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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.252 sec
: Elapsed time for training with 1000 events: 0.256 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00254 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: 0.000729 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.004 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00037 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 = 31541.7
: --------------------------------------------------------------
: 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 | 33103.9 31189.1 0.0101655 0.0010174 87450.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32615.9 30650.4 0.0102095 0.00101086 86969.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31959.7 29990.8 0.0103549 0.0010167 85669.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31220.9 29350.6 0.0104176 0.00101908 85120 0
: 5 Minimum Test error found - save the configuration
: 5 | 30472.8 28619.6 0.0104377 0.00101879 84935.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29659.4 27729.5 0.0104168 0.00104374 85350.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28982.2 27162.9 0.0102639 0.000995128 86311.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28539.5 26794.7 0.0100944 0.000982149 87793.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28187.5 26472.7 0.0100215 0.000989199 88570.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27863.6 26177.3 0.0100321 0.00100042 88576.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27562.8 25895.4 0.0100149 0.000998378 88725.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27274.8 25624.2 0.00998168 0.000989178 88963 0
: 13 Minimum Test error found - save the configuration
: 13 | 26996.1 25362.3 0.0101108 0.000995419 87763.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26725.6 25108.5 0.0101143 0.0010085 87856.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26463.5 24859.9 0.0100576 0.00100242 88347.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26205.2 24618.7 0.0100968 0.000985768 87805.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25956 24379.2 0.010106 0.00101189 87969.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25711.6 24141.7 0.0100274 0.000970619 88331.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25464.9 23915.6 0.0100384 0.000971168 88229.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25229.9 23689.1 0.00999039 0.000969818 88686.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24993.4 23470.1 0.0100603 0.000969489 88000.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24765.8 23250 0.0100156 0.000974179 88481.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24537.2 23035.6 0.0100354 0.000972048 88268 0
: 24 Minimum Test error found - save the configuration
: 24 | 24314.9 22821.8 0.00996764 0.000967958 88892.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 24094 22611.2 0.0100998 0.000997069 87885.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23874.8 22405.4 0.0100339 0.00099489 88505.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23658.2 22203.9 0.0100725 0.00101454 88320.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23445.6 22005 0.0100378 0.00100064 88523.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23239.6 21802.4 0.0100182 0.000985669 88568.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23030.4 21604.9 0.0100727 0.000987348 88053.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22823.4 21412.4 0.0100142 0.000994638 88695.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22620.4 21222.4 0.0100305 0.00099126 88502.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22422.2 21031 0.0101301 0.00106468 88247 0
: 34 Minimum Test error found - save the configuration
: 34 | 22221.7 20844.8 0.010077 0.000983498 87975.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22025.9 20660 0.0101159 0.00099142 87676.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21832.5 20476 0.0100567 0.000972577 88065.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21639.4 20295.6 0.0100728 0.000991919 88097.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21451.1 20114.3 0.0100322 0.00097396 88317.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21261.4 19937.5 0.0100796 0.000979727 87913.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21076.9 19760.3 0.0100436 0.00097487 88215.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20892.9 19584.8 0.0100419 0.00097367 88219.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20709.3 19413.5 0.0100246 0.000971998 88372.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20528.6 19244.5 0.010088 0.000989968 87930.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20350.8 19076.3 0.0100932 0.00099134 87894.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20173 18911.5 0.01014 0.000996659 87495 0
: 46 Minimum Test error found - save the configuration
: 46 | 20000.8 18744.5 0.0100542 0.000971338 88078 0
: 47 Minimum Test error found - save the configuration
: 47 | 19824 18584.8 0.0100619 0.000982758 88113.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19656.8 18420.5 0.0102826 0.00101298 86303.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19485.9 18259.8 0.0101379 0.000974719 87306.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19314.2 18106.5 0.0101093 0.000978388 87614.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19151.3 17949.5 0.0100435 0.000981398 88280.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18986.9 17793.7 0.0101033 0.00100341 87913.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18823.6 17639.9 0.0101008 0.00100585 87960.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18661.5 17488.8 0.0102152 0.00100321 86843.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18502 17338.7 0.0101266 0.00100906 87742.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18344 17189.2 0.0101236 0.00101855 87863.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18185.9 17040.8 0.0100915 0.000994488 87941.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 18026.5 16882.6 0.0101777 0.00105607 87703.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17861.7 16727 0.010232 0.00100934 86743.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17727.8 16596.9 0.010212 0.00101573 86991.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17559.4 16450.4 0.0102167 0.00101209 86913 0
: 62 Minimum Test error found - save the configuration
: 62 | 17401.8 16295.8 0.0102147 0.00101755 86983.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17246 16153 0.011009 0.00100864 79997.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17101 15998.9 0.0102348 0.00102157 86831.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16943.8 15858.2 0.0102053 0.000999708 86904.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16794.3 15705.2 0.0104325 0.00100998 84902.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16642.2 15571.3 0.0102225 0.00102249 86956.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16494.7 15423 0.0102652 0.00102655 86592.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16344.6 15281.4 0.0106063 0.00101093 83373.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16199 15142.6 0.010281 0.00100554 86248.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16052.9 15005.6 0.0102585 0.00101135 86513.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15906.9 14868 0.0102319 0.00100954 86746.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15764.5 14731.9 0.0102349 0.00100566 86681.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15623.1 14597.6 0.0107393 0.00101541 82271.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15482.9 14460.7 0.0102642 0.0010101 86447.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15339.8 14328.9 0.0102819 0.00101144 86295.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15200.9 14198.3 0.0107031 0.00101536 82578.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 15063.9 14067.3 0.0105604 0.00124885 85915.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14926.7 13939 0.0103487 0.00107659 86280.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14792.6 13811 0.0102865 0.00101394 86275.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14660 13683.4 0.0103448 0.00101089 85709.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14526.1 13559.5 0.0102357 0.00100634 86679.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14395.8 13436.4 0.0104389 0.00101779 84915.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14267.1 13313 0.0103892 0.00101819 85369.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14136.9 13193.4 0.0102612 0.00101003 86475.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14011.8 13072.6 0.0102476 0.00100412 86547.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13885 12953.9 0.0102876 0.00100756 86206.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13759.9 12836.9 0.0103381 0.00105098 86141 0
: 89 Minimum Test error found - save the configuration
: 89 | 13638.4 12718.3 0.0102531 0.00100447 86499.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13513.8 12603.8 0.0102304 0.00100395 86707.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13392.8 12489.7 0.0102679 0.00100658 86381.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13273.1 12376 0.010312 0.00101036 86006.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13152.5 12265.4 0.0103953 0.0010545 85645.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13036 12153.5 0.0104487 0.00102046 84851 0
: 95 Minimum Test error found - save the configuration
