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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h: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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h: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:1307
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: 0.262 sec
: Elapsed time for training with 1000 events: 0.265 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00236 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: 0.000786 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00392 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: 0.00019 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000516 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 = 31567.2
: --------------------------------------------------------------
: 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 | 33150.8 31251.6 0.0103565 0.00105708 86027 0
: 2 Minimum Test error found - save the configuration
: 2 | 32690.7 30725.7 0.0102272 0.00102067 86894.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31978.7 29985.9 0.0104407 0.00103511 85055.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31171.2 29261.2 0.0104553 0.00103835 84953.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30354.6 28479.5 0.0105249 0.00110377 84915.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29503.6 27555.7 0.0105397 0.00104793 84283.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28817.4 27006.2 0.0105751 0.00102071 83730.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28379.6 26647.7 0.0104688 0.00104763 84914.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28031.2 26327.9 0.0104786 0.00104817 84832.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27711.4 26030.5 0.0102595 0.000999857 86396.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27408.1 25751.2 0.0103581 0.00104648 85914.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27123 25479.6 0.0103076 0.00100521 85999.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26844.8 25217.8 0.0103037 0.000998327 85971.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26574 24965.5 0.0103009 0.00100504 86059.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26312.1 24719.4 0.0102898 0.00100968 86205.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26061.1 24472.3 0.0104169 0.00100352 84985.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25804.9 24238.6 0.0104363 0.00105089 85238.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25562 24005.6 0.0104245 0.00103078 85163.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25321 23776.9 0.0103413 0.00100358 85674.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25084 23551.9 0.0103439 0.00105573 86131.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24849.7 23332.2 0.0103202 0.00100291 85862.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24622.2 23112.5 0.0102886 0.00100119 86137.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24394.2 22898.4 0.0102709 0.000999407 86286.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24168.3 22691.2 0.0102651 0.000997577 86322.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23953.4 22478.5 0.0103824 0.00100299 85293.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23730.9 22276.3 0.0104458 0.00100277 84718.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23522 22068.1 0.010293 0.00103433 86405.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23305.7 21869.1 0.0102483 0.00100116 86513.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23097.8 21670.4 0.0103314 0.00100507 85778.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22889.6 21476 0.0103296 0.00103615 86082.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22685 21284 0.0105149 0.00106441 84651.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22485.8 21089.7 0.0103615 0.00101829 85623.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22282.6 20902.5 0.010319 0.00100302 85873.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22088.3 20712.7 0.0103499 0.00104769 86000.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21892.7 20525.7 0.0103944 0.00101574 85300 0
: 36 Minimum Test error found - save the configuration
: 36 | 21696.3 20345.4 0.0103366 0.0010242 85907 0
: 37 Minimum Test error found - save the configuration
: 37 | 21507.6 20163.9 0.0103891 0.00105105 85670.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21315.7 19988.5 0.0102927 0.00104322 86491.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21130.9 19811.6 0.0103094 0.00102382 86155.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20944.7 19638.1 0.0102515 0.00101491 86612.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20761.8 19465.7 0.0104351 0.00102828 85044.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20580.7 19294.7 0.0102934 0.00101778 86248 0
: 43 Minimum Test error found - save the configuration
: 43 | 20404 19121.3 0.0105021 0.00102539 84417.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20222.6 18954.1 0.0104838 0.0010945 85203.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20045.5 18785.1 0.0103491 0.00101251 85684.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19867.1 18610.8 0.0103218 0.00102543 86055.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19691.2 18449.1 0.0103801 0.00102668 85530.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19514.3 18295.1 0.0103898 0.00102706 85444.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19347.8 18125.4 0.0103241 0.00102612 86040.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19175.4 17968.6 0.0103027 0.00102052 86186.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19008.6 17807.8 0.0104049 0.00103503 85380.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18842.3 17647.8 0.0104146 0.00102815 85229.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18675.6 17491 0.0103387 0.00102167 85864.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18513.4 17341.6 0.010393 0.00103057 85448.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18346.8 17183.7 0.0106149 0.00104371 83584.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18189.4 17029.8 0.0104384 0.0010486 85199.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18024.3 16875.2 0.0104567 0.00103464 84907.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17864.8 16722.8 0.0104358 0.00103285 85079.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17707 16572.5 0.0105355 0.00103781 84231 0
