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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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:417
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:3797
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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: 0.261 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00261 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000772 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00416 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: 0.000193 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000499 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 = 31522.8
: --------------------------------------------------------------
: 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 | 33067.6 31111.9 0.010232 0.00105649 87188.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32517.2 30511.1 0.0102819 0.0010171 86348.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31754.1 29781.1 0.0103891 0.00102245 85409.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 30951.4 29088.1 0.010428 0.00102418 85071.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30177.8 28379.1 0.0104877 0.00110658 85277.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29358.5 27501.3 0.0103821 0.00102414 85488.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28589.6 26762.6 0.0102417 0.000996466 86531 0
: 8 Minimum Test error found - save the configuration
: 8 | 28077.4 26337.3 0.0101064 0.000983416 87690.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27699 26007.5 0.0100413 0.000989776 88382.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27376 25703 0.00995033 0.000971335 89096.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27066.6 25422.9 0.00998881 0.000974285 88745.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 26779.3 25151.6 0.0100811 0.000999926 88094.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26502.9 24888.3 0.0100003 0.000977015 88659.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26230.7 24637.3 0.00998316 0.000972336 88782.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 25971.4 24389.4 0.00997487 0.000971005 88850.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25717.5 24146.4 0.00999132 0.000986036 88836.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25464.6 23913.5 0.0100459 0.000982137 88263.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25225.1 23678.3 0.00996665 0.000976827 88989.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 24981.9 23452.6 0.00996378 0.000971957 88969.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24746.9 23229.9 0.00996264 0.000969256 88954.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24516.4 23009.2 0.00999491 0.000974726 88690 0
: 22 Minimum Test error found - save the configuration
: 22 | 24285.3 22796.3 0.0100213 0.000993876 88618.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24063.9 22581.9 0.00998002 0.000978857 88877.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 23840.8 22372.8 0.00998175 0.000979106 88862.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23620.4 22169.3 0.00998509 0.000979774 88836.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23408.6 21962.7 0.0111655 0.00100286 78719.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23194.3 21761 0.0099998 0.000971046 88605.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 22983.1 21563.6 0.010022 0.000975876 88435.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 22778.7 21364 0.0100104 0.000977255 88562.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22569.9 21172.4 0.0100051 0.000975455 88596.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22370 20979 0.0101751 0.00101131 87300.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22166.6 20792.6 0.0101689 0.001011 87356.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 21972.1 20603.2 0.0100286 0.000984366 88454.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21773.1 20420.6 0.0100175 0.000976825 88488.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21582.1 20236.2 0.0101069 0.000988906 87738.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21391.5 20053 0.010061 0.000979456 88090.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21199.2 19876.1 0.0100245 0.000976996 88422.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21014 19698.2 0.0100317 0.000973386 88316.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20829 19522.2 0.0100462 0.000980096 88240.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20644.2 19350.4 0.010012 0.000976466 88539.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20460.2 19184.4 0.0100415 0.000982197 88307 0
: 42 Minimum Test error found - save the configuration
: 42 | 20283.5 19015.8 0.0102263 0.000996366 86674.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20108 18845.8 0.0102442 0.00110488 87533.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 19930.4 18680.4 0.0101177 0.000981177 87560.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19756.9 18516.2 0.0101902 0.000994936 87001.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19584.7 18354 0.0101065 0.000984836 87703.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19412.5 18196.3 0.0101643 0.000985566 87157.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19247.5 18035.2 0.0100322 0.000979357 88369.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19078.9 17878.3 0.0100082 0.000973575 88548.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 18913.2 17724.1 0.00998749 0.000977217 88787.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18748.5 17573.4 0.00998955 0.000973837 88733.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18589.7 17419.6 0.0101661 0.00102194 87487.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18427.4 17270.8 0.0101442 0.00100668 87551.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18269.7 17122.2 0.0100459 0.000982597 88267.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18113.2 16974.7 0.01003 0.000975027 88348.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 17957.9 16828.6 0.0102077 0.000987817 86769.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17804.9 16683.1 0.0100508 0.000978755 88182.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17651.1 16541.5 0.0100294 0.000976146 88366.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17501.8 16399.1 0.0101124 0.000986766 87665.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17350.8 16260.4 0.0100293 0.000984876 88452.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17200.9 16123.1 0.0100389 0.000979995 88310.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17052 15971.5 0.0101207 0.000992036 87636.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16892.9 15820.7 0.0103746 0.00107405 86016.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16778.5 15690.8 0.0102489 0.000999596 86492.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16613.5 15572.1 0.0101362 0.000994187 87508 0
: 66 Minimum Test error found - save the configuration
: 66 | 16470.1 15428.9 0.0103826 0.00101933 85439.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16319.9 15267.2 0.0103025 0.0010208 86191.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16165.9 15130.8 0.0102008 0.00100197 86967.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16020.4 14985.7 0.0101923 0.00101196 87143.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15876.5 14842.1 0.0102383 0.00100256 86620 0
: 71 Minimum Test error found - save the configuration
: 71 | 15732.3 14703.5 0.0102432 0.00100854 86630.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15584.1 14558.5 0.0103058 0.00104445 86380.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15439.9 14424.7 0.0102941 0.00102349 86294.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15298.2 14288.6 0.0103985 0.00102261 85324.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15159.5 14157.6 0.0102672 0.00101313 86448.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15018.9 14029 0.0104642 0.00111961 85610.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14885.3 13899.2 0.0102838 0.00100686 86235 0
: 78 Minimum Test error found - save the configuration
: 78 | 14748.6 13771.3 0.0103088 0.00101238 86054.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14614.8 13643.4 0.0103034 0.00101631 86141.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14480.6 13516.5 0.010318 0.00101533 85996.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14347.3 13391.4 0.0103078 0.00101152 86056.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14217.6 13266.7 0.0103039 0.00101654 86139 0
: 83 Minimum Test error found - save the configuration
: 83 | 14085.4 13143.6 0.0104684 0.00103792 84831 0
: 84 Minimum Test error found - save the configuration
: 84 | 13956.3 13023.2 0.0103752 0.0010188 85502.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13831.3 12899.7 0.0103275 0.00101333 85890.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13703.4 12780.2 0.0105644 0.00103332 83935.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13576.3 12665.3 0.0104685 0.00103859 84836.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13453.8 12549.8 0.0103674 0.001046 85823.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13334 12431.7 0.0103239 0.00101219 85913.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13210.5 12318.9 0.0103178 0.00101608 86005.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13091.4 12205.5 0.0102922 0.00100877 86174.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 12971.7 12094.4 0.0104495 0.00107272 85317.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 12853.8 11985.1 0.0105231 0.00104881 84439.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12738.1 11875 0.010368 0.00101318 85517.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12621.6 11768 0.0103376 0.0010156 85818.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12508.9 11658.8 0.010449 0.00102902 84925.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12394.6 11551.9 0.0103134 0.00101221 86010.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12282.2 11446 0.0103261 0.00101663 85934.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12171.1 11340.7 0.0103319 0.00102139 85924 0
