0102667 0.00101928 86510.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3878.38 3574.41 0.0102875 0.00102785 86396.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3843.11 3540.81 0.0102793 0.00103697 86558.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.49 3507.43 0.0102612 0.00101765 86547 0
: 228 Minimum Test error found - save the configuration
: 228 | 3772.74 3475.61 0.0102396 0.00101569 86731 0
: 229 Minimum Test error found - save the configuration
: 229 | 3738.72 3443.28 0.0103538 0.00103743 85870.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3705.36 3410.54 0.0104484 0.00102896 84930.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3670.81 3378.62 0.0102537 0.00101615 86602.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3637.38 3347.82 0.0102601 0.0010189 86568.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.36 3316.29 0.0102614 0.00102196 86585 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.08 3284.66 0.0102413 0.00101877 86744.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3538.22 3255.17 0.0103809 0.00102192 85479.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3507.36 3224.36 0.0102855 0.00103641 86495.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3474.64 3194.72 0.0102464 0.00101647 86674.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3443.62 3164.52 0.0102793 0.00102021 86401.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.16 3134.49 0.0102478 0.00101476 86645.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3381.67 3105.23 0.0102644 0.00101947 86533.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3349.75 3077.72 0.0102533 0.00102236 86665 0
: 242 Minimum Test error found - save the configuration
: 242 | 3319.5 3049.13 0.0102721 0.00102015 86468.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.5 3019.4 0.0102643 0.00101736 86515.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3259.3 2992.12 0.0102433 0.00101798 86718.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3229.52 2965.08 0.0102477 0.00101545 86652.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3201.01 2936.95 0.0102889 0.00103706 86469.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3172.17 2908.61 0.0102328 0.00101561 86794.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3142.63 2881.79 0.0102534 0.00102105 86651.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3114.27 2854.91 0.0103597 0.00103614 85803.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.19 2829.47 0.0102778 0.001023 86441.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3058.21 2803.11 0.0102532 0.00101587 86604.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3030.62 2776.2 0.0102564 0.00102371 86648.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3003.21 2750.25 0.0102496 0.00101606 86640.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.35 2725.99 0.0102568 0.00101466 86560.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2948.65 2700.37 0.0102693 0.00101608 86456 0
: 256 Minimum Test error found - save the configuration
: 256 | 2922.18 2674.19 0.0102759 0.00103532 86575.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2894.48 2650.23 0.0102773 0.00102354 86451.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2869.57 2624.86 0.0102753 0.00103665 86592.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2842.25 2601.39 0.0102419 0.00101666 86718.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2817.6 2576.66 0.0102416 0.00101985 86751.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2791.53 2552.81 0.0102446 0.00101508 86678.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2765.99 2530.15 0.0102365 0.00101317 86736.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2741.55 2506.37 0.0102523 0.00101804 86634 0
: 264 Minimum Test error found - save the configuration
: 264 | 2717.08 2482.35 0.0102509 0.00102145 86678.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2691.45 2460.18 0.010265 0.0010206 86539.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2667.31 2437.78 0.0102778 0.00105358 86728.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2643.15 2415.79 0.0102487 0.00101575 86646.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2619.6 2393.14 0.0103012 0.00101849 86181.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2596.03 2370.85 0.0102475 0.00101529 86652.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2572.11 2348.72 0.010357 0.00102627 85738.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2548.77 2327.45 0.0102414 0.00102206 86773.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2525.62 2306.11 0.0102644 0.00102004 86538.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2503.15 2284.47 0.0102564 0.00102086 86622.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2480.2 2263.98 0.0102583 0.00102473 86640.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2457.91 2242.87 0.0102641 0.00102356 86575.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2435.46 2222.27 0.01026 0.00101864 86567.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2413.61 2201.18 0.0102821 0.00103738 86535.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2391.18 2181.09 0.0102355 0.00101651 86777.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2368.87 2161.97 0.0102624 0.00101726 86532.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2347.78 2142.22 0.0102727 0.00101915 86453.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2327.16 2121.47 0.0102575 0.00102428 86643.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2304.82 2102.64 0.010274 0.00102334 86480.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2284.28 2083.09 0.01027 0.00102217 86506.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2262.95 2064.33 0.0102584 0.0010195 86590.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2242.64 2045.4 0.010255 0.001018 86608.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2222.09 2026.54 0.0102496 0.00101796 86658.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2201.68 2008.1 0.0103429 0.00109891 86542.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2181.54 1989.49 0.0104019 0.0010189 85260.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2161.16 1971.56 0.0102715 0.00101882 86461 0
: 290 Minimum Test error found - save the configuration
: 290 | 2141.41 1953.56 0.0103945 0.00103882 85509.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2121.87 1935.62 0.010284 0.00102549 86407 0
: 292 Minimum Test error found - save the configuration
: 292 | 2102.26 1917.8 0.0102463 0.00101825 86692.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2083.09 1899.9 0.0102528 0.00101709 86620.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2063.52 1882.66 0.0102438 0.00101487 86684.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2044.44 1865.82 0.0103195 0.00102022 86027.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2025.47 1848.83 0.010259 0.00101651 86556.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2006.95 1831.57 0.0103039 0.00103843 86341.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.21 1814.95 0.0102746 0.00102239 86465.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1969.89 1798.01 0.0102607 0.0010204 86577.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1951.49 1781.99 0.0102743 0.00101427 86393.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1933.18 1765.58 0.0102516 0.00101749 86635 0