: 60 Minimum Test error found - save the configuration
: 60 | 17548.7 16424 0.0104657 0.00103656 84843.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17393.6 16272.1 0.0104405 0.00103365 85044 0
: 62 Minimum Test error found - save the configuration
: 62 | 17239 16125.8 0.0105195 0.00103974 84390 0
: 63 Minimum Test error found - save the configuration
: 63 | 17081.9 15979.3 0.0105479 0.00104299 84166.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16931.5 15833.9 0.0105108 0.00105975 84646.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16780.2 15691.8 0.0105438 0.00104376 84209.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16630.8 15547.8 0.01055 0.0010582 84283.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16480 15408.4 0.0104946 0.00106407 84830.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16335.6 15270.3 0.0105569 0.00104749 84126.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16188 15130.5 0.0105452 0.00105171 84268.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16044 14993.5 0.0105323 0.00104926 84361 0
: 71 Minimum Test error found - save the configuration
: 71 | 15898 14859.8 0.0105544 0.00106566 84310.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15757 14726.4 0.010515 0.00104414 84469.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15617.5 14591.7 0.0105772 0.00104541 83929.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15477.4 14459.6 0.0106594 0.00106118 83348.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15340.2 14327.2 0.010657 0.00107017 83448 0
: 76 Minimum Test error found - save the configuration
: 76 | 15202.1 14196.9 0.0106161 0.00106065 83721.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15063.9 14071.2 0.0106682 0.00108233 83456.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14933 13941.8 0.0106121 0.00104976 83661.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14795.1 13819.2 0.0106429 0.00106416 83518.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14665.2 13695.4 0.010564 0.00105115 84096.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14534.6 13569.7 0.0105775 0.00104618 83933.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14404.3 13446.5 0.010649 0.00106728 83492.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14274.7 13325.6 0.0108315 0.00108398 82072.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14146.4 13206.8 0.0105951 0.00106228 83920.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14021.2 13086.4 0.0105686 0.00104226 83978.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13893.9 12970.8 0.0106109 0.00105473 83715.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13771.6 12851.4 0.010605 0.0010585 83800.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13646.7 12736.9 0.0106198 0.00105693 83656.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13524.2 12622.6 0.0106106 0.00104716 83651.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13403.4 12509.5 0.0105971 0.00105188 83811.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13284.6 12395.3 0.0107138 0.00108827 83112.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13164.7 12282.5 0.0108107 0.00106551 82091.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13045.9 12174 0.0105698 0.00106674 84183.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12929.3 12063.2 0.0106625 0.00105757 83290.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12813.6 11954.3 0.0106407 0.00105731 83478 0
: 96 Minimum Test error found - save the configuration
: 96 | 12696.7 11849 0.0105989 0.00105977 83864.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12584.4 11741.2 0.0105791 0.00106604 84094.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12471.5 11635.3 0.0106122 0.0010532 83690.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12358.7 11530.8 0.0105968 0.00109413 84186.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12247.6 11427.6 0.0106362 0.00105451 83492.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12137.8 11324.9 0.0106719 0.00107965 83400.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12027.4 11224.4 0.0108289 0.00106675 81948.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11919.8 11125.4 0.0106657 0.00105293 83222.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11814 11023.4 0.0110096 0.00111653 80864.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11705.6 10927.3 0.0113997 0.00106408 77402.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11602 10827.9 0.0106736 0.00107032 83305 0
: 107 Minimum Test error found - save the configuration