: 100 Minimum Test error found - save the configuration
: 100 | 12060.7 11236.6 0.0103196 0.00102055 86030.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 11952 11132.2 0.0103474 0.00101826 85752.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11841.6 11031.6 0.0103056 0.00101356 86094.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11733.4 10933.3 0.010439 0.00104928 85199.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11630 10831.1 0.010357 0.00101219 85609.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11523.3 10731.7 0.0103241 0.00101065 85897.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11418.7 10633 0.0104342 0.0010389 85149 0
: 107 Minimum Test error found - save the configuration
: 107 | 11314.2 10536.7 0.0104642 0.00102754 84775.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11211.8 10440.4 0.0103914 0.00101673 85336.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11110.6 10344.4 0.0103274 0.00101403 85898.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11009.4 10249.4 0.0103268 0.00101868 85946.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 10908.7 10156.5 0.0103784 0.00101581 85446.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10809.8 10063.9 0.0103422 0.00101794 85797.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10712.4 9971.05 0.010545 0.00108656 84580.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10614.2 9880 0.0103653 0.00101873 85592.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10517.6 9789.95 0.0103383 0.00101851 85839 0
: 116 Minimum Test error found - save the configuration
: 116 | 10422.1 9700.61 0.0104293 0.00102642 85079.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10329.2 9609.04 0.0103257 0.00101293 85903.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10231.8 9523.55 0.0103214 0.00100823 85899.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10140.7 9435.83 0.0103702 0.00102019 85561.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10049.2 9347.42 0.0103395 0.00101616 85806.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 9955.46 9263.31 0.0103404 0.00101592 85795.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 9865.57 9178.64 0.0103393 0.00101314 85780.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9776.4 9093.69 0.0105013 0.00105896 84725 0
: 124 Minimum Test error found - save the configuration
: 124 | 9686.43 9010.86 0.0103607 0.00101887 85636.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9599.42 8926.72 0.0103674 0.00101927 85578.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9510.65 8845.38 0.0103738 0.00101307 85463.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9425.49 8762.39 0.0104498 0.00102767 84906.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9337.56 8683.07 0.0103517 0.00102938 85815.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9253.14 8603.29 0.0104073 0.00102685 85283.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9169.31 8523.47 0.0103503 0.00101875 85730.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9084.93 8445.15 0.0103661 0.00102946 85683.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9001.38 8368.56 0.0103574 0.0010184 85662.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 8921.04 8289.94 0.010396 0.00105189 85615.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8838.5 8213.62 0.0103483 0.00101739 85736.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8757.36 8138.43 0.0103632 0.001017 85596.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8677.02 8064.52 0.0103442 0.00102091 85806.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8599.49 7988.61 0.0103539 0.00101597 85672.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8520.01 7914.63 0.0103811 0.00101886 85449.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8442.16 7841.25 0.0103513 0.0010204 85736.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8364.65 7768.99 0.0103558 0.00101824 85675.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8287.15 7699.02 0.0106139 0.00103033 83476.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8213.5 7626.29 0.010438 0.00103338 85064.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8136.84 7556.41 0.0105653 0.00105827 84148.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8061.86 7487.7 0.0103745 0.00102417 85558.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 7989.67 7417.19 0.0103579 0.00101926 85665.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 7915.61 7348.61 0.0103339 0.00101967 85889.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7842.68 7281.38 0.01056 0.00103457 83985.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7770.72 7214.87 0.0103788 0.00103363 85605.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7700.28 7147.47 0.0103748 0.00102165 85532.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7629.43 7081.28 0.0103478 0.00101749 85741.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7560.04 7014.64 0.0103573 0.00101961 85674 0
: 152 Minimum Test error found - save the configuration
: 152 | 7490.23 6949.39 0.0104958 0.00104955 84690.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7421.14 6885.23 0.0104208 0.00105008 85372.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7353.22 6821.33 0.0103614 0.00101615 85605.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7285.1 6758.97 0.0104555 0.00103773 84946.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7219.19 6695.53 0.010434 0.00101741 84956.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7153.1 6632.81 0.0104735 0.00106612 85039.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7085.83 6572.44 0.0104881 0.00103006 84583.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7022.18 6510.73 0.0103751 0.00102505 85560.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 6956.19 6451.66 0.010349 0.00101751 85731.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6893.33 6391.29 0.010374 0.00101288 85460.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6830.18 6331.22 0.0103596 0.00101879 85645.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6767.22 6271.82 0.0104496 0.00107129 85303.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6704.24 6213.95 0.0103641 0.00101865 85602.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6642.07 6157.38 0.0104482 0.00103658 85001.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6582.83 6098.44 0.0103958 0.00101671 85295.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6520.34 6042.98 0.0104604 0.00102612 84796.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6461.3 5986.36 0.01039 0.00102387 85414.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6401.57 5930.22 0.0103946 0.00105083 85618.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6342.84 5874.38 0.010364 0.00102004 85616.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6283.25 5820.56 0.0103649 0.00101742 85584.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6226.83 5765.05 0.0103664 0.00101997 85594.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6167.84 5712.44 0.010416 0.00104159 85338.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6111.01 5659.99 0.0103646 0.00101675 85580.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6055.78 5606.18 0.0104532 0.00102321 84835.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 5999.68 5553.71 0.0103948 0.00102129 85346.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 5943.75 5501.73 0.0104158 0.00104273 85350.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5889.17 5450.22 0.0104187 0.00102096 85127.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5834.58 5399.17 0.0104132 0.00102724 85233.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5780.22 5349.48 0.0103573 0.00102345 85709.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5727.3 5299.31 0.0103818 0.00101754 85431.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5674.33 5249.56 0.0104873 0.00103292 84617 0
: 183 Minimum Test error found - save the configuration
: 183 | 5621.93 5200.39 0.0104394 0.00103583 85074.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5569.71 5151.88 0.0104075 0.00102975 85308.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5518.3 5103.89 0.0103932 0.00102399 85385.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5466.97 5056.5 0.0103436 0.00101568 85764.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5417.55 5007.91 0.0104782 0.00103123 84682.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5367.12 4960.55 0.0103905 0.0010233 85404 0
: 189 Minimum Test error found - save the configuration