: 95 | 12918.7 12042.9 0.0103739 0.00101326 85464.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12801.5 11934.9 0.0102709 0.00100855 86371.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12687.4 11826.6 0.0102719 0.00100737 86350.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12573.7 11718.9 0.010341 0.00103349 85951.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12461.6 11610.8 0.0103692 0.00101763 85547.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12348.6 11505.6 0.0102611 0.00101271 86501.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12235.7 11403.8 0.0102695 0.0010089 86387.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12127.1 11300.9 0.0102796 0.00100789 86284.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 12017.8 11199.1 0.0103812 0.00103501 85596.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11912.2 11094.6 0.0103252 0.00101776 85953 0
: 105 Minimum Test error found - save the configuration
: 105 | 11803 10994.2 0.0102905 0.00101409 86240.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11697.3 10893.8 0.0103493 0.00100871 85647.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11591.5 10795.2 0.0102959 0.00100951 86147.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11486 10699.2 0.0103475 0.00103294 85886.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11384.1 10601.5 0.010358 0.00101283 85606 0
: 110 Minimum Test error found - save the configuration
: 110 | 11281.8 10504.6 0.0103243 0.0010104 85893.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11179.3 10409.8 0.010305 0.00105345 86471.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11079.1 10314.7 0.010306 0.00101416 86097.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10979.5 10220.2 0.0103778 0.00101628 85456.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10879.9 10127.4 0.010387 0.00111017 86236.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10781.3 10035.9 0.0102812 0.0010102 86290.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10683.5 9946.14 0.0102763 0.00101039 86337.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10587.7 9856.03 0.0103021 0.00104198 86392.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10492.6 9765.99 0.0103825 0.00105427 85761.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10398.1 9676.16 0.0102844 0.00101191 86276.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10304.1 9587.45 0.0102884 0.00101341 86253.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10211.8 9498.53 0.0103361 0.00101462 85823 0
: 122 Minimum Test error found - save the configuration
: 122 | 10117 9413.83 0.010298 0.00103764 86390 0
: 123 Minimum Test error found - save the configuration
: 123 | 10027.4 9327.05 0.0103689 0.00101362 85513.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9935.47 9242.91 0.0103377 0.00103467 85993.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9846.58 9158.02 0.0103012 0.00101459 86145.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9756.17 9075.78 0.0102799 0.00100863 86288.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9668.55 8993.18 0.0106966 0.00103814 82829.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9581.36 8910.87 0.0103948 0.00104411 85555.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9494.46 8829 0.0103146 0.00101618 86035.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9407.19 8750.01 0.0102769 0.00100813 86311 0
: 131 Minimum Test error found - save the configuration
: 131 | 9323.09 8669.61 0.0102668 0.0010074 86398.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9238.29 8590.35 0.0104043 0.00104201 85448.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9156.91 8508.52 0.0103447 0.00103412 85923.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9070.46 8432.3 0.0103125 0.00101112 86009 0
: 135 Minimum Test error found - save the configuration
: 135 | 8988.9 8355.35 0.0103901 0.0010188 85366.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8907.84 8278.22 0.0102987 0.00101073 86133 0
: 137 Minimum Test error found - save the configuration
: 137 | 8826.73 8202.22 0.0103648 0.00103438 85740.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8745.89 8127.85 0.0104078 0.00103237 85329.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8666.64 8053.69 0.010302 0.00103148 86295.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8588.35 7979.57 0.0103116 0.00101452 86048.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8509.8 7906.61 0.0103616 0.00101622 85604 0
: 142 Minimum Test error found - save the configuration
: 142 | 8432.16 7834.62 0.0104306 0.00101697 84982.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8356.83 7761.18 0.0103782 0.00101698 85458.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8279.6 7690.17 0.0103103 0.00101331 86049.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8204.19 7619.8 0.0102975 0.00102268 86255.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8129.86 7549.44 0.0103844 0.0010149 85383.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8055.58 7479.93 0.0103746 0.00102554 85570.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7981.29 7412.44 0.010366 0.00106282 85991.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.39 7342.85 0.0113569 0.00101863 77382.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7837.61 7274.72 0.0103018 0.00101248 86120.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7766.34 7206.86 0.0103379 0.00103673 86010.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7693.17 7143.14 0.0107012 0.0010202 82635.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7624.9 7076.83 0.0107368 0.00102472 82371.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7554.41 7012.53 0.0106912 0.00117512 84068.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7486.85 6946.5 0.0102968 0.00101432 86184.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7418.33 6881.35 0.010529 0.00102428 84168.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7350.25 6817.28 0.0104177 0.00102192 85144.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7282.17 6755.1 0.0103657 0.00104123 85795.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7215.39 6693.88 0.0104395 0.00114701 86091.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7151.27 6630.46 0.0110326 0.00102772 79960.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7083.98 6570.43 0.0104408 0.00103981 85097.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 7019.68 6510.14 0.0103574 0.00101237 85607.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6955.65 6449.93 0.0102999 0.00101505 86161.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6892.49 6389.5 0.0103257 0.0010159 85931.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6828.77 6330.53 0.0103252 0.00101894 85963.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6766.95 6271.09 0.0103148 0.00101383 86012.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6703.57 6214.22 0.010322 0.00101497 85956.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6643.29 6155.97 0.0103736 0.00104322 85741.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6582.12 6098.74 0.0103242 0.00101982 85980.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6521.57 6042.32 0.0103307 0.00101344 85861.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6461.46 5986.68 0.0103281 0.0010132 85883.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6402.34 5931.29 0.0103303 0.00102053 85931.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6343.77 5876 0.0103292 0.00101664 85905.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6285.77 5820.72 0.0104712 0.00103404 84771.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6227.13 5767.33 0.0103686 0.0010197 85571.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6170.46 5713.57 0.0104767 0.00102032 84599.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6113.45 5660.71 0.010347 0.00101863 85759.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6057.27 5608.2 0.0103479 0.00103329 85886.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 6002.48 5554.91 0.0103362 0.00101388 85815.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5945.78 5504.27 0.0103329 0.00101785 85882.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5891.49 5453.4 0.0103295 0.0010209 85942.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5837.58 5402.53 0.0103605 0.00101881 85637.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5784.11 5351.86 0.0103165 0.00101442 86002.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5730.1 5302.46 0.0103213 0.00101751 85986.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5678.56 5252.03 0.0103381 0.00101947 85849.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5625.37 5203.23 0.0103262 0.00101346 85904.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5573.31 5155.62 0.0103285 0.00101401 85887.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5523.05 5106.46 0.010396 0.00103278 85440.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5471.04 5059.55 0.0103315 0.00101834 85900.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5420.88 5012.43 0.0103366 0.00101697 85840.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5371.59 4964.94 0.0103511 0.00101731 85709.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5321.37 4918.8 0.0103186 0.0010154 85991.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5271.74 4874.27 0.0103297 0.0010167 85901.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5223.94 4828.79 0.010448 0.001114 85708.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5176.2 4782.97 0.0103428 0.00102959 85899.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5127.48 4739.31 0.0103879 0.00101692 85369.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5081.64 4693.89 0.0103416 0.00101974 85819.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5033.39 4650.95 0.0103774 0.00103614 85641.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4987.62 4607.6 0.0103477 0.00101567 85726.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4941.24 4565.03 0.0103242 0.0010152 85938.