: 302 Minimum Test error found - save the configuration
: 302 | 1915.69 1749.26 0.0102384 0.00101558 86741.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1897.7 1732.8 0.0102552 0.00101415 86570 0
: 304 Minimum Test error found - save the configuration
: 304 | 1879.68 1717.07 0.010281 0.00101703 86356.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1861.82 1701.97 0.0102564 0.00101795 86594.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1844.82 1686.33 0.0102768 0.00102468 86466.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1827.77 1671.84 0.0103047 0.00103887 86338.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1809.96 1655.99 0.0102771 0.00101893 86410.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1793.62 1640.21 0.0102667 0.00101705 86490.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1776.73 1625.11 0.0103547 0.00102572 85754.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1759.52 1610.82 0.0102678 0.00101447 86454.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.32 1595.79 0.0102614 0.00102092 86575.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1726.43 1581.36 0.0102657 0.00101723 86500.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1710.39 1567.21 0.0102765 0.00102458 86468.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1694.05 1552.73 0.0102752 0.00102444 86479.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1678.71 1538.17 0.0102605 0.00102202 86594.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1661.78 1524.28 0.0102879 0.00103439 86453.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1646.38 1510.1 0.010292 0.0010404 86471.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1630.41 1496.88 0.0102591 0.00101764 86566.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1615.95 1482.07 0.0102609 0.00101675 86541.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1599.21 1469.27 0.0102678 0.00101866 86494.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1584.89 1455.27 0.0103486 0.00109868 86487.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1569.5 1441.99 0.010303 0.00102485 86224 0
: 324 Minimum Test error found - save the configuration
: 324 | 1554.67 1428.43 0.010279 0.00102342 86433.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1539.65 1415.23 0.010298 0.00102458 86268.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1524.62 1402.73 0.0102702 0.00102167 86500.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1510.58 1389.36 0.0102973 0.00103695 86389.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1495.6 1376.53 0.0102823 0.00102544 86422.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1481.32 1364.15 0.0102612 0.00102182 86585.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1467.31 1351.55 0.0103652 0.00103389 85732.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1453.08 1339.06 0.0103107 0.00102834 86184.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1439.73 1326.56 0.0102912 0.00102373 86323.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1425.1 1314.45 0.0102628 0.00101662 86521.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1411.46 1302.28 0.0102724 0.00102616 86521.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1398.06 1290.08 0.0102638 0.00101526 86500.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1384.66 1278.01 0.0102614 0.00101741 86542.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1371.36 1266.63 0.0103027 0.00103373 86309.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1357.94 1254.3 0.0102876 0.00102096 86331.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1344.89 1242.54 0.0102897 0.00102279 86328.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1332.09 1230.94 0.0102705 0.0010239 86518.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1318.83 1219.4 0.0102601 0.00101714 86552 0
: 342 Minimum Test error found - save the configuration
: 342 | 1305.87 1208.73 0.0102659 0.00101764 86502.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1293.91 1196.8 0.0102551 0.00101804 86607.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1281.21 1185.74 0.0102733 0.00101623 86420.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1268.88 1174.55 0.0102606 0.00101752 86550.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1256.53 1163.86 0.0102848 0.00102437 86388.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1244.62 1152.83 0.0102922 0.00102613 86336.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1232.2 1141.8 0.010277 0.0010248 86466.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1220.03 1131.56 0.010286 0.00101929 86330.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1208.64 1121.13 0.0103488 0.0011047 86542.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1196.97 1110.13 0.0102802 0.00102773 86463.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1185.09 1099.92 0.0102658 0.00101773 86504.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1173.98 1089.41 0.0102715 0.00101901 86463.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1162.54 1078.61 0.0103153 0.00102301 86092.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1150.76 1069.03 0.0102834 0.00102791 86434.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1139.96 1058.79 0.010295 0.00102605 86310.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1128.76 1048.97 0.0103056 0.00105429 86474 0
: 358 Minimum Test error found - save the configuration
: 358 | 1118.22 1038.56 0.0102719 0.00101913 86460.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1106.54 1029.01 0.0102642 0.00101885 86530.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1096.12 1019.12 0.0102735 0.00101721 86427.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1085.27 1010.53 0.0102691 0.00101963 86491.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1075.33 1000 0.0102769 0.00102604 86478.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1064.03 990.737 0.010287 0.00102249 86351.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1054.46 980.511 0.0102996 0.00102503 86256.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1043.2 971.868 0.0102619 0.00102204 86581.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1033.77 961.915 0.010279 0.00101904 86393.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1023.23 952.987 0.0102698 0.00101825 86471.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1013.54 943.72 0.0102827 0.00103202 86480.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.95 935.008 0.0102814 0.00102358 86413.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 993.471 926.59 0.0102758 0.00101877 86421 0
: 371 Minimum Test error found - save the configuration
: 371 | 983.89 917.147 0.0103948 0.00104235 85539.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 974.201 908.329 0.0103265 0.00103183 86071 0
: 373 Minimum Test error found - save the configuration