: 189 | 5316.01 4915.65 0.0105553 0.00102631 83954.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5267.81 4869.58 0.0103415 0.00101395 85767.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5218.74 4824.56 0.0103546 0.0010215 85716.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5170.68 4779.53 0.0104055 0.00103377 85362.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5123.18 4734.57 0.0104503 0.00103836 84998.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5075.91 4689.75 0.010387 0.00101663 85375.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5028.21 4646.47 0.0103975 0.00102768 85380.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 4981.48 4604.21 0.0103944 0.00102551 85388.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4936.94 4559.77 0.0103917 0.0010231 85391.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4890.19 4517.8 0.0103969 0.00102321 85345.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4845.25 4475.29 0.0104458 0.00105961 85231.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4800.38 4433.42 0.0104096 0.00101824 85184.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4755.79 4392.25 0.0103904 0.00102215 85394.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4712.66 4350.67 0.0103848 0.00101446 85375.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4669 4309.41 0.0103947 0.00103635 85485.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4625.15 4269.65 0.0103858 0.00101922 85410.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4583.31 4229.49 0.0103802 0.00102365 85501.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4539.69 4190.86 0.010443 0.0010261 84953.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4499.17 4151.25 0.0105703 0.00103317 83882.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4457.21 4112.21 0.0104156 0.00102485 85190.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4416.62 4073.2 0.0104292 0.0010291 85105.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4374.81 4036.17 0.0104464 0.0010247 84910.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4335.36 3998.24 0.0104179 0.00102837 85201.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4294.83 3961.77 0.0104278 0.0010427 85241.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4255.93 3924.28 0.0104232 0.00104005 85259.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4216.64 3887.62 0.0105173 0.00102627 84290.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4177.72 3851.58 0.0104004 0.00102539 85333.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4140.01 3814.71 0.0104389 0.00102892 85016.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4101.15 3779.52 0.0104096 0.00102304 85228.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4063.69 3744.35 0.0104551 0.00102331 84819.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4026.48 3709.19 0.0103862 0.00102984 85502.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 3989.5 3674.66 0.010405 0.00102444 85282.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 3953.19 3640.37 0.0104459 0.00102503 84917.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3916.55 3606.89 0.0104483 0.00105728 85188.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3881.67 3572.44 0.0104646 0.00104471 84926.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3845.33 3539.43 0.0104495 0.00102592 84893.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3810.65 3506.61 0.0104243 0.00102335 85097.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3775.33 3473.7 0.0104121 0.0010204 85181.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3741.11 3441.08 0.0104765 0.00103017 84688.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3706.59 3409.34 0.0103383 0.00101913 85844.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3672.99 3378.18 0.0103884 0.00103552 85534.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3638.88 3347.08 0.0104727 0.00110667 85414.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3606.88 3314.81 0.0104307 0.00102719 85074.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3573.02 3284.55 0.0104554 0.00104426 85005.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3540.9 3253.76 0.0104697 0.00104369 84871.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3508.56 3223.31 0.0104324 0.00102424 85032.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3476.57 3193.03 0.0104296 0.00102783 85090.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3444.74 3163.85 0.0104356 0.00102962 85052.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3413.36 3134.36 0.0109989 0.00104217 80348 0
: 238 Minimum Test error found - save the configuration
: 238 | 3382.23 3105.42 0.0104214 0.00102814 85167.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3352.05 3076.39 0.0104564 0.00103175 84884 0
: 240 Minimum Test error found - save the configuration
: 240 | 3321.43 3047.93 0.0105742 0.00105595 84048.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3290.64 3019.28 0.0104776 0.00103917 84759.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3261.27 2990.67 0.010448 0.00103154 84957.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3230.71 2964.05 0.0105713 0.0010732 84227.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3202.54 2935.74 0.0104459 0.00102927 84956 0
: 245 Minimum Test error found - save the configuration
: 245 | 3173.04 2908.24 0.0104754 0.00103672 84757.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3143.79 2881.49 0.0104371 0.00102638 85009 0
: 247 Minimum Test error found - save the configuration
: 247 | 3115.32 2854.92 0.0105423 0.00103765 84169.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3086.79 2828.59 0.0104442 0.00102856 84965.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3059.3 2802.01 0.0104243 0.0010236 85100 0
: 250 Minimum Test error found - save the configuration
: 250 | 3030.78 2776.39 0.0104286 0.00102648 85087.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3003.84 2750.28 0.0104278 0.00102968 85123 0
: 252 Minimum Test error found - save the configuration
: 252 | 2976.55 2724.53 0.0106164 0.00105064 83631.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 2949.44 2699.08 0.0105474 0.00105656 84291.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2922.69 2674.13 0.0104901 0.00103614 84620.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2895.56 2649.86 0.010452 0.00103964 84994.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2869.82 2625.31 0.0104519 0.00102843 84894.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2844.17 2600.34 0.0104216 0.00102667 85152.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2818.06 2576.16 0.0104437 0.00102539 84940.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2791.92 2553.28 0.0104207 0.00102746 85167.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2767.09 2529.95 0.0103949 0.00102328 85364.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2742.3 2506.23 0.0103581 0.00102036 85674.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2717.66 2482.27 0.0104124 0.00102334 85205.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2692.09 2460.16 0.0104807 0.00104592 84793 0
: 264 Minimum Test error found - save the configuration
: 264 | 2668.78 2436.77 0.0104139 0.00102671 85222.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2643.5 2414.83 0.0104376 0.00102123 84958.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2620.35 2392.51 0.0104325 0.0010232 85022.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2596.05 2370.2 0.0105305 0.00103566 84255.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2572.42 2348.73 0.0104406 0.00102248 84942.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2549.19 2327.72 0.0103833 0.0010289 85521.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2526.7 2305.47 0.0103872 0.00101535 85362.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2503.48 2284.24 0.0103968 0.00101977 85314.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2480.53 2263.33 0.010425 0.00101981 85059 0
: 273 Minimum Test error found - save the configuration
: 273 | 2457.76 2242.77 0.0106999 0.00103206 82748.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2436.16 2221.63 0.0104075 0.00102121 85230.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2413.21 2201.79 0.0103824 0.00101781 85428 0
: 276 Minimum Test error found - save the configuration
: 276 | 2392.07 2181.26 0.0104464 0.00103047 84962.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2369.76 2161.22 0.0103284 0.00101659 85912.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2348.29 2141.2 0.0103425 0.00101557 85773 0
: 279 Minimum Test error found - save the configuration
: 279 | 2326.52 2121.7 0.0103737 0.00102156 85542.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2305.26 2102.55 0.0103895 0.00102201 85401.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2284.91 2082.53 0.0104964 0.00104612 84653.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2263.69 2063.21 0.0104912 0.00102562 84516.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2242.49 2044.57 0.0105238 0.00103909 84346.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2222.18 2026.01 0.0104635 0.00102671 84774.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2201.85 2007.45 0.0104198 0.00102368 85141.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2181.68 1989.36 0.0103778 0.00101794 85471.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2162.03 1970.21 0.0105057 0.00104782 84585.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2141.7 1952.31 0.0104027 0.00101703 85236.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2122.05 1934.74 0.0103906 0.00102014 85374.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2102.08 1917.27 0.010441 0.00103287 85033.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2083.76 1898.28 0.0103955 0.00102036 85332.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2063.1 1881.9 0.0104379 0.00102942 85029.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2044.48 1864.68 0.0104242 0.00104318 85278.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2025.34 1847.76 0.0103889 0.00101719 85363.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2006.95 1830.53 0.0104199 0.00102137 85119.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 1988.26 1813.77 0.0103955 0.00102127 85340.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 1969.3 1797.49 0.0103998 0.00102132 85301.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1951.14 1781.17 0.0104596 0.00103514 84885.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1933.31 1765.01 0.0104471 0.00102897 84942.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1915.33 1748.87 0.0104678 0.00102402 84712.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1897.58 1732.27 0.0103886 0.0010227 85416.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1879.54 1716.56 0.010454 0.00102662 84859.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1861.83 1700.97 0.0104278 0.00103621 85182.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1844.53 1685.33 0.0104424 0.00101551 84864 0