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4896.46 4522.13 0.0103589 0.00101783 85643.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4850.36 4480.79 0.0103402 0.00101431 85782.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4806.52 4438.82 0.010325 0.00101319 85912.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4762.37 4396.76 0.0103323 0.00101656 85876.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4718.39 4355.6 0.0103462 0.00101705 85753.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4673.84 4316.62 0.0103483 0.00101916 85752.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4631.84 4276.03 0.0103325 0.00101491 85858.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4589.55 4235.71 0.0103743 0.00103382 85648.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4546.92 4196.09 0.0103531 0.00103086 85816.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4505.16 4157.54 0.0103543 0.00101541 85663.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4463.57 4118.69 0.0103107 0.00101605 86071.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4422.93 4080.03 0.0103155 0.00101674 86032.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4381.61 4042.57 0.0103421 0.00102741 85885.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4341.82 4004.86 0.0104135 0.00107505 85667.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4302.13 3967.43 0.010434 0.00102394 85015.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4262.43 3930.52 0.0103627 0.00101721 85602.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4222.72 3894.7 0.0103366 0.00102109 85878.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4184.79 3858 0.0103689 0.00104987 85845.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4146.83 3821.49 0.0103293 0.00101501 85889.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4108.13 3785.97 0.0103136 0.00101414 86026.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4070.08 3751.42 0.0103362 0.0010223 85893.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4033.37 3716.46 0.0103439 0.00101771 85780.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3997.31 3681.33 0.0103315 0.00101515 85870.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3960.63 3646.43 0.0104011 0.00101988 85276.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3923.28 3613.22 0.0103466 0.00101986 85774.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3887.85 3579.86 0.0103534 0.00101775 85692.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3852.43 3546.7 0.0103476 0.00101739 85743.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3817.68 3513.42 0.0103658 0.00104411 85821.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3782.3 3481.48 0.0103611 0.00102765 85712.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3748.94 3448.03 0.0103648 0.00102072 85616.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3713.82 3416.2 0.0103776 0.00101829 85476.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3679.87 3385.22 0.0103532 0.00102589 85769.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3647.35 3352.9 0.0103666 0.00101807 85575 0
: 234 Minimum Test error found - save the configuration
: 234 | 3613 3322.73 0.0103473 0.00101842 85755 0
: 235 Minimum Test error found - save the configuration
: 235 | 3581.21 3291.03 0.0104565 0.00102633 84834.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3548.33 3260.7 0.0103439 0.00101923 85793.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3516.31 3230.48 0.0103522 0.00101977 85722.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3484.52 3200.29 0.010399 0.00105272 85595.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3451.77 3171.31 0.0103477 0.00101702 85738.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3421.4 3141.66 0.010377 0.00102558 85548.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3390.25 3112.39 0.0103644 0.00102005 85613.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3359.78 3083.16 0.0103526 0.00101829 85705.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3328.87 3055 0.0103625 0.00101486 85582.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3298.79 3026.62 0.010354 0.00101715 85682.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3268.76 2998.74 0.0103552 0.00101923 85690.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3238.96 2971.92 0.0103852 0.00102085 85430.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3210.07 2943.79 0.0103684 0.00102302 85603.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3180.74 2916.09 0.0103415 0.00101819 85806.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3151.85 2889.29 0.0103902 0.00103429 85507.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3123.04 2862.68 0.0103435 0.00101914 85796.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3095.07 2836.18 0.0103871 0.00101751 85382.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3067.46 2808.87 0.0103458 0.00101839 85769.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3039.3 2783.09 0.010348 0.00101879 85751.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3011.53 2757.54 0.0104089 0.00102266 85231.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2983.6 2732.94 0.0104855 0.00102838 84592 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.47 2707.07 0.0103765 0.00101786 85482.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2930.55 2682.01 0.0103638 0.00102293 85645.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2904.14 2657.1 0.0103682 0.00102275 85603.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2877.94 2632.08 0.0104037 0.00103576 85397.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2851.38 2608.69 0.0103476 0.00101575 85728.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2825.33 2585.4 0.0103824 0.00102008 85449 0
: 262 Minimum Test error found - save the configuration
: 262 | 2801.05 2561.1 0.0103628 0.0010215 85641 0
: 263 Minimum Test error found - save the configuration
: 263 | 2775.52 2536.53 0.0103692 0.00102066 85574.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2749.56 2513.38 0.0103689 0.00101721 85546 0
: 265 Minimum Test error found - save the configuration
: 265 | 2725.31 2489.83 0.0103619 0.00102174 85651.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2700.29 2467.77 0.0103732 0.00102278 85557.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2676.67 2443.73 0.0103692 0.00102074 85575.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2652.02 2421.16 0.0103486 0.00101674 85728 0
: 269 Minimum Test error found - save the configuration
: 269 | 2627.32 2400.13 0.0103878 0.00104142 85594.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2604.31 2378.12 0.0103851 0.00102772 85493.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2580.6 2355.83 0.0103859 0.00102086 85424.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2557.47 2334.43 0.0103597 0.00101608 85619.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2534.21 2312.8 0.0104377 0.00102167 84961.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2510.99 2291.8 0.0103826 0.00102167 85461.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2489.02 2270.14 0.0105251 0.00103006 84254.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2465.64 2249.54 0.0103466 0.00101669 85745.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2443.62 2228.94 0.010368 0.00101945 85574.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2421.06 2208.74 0.0103734 0.0010218 85547.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2399.69 2187.89 0.0104246 0.00103789 85226.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2377.68 2168.01 0.0103685 0.00101994 85574.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.52 2148.64 0.010364 0.00102072 85622.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2334.68 2128.76 0.0103744 0.00102046 85525.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2313.49 2108.79 0.0104085 0.00102075 85217.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.85 2089.98 0.0103788 0.00105513 85803.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2271.11 2070.79 0.0103932 0.00102159 85364.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2249.91 2052.7 0.0104393 0.00102792 85003.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2230.19 2033.08 0.0104094 0.00102482 85246.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2209.36 2014.59 0.0103714 0.00101969 85546.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2189.6 1995.77 0.0104195 0.00103776 85271.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.86 1978.08 0.0103891 0.00103122 85489.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2149.3 1959.57 0.0103806 0.00102004 85464.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2129.44 1941.71 0.0103643 0.00101541 85571.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2109.3 1924.68 0.0103949 0.0010199 85333.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2090.69 1906.8 0.0103977 0.0010191 85300.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.93 1889.28 0.0104989 0.00102895 84477.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2051.99 1871.77 0.0103941 0.00102214 85360.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2033.14 1854.42 0.0104089 0.00102236 85228 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.95 1837.82 0.0103726 0.00102108 85547.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1995.37 1821.06 0.0104205 0.00103675 85254 0
: 300 Minimum Test error found - save the configuration