: 107 | 11497.4 10729.1 0.0106888 0.00105818 83068.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11393.9 10630.7 0.0106107 0.00105391 83710.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11290.2 10535.9 0.010598 0.00109196 84156.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11188.4 10443 0.0107798 0.00110052 82650.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11087.1 10351.1 0.0106347 0.00111057 83997.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10988.9 10256.4 0.0106722 0.00105988 83226.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10888.8 10163.3 0.0105653 0.00104642 84043.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10791 10070.2 0.0106831 0.0010556 83094.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10693.5 9980.55 0.0114779 0.00120623 77884.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10597.8 9887.05 0.0109734 0.0010551 80658.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10500.5 9800.69 0.0106941 0.00106063 83043.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10406.7 9710.75 0.0106164 0.00105348 83656.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10312.5 9623.23 0.0106146 0.00105589 83693.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10218.4 9536.17 0.0106902 0.00105049 82990.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10126.7 9447.81 0.0105178 0.00105461 84537.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10035.4 9361.77 0.0106231 0.00107149 83755.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9944.64 9277.31 0.0106361 0.00105586 83505.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9853.81 9193.15 0.0107089 0.00109095 83178.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9765.65 9108.99 0.0106311 0.00105671 83556.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9675.8 9026.37 0.0107344 0.00106069 82698.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9588.41 8945.75 0.010601 0.00105205 83779 0
: 128 Minimum Test error found - save the configuration
: 128 | 9503.34 8863.33 0.0107126 0.00105793 82861.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9416.85 8781.87 0.0105365 0.00104747 84308.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9329.98 8703 0.0111046 0.00121804 80918.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9245.93 8623.22 0.0108221 0.00107703 82092.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9161.6 8544.75 0.0106807 0.00106254 83175.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9079.13 8467.42 0.0107818 0.00113849 82958.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8997.33 8388.45 0.0107356 0.00107703 82827.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8913.62 8312.99 0.010737 0.00112908 83264.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8835.51 8234.74 0.0107242 0.00106878 82855.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8753.65 8159.78 0.010633 0.00106414 83604.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8672.47 8087.46 0.010593 0.00110457 84312.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8596.36 8011.23 0.0106155 0.00106019 83723.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8516.96 7938 0.010707 0.00106471 82967.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8439.18 7864.86 0.0107057 0.00106332 82967.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8363.58 7791.83 0.0107008 0.0010629 83005.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8285.93 7722.31 0.0106933 0.00105868 83033.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8210.64 7651.49 0.0106469 0.00105385 83394.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8136.29 7580.99 0.0107592 0.0011529 83278.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8062.92 7510.67 0.0107934 0.00106372 82222.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7988.71 7442.74 0.0106909 0.00106662 83123.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7914.8 7375.34 0.0106934 0.00107276 83154.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7844.03 7304.97 0.0107052 0.0010955 83249.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7772.57 7237.82 0.0106772 0.00105573 83147.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7700.18 7172.72 0.0106625 0.0010819 83501.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7630.81 7106.72 0.0106986 0.00110158 83359.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7561.66 7040.59 0.0106954 0.00106271 83050.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7492.27 6975.55 0.0107148 0.00107316 82973.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7423.47 6910.86 0.0106723 0.00108179 83415.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7355.31 6847.25 0.0107079 0.00106735 82982.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7288.42 6786.79 0.0107573 0.00109169 82767.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7222.22 6722.02 0.0106637 0.00108093 83482.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7155.7 6661.02 0.0106883 0.00105885 83078.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7090.56 6597.6 0.0106687 0.00105813 83241.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7026.9 6536.21 0.0106268 0.00106228 83642.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6960.76 6475.72 0.0106075 0.00105569 83753.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6897.17 6417.45 0.0106279 0.00105633 83580.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6834.55 6358.29 0.0105845 0.00106173 84009.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6771.97 6299.62 0.0105757 0.00105269 84006.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6708.88 6240.79 0.0106437 0.00108596 83701.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6648.69 6184.22 0.0106606 0.00105906 83319.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6588.24 6126.04 0.0106779 0.00106076 83184.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6526.68 6068.49 0.0106681 0.00105923 83256.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6466.28 6011.78 0.0106596 0.00106531 83382.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6408.66 5954.76 0.0106397 0.00105507 83466.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6348.21 5900.11 0.010635 0.00107937 83720.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6290.42 5845.81 0.010703 0.00106398 82995.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6232.46 5791.6 0.0106934 0.00106325 83072.