: 373 | 964.45 899.565 0.0102972 0.00102037 86236.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 955.212 890.686 0.0102774 0.00102201 86436.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 945.705 881.896 0.0102683 0.00101743 86477.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 936.077 873.859 0.0102641 0.00101559 86500.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 927.13 865.178 0.0102808 0.00101886 86374.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.864 857.355 0.0102952 0.00103506 86391.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 909.2 848.285 0.0103786 0.00103831 85650.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 900.079 839.766 0.0103045 0.00102325 86195 0
: 381 Minimum Test error found - save the configuration
: 381 | 890.873 831.905 0.0102696 0.00102224 86511 0
: 382 Minimum Test error found - save the configuration
: 382 | 882.231 823.435 0.0102802 0.00102015 86392.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 873.218 816.012 0.0102832 0.00101805 86345 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.942 807.632 0.0102735 0.00101696 86425.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 856.447 799.534 0.0102704 0.00102121 86494.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.542 791.743 0.0102855 0.00102125 86353.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 839.041 784.078 0.0103705 0.00102479 85600.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 831.073 776.646 0.0103184 0.00104765 86292.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 822.638 768.641 0.0102943 0.00102254 86283.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 814.507 761.258 0.0103084 0.00101757 86106.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 806.255 753.703 0.0103739 0.0010268 85587.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 798.416 746.386 0.0102667 0.00101996 86516.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 790.434 739.606 0.010269 0.0010158 86456.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 782.613 731.282 0.0102731 0.00101672 86427 0
: 395 Minimum Test error found - save the configuration
: 395 | 774.847 724.089 0.0102809 0.00101892 86374.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 766.563 716.999 0.0102824 0.00102092 86379.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 759.121 709.498 0.010276 0.0010222 86451.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 751.349 702.653 0.0103002 0.00103399 86334.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.963 695.234 0.0102614 0.00101749 86543.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 736.336 688.051 0.0103027 0.00101692 86153 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.841 681.585 0.0102792 0.00101803 86382.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.603 674.463 0.0102623 0.00101628 86523.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 714.215 667.516 0.0102863 0.00102175 86350.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 707.195 660.823 0.0102866 0.00102318 86360.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.991 653.97 0.0102872 0.00102445 86367.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.832 647.854 0.0102824 0.00101918 86362.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 686.011 641.38 0.0102615 0.00101856 86552.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 679.007 634.522 0.0102838 0.00103426 86490.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 672.051 627.48 0.0102657 0.00101492 86479.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.95 621.19 0.0102712 0.00101574 86435.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.404 615.183 0.0103675 0.00103133 85688.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 652.008 608.183 0.0102841 0.00102595 86409.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 645.023 602.195 0.0102931 0.0010339 86400.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.5 596.076 0.0102976 0.00102394 86265.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.155 589.749 0.0102607 0.00101929 86567.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.143 584.155 0.0102948 0.00101845 86240.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.092 578.227 0.01028 0.00101747 86369.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.736 572.236 0.0103051 0.00103363 86286.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.364 565.959 0.0102725 0.00101887 86452.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 600.147 559.851 0.0102763 0.00102136 86440.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 594.082 554.377 0.0102882 0.00102436 86357.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 588.183 548.337 0.010277 0.00102064 86427.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.758 542.657 0.0103381 0.00102634 85912.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.641 537.097 0.0102896 0.00101656 86271.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.764 531.504 0.0102598 0.00101498 86535 0
: 426 Minimum Test error found - save the configuration
: 426 | 564.102 526.395 0.010262 0.00101593 86523.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.195 520.332 0.0102794 0.00101695 86370 0
: 428 Minimum Test error found - save the configuration
: 428 | 552.811 514.526 0.010306 0.00103918 86329.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.887 509.519 0.0102941 0.00102628 86319.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 541.125 504.076 0.0102928 0.00102206 86292.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 535.576 498.498 0.0103693 0.00102721 85633.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.045 492.786 0.010286 0.00102642 86397.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.191 487.687 0.0102605 0.00101597 86537.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.929 482.886 0.0102864 0.00101925 86326.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.645 477.46 0.0103171 0.00101979 86046.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 508.35 472.595 0.0102786 0.00102531 86455.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.787 468.046 0.0103142 0.00102336 86106.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.276 463.229 0.0103146 0.00104687 86320.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.745 457.106 0.0102772 0.00101719 86393.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.548 452.715 0.0102743 0.00102284 86473.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 482.515 447.825 0.0102595 0.00101475 86536 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.312 442.702 0.010283 0.00101872 86353.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.44 438.016 0.0102732 0.00101957 86452.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 467.542 433.08 0.0102832 0.00102345 86395.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.683 428.969 0.0102908 0.00102377 86327.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.775 423.711 0.0102694 0.00102115 86503.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.132 419.141 0.0102687 0.00101456 86447.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 448.097 414.738 0.010338 0.00104718 86106.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.821 410.579 0.0102799 0.00103239 86509.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.999 406.522 0.0102615 0.00101604 86528.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.461 401.303 0.0103637 0.00110901 86442.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.96 396.66 0.0103051 0.00103192 86270.