: 300 | 1976.97 1804.69 0.0103699 0.00101996 85561.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1959.16 1787.37 0.0103604 0.00101959 85645.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1940.11 1771.46 0.0103939 0.00102272 85368.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1922.12 1755.37 0.0104616 0.00103203 84839.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1904.61 1739.2 0.0104015 0.00102309 85301.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1886.85 1723.24 0.0103798 0.00101838 85457.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1869.09 1707.55 0.0103765 0.00102066 85507.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1851.77 1692.16 0.0103799 0.00101945 85466 0
: 308 Minimum Test error found - save the configuration
: 308 | 1833.67 1677.09 0.0103751 0.00101852 85501.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1817.33 1661.34 0.010418 0.00103591 85268.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1800.06 1646.12 0.0103815 0.00101958 85452.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1783.32 1631.44 0.010373 0.00101788 85514.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1766.48 1616.04 0.010383 0.0010192 85435.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1749.7 1601.05 0.0103721 0.00101796 85523.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1733.47 1586.16 0.0103903 0.0010192 85369.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.36 1572.21 0.0105067 0.00103254 84440.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1700.81 1557.76 0.0103743 0.00101491 85475.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1684.81 1543.19 0.0103892 0.00101727 85360.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1668.69 1529.06 0.010377 0.00102237 85519.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1652.47 1515.57 0.0104359 0.0010424 85164.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1637.23 1501.44 0.0105658 0.00102997 83894.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1621.87 1487.48 0.0103992 0.00101879 85284.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1605.95 1474.1 0.0103889 0.00103248 85502.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1590.71 1460.96 0.0103737 0.00102053 85532.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1575.68 1447.37 0.0103842 0.00102177 85448.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1560.91 1433.84 0.0103636 0.00101931 85613.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1545.77 1420.77 0.0104059 0.00103148 85338.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1531.11 1407.8 0.0103809 0.00102461 85504.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1516.25 1394.92 0.0103751 0.0010176 85493 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.86 1381.96 0.0104301 0.00103902 85187.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1487.52 1369 0.0103676 0.00102355 85615.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1473.08 1356.34 0.0104117 0.00102075 85188.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.72 1344.04 0.0104182 0.00102342 85153.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1445.42 1331.72 0.0103762 0.0010185 85490.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.78 1319.21 0.0105899 0.00102896 83674.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1417.32 1307.19 0.0104973 0.00102884 84490.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.59 1295.25 0.0103946 0.00102027 85339 0
: 337 Minimum Test error found - save the configuration
: 337 | 1390.88 1282.7 0.0103674 0.00101848 85571.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.67 1271.14 0.0104285 0.00106128 85403.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.46 1259.49 0.0103794 0.00102188 85492.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1350.45 1248.14 0.0103738 0.00102347 85558.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1337.57 1236.19 0.010363 0.00101794 85606.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1324.68 1224.43 0.0103911 0.00102086 85376.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.73 1213.1 0.0103976 0.00102107 85319.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1299.07 1201.94 0.0104442 0.00102377 84922.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1286.7 1190.51 0.0103829 0.00102491 85488 0
: 346 Minimum Test error found - save the configuration
: 346 | 1274.01 1179.58 0.0103941 0.00102355 85374.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.74 1168.98 0.0103765 0.0010191 85493.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1249.96 1157.62 0.0104181 0.00105062 85401.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1238.07 1146.93 0.0104228 0.00102257 85104.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1225.7 1135.9 0.0103854 0.00101982 85418.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.86 1125.39 0.0104 0.00103006 85379.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1202.25 1115.47 0.0103809 0.00102053 85466.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1190.61 1104.89 0.0103827 0.00101895 85436.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1179.21 1093.55 0.010395 0.00102058 85338.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.02 1083.88 0.010489 0.00102905 84567.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1156.5 1072.95 0.0103654 0.00101776 85583.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.73 1062.99 0.0103683 0.00101872 85565.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.61 1053.27 0.0104426 0.00105474 85216.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.75 1042.98 0.010396 0.00102432 85363.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.72 1033.5 0.0104726 0.0010211 84642.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1101.1 1023.61 0.0103819 0.00102052 85457 0
: 362 Minimum Test error found - save the configuration
: 362 | 1090.38 1013.78 0.0103831 0.00101964 85438.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.41 1004.45 0.0104019 0.00102277 85295.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1069.47 994.716 0.010372 0.00102061 85548.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.54 985.269 0.0103928 0.00101652 85321.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1048.03 976.326 0.0103914 0.00102097 85374.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1038.11 967.138 0.0103888 0.00101869 85378.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.33 957.294 0.0104675 0.0010626 85062 0
: 369 Minimum Test error found - save the configuration
: 369 | 1018.08 948.945 0.0103758 0.00102039 85512.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1008.31 939.3 0.0104443 0.00102038 84890.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.908 930.723 0.0103961 0.00103195 85432 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.661 920.968 0.0103688 0.00101735 85547.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.363 912.338 0.0103832 0.00101921 85433.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.987 903.633 0.0103861 0.00102058 85419.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.898 894.35 0.0104969 0.00103142 84517.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 950.064 886.118 0.0104166 0.00102782 85207.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.721 877.569 0.0104215 0.00102321 85121.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.46 869.152 0.010439 0.00105211 85224.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.49 860.591 0.0103966 0.00103024 85412 0
: 380 Minimum Test error found - save the configuration
: 380 | 913.489 852.197 0.0104225 0.00105211 85375.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 904.184 843.872 0.0103651 0.0010181 85588.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.403 835.546 0.0104352 0.00102221 84989.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.336 827.46 0.0103901 0.00102271 85402.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.628 819.321 0.0103986 0.00102699 85363.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.855 811.891 0.0103766 0.00101883 85490.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.6 804.112 0.0104018 0.00102181 85288 0
: 387 Minimum Test error found - save the configuration
: 387 | 852.145 795.768 0.010406 0.00102224 85253.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.475 787.893 0.0104175 0.00104842 85386.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 835.016 780.691 0.0103904 0.0010215 85388.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.758 772.947 0.0103805 0.00102409 85502.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.638 765.47 0.0104106 0.00102163 85206.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 810.61 757.367 0.0104702 0.00102667 84714.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 802.555 749.768 0.0103846 0.00102049 85432.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 794.184 742.345 0.0104025 0.00102235 85286.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 786.345 735.001 0.0104827 0.00103089 84639.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.355 728.259 0.010397 0.0010267 85375.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.895 720.38 0.0103661 0.00101903 85588.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.788 713.472 0.0104109 0.00105014 85463.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.449 706.104 0.0103999 0.00102108 85298.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.944 698.659 0.010473 0.00102233 84650.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.911 692.064 0.0103991 0.00101742 85272.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.722 685.155 0.0103835 0.00102104 85447.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.602 678.153 0.0103943 0.00102479 85383.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.991 671.429 0.0103974 0.00101804 85293.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.894 664.504 0.0103595 0.00101792 85638.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.742 657.639 0.0104268 0.00102297 85071.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.487 650.766 0.0103878 0.00102371 85433.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.319 644.638 0.0104225 0.0010491 85347.