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6176.35 5737.01 0.0106403 0.00106036 83507.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6117.6 5684 0.0106485 0.00105772 83413.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6062.74 5632.15 0.0106022 0.0010526 83773.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6006.33 5577.67 0.0106426 0.00106345 83514.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5950.95 5526.24 0.0106507 0.00106217 83432.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5897.06 5473.84 0.0106678 0.00108877 83515.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5842.23 5421.39 0.010722 0.00107951 82966.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5788.21 5374.28 0.0106632 0.00105857 83293.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5734.95 5321.68 0.0107935 0.00107663 82331.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5682.32 5272.25 0.0107121 0.00106755 82948.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5630.54 5221.74 0.0110162 0.00108151 80526.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5577.6 5173.93 0.0110151 0.00107995 80522.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5527.01 5126.16 0.0107215 0.00108843 83047.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5475.94 5078.62 0.0107863 0.00114293 82958.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5425.87 5032.24 0.0106484 0.00106353 83465 0
: 190 Minimum Test error found - save the configuration
: 190 | 5375.12 4983.55 0.0107065 0.00106558 82979.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5325.85 4935.92 0.0106277 0.00105807 83597.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5275.88 4892.02 0.0106612 0.00105843 83309.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5227.7 4846.43 0.0106632 0.00106038 83308.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5179.81 4801.09 0.0106633 0.00106288 83329.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5132.28 4755.77 0.0108308 0.00107374 81991.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5084.55 4711.97 0.010767 0.00107279 82523.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5037.52 4667.69 0.0106809 0.00106087 83159.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4991.71 4623.02 0.0106757 0.0010771 83345.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4945.41 4580.7 0.0106611 0.00107604 83463.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4899.5 4535.98 0.0106756 0.00106321 83225.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4854.9 4495.26 0.0107485 0.00107115 82667.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4809.37 4455.68 0.0106595 0.00106414 83373.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4765.87 4411.39 0.010736 0.00110747 83086.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4721.99 4369.76 0.0108216 0.00106095 81961.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4677.08 4331.4 0.0106956 0.00107378 83144.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4636.27 4289.54 0.0107519 0.00107027 82630.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4591.92 4250 0.0108615 0.00108495 81828.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4550.05 4209.32 0.0106947 0.00106713 83095.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4508.49 4170.76 0.0106846 0.00111419 83591.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4466.89 4131.28 0.0106835 0.00106209 83147.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4425.7 4093.27 0.0107311 0.00105882 82710.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4385.29 4054.76 0.0107161 0.00106275 82872.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4345.03 4016.53 0.0106614 0.001075 83451.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4305.04 3978.4 0.0106278 0.00105847 83600.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4264.93 3942.04 0.0106615 0.00108078 83500.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4225.92 3906.48 0.0106892 0.00107773 83234.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4187.79 3869.52 0.0107047 0.00108194 83135.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4149.34 3833.69 0.0107097 0.00107696 83050.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4111.33 3798.26 0.0107792 0.00118838 83412.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4073.79 3761.8 0.0106382 0.00106109 83532.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4036.47 3726.89 0.0107102 0.00107367 83017.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3999.68 3692.54 0.010623 0.00106977 83741.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3963.46 3655.78 0.0106464 0.00107627 83593.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3926.39 3621.45 0.0107218 0.00107115 82895.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3890.05 3588.98 0.0106953 0.00107522 83159 0
: 226 Minimum Test error found - save the configuration
: 226 | 3856.35 3554.26 0.0106959 0.00108338 83224.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3819.65 3521.79 0.0110905 0.00108391 79946.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3785.1 3488.61 0.0106541 0.00108876 83635 0
: 229 Minimum Test error found - save the configuration
: 229 | 3750.54 3456.58 0.010822 0.00108036 82121.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3716.82 3424.09 0.0107155 0.00108909 83104.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3682.51 3392.78 0.0106186 0.00105668 83664.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3649.46 3360.16 0.0107345 0.00108242 82883.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3616.06 3328.82 0.0106646 0.00106254 83315.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3583.42 3297.37 0.0107197 0.0011207 83341.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3550.26 3267.02 0.0107315 0.00106941 82797.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3517.6 3237.16 0.0107278 0.00107584 82885 0