: 305 Minimum Test error found - save the configuration
: 305 | 1827.23 1670.07 0.010405 0.00101939 85236.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1810.21 1654.91 0.0104089 0.00102384 85242.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1793.28 1639.3 0.0105082 0.00103142 84416.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1776.1 1624.23 0.0104159 0.00102578 85196.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1759.3 1609.68 0.0105484 0.00103181 84063.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1742.96 1594.89 0.0104095 0.00102963 85288.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1726.01 1580.77 0.0104026 0.00102292 85290.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1710.46 1566.27 0.0104273 0.00102266 85064.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1693.89 1551.73 0.0104499 0.00104213 85035.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1678.22 1536.9 0.010405 0.00101822 85226.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1661.95 1522.82 0.0104122 0.00102329 85206.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1646.04 1508.99 0.0104376 0.00102489 84991 0
: 317 Minimum Test error found - save the configuration
: 317 | 1629.93 1496.12 0.0104265 0.00103086 85146 0
: 318 Minimum Test error found - save the configuration
: 318 | 1615.49 1481.97 0.0104718 0.00104082 84827.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1599.63 1468.25 0.010442 0.00102011 84908.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1584.16 1455.84 0.0104285 0.00102715 85094.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1569.93 1441.18 0.010401 0.00102314 85307.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1553.97 1428.43 0.0104339 0.00102541 85030 0
: 323 Minimum Test error found - save the configuration
: 323 | 1539.85 1414.73 0.0104416 0.00104038 85095.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1524.77 1401.68 0.0104038 0.00102601 85308.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1509.77 1389.2 0.0103824 0.00101962 85444.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1495.42 1376.71 0.0104079 0.00102218 85235.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1481.87 1364.24 0.0105126 0.00103215 84383.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1466.75 1351.77 0.0105618 0.0010382 84001.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1453.28 1338.6 0.0104538 0.00102937 84885.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1439.23 1326.06 0.0104328 0.00102425 85029.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1425.15 1313.8 0.0104511 0.00102411 84862.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1411.7 1301.4 0.0104359 0.0010308 85059.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1397.85 1289.76 0.0104591 0.00104355 84966.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1384.34 1277.57 0.0104027 0.00102443 85303.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1371.09 1265.89 0.0104056 0.0010189 85226.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1358.01 1253.91 0.0104307 0.00102656 85069.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1345.09 1241.71 0.0104062 0.00102102 85241.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1331.64 1230.53 0.010406 0.00101445 85183.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1318.96 1219.4 0.0104055 0.00102114 85248 0
: 340 Minimum Test error found - save the configuration
: 340 | 1306.45 1207.84 0.0105484 0.00102537 84006.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1293.39 1197.11 0.0104118 0.00102159 85195.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1281.59 1185.27 0.0104336 0.00102724 85049 0
: 343 Minimum Test error found - save the configuration
: 343 | 1268.73 1174.38 0.0104366 0.00103903 85128.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1256.66 1163.28 0.0105385 0.00103727 84199.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1244.33 1152.8 0.0104084 0.00102349 85243.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1232.48 1142.65 0.0103912 0.00102241 85389.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1220.99 1131.04 0.0105731 0.00102772 83810 0
: 348 Minimum Test error found - save the configuration
: 348 | 1208.7 1120.44 0.0104193 0.00102497 85157.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1196.75 1109.98 0.0104118 0.0010206 85186.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1185.68 1099.11 0.0103976 0.00102338 85340.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1173.72 1089.02 0.0104181 0.00102946 85209.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1162.45 1078.85 0.0104533 0.00102117 84816.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1151.3 1068.65 0.0104531 0.00104282 85013.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1140.19 1058.62 0.0104001 0.00101959 85283.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1128.68 1048.88 0.0104122 0.0010192 85169.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1118.06 1038.79 0.0104572 0.00103305 84888.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1107.16 1029 0.0104049 0.00102265 85267.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1096.27 1019.74 0.0104241 0.0010201 85069.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1085.77 1009.57 0.010519 0.0010265 84277.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1075.18 1000 0.0104266 0.00101518 85002.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1064.62 990.502 0.0104283 0.00102459 85073 0
: 362 Minimum Test error found - save the configuration
: 362 | 1054.41 981.012 0.010436 0.0010232 84990.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1043.54 972.186 0.0104382 0.00103975 85120.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1033.62 962.97 0.0104098 0.00102476 85241.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1023.83 953.361 0.0104089 0.00102331 85237.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1013.67 944.059 0.0104789 0.0011103 85392 0
: 367 Minimum Test error found - save the configuration
: 367 | 1003.67 935.166 0.0104259 0.00101322 84991.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 994.044 925.773 0.0104025 0.00102091 85273.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 983.686 917.405 0.0104204 0.00102123 85113.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 974.512 908.455 0.0104371 0.00102711 85015.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 965.182 899.453 0.0104521 0.00104088 85004.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 955.22 890.998 0.0104426 0.0010291 84984.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 946.349 882.051 0.010441 0.00103667 85067.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 936.625 873.578 0.0104 0.00101596 85251.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 927.425 865.772 0.0103918 0.00101667 85332.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 918.872 856.668 0.0105591 0.00103651 84010.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 909.16 848.747 0.0104065 0.00101972 85225.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 900.347 840.296 0.0104054 0.00101285 85173.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 891.431 832.31 0.0104448 0.00102852 84959.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 882.59 824.383 0.0105309 0.00105709 84443.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 873.987 816.459 0.0104611 0.0010213 84747.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 865.937 808.046 0.0104564 0.00105073 85054.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 856.606 800.596 0.0104412 0.00102417 84952.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 848.443 792.028 0.010447 0.00102798 84934.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 839.452 784.567 0.0104794 0.00103662 84720.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 831.458 776.816 0.0105773 0.00104218 83900.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 823.101 768.968 0.0104155 0.00102769 85216.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 814.67 761.896 0.0104813 0.0010355 84693.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 806.965 753.994 0.0104153 0.00102416 85187 0
: 390 Minimum Test error found - save the configuration
: 390 | 798.662 746.747 0.0103932 0.00102203 85368.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 790.858 739.289 0.0104414 0.00102853 84989.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 783.072 731.475 0.0104734 0.0010597 84982.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 775.151 724.227 0.0104232 0.001017 85050.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 766.99 717.111 0.0104143 0.00102073 85164.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 759.541 710.045 0.0104719 0.0010329 84754.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 751.926 703.324 0.0105422 0.00114751 85154.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 744.552 696.023 0.0105305 0.00103624 84261 0
: 398 Minimum Test error found - save the configuration