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.133 392.438 0.0102845 0.0010223 86373 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.832 388.508 0.0102857 0.00102137 86353 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.245 383.865 0.0102804 0.00101849 86375.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.053 379.903 0.0102513 0.00101627 86626.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.824 375.663 0.0102601 0.00101544 86536 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.353 371.883 0.0102959 0.00104555 86482.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.306 367.398 0.0102795 0.00101797 86379.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.902 363.466 0.0102756 0.00102583 86488.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.656 359.473 0.0102969 0.00102298 86263.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.742 355.461 0.0102845 0.00102366 86384.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.385 351.408 0.010273 0.00101922 86450.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.574 347.669 0.0102695 0.00101655 86459 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.479 343.945 0.0102565 0.00101667 86581.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.528 339.66 0.0102549 0.00101571 86587.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.844 336.124 0.0102668 0.00101643 86482.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.738 332.243 0.0102857 0.0010167 86308.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.77 328.96 0.0103022 0.00103987 86371.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.044 324.767 0.0102824 0.00102294 86398.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.092 321.488 0.0102671 0.00101638 86479.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.479 317.743 0.0103731 0.00102301 85561 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.671 314.433 0.0102591 0.00101662 86556.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.069 310.364 0.0102581 0.00101273 86529.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.431 306.938 0.0102644 0.00101591 86500.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.872 303.705 0.0102622 0.00101867 86547.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.3 300.869 0.0102798 0.0010237 86429.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.818 296.686 0.0102907 0.00102166 86308.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.264 293.495 0.010306 0.00103753 86314 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.766 290.353 0.0102635 0.00101768 86525.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.168 287.343 0.0102513 0.00101512 86616 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.109 283.589 0.0102608 0.00101313 86508.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.515 280.22 0.0102722 0.00101531 86422.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.211 276.892 0.0102642 0.00101714 86514.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.01 274.266 0.010273 0.00102132 86470.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.772 270.93 0.010323 0.00105403 86309.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.498 267.221 0.0102724 0.00102013 86465.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.188 264.619 0.0102585 0.00101373 86535 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.043 261.346 0.0102864 0.00102975 86424.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.701 258.538 0.010251 0.00101445 86612.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.92 255.501 0.0102499 0.00101653 86641.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.699 252.703 0.0103529 0.00102543 85767.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.836 250.022 0.0102906 0.00102216 86314 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.908 248.073 0.0102696 0.00102191 86508 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.964 244.121 0.0102801 0.00101959 86388.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.72 241.215 0.0103023 0.00101413 86130.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.995 239.216 0.0102485 0.00101583 86648.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.85 235.955 0.0102465 0.00101474 86657.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.291 233.097 0.010293 0.0010316 86380 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.581 230.767 0.0102701 0.00101456 86434.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.994 227.897 0.0102641 0.00101855 86528 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.031 225.289 0.0102769 0.00102166 86437.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.335 223.177 0.0102853 0.00102889 86426.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.607 219.846 0.0102892 0.00101778 86286.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.587 217.871 0.0102547 0.00101836 86614.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.184 215.595 0.0102573 0.00101323 86541.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.496 213.043 0.0102584 0.00101398 86538.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.922 210.547 0.0102527 0.0010148 86600.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.29 208.388 0.0103175 0.00103693 86201.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.675 206.093 0.0102875 0.00104056 86515.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.108 203.256 0.0102897 0.00102358 86336.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.429 201.716 0.0104854 0.00102944 84602.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.336 199.182 0.0103276 0.0010418 86152.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.146 196.719 0.0102757 0.00102994 86526.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.244 194.288 0.0104429 0.00102984 84988.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.094 191.922 0.0103861 0.00101884 85404.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.475 190.247 0.0104472 0.00103678 85012.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.338 187.94 0.0103691 0.00102219 85589.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.694 185.643 0.0103159 0.001045 86291.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.701 183.357 0.0102949 0.00101732 86229.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.243 181.66 0.0102613 0.00101607 86530.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.149 179.328 0.0102715 0.00101577 86432.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.707 178.501 0.0102712 0.00101704 86447.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.699 175.519 0.0102562 0.00101514 86569.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.57 172.912 0.0102944 0.00101578 86219.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.354 170.929 0.0102895 0.00104449 86533.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.3 169.296 0.0102625 0.00102371 86591.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.804 167.387 0.0102846 0.0010172 86324.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.957 164.943 0.0103138 0.00103398 86208.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.913 163.552 0.0102546 0.00101611 86594 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.803 160.723 0.010257 0.00101515 86562.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.667 159.201 0.0103856 0.0010283 85494.