: 237 Minimum Test error found - save the configuration
: 237 | 3486.46 3207.05 0.0106771 0.00106002 83185.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3455.4 3176.2 0.0107008 0.00106577 83030.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3422.54 3147.41 0.010669 0.00109211 83534.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3392.53 3117.94 0.010703 0.00106515 83006.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3361.54 3089.45 0.0106976 0.00110932 83435.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3331.32 3060 0.0106237 0.00106348 83679.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3300.35 3031.91 0.0108468 0.00106581 81791.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3270.75 3003.13 0.0107204 0.00108608 83036.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3240.73 2975.75 0.0107207 0.00110304 83179.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3211.74 2947.74 0.0106919 0.00106011 83057.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3182.85 2919.9 0.0106726 0.00106614 83277.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3153.31 2892.86 0.0107134 0.00107723 83020.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3124.96 2865.64 0.0107645 0.00107146 82533.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3096.12 2839.57 0.0106792 0.00109675 83485.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3068.74 2812.6 0.0106943 0.00107572 83172.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3040.54 2786.32 0.0106685 0.00106865 83334.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3012.94 2760.72 0.0106891 0.0010622 83100.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2985.08 2736 0.0106219 0.00105811 83648.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2958.81 2710.22 0.0107073 0.00106403 82959.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2932.25 2684.59 0.0107319 0.00107097 82808 0
: 257 Minimum Test error found - save the configuration
: 257 | 2904.99 2660.1 0.0107484 0.00111545 83048.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2879.12 2635.18 0.010802 0.00112176 82642.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2852.86 2610.5 0.0106175 0.00105977 83702.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2826.8 2586.57 0.0106537 0.00107115 83485.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2801.6 2562.53 0.0107063 0.00106843 83005.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2776.08 2538.38 0.0107928 0.00109405 82485.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2750.48 2515.45 0.0108089 0.00107775 82210.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2725.74 2492.85 0.0107997 0.00107217 82240.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2701.85 2469.32 0.0107353 0.00106925 82763.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2676.8 2446.05 0.0107617 0.00107662 82601.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2652.42 2424.23 0.0107319 0.00107138 82811.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2628.9 2401.27 0.0107673 0.00108916 82660.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2604.64 2379.33 0.0107412 0.00107172 82734.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2581.31 2357.35 0.0107045 0.00106055 82953.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2558.23 2335.12 0.0107739 0.00106898 82432.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2534.34 2313.83 0.0107873 0.00107824 82397.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2511.68 2292.49 0.0108294 0.00113403 82514 0
: 274 Minimum Test error found - save the configuration
: 274 | 2488.38 2272.06 0.010866 0.00110005 81917.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2466.94 2250.4 0.0106819 0.00106076 83150.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2442.93 2231.17 0.0106906 0.00105684 83041.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2422.08 2209.74 0.0107101 0.00106527 82946 0
: 278 Minimum Test error found - save the configuration
: 278 | 2399.44 2189.41 0.0106812 0.00106545 83197.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2377.23 2169.77 0.0107609 0.00107097 82560.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2356.82 2148.73 0.0106889 0.00106373 83115.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2334.12 2129.33 0.010626 0.00107385 83751.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2312.82 2109.93 0.0107915 0.00107901 82368.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2292.01 2090.26 0.010662 0.00106298 83341.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2270.56 2071.65 0.0107295 0.00107094 82828.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2250.43 2052.05 0.0106862 0.0010637 83138.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2229.06 2033.89 0.0106406 0.00105897 83493 0
: 287 Minimum Test error found - save the configuration
: 287 | 2209.34 2014.97 0.0107134 0.00106156 82885.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2188.47 1996.8 0.010681 0.00106551 83199.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2168.98 1977.8 0.0106687 0.00106528 83303.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2148.5 1959.71 0.0107547 0.00110385 82894.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2129.31 1941.2 0.0108028 0.00107382 82228.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2108.96 1923.97 0.0106598 0.00106491 83377.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2089.91 1906.35 0.0107052 0.00106318 82970.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2070.74 1888.2 0.0107657 0.00113476 83065.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2051.17 1871.09 0.0108084 0.00110323 82430.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2032.21 1854.08 0.0116792 0.00109824 75607.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2013.27 1837.39 0.0108423 0.0010809 81955.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1994.9 1820.88 0.0110353 0.00107979 80357.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1976.51 1804.31 0.0113532 0.00133552 79859 0