: 398 | 737.069 689.122 0.0104063 0.00102406 85267.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 729.802 681.636 0.0103991 0.00102339 85327.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 722.053 675.182 0.0104159 0.00102542 85192.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 715.012 668.66 0.010421 0.00102025 85099.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 708.204 661.13 0.0105185 0.00104165 84416.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 700.295 654.63 0.0104459 0.00102867 84950.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 693.283 648.065 0.0104083 0.00101874 85201.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 686.453 641.505 0.0104054 0.00102315 85267.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 679.549 634.84 0.010537 0.00103935 84231.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 672.535 628.59 0.0105399 0.00104817 84283.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 665.742 622.569 0.0104639 0.00102307 84738.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 659.193 615.876 0.0104167 0.00102532 85184.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 652.704 609.392 0.0105062 0.00104118 84521.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 645.631 603.8 0.0104483 0.0010425 85053.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 639.498 596.85 0.0104591 0.00105183 85040.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 632.644 590.83 0.0104439 0.00102621 84946.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 626.058 584.791 0.0105568 0.00105343 84180.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 619.777 578.658 0.0104385 0.00102051 84944.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 613.287 573.076 0.0104462 0.00102709 84933.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 607.16 566.294 0.0104586 0.00102938 84842.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 600.848 560.23 0.010536 0.00102134 84080.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 594.424 554.54 0.0104501 0.0010266 84894.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 588.474 549.775 0.0104447 0.00102496 84927.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 582.793 542.902 0.0104571 0.00104609 85006.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 576.508 537.645 0.0104359 0.00104159 85158 0
: 423 Minimum Test error found - save the configuration
: 423 | 570.643 531.907 0.0104574 0.00102827 84843.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 564.957 526.522 0.0104327 0.00102225 85011.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 558.915 520.584 0.0104275 0.00102055 85043.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.116 515.712 0.010528 0.00103097 84236.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 547.378 510.195 0.0104479 0.00102367 84887.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 541.687 504.111 0.0104344 0.00102784 85046.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 535.859 499.268 0.0105241 0.00102343 84204.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 530.459 493.505 0.0104082 0.00102432 85252.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 525.05 488.735 0.011525 0.00107026 76520.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 519.496 483.124 0.0112087 0.00106905 78898 0
: 433 Minimum Test error found - save the configuration
: 433 | 514.1 478.753 0.0105586 0.00104208 84064.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 508.81 473.751 0.0104622 0.00101721 84701.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 503.881 467.934 0.0105055 0.00104243 84538.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 498.337 462.856 0.0105529 0.00103422 84044.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 493.454 457.525 0.0104923 0.00102921 84538.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 487.827 452.783 0.0104959 0.0010283 84499 0
: 439 Minimum Test error found - save the configuration
: 439 | 482.682 448.286 0.0104189 0.0010209 85124.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 477.785 443.392 0.0104492 0.00102209 84861.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 472.871 438.632 0.0104797 0.00102742 84635.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 468.159 433.854 0.010429 0.00103435 85154.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 463.295 429.429 0.0104649 0.00102326 84731.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.413 424.073 0.0104262 0.00102458 85092 0
: 445 Minimum Test error found - save the configuration
: 445 | 453.304 419.549 0.0105519 0.00103064 84022.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 448.767 415.03 0.0105372 0.00103139 84159.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 443.9 410.393 0.0104245 0.0010197 85062.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.359 406.129 0.0104844 0.00102626 84583.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 434.388 401.723 0.0104324 0.00102708 85058.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 429.96 397.615 0.0104438 0.00102343 84922.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 425.831 392.86 0.0104685 0.0010275 84736.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.034 389.01 0.0104649 0.00105334 85001.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 416.692 384.609 0.0108371 0.00125735 83509.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.172 380.308 0.0106008 0.00102206 83518.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 407.758 376.116 0.0104119 0.00102597 85234.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 403.781 371.904 0.0104384 0.00102029 84942.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 399.324 367.948 0.0104573 0.00103015 84861.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 394.951 364.29 0.0104287 0.00102587 85080.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.325 359.35 0.0104284 0.00102229 85050.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 387 355.718 0.010409 0.00102353 85238.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 382.591 351.299 0.0105309 0.00109744 84804.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 378.573 347.86 0.0105208 0.00105622 84525.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 374.537 344.285 0.010423 0.00102151 85093.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 370.643 340.077 0.0104604 0.00103184 84848.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 366.714 336.126 0.0106148 0.00115644 84581.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 362.855 332.613 0.0105783 0.00102815 83768.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 358.91 328.583 0.0104366 0.00102444 84996.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.098 324.901 0.0104492 0.00102463 84884.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 351.27 321.8 0.0104462 0.00102546 84919 0
: 470 Minimum Test error found - save the configuration
: 470 | 347.5 317.375 0.0104716 0.00102747 84709 0
: 471 Minimum Test error found - save the configuration
: 471 | 343.564 314.354 0.0104487 0.00102408 84884.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.131 310.435 0.0104527 0.00103897 84982 0
: 473 Minimum Test error found - save the configuration
: 473 | 336.526 306.923 0.010466 0.00102456 84732.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 332.731 303.566 0.0104807 0.00103286 84675.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.275 299.975 0.0104894 0.00102915 84564.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 325.64 296.467 0.0104447 0.00102711 84947.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.27 293.164 0.010427 0.00102511 85089.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 318.658 289.682 0.0104062 0.00102286 85257.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.264 286.596 0.0104266 0.00102177 85062.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 311.762 283.259 0.0104662 0.00102545 84738.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 308.618 281.017 0.0106445 0.00103402 83242 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.287 276.862 0.0104593 0.0010387 84920.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 301.942 273.808 0.0105545 0.0010309 84001.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.679 270.453 0.0104079 0.0010218 85232.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.336 267.231 0.0104743 0.00112983 85611.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.175 264.278 0.0103812 0.00102313 85487.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 288.923 261.682 0.0104044 0.00101921 85241.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.135 258.3 0.010409 0.00101474 85158.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 282.974 255.635 0.0104371 0.00102468 84994.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.029 252.231 0.0104378 0.00101959 84941.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.747 249.479 0.0105173 0.00102627 84289.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 273.912 246.597 0.0104563 0.0010432 84988 0
: 493 Minimum Test error found - save the configuration
: 493 | 270.799 244.339 0.0105724 0.00103405 83872.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 267.986 241.026 0.010443 0.00102339 84928.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 264.957 239.072 0.0104069 0.0010205 85229.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.297 235.065 0.0104313 0.00102112 85014.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.137 233.217 0.0104143 0.00102238 85179.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.469 230.146 0.0104361 0.00101495 84915.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.578 227.121 0.0104612 0.00102986 84823.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.498 224.886 0.0104069 0.00102259 85248.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.156 221.769 0.0104873 0.00106003 84859.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.233 219.398 0.0104126 0.00102422 85211.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.582 217.456 0.0104179 0.00102063 85131 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.331 214.433 0.0104359 0.00102811 85035.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.317 211.76 0.0105315 0.00103043 84201 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.783 209.477 0.0104537 0.00102163 84817 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.189 207.087 0.0104293 0.00102316 85050.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.495 204.706 0.0104406 0.00102394 84956.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.297 202.63 0.0103961 0.00102257 85346.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.447 200.038 0.0103945 0.00101601 85301.