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.425 637.892 0.0103911 0.00101645 85336.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.85 631.142 0.0103833 0.00102137 85452.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.594 624.604 0.0104068 0.00102467 85268.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 662.051 618.863 0.0103826 0.00101809 85428.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 655.385 611.95 0.0103818 0.00101672 85423.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.519 605.787 0.0103853 0.00101891 85411.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 642.229 599.442 0.0105012 0.00103084 84474.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 635.185 593.468 0.0106361 0.00103086 83288 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.753 587.155 0.0103984 0.0010247 85345.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.414 581.336 0.0104367 0.00104144 85149.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.901 575.196 0.0103897 0.00102048 85385.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.861 569.383 0.0104002 0.00101849 85272.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.387 563.392 0.0103794 0.00101688 85447.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.306 556.982 0.0104373 0.00102446 84990.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 591.267 551.192 0.0104402 0.00102599 84977.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.892 545.606 0.010419 0.00102023 85117.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.961 540.195 0.0104011 0.00101772 85257.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.191 534.761 0.0103858 0.00101986 85415.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.399 528.692 0.0106294 0.00103166 83353.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.381 523.033 0.0104992 0.00104659 84632.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.729 517.114 0.0103877 0.00101804 85382.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.551 512.272 0.0108249 0.00103702 81733.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.213 506.682 0.0105595 0.00104018 84040 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.395 501.068 0.0104327 0.00103985 85171.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.672 495.765 0.0107624 0.00102329 82142.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.254 490.778 0.0105394 0.00103847 84202.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.843 485.304 0.0104015 0.00102286 85300.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.354 480.087 0.0106571 0.00126472 85175.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.919 475.016 0.0104505 0.0010181 84814.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.567 470.356 0.0104258 0.00103945 85230.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.415 465.083 0.010448 0.0010667 85276 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.445 459.676 0.0105342 0.00106398 84475.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.285 454.656 0.0105963 0.00102841 83613.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.617 450.049 0.0106527 0.00102748 83114.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.954 445.272 0.0104532 0.00103348 84928.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.873 440.387 0.0104055 0.00102004 85238.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.817 435.43 0.0104755 0.00102617 84662.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.105 430.652 0.0105022 0.00102289 84394.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.144 426.365 0.0103982 0.001021 85313.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.234 421.524 0.0112923 0.00105354 78134.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.544 416.95 0.0103955 0.00101998 85328.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.763 412.442 0.0105859 0.00103047 83722.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.156 408.126 0.0104169 0.00102411 85171.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.557 403.435 0.0105569 0.00102397 83919.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.106 399.196 0.0103716 0.00101787 85527.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.363 394.754 0.0105006 0.00103168 84487.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.669 390.431 0.010415 0.00102228 85172.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.868 386.04 0.0105385 0.00102573 84097.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.985 381.74 0.0103921 0.00101646 85327.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.054 377.695 0.0104182 0.00104101 85313.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.447 373.658 0.010465 0.00104464 84922 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.593 369.372 0.0105045 0.00102469 84390 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.973 365.261 0.0105216 0.001026 84249.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.558 361.606 0.0104367 0.00102462 84997.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.834 357.212 0.0104947 0.00102642 84492.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.612 353.124 0.0104049 0.00102317 85272.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.597 349.289 0.0104724 0.00102832 84709.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.548 345.325 0.0103975 0.00102007 85311.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.286 342.397 0.0103935 0.00102348 85378.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.615 338.2 0.0104162 0.0010381 85305.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.678 334.539 0.0104809 0.00102528 84605.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.123 330.454 0.010511 0.00104253 84491 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.955 326.661 0.0121831 0.00104257 71809.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.88 322.646 0.0104108 0.00101813 85172.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.5 319.416 0.010385 0.00101696 85397 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.599 315.697 0.0104927 0.0010263 84509.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.726 311.595 0.0103932 0.00102166 85365.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.223 308.731 0.0103921 0.00101665 85329.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.383 305.253 0.0104482 0.00101975 84849.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.231 301.95 0.0103962 0.00103985 85503 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.384 298.251 0.0103866 0.00101949 85405.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.847 294.357 0.0103918 0.00102287 85388.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.413 291.362 0.0103723 0.00101629 85506.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.071 288.334 0.0103787 0.00101572 85442.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.191 284.882 0.010395 0.00102132 85345 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.365 281.524 0.0103786 0.00101509 85438.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.82 278.592 0.0103577 0.00101662 85642.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.365 275.029 0.0103624 0.00102058 85636.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.262 272.058 0.0104508 0.00103049 84923 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.996 269.605 0.0104079 0.0010352 85354.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.822 265.809 0.0103717 0.00101626 85511.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.654 262.915 0.0104046 0.00101837 85231 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.511 259.899 0.0103928 0.00102126 85364.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.6 257.352 0.0103915 0.00102564 85416.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.151 253.732 0.0103844 0.00102189 85446.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.232 250.888 0.0104911 0.00102911 84548.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.141 247.76 0.0104451 0.0010266 84939.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.218 245.544 0.010394 0.00102111 85352.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.334 242.822 0.0103808 0.00101667 85432.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.436 239.322 0.0103911 0.00103504 85506.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.482 236.81 0.0103815 0.00101954 85452.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.676 233.603 0.0103916 0.00101695 85336.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.583 231.196 0.0103512 0.00101432 85682 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.012 228.9 0.0103779 0.00101709 85462.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.249 226.481 0.010382 0.00102157 85466 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.653 223.732 0.0103842 0.00101824 85415.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.719 220.84 0.010389 0.00101656 85356.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.98 217.979 0.0103711 0.00101694 85523.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.266 216.133 0.0103917 0.00102615 85419.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.663 213.823 0.0103992 0.00103233 85407.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.202 211.254 0.0103636 0.00101466 85571 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.761 208.614 0.0103777 0.00101848 85477.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.018 206.367 0.0108642 0.00103118 81358.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.34 203.843 0.0103652 0.00101894 85595.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.169 202.461 0.010382 0.00102612 85507.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.691 199.569 0.0104776 0.00102864 84665.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.979 197.109 0.0103804 0.00101894 85456.