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.72 157.585 0.0103022 0.0010184 86171.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.706 156.205 0.0102694 0.00102389 86528.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.638 153.817 0.010292 0.00103338 86405.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.747 152.434 0.0117333 0.00102334 74696.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.659 150.592 0.0102897 0.00101315 86239.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.848 149.275 0.0102527 0.00101488 86600.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.983 146.755 0.0102699 0.00103358 86615 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.899 145.585 0.0102574 0.00101719 86578.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.111 143.803 0.0102616 0.00101469 86515.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.345 142.725 0.0102786 0.00102487 86452.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.292 139.965 0.0102698 0.0010226 86512.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.397 138.067 0.0102834 0.00101683 86331.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.529 137.424 0.0102599 0.00101511 86535.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.874 135.362 0.0102606 0.00101695 86546.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.191 133.611 0.0102498 0.00101217 86602.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.389 132.232 0.0102573 0.00101372 86546.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.687 130.064 0.0102759 0.00103196 86543.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.959 129.781 0.010253 0.00101781 86625.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.052 128.435 0.0102672 0.00102775 86585.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.493 127.031 0.0103729 0.00103629 85684.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.697 124.974 0.0102572 0.00101503 86560.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.28 124.182 0.0102472 0.00101377 86641.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.507 121.589 0.0102908 0.00101577 86253 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.771 121.28 0.0102713 0.00101736 86449.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.372 119.677 0.0102499 0.00101581 86635.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.633 118.22 0.0102636 0.00102021 86548.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.302 116.443 0.0102929 0.00103556 86418 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.596 115.984 0.0102745 0.00102224 86465.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.4 112.96 0.0102485 0.00101147 86607.7 0
: 562 | 126.931 113.404 0.0102168 0.000981617 86624.9 1
: 563 Minimum Test error found - save the configuration
: 563 | 125.068 112.587 0.0102535 0.00101642 86607 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.702 110.254 0.010249 0.00101253 86612.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.12 109.38 0.0102408 0.00101439 86707.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.034 108.293 0.0102635 0.00101788 86527.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.416 105.43 0.0102813 0.00102183 86397.7 0
: 568 | 117.789 105.47 0.0102218 0.000981877 86581.3 1
: 569 Minimum Test error found - save the configuration
: 569 | 116.423 104.596 0.010243 0.00101678 86709 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.18 103.688 0.0102744 0.00103233 86561.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.832 101.102 0.0102608 0.00101308 86507.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.543 100.638 0.0102449 0.00101406 86666.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.893 98.502 0.0103509 0.00102177 85752.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.968 97.7474 0.0102699 0.00102236 86509.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.576 96.9653 0.0102588 0.00101903 86582.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.255 95.7649 0.0102955 0.0010219 86266 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.283 94.9918 0.0102657 0.00101432 86473.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.764 92.779 0.0102618 0.00101446 86511 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.299 92.2396 0.0102429 0.00101341 86679.1 0
: 580 | 102.086 92.45 0.0102228 0.000981976 86572.7 1
: 581 Minimum Test error found - save the configuration
: 581 | 100.991 89.9525 0.0102528 0.00101681 86617.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.8416 88.8856 0.0102689 0.0010149 86448.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.9288 87.9391 0.0102647 0.00102197 86554.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.4932 87.0559 0.0102802 0.00102615 86448.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.3862 85.1485 0.0102643 0.00101366 86481 0
: 586 | 95.1608 85.9689 0.0102226 0.000982665 86580.5 1
: 587 Minimum Test error found - save the configuration
: 587 | 94.083 83.3724 0.0102502 0.00101826 86655.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.3781 82.9265 0.0102483 0.0010115 86610.5 0
: 589 | 91.963 83.4639 0.0102195 0.000982696 86609.7 1
: 590 Minimum Test error found - save the configuration
: 590 | 90.8833 79.9045 0.0102806 0.00103444 86522.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8039 79.6047 0.0102557 0.00101968 86617.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.6203 78.9116 0.0102697 0.00101897 86480.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.5377 77.195 0.0103698 0.00102634 85621 0
: 594 | 86.798 77.3785 0.0102441 0.000984775 86399.4 1
: 595 Minimum Test error found - save the configuration
: 595 | 85.5226 75.7396 0.0102571 0.00101601 86569.5 0
: 596 | 84.6616 75.93 0.0102409 0.000981516 86399.2 1
: 597 Minimum Test error found - save the configuration
: 597 | 83.7397 73.3098 0.0102566 0.00101821 86595.4 0
: 598 | 82.857 73.3281 0.0102268 0.000984095 86554.6 1
: 599 Minimum Test error found - save the configuration
: 599 | 81.575 72.3151 0.0102549 0.00102118 86639.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.6276 71.5158 0.0103273 0.00103843 86124.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.7263 70.8538 0.010267 0.00102082 86521.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9117 69.3415 0.0102578 0.00101775 86579.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9246 68.0925 0.0102646 0.00101761 86514.8 0
: 604 | 76.8885 69.0348 0.0102182 0.000981735 86613.4 1
: 605 Minimum Test error found - save the configuration
: 605 | 76.0325 66.9779 0.0102481 0.00101625 86656.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.0917 66.7842 0.0102474 0.0010133 86635.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.1891 65.43 0.0102696 0.00101692 86461.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.3978 63.6643 0.0102738 0.00102166 86466.1 0
: 609 | 72.4518 64.4871 0.0102166 0.000981985 86630.4 1
: 610 Minimum Test error found - save the configuration
: 610 | 71.9623 63.6638 0.010279 0.0010296 86492 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1594 63.0234 0.0102605 0.00102341 86607.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.1049 61.3454 0.0102495 0.00101507 86632.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1981 60.9093 0.0103489 0.00102322 85784.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.4454 59.6547 0.010259 0.00101448 86537.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.6751 59.3636 0.0102634 0.00102074 86554.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0139 59.2845 0.0102731 0.0010226 86481.8 0