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.966 197.553 0.0104605 0.00105962 85098.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.827 195.751 0.0105899 0.00103307 83709.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.389 193.493 0.0104458 0.00103403 84999.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.917 191.235 0.0104061 0.00101298 85169.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.571 189.305 0.0103509 0.00101711 85709.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.369 186.153 0.0103642 0.00102406 85651.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.703 184.301 0.0104097 0.0010224 85221.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.377 182.363 0.0104107 0.00102038 85194.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.34 179.765 0.0104046 0.00101792 85226.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.944 178.253 0.0104059 0.00102269 85258.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.722 175.783 0.0104759 0.00103627 84749.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.277 175.31 0.0104092 0.00102026 85206.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.443 171.975 0.0103877 0.00101686 85370.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.507 170.896 0.0104532 0.00101849 84793.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.003 168.159 0.0105013 0.00103165 84480.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.919 167.121 0.0104085 0.00101906 85201.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.577 164.051 0.0103846 0.00101822 85411.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.492 162.568 0.0104504 0.00102606 84886.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.195 161.114 0.0104165 0.00102503 85183.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.708 159.002 0.0104067 0.00101855 85214.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.344 156.059 0.0105342 0.00108693 84680.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.324 154.667 0.0104123 0.00102233 85196.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.443 153.363 0.0104363 0.00103025 85051.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.685 151.696 0.0103945 0.00102194 85355.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.436 150.026 0.0104117 0.00101489 85135.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.433 148.084 0.0104336 0.00101899 84974.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.55 146.544 0.0104246 0.0010214 85077.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.688 144.314 0.0106029 0.00110213 84203.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.702 142.606 0.0105031 0.00106624 84774.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.988 141.96 0.0104632 0.00105 84987.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.387 139.73 0.0104677 0.00104971 84943.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.257 137.475 0.0106197 0.00107186 83788.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.163 137.013 0.0104537 0.00102472 84844.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.621 134.457 0.010414 0.00102076 85168 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.884 133.851 0.0105354 0.00103036 84165.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.045 131.36 0.0104174 0.00102225 85150.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.306 131.316 0.0104198 0.00102673 85169.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.902 128.912 0.0104411 0.00102476 84958.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.059 126.903 0.010413 0.00102324 85198.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.991 125.768 0.0104507 0.00102927 84913.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.686 124.932 0.0104635 0.00103911 84886.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.826 122.276 0.0104496 0.00101856 84826.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.241 121.668 0.0104414 0.00102174 84929.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.767 120.883 0.0104455 0.00101852 84863.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.95 119.516 0.0104146 0.00102009 85156 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.53 117.325 0.0104616 0.0010242 84769.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.111 115.842 0.0103901 0.0010396 85556.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.413 114.873 0.0103679 0.0010174 85556.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.79 112.977 0.0104413 0.00102112 84923.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.216 112.207 0.0105802 0.00107041 84123.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.988 110.306 0.0105226 0.00104683 84425.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.316 108.939 0.0104511 0.00102473 84868.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.685 108.42 0.0104316 0.00102127 85013.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.616 106.273 0.010443 0.00102495 84942.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.236 105.011 0.010569 0.00103139 83878.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.441 103.729 0.0104533 0.00105698 85140 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.99 102.401 0.0105646 0.00102553 83865.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.644 101.267 0.010488 0.00102836 84569.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.177 99.8303 0.0105903 0.00108713 84182.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.918 98.7429 0.0105819 0.00104769 83908.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.753 97.6773 0.0105005 0.00104183 84578.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.36 96.0008 0.0104587 0.00103538 84896.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.937 94.8554 0.0104403 0.00102626 84979.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.598 93.7588 0.0104363 0.00103301 85076.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.38 92.5941 0.0104268 0.00102201 85063.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.182 91.311 0.0104685 0.00102706 84732.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.919 90.1045 0.0104482 0.00102304 84878.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.707 89.5253 0.0104274 0.00102104 85049.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.617 87.8728 0.0104345 0.00102436 85015 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.652 87.6003 0.0104671 0.00103577 84824 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.4589 86.6742 0.0104927 0.00105373 84754.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.0452 86.1002 0.0104382 0.00102484 84985.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.0743 84.3717 0.0104688 0.00103623 84812.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.7197 83.3399 0.0104434 0.0010262 84951.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.4513 81.995 0.0105871 0.00104491 83837.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.4997 80.832 0.0104944 0.00102533 84485.9 0
: 587 | 91.5109 81.1012 0.0103889 0.000990136 85117.4 1
: 588 Minimum Test error found - save the configuration
: 588 | 90.468 80.1126 0.0104334 0.00102861 85062.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.3133 77.5223 0.0106079 0.00105924 83781 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.2979 77.0243 0.0104719 0.00102475 84681.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.0138 75.8054 0.0105057 0.00105097 84614.1 0
: 592 | 85.9827 76.1707 0.0104191 0.000988436 84829.4 1
: 593 Minimum Test error found - save the configuration
: 593 | 85.0318 74.6539 0.010425 0.00102447 85101.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.016 73.6204 0.0104489 0.0010237 84879 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.0047 72.5427 0.0104319 0.00103291 85115.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.0394 71.4264 0.0104505 0.00102537 84879.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.0551 71.2776 0.0104319 0.001024 85035.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.4609 69.714 0.0104223 0.00102345 85116.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.3849 68.726 0.0104375 0.00102656 85007.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.1601 67.7908 0.0105071 0.00103032 84416.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.2644 66.7092 0.010497 0.001042 84611.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.3661 66.0337 0.0104578 0.00103585 84907.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.547 65.3193 0.0105043 0.00105203 84635.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.6998 64.493 0.0104358 0.00102619 85019.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.6591 63.2572 0.0106516 0.00104422 83269 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.6918 62.8296 0.0105294 0.00103042 84219.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.8614 61.5296 0.0104388 0.00102372 84969.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.022 61.2158 0.0104555 0.00102464 84827.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.2734 60.1815 0.0104904 0.00102615 84529 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.3336 59.4458 0.0104761 0.00103044 84695.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.4476 58.5586 0.0104553 0.00103684 84939.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.802 58.1592 0.0103723 0.00102108 85550 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.029 57.4688 0.0104227 0.00102685 85144.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.9366 55.7573 0.0104405 0.00102815 84994.7 0
: 615 | 65.3706 56.0534 0.0109034 0.00101039 80864.8 1
: 616 Minimum Test error found - save the configuration