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.791 195.35 0.010379 0.00101723 85454.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.29 193.117 0.0103606 0.00101587 85609.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.882 190.202 0.0103892 0.00103608 85532.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.498 188.556 0.0103774 0.00102031 85496.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.099 186.464 0.0103772 0.00101812 85478.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.801 183.99 0.0103744 0.00102302 85548.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.697 181.663 0.0103608 0.00101638 85612.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.087 179.691 0.0104839 0.00113924 85610.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.078 177.772 0.0104033 0.00101807 85240.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.786 176.071 0.0104025 0.00106119 85640.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.653 173.553 0.0103686 0.00102432 85613.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.3 171.677 0.0103702 0.00101939 85554.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.077 170.335 0.0104275 0.00104016 85220.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.952 168.004 0.0104047 0.0010256 85296.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.164 165.884 0.0103959 0.00101974 85323 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.285 163.336 0.010391 0.00101851 85356 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.716 161.782 0.0104252 0.00101989 85058.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.628 159.74 0.0103921 0.00101548 85318.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.921 158.193 0.0104989 0.00102735 84463.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.914 156.687 0.0104124 0.00101991 85174.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.777 154.273 0.0104013 0.0010194 85270.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.743 152.224 0.0103808 0.00101947 85457.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.692 150.768 0.0104146 0.00104245 85358.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.927 148.826 0.0103776 0.0010209 85500.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.94 147.215 0.0104154 0.00106508 85558.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.758 145.394 0.0103871 0.00101599 85369.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.903 144.313 0.0104378 0.00102612 85000.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.344 141.582 0.0104008 0.00102128 85292.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.233 140.398 0.0104034 0.0010199 85256.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.611 138.88 0.0103881 0.00102007 85396.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.619 137.633 0.0103942 0.00102005 85340.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.144 135.636 0.0103807 0.0010217 85479.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.999 133.54 0.0104087 0.00103602 85354.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.047 132.035 0.0103683 0.00101697 85549.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.312 130.367 0.010357 0.00101733 85656.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.721 128.342 0.0103888 0.00102098 85398.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.975 127.288 0.0103934 0.00102066 85353.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.344 125.656 0.0103627 0.00102484 85672.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.59 124.381 0.0104885 0.0010278 84560.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.163 123.372 0.0103793 0.00102603 85531.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.373 121.636 0.01037 0.00101892 85551.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.847 119.564 0.0103627 0.00101484 85581.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.083 117.837 0.0104096 0.00104353 85414.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.722 116.8 0.010424 0.00102248 85093 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.003 115.538 0.0103784 0.00102096 85493.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.474 113.928 0.0103854 0.00101948 85416.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.813 112.195 0.0103591 0.00101644 85628.3 0
: 563 | 127.494 112.228 0.0103465 0.000978609 85397.8 1
: 564 Minimum Test error found - save the configuration
: 564 | 125.907 109.387 0.0104298 0.00102363 85050.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.435 108.703 0.010393 0.00102241 85373.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.876 107.15 0.0103785 0.00101624 85449.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.427 105.852 0.0103717 0.00102092 85554.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.075 104.079 0.0104192 0.00104054 85300 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.751 103.619 0.0103857 0.00101822 85402 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.264 102.624 0.0103755 0.00101796 85492.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.797 101.667 0.0103907 0.00101821 85356.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.636 99.5357 0.0103988 0.00102089 85307.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.413 98.4247 0.0103566 0.00101558 85644 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.964 96.6299 0.0105411 0.00102858 84099.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.629 96.0546 0.010384 0.00102029 85435.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.081 94.8471 0.0104026 0.00103625 85411.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.151 94.1736 0.01037 0.00101748 85538.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.63 92.5036 0.0104096 0.00104043 85386.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.412 91.1902 0.0103696 0.00101795 85546.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.178 90.2533 0.0103816 0.00101878 85444 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.892 89.4861 0.0103847 0.00101662 85396 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.698 87.5527 0.0103535 0.0010165 85680.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.165 86.3999 0.0104386 0.00103823 85103.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.1588 86.3838 0.0103795 0.00102146 85487.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.2963 84.822 0.0103653 0.00101714 85578.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.0418 83.8362 0.0103834 0.00101958 85434.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.8713 82.2843 0.01037 0.00101774 85540.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.4718 81.2125 0.0104226 0.00104154 85278.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.3416 80.3654 0.0103727 0.00101742 85513.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.3161 78.7278 0.0103506 0.00101736 85715.4 0
: 591 | 91.2332 78.7891 0.0103363 0.000982788 85529 1
: 592 Minimum Test error found - save the configuration
: 592 | 90.027 77.4404 0.0103792 0.00102083 85485.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.9337 76.3419 0.0103803 0.00101722 85442 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.8138 75.2829 0.0104849 0.00102769 84591.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.9646 73.9589 0.0103734 0.00102663 85591.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.0419 73.7335 0.0103935 0.00101952 85342.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.8986 72.4574 0.0103571 0.0010154 85637.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.7879 72.0426 0.0104028 0.00103538 85402.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.9691 70.0833 0.0103903 0.00101846 85362.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.8506 69.6671 0.0103747 0.00102102 85527.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.8448 68.894 0.010379 0.00101511 85434.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.0107 67.8654 0.0105278 0.0010227 84165.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.2032 67.165 0.010383 0.00101873 85430.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.1189 66.1087 0.010378 0.00102067 85494.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.2398 65.1988 0.0103727 0.00101635 85503.3 0
: 606 | 76.1534 65.4009 0.010343 0.000983959 85479 1
: 607 Minimum Test error found - save the configuration
: 607 | 75.2065 64.1934 0.010666 0.00104087 83115.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.5077 62.4465 0.010576 0.00105422 84018.2 0
: 609 | 73.7133 62.526 0.0103554 0.000984398 85369.8 1
: 610 Minimum Test error found - save the configuration
: 610 | 72.6711 61.482 0.010368 0.00101715 85553.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.0373 60.3433 0.0103525 0.00101776 85701 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0584 59.3439 0.0103609 0.00101886 85634.8 0
: 613 | 70.3142 60.995 0.0103535 0.00098506 85392.7 1
: 614 Minimum Test error found - save the configuration
: 614 | 69.6629 58.0564 0.0104592 0.00102532 84800.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.5461 57.3368 0.0103832 0.0010288 85521.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.8488 56.7856 0.0103604 0.00101879 85638.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.9283 56.153 0.0103696 0.00101742 85541.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.3573 55.8977 0.0106153 0.00113339 84370.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.4108 54.5051 0.0103908 0.00103789 85534.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.4981 53.6983 0.0104709 0.00102728 84713.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.6796 53.2591 0.0103551 0.00101693 85669.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.0465 52.9672 0.01043 0.00101915 85007.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.2086 52.1322 0.0103656 0.00102121 85612.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.4328 50.4273 0.0103654 0.00102118 85614.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.6869 49.3902 0.0103802 0.00101861 85455.6 0