: 300 Minimum Test error found - save the configuration
: 300 | 1958.17 1787.22 0.0110192 0.00111546 80777.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1939.84 1770.75 0.0110111 0.00110384 80748.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1921.26 1755.25 0.0109529 0.00108594 81078.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1903.82 1738.95 0.0107374 0.00107762 82817.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1886.14 1722.76 0.0107731 0.00110968 82786.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1868.14 1707.2 0.0108024 0.00107284 82223.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1851.08 1691.11 0.0108902 0.00125273 83009.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1833.26 1675.86 0.0107139 0.00106001 82867.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1816.35 1660.67 0.0107065 0.0010751 83061.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1798.81 1645.79 0.0106519 0.00106052 83408.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1782.37 1630.54 0.0107209 0.00106886 82883.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1765.59 1615.5 0.0107626 0.00107386 82570.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1749.27 1600.63 0.0106629 0.00107586 83445.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1732.19 1586.18 0.0107934 0.0010633 82218.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1716.58 1571.13 0.01081 0.00107117 82145 0
: 315 Minimum Test error found - save the configuration
: 315 | 1699.68 1557.12 0.010715 0.00106339 82887.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1683.48 1543.19 0.0107175 0.00108363 83040.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1667.82 1528.65 0.0108008 0.00107455 82251.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1651.61 1515.02 0.0106817 0.00106642 83201.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1636.6 1500.42 0.0106955 0.00106733 83089.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1620.21 1487.23 0.010586 0.00105763 83960 0
: 321 Minimum Test error found - save the configuration
: 321 | 1604.97 1473.95 0.0106411 0.00106461 83538.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1590.27 1459.72 0.0107695 0.00107105 82487.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1574.76 1446.26 0.0106588 0.00105777 83324.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1559.7 1432.97 0.0109775 0.00107735 80806.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1544.59 1419.82 0.0108025 0.00107163 82212.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1530.15 1406.63 0.0108088 0.00109434 82351.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1515 1394.57 0.0110228 0.00116046 81117 0
: 328 Minimum Test error found - save the configuration
: 328 | 1501.51 1381.56 0.0107244 0.00108278 82973.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1486.51 1368.26 0.0107308 0.00107614 82861.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1472.32 1356.19 0.0107999 0.00109073 82396.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1457.91 1343.66 0.0110003 0.00110234 80825.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1444.19 1331.11 0.011073 0.00108817 80121.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1429.93 1318.71 0.0109535 0.00108653 81078.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1416.45 1306.31 0.0111114 0.00107235 79689.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1402.89 1293.83 0.0109489 0.0011187 81381.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1388.88 1282.12 0.0114018 0.00115093 78042 0
: 337 Minimum Test error found - save the configuration
: 337 | 1375.64 1270.78 0.0107692 0.00108283 82590.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1362.57 1258.7 0.0107482 0.00108465 82785.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1349.53 1246.84 0.0113041 0.00132534 80170.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1336.75 1234.74 0.0107704 0.00109322 82668.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1323.07 1223.71 0.0111448 0.00109977 79641.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1310.97 1212 0.0108876 0.00108534 81613.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1298.06 1200.72 0.0108594 0.00107585 81769.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1285.31 1189.72 0.010864 0.00107771 81746.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1273.49 1178.24 0.0109387 0.0011057 81358.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1260.4 1167.86 0.0109104 0.00109927 81540.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1248.74 1157.21 0.01087 0.00108454 81753.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1236.97 1145.82 0.0109832 0.00113064 81197.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1224.82 1134.77 0.0108933 0.00109598 81654.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.78 1124.3 0.0109466 0.001073 81024.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1200.95 1113.87 0.0113228 0.00109514 78219.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1189.32 1103.87 0.0108905 0.00107067 81468.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1177.9 1093.48 0.0111565 0.00107676 79367.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1166.51 1083.44 0.0108803 0.0010597 81461 0
: 355 Minimum Test error found - save the configuration