: 616 | 64.4837 54.1995 0.0105841 0.00102785 83715.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.7814 53.936 0.0104436 0.00102331 84923.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.0753 52.8752 0.0105749 0.00103249 83836.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.3884 52.3956 0.010436 0.00102178 84977.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.5982 51.442 0.0104688 0.0010309 84764.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.8023 51.1418 0.0106312 0.00111333 84052.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.8896 50.3505 0.0104553 0.00102067 84793.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.2462 49.8584 0.0104339 0.00102194 84998.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.5785 48.4804 0.010635 0.00112042 84081.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.8633 48.067 0.0104582 0.00102105 84771.5 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.1482 47.0471 0.010473 0.00102541 84678 0
: 627 | 56.4863 47.197 0.0105305 0.00101059 84034.8 1
: 628 Minimum Test error found - save the configuration
: 628 | 55.8344 45.8041 0.0104287 0.00102402 85064.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.0963 45.6071 0.0104226 0.00103136 85185.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.5138 44.2551 0.0104451 0.0010267 84940.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.9764 44.1586 0.0105045 0.00105054 84620.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.1107 43.4904 0.0104449 0.00102458 84922.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.5038 43.0311 0.0104393 0.00101731 84908 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.0112 42.1359 0.0105017 0.00101813 84356.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.3893 41.6071 0.010494 0.00102698 84504 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.6602 40.7809 0.0105567 0.00103574 84025 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.9205 40.5996 0.0104466 0.00102864 84943.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.3175 40.3892 0.010591 0.00103571 83723.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.7889 39.3196 0.0104764 0.00106875 85037.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.0851 39.1896 0.0105563 0.00109826 84583.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.5618 37.9852 0.0105245 0.00103317 84287.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.0059 37.7121 0.0104895 0.00102863 84559.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.3702 37.7039 0.0105141 0.00115791 85505.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.7996 36.9415 0.010657 0.00103999 83186.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3174 36.3365 0.0104918 0.00103316 84578.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.6765 35.7825 0.0105699 0.00104829 84019.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.1745 35.2718 0.0104752 0.00103324 84728.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.6614 34.7862 0.0104379 0.0010272 85009.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 42.9855 34.6527 0.0104679 0.001043 84881.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.6714 34.0946 0.0105664 0.00105219 84085.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.1759 33.4301 0.0104523 0.00102713 84879.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.7274 32.895 0.0104537 0.00102688 84864.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.175 32.7788 0.0104319 0.00102606 85053.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.8546 32.5193 0.0104581 0.00102793 84834 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.3554 31.4987 0.01044 0.00102402 84961.9 0
: 656 | 39.7682 31.5142 0.0105533 0.00100218 83760.2 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.2797 30.6645 0.0104745 0.00104037 84798.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.9229 30.2225 0.0104676 0.00102188 84694.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.1125 30.1532 0.0104747 0.00105569 84934.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.7195 29.3186 0.0105598 0.00105514 84168.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.4509 28.6103 0.0104589 0.00103156 84859.9 0
: 662 | 36.7896 28.9928 0.0104192 0.000996826 84904.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 36.3452 27.946 0.010443 0.00102688 84960.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.1789 27.6266 0.0105841 0.00103982 83819.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.3811 26.9224 0.0104757 0.00102771 84673.7 0
: 666 | 35.0668 27.0166 0.0104375 0.000991257 84690 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.7065 26.3046 0.0103764 0.0010214 85515.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.2988 26.2361 0.0104321 0.00102546 85046.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.8602 25.9696 0.0105592 0.00104532 84087.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.3824 25.0903 0.0105383 0.00105246 84336.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.8788 24.9488 0.0104491 0.00102926 84927.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.4471 24.4888 0.0105578 0.00112792 84836.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.0854 23.9713 0.0105289 0.00103514 84265.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.7418 23.5726 0.0105434 0.00104361 84212.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.3052 23.2758 0.0106009 0.00103575 83636.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.3357 23.118 0.010494 0.00103259 84553.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.707 22.2091 0.0104498 0.0010314 84939.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.0931 22.0101 0.0104035 0.00102108 85265.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.7572 21.8114 0.0104801 0.00103093 84663.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.3927 21.5189 0.0104585 0.00104392 84974.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.0347 21.2106 0.0104926 0.0010876 85061.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.6638 20.9509 0.0104443 0.00101794 84868.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.4911 20.9288 0.0104147 0.00102419 85192.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 27.918 20.276 0.010646 0.00104113 83291 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.5011 19.97 0.0105003 0.00103248 84496.9 0
: 686 | 27.3587 20.2915 0.0104 0.000991586 85030.3 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.1005 19.7632 0.0104255 0.00102457 85098 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.5998 19.0357 0.0104963 0.001031 84519.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.2224 18.8534 0.0104695 0.00103282 84775.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.8216 18.5596 0.0104877 0.0010449 84720.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.3861 18.1728 0.0104347 0.00102556 85024.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.2598 17.8038 0.0104512 0.00102535 84873.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.8459 17.6542 0.0104432 0.00102822 84970.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.5881 17.4927 0.010448 0.00102918 84936.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.2504 17.0833 0.0104792 0.00102557 84623.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.0113 16.9029 0.0104324 0.0010223 85015.4 0
: 697 | 23.7099 17.5279 0.0104462 0.000995217 84647.3 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.6365 16.1961 0.0105333 0.00103628 84237.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.95 15.9969 0.0105482 0.00103566 84099.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.5946 15.5264 0.0104941 0.00104593 84672.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.253 15.1901 0.0104665 0.00102864 84765.3 0
: 702 | 22.032 15.2041 0.0104242 0.000995897 84850.6 1
: 703 | 21.7144 15.2445 0.0104291 0.000991706 84769.6 2
: 704 Minimum Test error found - save the configuration
: 704 | 21.5098 14.5773 0.0105061 0.00103324 84451.7 0
: 705 | 21.1873 15.2349 0.0103749 0.000987805 85223.6 1
: 706 | 21.1816 14.6936 0.0103983 0.000990737 85037.8 2
: 707 Minimum Test error found - save the configuration
: 707 | 20.8661 14.4621 0.0105181 0.00107106 84682.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.6032 13.6441 0.0104517 0.00103112 84920.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.1604 13.5289 0.0104881 0.00103577 84635.2 0
: 710 | 19.8456 13.6931 0.0104323 0.000992906 84751.4 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.5155 12.9741 0.0104228 0.00102553 85130.8 0
: 712 | 19.1536 13.0057 0.0104213 0.000992676 84847.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 18.9407 12.8321 0.0110768 0.00105053 79790.7 0
: 714 | 18.6931 13.1572 0.0104245 0.000990816 84802.8 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.6055 12.5741 0.0104486 0.00102666 84908 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.2714 12.1943 0.0104306 0.00102728 85075.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.0513 11.8716 0.0105161 0.00103373 84367.4 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.7837 11.8224 0.0104515 0.00103132 84924 0
: 719 | 17.6899 11.8749 0.0104828 0.000994827 84317 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.411 11.4295 0.010512 0.0010734 84758.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.0471 11.1319 0.010459 0.00102758 84822.9 0
: 722 | 16.9541 11.3317 0.0104116 0.000994826 84955 1
: 723 | 16.6439 11.3494 0.0104243 0.000994166 84834.3 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.3743 10.6739 0.0105651 0.00104554 84037.2 0
: 725 | 16.1399 10.8738 0.0104066 0.000990456 84960.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 15.8797 10.2909 0.010464 0.00106362 85102.6 0
: 727 | 15.5744 10.3803 0.0104393 0.000992246 84682.6 1
: 728 | 15.4635 10.3323 0.0104199 0.000992866 84862 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.1996 10.1615 0.0105648 0.00103435 83941.2 0
: 730 | 15.1053 10.2706 0.0104295 0.000992477 84772.8 1
: 731 Minimum Test error found - save the configuration
: 731 | 14.926 9.49362 0.0104491 0.00103107 84943.7 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.6622 9.36272 0.0106069 0.00105215 83728.3 0
: 733 | 14.5032 9.77264 0.0104783 0.00104332 84790.4 1