: 626 | 59.8285 49.7162 0.0103112 0.000982948 85760.7 1
: 627 Minimum Test error found - save the configuration
: 627 | 59.2177 48.6178 0.0103524 0.00101809 85705.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.6956 48.0871 0.0104178 0.00104054 85312.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.1595 47.847 0.0103981 0.00101619 85270.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.2499 47.4176 0.0103847 0.00101708 85400.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.5235 45.7375 0.0103902 0.0010224 85398.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.7553 45.5044 0.0103855 0.00102632 85477.6 0
: 633 | 55.2165 46.1629 0.0103559 0.000986928 85388.4 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.3642 44.4217 0.0105029 0.00102798 84433.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.5658 43.5574 0.0103697 0.00101684 85534.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.952 43.1004 0.0103611 0.00102034 85646.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4052 42.9942 0.0103986 0.00101974 85298.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.8063 41.6936 0.0104011 0.00104182 85476.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.0702 41.1628 0.0103521 0.00101804 85707.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.6316 40.9434 0.0103709 0.00101927 85546.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.067 40.2343 0.0103681 0.00101799 85560.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.3234 39.5977 0.0103559 0.00101657 85659.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.6527 38.9498 0.0103632 0.00101965 85620.7 0
: 644 | 48.0543 39.1392 0.0103191 0.000984749 85704.8 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.496 37.981 0.0103532 0.00101852 85701.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.2893 37.9118 0.0103499 0.00101435 85693.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.4939 36.9102 0.0104224 0.00101993 85084.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.0193 36.2797 0.0104165 0.00105511 85457.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2667 35.9564 0.0103821 0.0010191 85442.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.7263 35.4851 0.0103944 0.00102097 85347.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1272 34.6881 0.0103629 0.00101558 85586.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.5541 34.6458 0.0103648 0.00101969 85606.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2079 34.2049 0.0103558 0.00101619 85657.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.4707 33.6031 0.0104563 0.0010232 84807.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9824 33.5228 0.010383 0.00102366 85476 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4764 32.8727 0.0103788 0.00101825 85464.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.9959 32.4438 0.0103651 0.00101791 85587.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.8205 31.4954 0.0103789 0.00103529 85620.2 0
: 659 | 39.9312 31.5763 0.0103348 0.000983948 85553.6 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.5273 30.9522 0.0103637 0.00102023 85621.5 0
: 661 | 39.0067 31.0128 0.0103243 0.000976869 85585.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.5825 29.8653 0.0103431 0.00101395 85752.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.2426 29.721 0.0103534 0.00101523 85670 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5361 28.7485 0.0103702 0.00101815 85542.4 0
: 665 | 37.0887 28.7535 0.0103437 0.000985168 85483.4 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.6814 28.2522 0.0103569 0.00102112 85691.7 0
: 667 | 36.445 28.6216 0.0103383 0.000982537 85508.5 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.7984 26.9427 0.0104687 0.00104005 84847.4 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3779 26.8215 0.0103625 0.00101585 85592 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.8908 26.568 0.0103936 0.00101677 85316.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4496 26.1323 0.010346 0.00101986 85780.2 0
: 672 | 34.078 26.583 0.0103501 0.000983958 85414.5 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.7652 25.5396 0.0103636 0.00102105 85629.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2392 24.9346 0.0107121 0.0010348 82667.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.8943 24.6902 0.0103433 0.00101567 85767 0
: 676 | 32.5345 24.9474 0.0103325 0.000984878 85583.2 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.0367 23.6647 0.0103669 0.0010195 85585.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.6345 23.6613 0.0103837 0.00103502 85573.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2975 22.6947 0.0104004 0.00102027 85286.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.8386 22.52 0.0103918 0.00102147 85375.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4379 22.0323 0.0103793 0.00101762 85455 0
: 682 | 29.937 22.2507 0.0103475 0.000983579 85434.3 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.6019 21.6209 0.0103653 0.00102006 85605.5 0
: 684 | 29.2212 21.824 0.0103582 0.000982897 85330.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.8484 21.4773 0.010373 0.00101818 85517.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5288 21.2961 0.0103739 0.00102048 85530.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.1864 20.4248 0.0103587 0.0010134 85604.4 0
: 688 | 27.85 20.4792 0.0103514 0.000982519 85388.8 1
: 689 | 27.4393 20.5278 0.0103411 0.000984229 85499.1 2
: 690 Minimum Test error found - save the configuration
: 690 | 27.1289 19.8356 0.0103757 0.00101823 85493.6 0
: 691 | 26.7397 19.9897 0.0103237 0.000982199 85639.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.4986 19.3536 0.0103713 0.00102013 85551.2 0
: 693 | 26.2133 19.6727 0.0103244 0.000981919 85630 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.7596 18.902 0.0104548 0.00102356 84824.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.3991 18.1623 0.0103632 0.00101689 85595.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0054 17.7232 0.0104234 0.00101973 85073.6 0
: 697 | 24.7717 17.8109 0.0103305 0.000982799 85582.3 1
: 698 | 24.3424 18.162 0.0104203 0.000984479 84783.5 2
: 699 | 24.1902 17.7333 0.0103236 0.000984159 85657.8 3
: 700 Minimum Test error found - save the configuration
: 700 | 23.8389 17.2385 0.0103754 0.00102574 85564.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.3845 16.804 0.0103705 0.00101952 85552.5 0
: 702 | 23.2085 17.2067 0.0103259 0.000983588 85631.7 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.2441 16.3863 0.010543 0.00119479 85577.6 0
: 704 | 22.6755 16.4766 0.0103273 0.000982909 85612.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.361 16.2564 0.0103913 0.0010363 85515.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9835 15.8483 0.0103671 0.00101894 85578.3 0
: 707 | 21.7849 17.7033 0.0103171 0.000983609 85713.1 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.8407 15.3672 0.0104031 0.00103592 85404.9 0
: 709 | 21.1713 15.5213 0.0103336 0.000986559 85588.9 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.806 14.7303 0.0103724 0.00101624 85504.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4826 14.6818 0.010368 0.00101999 85579.6 0
: 712 | 20.1881 15.3844 0.0103152 0.000983647 85730.9 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.8535 14.3221 0.0103694 0.00102256 85590.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.6929 14.1667 0.0104816 0.00102906 84633.3 0
: 715 | 19.6848 14.788 0.0103947 0.000984158 85010.6 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.4478 13.9953 0.0104931 0.0010255 84498.8 0
: 717 | 19.1173 14.1835 0.0103259 0.000986539 85659 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.8428 13.6402 0.0104816 0.00102118 84562.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.5374 13.3819 0.010348 0.00101724 85738.1 0
: 720 | 18.4597 14.0539 0.0103242 0.000985859 85668.6 1
: 721 Minimum Test error found - save the configuration
: 721 | 18.0987 13.2123 0.0103927 0.00102042 85358.2 0
: 722 | 17.6782 13.2568 0.0103359 0.000983518 85539.9 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.4895 13.1264 0.0103603 0.00101729 85625.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.6178 12.6472 0.0104215 0.00106498 85501.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.1192 12.5441 0.0103608 0.00102124 85657.1 0
: 726 | 16.919 12.7501 0.0103457 0.000984019 85454.7 1
: 727 | 16.5653 12.8975 0.0103447 0.0010138 85736.3 2
: 728 Minimum Test error found - save the configuration
: 728 | 16.3658 12.0664 0.0103961 0.00103913 85497.7 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.0471 11.8224 0.0103957 0.00101905 85318.5 0
: 730 | 15.9498 12.947 0.0103534 0.000987588 85417 1
: 731 | 15.704 12.0523 0.0103895 0.000982248 85040.7 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.4808 11.7101 0.0103624 0.00102045 85635.4 0
: 733 | 15.4694 12.1989 0.0103591 0.000988457 85373.2 1
: 734 | 15.1882 11.712 0.0104549 0.000986929 84495.4 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.8094 11.1936 0.0103628 0.00101957 85623.2 0
: 736 | 14.6853 11.6958 0.0103295 0.00097461 85516.6 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.526 11.0361 0.0103719 0.00102252 85567 0
: 738 | 14.2642 11.3615 0.0103583 0.000984839 85347.7 1
: 739 | 14.047 12.446 0.0103512 0.000985819 85420.9 2
: 740 | 14.1545 11.2218 0.0103441 0.000989568 85519.6 3
: 741 Minimum Test error found - save the configuration
: 741 | 14.036 11.0129 0.0103641 0.00102127 85627.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.3871 10.3446 0.0103806 0.00101741 85441 0
: 743 | 13.2493 10.945 0.0103191 0.000981699 85676.8 1