: 617 | 66.1981 59.3772 0.0102455 0.000983757 86376.9 1
: 618 Minimum Test error found - save the configuration
: 618 | 66.0306 57.9913 0.010255 0.00101731 86601.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8815 57.7839 0.0102861 0.00101982 86334.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.0956 56.0485 0.0102724 0.00103012 86558.9 0
: 621 | 63.5353 57.3357 0.0102227 0.000983066 86583.1 1
: 622 Minimum Test error found - save the configuration
: 622 | 62.8996 55.0353 0.0102724 0.00101371 86405.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.0313 53.6099 0.0102637 0.00101964 86542.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.6433 52.8412 0.010263 0.00101856 86538.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.0238 52.5034 0.010271 0.00102081 86484.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.3859 52.2751 0.0102603 0.0010186 86564.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6297 51.3652 0.0102554 0.00101579 86583.6 0
: 628 | 57.9601 51.5238 0.0102221 0.000981757 86576.8 1
: 629 Minimum Test error found - save the configuration
: 629 | 57.4945 49.0296 0.0102604 0.00101526 86532.4 0
: 630 | 56.5727 49.3124 0.010237 0.000985105 86468.3 1
: 631 Minimum Test error found - save the configuration
: 631 | 55.9235 48.8423 0.0102546 0.00101918 86622.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.3113 48.5948 0.0102812 0.00102174 86398.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.739 47.4559 0.0103919 0.0011329 86402.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1436 47.2607 0.0102788 0.00102009 86405.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.3053 45.7653 0.0102553 0.00101771 86603.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.6773 45.3598 0.0102578 0.00101514 86555.5 0
: 637 | 51.9935 45.5908 0.0102344 0.000982105 86465.1 1
: 638 | 51.5518 45.4623 0.0102225 0.000984867 86602.5 2
: 639 Minimum Test error found - save the configuration
: 639 | 50.717 44.2879 0.0102605 0.00101676 86545 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3249 43.6198 0.0103124 0.00105569 86423.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5091 42.4294 0.0102927 0.00102368 86309.1 0
: 642 | 49.0247 42.6866 0.0102324 0.000985066 86511.6 1
: 643 | 48.7456 43.264 0.0102198 0.000984105 86620.9 2
: 644 | 48.2023 42.6819 0.0102256 0.000981096 86538.3 3
: 645 Minimum Test error found - save the configuration
: 645 | 47.7181 41.5587 0.0102626 0.00101661 86523.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.8945 40.5233 0.0102522 0.00101647 86619.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.5777 40.0353 0.0102614 0.00101852 86553.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.7347 39.8522 0.0102683 0.00101464 86452.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.118 39.1308 0.0102736 0.00102045 86457.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.759 38.6451 0.0102619 0.00102051 86567 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.2498 38.2645 0.0102925 0.00103013 86371.3 0
: 652 | 43.8582 39.234 0.0102335 0.000982775 86479.7 1
: 653 | 43.3486 40.4706 0.0102157 0.000982517 86644.5 2
: 654 Minimum Test error found - save the configuration
: 654 | 42.9929 37.4362 0.0103507 0.00102666 85799.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1134 35.9781 0.0102538 0.00101642 86604.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4541 35.0059 0.0102738 0.00102178 86467.8 0
: 657 | 40.9682 36.7649 0.0102387 0.000982965 86432.6 1
: 658 | 40.5677 35.4544 0.0102249 0.000981205 86545.1 2
: 659 Minimum Test error found - save the configuration
: 659 | 40.014 34.2888 0.0102717 0.00101619 86434.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.3898 33.8811 0.0102518 0.00101682 86626.7 0
: 661 | 39.0368 34.745 0.0102283 0.000981885 86519.7 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.5274 33.7896 0.0102562 0.00101451 86564.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1084 31.9038 0.0102586 0.00101432 86539.7 0
: 664 | 37.9027 33.4252 0.0102143 0.000981836 86650.7 1
: 665 | 37.4564 32.0232 0.0102322 0.000987016 86531.8 2
: 666 | 36.897 32.2479 0.0102299 0.000983086 86516.4 3
: 667 Minimum Test error found - save the configuration
: 667 | 36.5857 31.8107 0.0102807 0.0010256 86438.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.9202 30.0522 0.0102436 0.00101659 86702.4 0
: 669 | 35.4528 30.2015 0.0102102 0.000983516 86704.6 1
: 670 | 35.1132 30.577 0.010223 0.000982666 86576.9 2
: 671 Minimum Test error found - save the configuration
: 671 | 34.7342 29.3005 0.0102985 0.00103514 86362 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2209 29.1376 0.0102627 0.00102 86555.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.783 28.5575 0.0102848 0.00102164 86363.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.5379 27.9789 0.0103885 0.00103904 85566.9 0
: 675 | 33.4568 28.2566 0.0102287 0.000982346 86520.7 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.9333 26.9969 0.0102623 0.00102259 86582.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.137 26.3933 0.0102472 0.00101411 86645.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.6843 25.9777 0.0102645 0.00101277 86470.4 0
: 679 | 31.3245 26.1848 0.0102194 0.000984756 86630.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.9439 25.4313 0.0102745 0.00101854 86431 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.5227 25.0969 0.0103021 0.00103904 86364.4 0
: 682 | 30.2406 25.114 0.0102538 0.000982365 86286.7 1
: 683 | 30.6117 25.7584 0.010218 0.000984846 86644.5 2
: 684 Minimum Test error found - save the configuration
: 684 | 29.8286 24.6075 0.0102451 0.00101759 86697.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.1412 24.2373 0.0102534 0.00101439 86589.4 0
: 686 | 28.6285 25.3232 0.0102722 0.00102486 86510.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.4109 23.6317 0.0102698 0.0010179 86468.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9469 23.1801 0.0102602 0.00101702 86550.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.9599 22.7655 0.0102977 0.0010288 86310.2 0
: 690 | 27.4716 23.1455 0.0102388 0.000982756 86430.1 1
: 691 | 27.3533 22.7715 0.0102426 0.000986766 86432.3 2
: 692 Minimum Test error found - save the configuration
: 692 | 26.5815 22.1108 0.0102858 0.00101916 86331.4 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.2917 21.629 0.0102591 0.00101467 86538.4 0
: 694 | 25.9511 22.4663 0.0103082 0.000986667 85822.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.8139 21.162 0.0102573 0.00101796 86586.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3779 21.0805 0.0102807 0.00101992 86386.1 0
: 697 | 24.884 21.116 0.0102293 0.000983116 86521.9 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.6637 20.4921 0.0102677 0.00102459 86550.9 0
: 699 | 24.1817 21.2147 0.010225 0.000982466 86556.5 1
: 700 Minimum Test error found - save the configuration
: 700 | 24.2032 20.3985 0.010273 0.00101664 86426.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.6988 19.3564 0.0103102 0.00103289 86231.9 0