: 734 | 14.1994 9.94475 0.0104669 0.000996035 84469.5 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.5059 9.21852 0.0104465 0.00102687 84929 0
: 736 | 14.0971 9.26234 0.0104808 0.000989816 84290.6 1
: 737 Minimum Test error found - save the configuration
: 737 | 13.713 8.71342 0.010445 0.00103132 84982.4 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.4621 8.4996 0.0104761 0.00102423 84638.9 0
: 739 | 13.3745 8.5363 0.0104402 0.000990907 84662.4 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.1092 8.06563 0.010572 0.00105252 84038.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 12.9953 7.99571 0.0104636 0.00103195 84820.5 0
: 742 | 12.8381 8.17072 0.0103982 0.000989536 85028.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.5873 7.77795 0.0105506 0.0011265 84889.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.418 7.66287 0.0104831 0.00103211 84647.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.2179 7.54907 0.0104627 0.00103084 84819.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.1205 7.39963 0.0105491 0.00103738 84106.6 0
: 747 | 12.4512 7.75745 0.0104332 0.00100096 84815.2 1
: 748 | 11.9375 7.68684 0.0104203 0.000986005 84797.2 2
: 749 Minimum Test error found - save the configuration
: 749 | 11.6706 7.1515 0.0105188 0.00104584 84451.1 0
: 750 | 11.4411 7.18649 0.0104787 0.000988117 84293.8 1
: 751 | 11.3786 7.29279 0.0104349 0.000993487 84733 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.2311 6.3882 0.0105162 0.00104326 84450.7 0
: 753 | 11.0413 6.74409 0.0104362 0.000990866 84697.6 1
: 754 | 11.1404 6.98152 0.0104313 0.000986315 84700.9 2
: 755 | 10.8627 6.91368 0.0104617 0.000990876 84469.8 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.5089 5.96339 0.010501 0.00103284 84493.7 0
: 757 | 10.4241 6.42062 0.0104181 0.000995296 84900 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.4065 5.67409 0.0104652 0.00102996 84788.7 0
: 759 | 10.2331 6.11729 0.0104261 0.00100231 84891.8 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.1374 5.63372 0.0104933 0.0010361 84591.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 9.93074 5.48866 0.0104441 0.00102523 84936 0
: 762 Minimum Test error found - save the configuration
: 762 | 9.7152 5.35349 0.0104581 0.00103297 84879.6 0
: 763 | 9.68338 5.72523 0.0105222 0.000995656 83975.9 1
: 764 Minimum Test error found - save the configuration
: 764 | 9.65296 5.1834 0.0104617 0.00103358 84852.8 0
: 765 | 9.58745 5.87946 0.0104766 0.000992477 84351.2 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.41771 4.85012 0.0104536 0.0010283 84877.8 0
: 767 | 9.16749 5.25447 0.0104454 0.000991667 84622.5 1
: 768 | 9.0597 4.88181 0.0104287 0.000990295 84759.8 2
: 769 Minimum Test error found - save the configuration
: 769 | 8.88999 4.82429 0.0105218 0.00104662 84430.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.77583 4.80998 0.0104731 0.00102296 84655 0
: 771 | 8.96958 5.37756 0.010832 0.000995286 81328.1 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.72778 4.58716 0.0104797 0.00102566 84619.9 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.52259 4.58384 0.0104021 0.00102888 85349.3 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.34878 4.26091 0.0105241 0.00103068 84269.2 0
: 775 | 8.27343 4.51548 0.0105241 0.000996156 83963.5 1
: 776 | 8.34381 4.533 0.0104443 0.000992877 84643.6 2
: 777 | 8.49251 4.59758 0.0105049 0.000992857 84103.5 3
: 778 | 8.61673 4.45975 0.0104487 0.000992866 84603.7 4
: 779 | 7.96028 4.33514 0.0104464 0.000998116 84671.3 5
: 780 Minimum Test error found - save the configuration
: 780 | 7.86823 4.25748 0.0104858 0.00103017 84605.7 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.9185 3.64875 0.0104 0.00103175 85395.1 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.68945 3.17535 0.0104574 0.00103825 84933.6 0
: 783 | 7.64414 3.73715 0.0105288 0.000993957 83902.7 1
: 784 | 7.41699 3.86221 0.0105023 0.000994216 84138.7 2
: 785 | 7.26449 3.25903 0.010425 0.000993626 84823.3 3
: 786 | 7.11315 3.25965 0.0104397 0.000992556 84682 4
: 787 | 7.00587 3.55511 0.0104328 0.000992606 84744 5
: 788 | 6.90321 3.41096 0.0104206 0.000987326 84805.8 6
: 789 | 6.93776 3.60813 0.0104582 0.000991546 84506.8 7
: 790 | 7.05761 3.4569 0.0104194 0.000993396 84871.9 8
: 791 | 6.87234 3.32265 0.0104387 0.000989176 84660.6 9
: 792 | 6.6488 3.17698 0.010459 0.000993786 84520.1 10
: 793 | 6.70638 3.68647 0.0104639 0.00101105 84630.8 11
: 794 Minimum Test error found - save the configuration
: 794 | 6.53097 2.91631 0.010473 0.00102996 84718.1 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.3254 2.83808 0.010423 0.0010327 85193.9 0
: 796 | 6.38217 3.40537 0.0103718 0.000985757 85233.2 1
: 797 | 6.35581 2.88388 0.0104241 0.000991037 84807.8 2
: 798 Minimum Test error found - save the configuration
: 798 | 6.26225 2.73946 0.0105017 0.00103391 84497 0
: 799 | 6.1171 3.77227 0.0104327 0.000994756 84764.2 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.47139 2.69183 0.0104681 0.00102162 84687.6 0
: 801 | 6.0433 2.79755 0.0104206 0.000991297 84842.3 1
: 802 | 5.94208 2.97179 0.0104175 0.000988726 84847.1 2
: 803 Minimum Test error found - save the configuration
: 803 | 5.89345 2.67632 0.010609 0.00104108 83612.8 0
: 804 | 5.73923 2.72931 0.0104393 0.000991836 84679.1 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.53654 2.54366 0.0104624 0.00103705 84877.6 0
: 806 Minimum Test error found - save the configuration
: 806 | 5.51345 2.46377 0.0104727 0.0010302 84723.6 0
: 807 | 5.47331 2.76585 0.0104078 0.000995426 84994.2 1
: 808 | 5.51397 2.72985 0.0104221 0.000991236 84827.6 2
: 809 | 5.41181 2.73132 0.0104405 0.000996747 84712 3
: 810 Minimum Test error found - save the configuration
: 810 | 5.34436 2.03732 0.0104567 0.00103289 84891.3 0
: 811 | 5.17377 2.48902 0.0104685 0.000992807 84426.3 1
: 812 | 5.15705 2.37715 0.0104019 0.000992917 85025.1 2
: 813 | 5.07136 2.36464 0.0104578 0.000992757 84521.8 3
: 814 | 5.03523 2.07601 0.0104208 0.000992936 84855 4
: 815 | 4.94655 2.08489 0.0104113 0.000992426 84936.1 5
: 816 | 4.87787 2.15672 0.0104233 0.000991396 84818.5 6
: 817 | 4.84673 2.46192 0.0104591 0.000997057 84548.3 7
: 818 | 4.91775 2.13149 0.0104365 0.000992296 84708 8
: 819 | 4.81169 2.29167 0.010457 0.000993576 84536.1 9
: 820 Minimum Test error found - save the configuration
: 820 | 4.78386 1.85967 0.0104997 0.00104249 84591.6 0
: 821 | 4.70178 1.9237 0.0104304 0.000991967 84760 1
: 822 | 4.57311 1.98037 0.0104617 0.000993507 84493.7 2
: 823 | 4.4938 2.26768 0.0105259 0.000992786 83918 3
: 824 | 4.53916 2.13342 0.0104403 0.000991295 84664.7 4
: 825 | 4.41702 1.88782 0.0104634 0.000985135 84404 5
: 826 Minimum Test error found - save the configuration
: 826 | 4.36297 1.76729 0.0104707 0.00103612 84794.5 0
: 827 | 4.34644 1.80118 0.0104433 0.000995046 84672 1
: 828 | 4.41233 2.31172 0.010444 0.000995897 84672.7 2
: 829 | 4.34617 2.614 0.0104532 0.000992696 84562 3
: 830 | 4.17509 1.98031 0.0104385 0.000992066 84687.6 4
: 831 | 4.13379 2.16892 0.0104226 0.000991227 84823.7 5
: 832 | 4.20825 2.86116 0.0105035 0.000992547 84113.8 6
: 833 | 4.2986 2.42175 0.0104426 0.000993327 84662.3 7
: 834 | 4.20775 1.83503 0.0104474 0.000993215 84618.2 8
: 835 Minimum Test error found - save the configuration
: 835 | 3.92389 1.66459 0.0104784 0.00103202 84688.4 0
: 836 | 3.8256 2.38509 0.0104537 0.000994866 84576.6 1
: 837 | 3.96103 2.48375 0.0104304 0.000986097 84707.4 2
: 838 | 3.79541 2.00086 0.0103789 0.000987837 85187.7 3
: 839 Minimum Test error found - save the configuration
: 839 | 3.79088 1.50742 0.010455 0.0010467 85030.9 0
: 840 | 3.8501 2.01096 0.0104208 0.000990966 84837.4 1
: 841 | 3.81803 1.98061 0.0104384 0.000990366 84673.5 2
: 842 | 3.71568 1.98731 0.0104376 0.000996906 84739.8 3
: 843 | 3.55147 2.26937 0.0105334 0.000992946 83853.1 4
: 844 | 3.5142 1.81138 0.0104371 0.000992866 84708.2 5
: 845 | 3.58745 2.15558 0.0104496 0.000992616 84593.8 6
: 846 | 3.75104 2.18064 0.0104222 0.000992866 84841.9 7
: 847 | 3.70419 1.68216 0.0104312 0.000992066 84753.2 8
: 848 | 3.39949 1.86904 0.0104358 0.000994336 84733 9
: 849 | 3.26929 2.16786 0.0104392 0.000986636 84632.7 10
: 850 | 3.37529 1.62955 0.0104398 0.000987946 84639.3 11
: 851 | 3.40321 2.10312 0.0104375 0.000991517 84691.8 12
: 852 | 3.34512 1.89198 0.0104357 0.000988555 84681.8 13
: 853 | 3.29968 1.85267 0.010423 0.000992666 84833 14
: 854 | 3.29264 2.3983 0.0104346 0.000991586 84719.1 15
: 855 | 3.16693 2.42355 0.0104207 0.000990806 84837 16
: 856 | 3.30198 1.62612 0.0105002 0.000987756 84100.1 17
: 857 | 3.38108 2.21234 0.0104332 0.000995317 84764.7 18
: 858 | 3.03963 2.2492 0.0104768 0.000999896 84416 19
: 859 | 3.09453 2.14414 0.0104445 0.0010008 84712.6 20
: 860 | 2.95557 2.50847 0.0104529 0.000995085 84586.5 21
:
: Elapsed time for training with 1000 events: 8.98 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: 0.0119 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.822 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.25165e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.02975e+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: 0.0382 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: 0.0369 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: 0.00155 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: 0.0953 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.895 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00441 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: 0.0389 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00602 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: 0.00336 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00151 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: 0.098 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0126 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: 0.898 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.573 0.123 5.23 1.47 | 3.240 3.230
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.0287 0.157 1.79 1.05 | 3.383 3.372
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.