: 744 | 13.1135 10.6124 0.0103251 0.000982539 85629.4 2
: 745 | 12.9255 10.7647 0.0103612 0.000985248 85324.9 3
: 746 | 12.7652 10.4203 0.0103481 0.000985789 85449.3 4
: 747 | 12.6777 11.1095 0.0103459 0.000983529 85448.2 5
: 748 | 12.6422 11.5851 0.0103269 0.00098287 85616.2 6
: 749 | 12.3723 10.4122 0.0103339 0.000983338 85556 7
: 750 Minimum Test error found - save the configuration
: 750 | 12.0861 10.2437 0.0103843 0.00102169 85445.9 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.0607 10.1987 0.0103518 0.00101596 85690.8 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.838 10.1091 0.0104305 0.00102108 85021.2 0
: 753 | 11.5147 10.6536 0.0104074 0.000983919 84894.1 1
: 754 | 11.5872 10.2561 0.0104439 0.0009851 84577.1 2
: 755 | 11.4623 11.1628 0.0103621 0.000983908 85304.6 3
: 756 | 11.1749 10.4992 0.0103169 0.000983188 85711.2 4
: 757 Minimum Test error found - save the configuration
: 757 | 11.0146 9.62983 0.0103721 0.00102624 85599.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.8858 9.56025 0.0104083 0.00103571 85354.9 0
: 759 | 10.8972 9.90916 0.0103257 0.000984788 85644.3 1
: 760 | 10.7566 9.88114 0.0103408 0.000988398 85539.6 2
: 761 | 10.5814 9.60245 0.0103351 0.000982048 85533.2 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.4997 9.05629 0.0103806 0.00101968 85461.3 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.268 8.94032 0.010375 0.00101902 85507.2 0
: 764 | 9.92877 9.11465 0.0103703 0.0009846 85236.3 1
: 765 | 9.86413 9.65665 0.0103799 0.000989438 85193.2 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.65761 8.88721 0.0108599 0.00108604 81851.1 0
: 767 | 9.49259 9.42511 0.0103969 0.000983999 84989.7 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.44148 8.86393 0.0103986 0.00103835 85467.7 0
: 769 | 9.36093 9.28655 0.0103331 0.000983439 85564.8 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.27445 8.40963 0.0104121 0.00101933 85171.5 0
: 771 | 9.13848 9.29906 0.0103426 0.000985098 85492.9 1
: 772 | 9.09472 8.5867 0.0103404 0.000985308 85514.9 2
: 773 | 9.10906 8.88846 0.0103939 0.000985348 85029.4 3
: 774 | 8.84333 8.49701 0.0104166 0.000983839 84810.4 4
: 775 | 8.71648 8.82852 0.0103387 0.00098294 85508.6 5
: 776 | 8.72629 8.54336 0.0103784 0.000985039 85166.6 6
: 777 Minimum Test error found - save the configuration
: 777 | 8.47452 8.39185 0.0104062 0.00102897 85312.9 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.39571 8.22816 0.01043 0.00103836 85182.2 0
: 779 | 8.43971 8.83333 0.0103593 0.000987638 85363.5 1
: 780 | 8.16576 8.29625 0.01035 0.000985518 85429.5 2
: 781 | 8.02838 8.72328 0.0103476 0.000987169 85466.2 3
: 782 Minimum Test error found - save the configuration
: 782 | 7.96847 8.09441 0.0103824 0.00102463 85490.6 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.81805 7.88221 0.0103703 0.00101819 85542.2 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.75933 7.75134 0.0103615 0.00101735 85615.1 0
: 785 | 7.63865 8.07851 0.0103617 0.000984799 85316.3 1
: 786 | 7.5855 8.36453 0.0104069 0.000985238 84910.6 2
: 787 | 7.52688 7.92865 0.0103313 0.000985617 85601 3
: 788 | 7.34442 8.06335 0.0103526 0.000984818 85399.1 4
: 789 | 7.20635 7.79117 0.0103457 0.000984018 85454.6 5
: 790 | 7.17998 8.15315 0.0103255 0.000981058 85612.1 6
: 791 Minimum Test error found - save the configuration
: 791 | 6.99572 7.60183 0.0103789 0.00102358 85513.1 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.89969 7.0415 0.010425 0.00101793 85042.4 0
: 793 | 7.1099 8.09095 0.0103624 0.000984419 85306.6 1
: 794 | 7.35216 7.45188 0.0104424 0.000986048 84599.4 2
: 795 | 6.87378 8.1595 0.0103553 0.000983608 85363.1 3
: 796 | 6.83567 7.97749 0.0103428 0.000984278 85483.9 4
: 797 | 6.80768 7.72298 0.0103394 0.000985339 85524.4 5
: 798 | 6.64426 7.15648 0.0103651 0.000986428 85299.5 6
: 799 Minimum Test error found - save the configuration
: 799 | 6.40341 6.95417 0.0103644 0.00102364 85646.5 0
: 800 | 6.27251 7.18184 0.0105367 0.000977248 83686.8 1
: 801 | 6.19131 7.27144 0.010348 0.000983698 85430.5 2
: 802 | 6.06732 7.22288 0.0104007 0.000985438 84968 3
: 803 Minimum Test error found - save the configuration
: 803 | 5.97976 6.62214 0.010399 0.0010216 85311.9 0
: 804 | 5.99072 7.27055 0.0103463 0.000986169 85469 1
: 805 | 5.98268 7.11668 0.0103372 0.00098314 85524 2
: 806 | 5.83527 7.43323 0.010397 0.00101677 85285.9 3
: 807 | 5.98875 7.14595 0.010327 0.000981849 85605.7 4
: 808 | 5.906 6.97748 0.0103504 0.000984048 85412 5
: 809 Minimum Test error found - save the configuration
: 809 | 5.76503 6.20607 0.0103648 0.00102677 85670.9 0
: 810 | 5.81725 6.41835 0.0103655 0.000992018 85347.1 1
: 811 Minimum Test error found - save the configuration
: 811 | 5.59877 5.91898 0.0104007 0.00101761 85260.1 0
: 812 | 5.58753 7.78297 0.0104238 0.000986129 84766.6 1
: 813 | 5.46082 6.72069 0.0103406 0.000983859 85499.7 2
: 814 | 5.52695 6.51906 0.0104695 0.000986249 84359.7 3
: 815 Minimum Test error found - save the configuration
: 815 | 5.39749 5.80808 0.0103751 0.00102109 85524.4 0
: 816 | 5.26723 6.44475 0.0103704 0.000987198 85258.7 1
: 817 | 5.25915 6.01657 0.0103462 0.000984507 85454.3 2
: 818 | 5.10052 7.0009 0.0103704 0.000987259 85258.9 3
: 819 | 5.08689 6.66594 0.0103485 0.000984349 85432.4 4
: 820 Minimum Test error found - save the configuration
: 820 | 4.96453 5.58327 0.0103742 0.00102424 85561.6 0
: 821 | 4.97421 7.25352 0.010345 0.000983809 85458.9 1
: 822 | 5.22093 6.02744 0.0103431 0.000988148 85516.2 2
: 823 | 5.00965 6.76534 0.0103303 0.000983628 85591.6 3
: 824 | 4.89678 5.71875 0.0103679 0.000984648 85258.2 4
: 825 | 4.61735 6.40265 0.0103687 0.000989388 85294 5
: 826 | 4.65609 5.99652 0.0103438 0.000979358 85429.1 6
: 827 | 4.4745 6.32706 0.0103617 0.000985478 85321.9 7
: 828 | 4.38174 6.18302 0.0103638 0.000984009 85289.4 8
: 829 | 4.60322 6.38753 0.0103797 0.00101938 85467 9
: 830 | 4.48369 6.03181 0.0103408 0.00098742 85530.2 10
: 831 Minimum Test error found - save the configuration
: 831 | 4.42974 5.21949 0.0103874 0.00102497 85448 0
: 832 | 4.29428 5.95747 0.0103523 0.000986659 85418.7 1
: 833 | 4.22712 6.04696 0.0103521 0.000985828 85412.8 2
: 834 | 4.13227 6.34644 0.0104696 0.000988548 84378.9 3
: 835 | 4.27587 5.68869 0.0103418 0.000985679 85505.9 4
: 836 | 4.0901 5.45336 0.0103372 0.00098451 85536.5 5
: 837 | 4.1474 5.79141 0.0103588 0.000986829 85360.7 6
: 838 | 3.93323 5.8867 0.0103516 0.000986939 85427.2 7
: 839 | 3.9297 6.55241 0.0103354 0.000983488 85544 8
: 840 | 3.90947 5.6202 0.0103517 0.000984259 85402.4 9
: 841 | 3.91379 5.43437 0.0103333 0.000984029 85568.4 10
: 842 | 3.84866 6.18865 0.0103447 0.000981638 85442.4 11
: 843 Minimum Test error found - save the configuration
: 843 | 3.81657 5.20052 0.010407 0.00103147 85328.8 0
: 844 | 3.71824 6.77078 0.0103609 0.000983828 85314.2 1
: 845 | 3.63664 5.58375 0.0103699 0.000985208 85245 2
: 846 | 3.6304 5.2325 0.0103354 0.00098917 85596.2 3
: 847 | 3.73864 5.48721 0.0103421 0.000987149 85516.5 4
: 848 | 3.63637 5.54271 0.0103754 0.000983719 85181.6 5
: 849 | 3.53165 6.21858 0.0103359 0.00098403 85544.6 6
: 850 | 3.71037 6.79773 0.0104116 0.000979528 84816.6 7
: 851 | 3.67397 5.76366 0.0104693 0.000985998 84358.7 8
: 852 | 3.36665 6.31739 0.0103416 0.000985468 85505.2 9
: 853 | 3.39847 5.9924 0.0104313 0.000985449 84693.3 10
: 854 | 3.39278 5.41595 0.0104354 0.000985628 84658.4 11
: 855 | 3.28346 5.47814 0.0103634 0.000986878 85319.6 12
: 856 | 3.24395 6.43537 0.0103388 0.000984698 85524.3 13
: 857 Minimum Test error found - save the configuration
: 857 | 3.14146 5.16038 0.0103881 0.0010269 85459.3 0
: 858 | 3.21565 5.79025 0.0103632 0.000986189 85315.3 1
: 859 | 3.19407 6.76355 0.0104402 0.000989119 84646 2
: 860 | 3.21654 7.05054 0.0103743 0.000986399 85216.1 3
: 861 | 3.06365 6.98467 0.0103838 0.000983748 85105.9 4
: 862 | 3.04334 6.03805 0.0104006 0.000986089 84975.2 5
: 863 | 3.07533 5.16413 0.0103498 0.000985329 85429.6 6
: 864 | 3.12233 6.07359 0.0103468 0.000991238 85510.9 7
: 865 | 3.16581 6.08231 0.0103654 0.000985219 85286.5 8
: 866 | 3.08023 6.29023 0.0103496 0.000984929 85427.1 9
: 867 | 3.11821 7.48121 0.0103555 0.000985689 85380.2 10
: 868 | 3.01063 5.48709 0.0103694 0.000985749 85255.1 11
: 869 | 2.89762 7.02637 0.0103471 0.000985879 85459.2 12
: 870 | 2.95291 6.22849 0.0103467 0.000985828 85462.1 13
: 871 | 3.00228 6.29522 0.0103657 0.000984558 85277.4 14
: 872 | 2.97496 6.59622 0.0103703 0.000984768 85237.3 15
: 873 | 2.89479 5.78431 0.0103328 0.000976368 85502.7 16
: 874 | 2.86454 6.62846 0.0104592 0.000984949 84439.1 17
: 875 | 2.76719 6.12802 0.0103952 0.000985009 85014.2 18
: 876 | 2.66759 5.66227 0.010361 0.000986758 85340.1 19
: 877 | 2.78108 5.97106 0.010354 0.000996548 85493.7 20
: 878 | 2.74476 5.26792 0.0104522 0.00103806 84978.6 21
:
: Elapsed time for training with 1000 events: 9.12 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0109 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.807 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= 3.32649e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10039e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0298 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0353 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: 0.00153 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: 0.0938 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: 0.89 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00272 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00439 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: 0.00252 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000599 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0944 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.897 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.581 0.0908 5.12 1.49 | 3.234 3.240
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.0489 0.148 1.90 1.09 | 3.381 3.366
: 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.