: 702 | 23.4042 20.2426 0.0102159 0.000982166 86639 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.0891 19.2579 0.0102634 0.00101709 86521.3 0
: 704 | 22.7157 19.5923 0.0102345 0.000983156 86473.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.6257 18.7371 0.010272 0.00102176 86484.3 0
: 706 | 22.2217 19.6325 0.0102589 0.000985887 86272 1
: 707 | 21.9833 18.9929 0.0102566 0.000986337 86297 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.573 17.7993 0.0103013 0.00101866 86182.7 0
: 709 | 21.5166 18.8795 0.0102182 0.000983846 86633 1
: 710 | 20.9854 19.1709 0.0102163 0.000982617 86639.4 2
: 711 | 20.8468 18.3266 0.010273 0.000982086 86106.1 3
: 712 Minimum Test error found - save the configuration
: 712 | 20.3804 17.7742 0.0102885 0.00101936 86307.8 0
: 713 | 20.314 18.3815 0.010243 0.000985277 86413.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.9389 17.2673 0.0103691 0.00111789 86475.2 0
: 715 | 19.6181 17.9798 0.0102437 0.000984655 86401.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.3883 17.121 0.0102917 0.00102278 86309.9 0
: 717 | 19.0506 17.9738 0.0102202 0.000983515 86611.6 1
: 718 | 18.9204 17.625 0.0102412 0.000985786 86436 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.6755 17.1116 0.0102682 0.00101849 86489.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3494 16.6647 0.0102744 0.00101716 86418.9 0
: 721 | 18.1217 16.8558 0.0102391 0.000997596 86565.6 1
: 722 | 17.999 17.1896 0.0102618 0.000984585 86232.9 2
: 723 Minimum Test error found - save the configuration
: 723 | 17.8037 16.4704 0.0102702 0.00102747 86554.6 0
: 724 | 17.6143 17.5286 0.0102285 0.000982746 86526.4 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.1348 15.7491 0.0102742 0.00101733 86422.4 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.0396 15.6849 0.0102637 0.0010155 86502.9 0
: 727 | 16.7085 17.4315 0.0102311 0.000984925 86522.1 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.7124 15.631 0.0102561 0.00101618 86581.1 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.2753 15.2392 0.0102645 0.00101615 86501.9 0
: 730 | 16.1787 16.4847 0.0102522 0.000983925 86315.7 1
: 731 | 15.8719 15.4609 0.0102628 0.00100423 86406.2 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.7204 15.2237 0.0102988 0.00103735 86379.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.535 15.0355 0.0102721 0.00102532 86516.4 0
: 734 | 15.2605 15.4959 0.010228 0.000981995 86523.8 1
: 735 | 15.2034 15.1445 0.0103136 0.000985996 85767.4 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.8699 14.7508 0.0102683 0.00102053 86507.5 0
: 737 Minimum Test error found - save the configuration
: 737 | 15.1632 14.5467 0.0102792 0.00102021 86402.1 0
: 738 | 14.5656 14.7627 0.0102552 0.000986806 86314.6 1
: 739 | 14.6025 14.8193 0.0102521 0.000986117 86337.2 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.1481 13.9233 0.0102635 0.00102181 86564.2 0
: 741 | 13.9563 14.2988 0.0102473 0.000984307 86365.4 1
: 742 | 13.8237 14.5668 0.0102623 0.000984707 86229.7 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.6399 13.7197 0.0102989 0.00105152 86511.1 0
: 744 | 13.3536 13.8366 0.0102512 0.000997815 86455.2 1
: 745 | 13.1665 14.1041 0.010234 0.000987387 86517.9 2
: 746 | 12.9443 14.044 0.0102453 0.000985166 86392.3 3
: 747 | 12.8056 13.7797 0.0102548 0.000986066 86311.9 4
: 748 Minimum Test error found - save the configuration
: 748 | 12.7694 13.4107 0.0102767 0.00102826 86500.8 0
: 749 | 12.7793 13.9544 0.0102428 0.000984596 86409.8 1
: 750 | 12.4557 13.8254 0.0102311 0.000984467 86518.1 2
: 751 | 12.326 13.7775 0.0102423 0.000982807 86398.1 3
: 752 Minimum Test error found - save the configuration
: 752 | 12.248 13.0425 0.010306 0.00103398 86281 0
: 753 | 12.0646 13.9253 0.0102326 0.000988107 86538.1 1
: 754 | 11.7747 13.0638 0.0102381 0.000983646 86445 2
: 755 | 11.6065 13.5527 0.0103626 0.000987785 85335.2 3
: 756 | 11.4747 13.4885 0.0102469 0.000986006 86385.2 4
: 757 | 11.4229 13.0782 0.010252 0.000984476 86323.1 5
: 758 Minimum Test error found - save the configuration
: 758 | 11.2897 13.0093 0.0103624 0.00103451 85764.2 0
: 759 | 10.991 13.18 0.0102697 0.000986317 86175.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.9864 12.5086 0.010304 0.00102332 86200.4 0
: 761 | 10.7351 13.2319 0.010271 0.000986826 86168.4 1
: 762 | 10.8881 12.5631 0.0102713 0.000984286 86142.1 2
: 763 | 11.0923 12.8538 0.0102501 0.000988206 86375.3 3
: 764 | 10.5726 12.5827 0.0102383 0.000983886 86445.6 4
: 765 Minimum Test error found - save the configuration
: 765 | 10.2379 12.327 0.0102726 0.00102282 86488.5 0
: 766 | 10.0303 12.4315 0.010242 0.000985435 86425.5 1
: 767 | 10.0305 12.4194 0.0102233 0.000983736 86584 2
: 768 | 9.85642 13.2469 0.0102463 0.000985005 86381.1 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.72038 11.7539 0.0102997 0.00102723 86277.1 0
: 770 | 9.46414 11.8463 0.0102804 0.000990475 86115.1 1
: 771 | 9.35648 11.7918 0.0102596 0.000984856 86255.5 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.1802 11.645 0.0103283 0.00104381 86165.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 9.13395 11.6239 0.0102942 0.00102754 86330.6 0
: 774 Minimum Test error found - save the configuration
: 774 | 9.05098 11.5291 0.0102917 0.00101811 86266.6 0
: 775 | 9.07313 11.7633 0.0103309 0.000985265 85601.4 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.96545 11.3634 0.010281 0.00101675 86353.7 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.7654 10.8882 0.0102701 0.00101644 86452.2 0
: 778 | 8.80109 11.4008 0.0102533 0.00100102 86465 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.79826 9.93776 0.0102843 0.0010217 86369.3 0
: 780 | 8.92478 10.7297 0.0102575 0.000986756 86293.4 1
: 781 | 8.81455 11.1269 0.0102537 0.000985547 86317.1 2
: 782 | 8.29918 10.8548 0.010241 0.000984117 86421.8 3
: 783 | 8.16273 11.2478 0.0102373 0.000983297 86448.9 4
: 784 | 8.13291 10.628 0.0102244 0.000982856 86565.5 5
: 785 | 7.99011 10.313 0.0102539 0.000985637 86316.1 6
: 786 | 8.06791 10.7375 0.0102365 0.000983896 86462.5 7
: 787 | 7.81306 10.467 0.0102581 0.000986767 86287.8 8
: 788 | 7.67472 10.5214 0.0102524 0.000984875 86322.6 9
: 789 Minimum Test error found - save the configuration
: 789 | 7.57711 9.45964 0.0103099 0.00103001 86208.2 0
: 790 | 7.49481 9.96475 0.0102893 0.000986667 85997.5 1
: 791 | 7.43957 10.1559 0.0102421 0.000984456 86415.1 2
: 792 | 7.48501 10.0626 0.010245 0.000983736 86381.1 3
: 793 | 7.31619 9.83543 0.0102287 0.000983806 86534.4 4
: 794 | 7.19846 9.48 0.0102345 0.000984507 86486.3 5
: 795 | 7.09722 10.0251 0.0103416 0.00106315 86221.6 6
: 796 Minimum Test error found - save the configuration
: 796 | 7.08408 8.6481 0.0103042 0.00103136 86273.2 0
: 797 | 6.98384 9.51389 0.0102409 0.000986165 86442.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.9276 8.41569 0.0102769 0.00102063 86428 0
: 799 | 6.83672 10.0971 0.0102333 0.000984016 86492.9 1
: 800 | 6.7797 9.46086 0.0102224 0.000983845 86593.6 2
: 801 | 6.61828 8.83333 0.0102393 0.000986197 86457.5 3
: 802 | 6.56746 8.90902 0.010255 0.000986856 86316.9 4
: 803 Minimum Test error found - save the configuration
: 803 | 6.32736 8.20011 0.0102911 0.00103774 86455.5 0
: 804 Minimum Test error found - save the configuration
: 804 | 6.3573 7.95819 0.0102932 0.00102418 86308.7 0
: 805 Minimum Test error found - save the configuration
: 805 | 6.35471 7.7656 0.0102892 0.00102587 86361.7 0
: 806 | 6.2344 8.22359 0.010232 0.000984795 86512.8 1
: 807 | 6.25726 9.49274 0.0102378 0.000985395 86463.6 2
: 808 | 6.00969 7.90518 0.0102576 0.000985046 86275.9 3
: 809 | 5.94693 8.37621 0.0102275 0.000982616 86534.6 4
: 810 Minimum Test error found - save the configuration
: 810 | 6.06056 7.60966 0.0102887 0.00102826 86389.3 0
: 811 | 5.81669 8.52251 0.0102407 0.000983756 86422 1
: 812 Minimum Test error found - save the configuration
: 812 | 5.89678 7.52299 0.0102898 0.00102476 86346.4 0
: 813 Minimum Test error found - save the configuration
: 813 | 5.67288 7.20263 0.0103074 0.00102528 86187.2 0
: 814 | 5.63768 7.93242 0.0102436 0.000985785 86413.7 1
: 815 | 5.8906 8.2528 0.0102352 0.000989306 86524.5 2
: 816 | 6.20396 7.83902 0.010323 0.000983377 85656.5 3
: 817 Minimum Test error found - save the configuration
: 817 | 5.68852 7.09912 0.0102765 0.0010199 86424.5 0
: 818 | 5.63873 7.53863 0.0102455 0.000985657 86394.3 1
: 819 | 5.34926 7.27053 0.0102501 0.000986006 86354.7 2
: 820 Minimum Test error found - save the configuration
: 820 | 5.21927 6.9511 0.0102964 0.00102349 86272.9 0
: 821 Minimum Test error found - save the configuration
: 821 | 5.15326 6.51682 0.0102943 0.00102593 86314.7 0
: 822 | 5.0389 6.52629 0.010243 0.000984226 86404.1 1
: 823 | 5.01739 6.93055 0.0102678 0.000975696 86094.9 2
: 824 Minimum Test error found - save the configuration
: 824 | 4.99683 5.59958 0.0102608 0.0010184 86557.5 0
: 825 | 4.90285 7.22876 0.0102449 0.000985185 86396.1 1
: 826 | 4.91336 6.67601 0.0102408 0.000985635 86438.1 2
: 827 | 4.92911 6.44298 0.0102577 0.000984285 86268.3 3
: 828 | 4.96995 6.07708 0.0102503 0.000987305 86365.1 4
: 829 | 5.09994 7.20854 0.0102565 0.000986715 86302.1 5
: 830 Minimum Test error found - save the configuration
: 830 | 5.06312 5.49007 0.0102979 0.00102044 86230.7 0
: 831 Minimum Test error found - save the configuration
: 831 | 4.79814 5.36498 0.0103111 0.0010309 86205 0
: 832 | 4.59731 7.74844 0.0102352 0.000984895 86483.5 1
: 833 | 4.6858 6.15763 0.0102591 0.000987516 86285.6 2
: 834 Minimum Test error found - save the configuration
: 834 | 4.43381 5.10734 0.0103143 0.00102113 86084.9 0
: 835 | 4.51395 5.41496 0.0103371 0.000986957 85560.2 1
: 836 | 4.69653 5.34139 0.0103465 0.000988276 85486.7 2
: 837 | 4.66357 5.89717 0.0102778 0.000993087 86163.2 3
: 838 | 4.43465 5.58157 0.0102507 0.000987266 86360.7 4
: 839 | 4.23469 5.72398 0.0102424 0.000986426 86430.4 5
: 840 | 4.21936 5.89803 0.0102525 0.000985386 86326.9 6
: 841 | 4.21504 5.60719 0.0102454 0.000985527 86394.7 7
: 842 | 4.04308 5.3733 0.0102438 0.000985485 86408.7 8
: 843 | 3.90488 5.16281 0.0102789 0.000987337 86099.4 9
: 844 | 4.02868 5.36419 0.0102737 0.000987107 86145.6 10
: 845 | 4.19764 5.98286 0.0102807 0.000986867 86078.6 11
: 846 | 4.20555 5.83419 0.0102502 0.000985077 86345 12
: 847 | 3.96623 5.44567 0.0102782 0.000980746 86044.7 13
: 848 | 3.96193 5.89298 0.0102492 0.000985157 86355.3 14
: 849 Minimum Test error found - save the configuration
: 849 | 3.92582 4.88281 0.0102699 0.00102542 86538.2 0
: 850 Minimum Test error found - save the configuration
: 850 | 4.03251 4.47747 0.0103045 0.00104327 86381.6 0
: 851 | 3.691 4.79421 0.0102577 0.000992535 86345.3 1
: 852 | 3.74077 6.22979 0.0102826 0.000987656 86068.1 2
: 853 | 3.71445 4.79555 0.0102755 0.000986895 86126.7 3
: 854 | 3.66976 4.95587 0.0102662 0.000987657 86220.1 4
: 855 Minimum Test error found - save the configuration
: 855 | 3.75973 4.27412 0.0103409 0.00102534 85877.5 0
: 856 | 3.57896 4.96852 0.0103351 0.000988875 85595.9 1
: 857 | 3.59075 4.37031 0.0102445 0.000985785 86405.3 2
: 858 | 3.55934 5.57331 0.0102553 0.000985245 86299.4 3
: 859 Minimum Test error found - save the configuration
: 859 | 3.4393 3.92764 0.0103055 0.00104122 86352.8 0
: 860 | 3.42578 4.3895 0.0102561 0.000985855 86297.6 1
: 861 | 3.32442 4.30804 0.0102783 0.000988546 86116.7 2
: 862 | 3.34596 4.86865 0.0102637 0.000987526 86242.4 3
: 863 | 3.49617 4.28833 0.0102638 0.000985817 86225.6 4
: 864 | 3.28899 4.64897 0.0102392 0.000985557 86452.4 5
: 865 | 3.29359 4.84402 0.0102456 0.000984507 86383.3 6
: 866 | 3.22409 4.60029 0.0102559 0.000987406 86314.2 7
: 867 | 3.25058 4.60535 0.010247 0.000986486 86388.3 8
: 868 | 3.2369 4.35683 0.0102421 0.000986587 86435 9
: 869 | 3.26161 4.24173 0.0102645 0.000989466 86253.5 10
: 870 | 3.0211 4.70501 0.0102763 0.000990807 86156.1 11
: 871 | 3.21749 4.6723 0.0102446 0.000987136 86416.9 12
: 872 | 3.28246 4.34185 0.0102443 0.000985736 86406.8 13
: 873 | 2.97906 4.40249 0.0102587 0.000985767 86272.9 14
: 874 | 3.02943 4.82304 0.0102483 0.000985437 86366 15
: 875 | 3.09158 4.47132 0.0102496 0.000985156 86351.3 16
: 876 Minimum Test error found - save the configuration
: 876 | 3.29484 3.6294 0.0104015 0.00105189 85565.2 0
: 877 | 3.23093 5.14653 0.0102634 0.000988415 86253.9 1
: 878 | 3.33706 4.35688 0.0102487 0.000988185 86388.6 2
: 879 | 3.27271 5.22954 0.0102626 0.000991625 86290.8 3
: 880 | 2.85993 4.73782 0.0102532 0.000985915 86325.2 4
: 881 | 2.87023 3.89397 0.0102357 0.000986026 86489.9 5
: 882 | 2.79507 4.63484 0.0102848 0.000995965 86124.8 6
: 883 | 2.88126 4.66624 0.0102708 0.000987047 86172 7
: 884 | 2.80105 4.31212 0.0102793 0.000988337 86105.2 8
: 885 | 2.96256 3.84997 0.0102727 0.000989157 86174.1 9
: 886 | 2.78097 4.54385 0.0102671 0.000986357 86200.1 10
: 887 | 2.68368 4.64757 0.0102549 0.000986937 86319.2 11
: 888 | 2.60151 4.2919 0.0102715 0.000987417 86169.3 12
: 889 | 2.54627 4.89716 0.0102597 0.000985866 86264.3 13
: 890 | 2.91438 4.04373 0.0102724 0.000988086 86167.1 14
: 891 | 2.66634 4.16371 0.0102584 0.000986575 86283 15
: 892 | 2.62827 4.56221 0.0102491 0.000986956 86373.2 16
: 893 | 2.58784 4.16036 0.0102743 0.00100171 86275.3 17
: 894 | 3.05308 4.25313 0.0102748 0.000987965 86143.7 18
: 895 | 2.66861 3.66868 0.0102561 0.000988306 86320.8 19
: 896 | 2.47686 4.73775 0.0102476 0.000985275 86371.2 20
: 897 | 2.49949 4.27224 0.010342 0.000986606 85511.9 21
:
: Elapsed time for training with 1000 events: 9.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.011 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.30032e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07794e+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: 0.0356 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: 0.0357 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: 0.00131 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: 0.094 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: 0.88 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: 0.0203 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00252 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: 0.0363 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00424 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: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000299 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: 0.0941 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.882 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.796 -0.0365 5.05 1.51 | 3.203 3.223
: 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 : -0.112 -0.0111 1.72 1.16 | 3.333 3.332
: 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.