: 355 | 1155.72 1072.43 0.0110519 0.00110039 80390.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1144.01 1062.35 0.0109491 0.00114257 81578.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1132.87 1052.34 0.0117071 0.00113395 75663.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.74 1042.35 0.0109487 0.00110443 81265.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1110.97 1032.41 0.0112589 0.00110279 78770.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1100.28 1022.67 0.0109414 0.00114707 81680.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1089.23 1012.86 0.0109 0.00107445 81420.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1078.61 1003.31 0.0108773 0.00109093 81746.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1068.08 993.886 0.0108713 0.0010731 81647.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1057.98 984.518 0.0109877 0.00110657 80962.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1047.49 974.983 0.0108706 0.00107875 81700.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1037.21 965.62 0.0108365 0.00108016 81998 0
: 367 Minimum Test error found - save the configuration
: 367 | 1027.14 956.353 0.0109442 0.00109974 81264.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.93 947.013 0.0109178 0.00109497 81442.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1007.06 938.308 0.0110042 0.00110738 80833.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 997.162 929.179 0.0110381 0.00108635 80388 0
: 371 Minimum Test error found - save the configuration
: 371 | 987.721 920.537 0.0109236 0.0010987 81426.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 977.786 911.495 0.0109255 0.00107793 81238.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 968.464 902.355 0.0109649 0.00115739 81570.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 958.73 893.974 0.0110002 0.00107848 80631.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 949.212 885.306 0.0107451 0.00107066 82691.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 940.057 876.464 0.0106768 0.00106542 83234.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 930.503 868.164 0.010699 0.00106179 83011.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 921.579 860.187 0.0106338 0.00106309 83588.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 912.646 851.647 0.0107652 0.00107084 82522.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 903.267 843.422 0.0106537 0.00106945 83470.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 894.744 834.546 0.0107326 0.00109531 83010.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.369 827.406 0.0106642 0.0010626 83319.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 877.108 818.929 0.010643 0.00106348 83511.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 867.912 810.955 0.0106744 0.00106037 83211.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.985 802.439 0.0109962 0.00107379 80625.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 850.701 795.162 0.0107506 0.00106917 82632.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.454 787.246 0.0107684 0.00106696 82461.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 834.226 779.592 0.0106169 0.00105896 83700.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 826.017 771.547 0.0106196 0.00106109 83694.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.526 764.037 0.010714 0.00106888 82943.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 809.327 756.547 0.0107289 0.0010764 82880.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 801.692 748.598 0.0107858 0.00106865 82328.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.077 741.267 0.0107614 0.00106857 82535.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.307 734.282 0.0107658 0.00107898 82586.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.647 726.795 0.0107495 0.00106719 82624.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.729 719.678 0.0107468 0.00106708 82647.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.052 712.267 0.0107757 0.00106937 82420 0
: 398 Minimum Test error found - save the configuration
: 398 | 754.281 705.173 0.0107706 0.00113595 83033.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.845 697.924 0.010711 0.00106526 82938.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.955 691.357 0.010759 0.00106747 82546.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 732.247 683.536 0.0107278 0.0010693 82828.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.259 677.126 0.0107304 0.00110079 83077 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.259 670.277 0.0107092 0.00106471 82949 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.753 663.8 0.010651 0.00105072 83331 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.903 656.737 0.0106529 0.00106056 83399.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.697 650.12 0.0106767 0.00106758 83254.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.482 643.507 0.010755 0.00108069 82693.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.774 637.008 0.0107138 0.00107089 82962.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.862 630.477 0.0106608 0.00106935 83408 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.772 623.857 0.0106901 0.00106862 83146.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.094 617.323 0.0106467 0.0010601 83450.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.374 611.217 0.0106661 0.00106063 83286.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.695 604.788 0.0107599 0.00107519 82604.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 641.147 598.273 0.0107029 0.00106461 83002.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.741 591.895 0.0107941 0.00111004 82610.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.936 586.167 0.010642 0.00107082 83583.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.585 580.301 0.0106978 0.00105865 82995.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.647 574.071 0.0106854 0.00105801 83096.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.944 567.926 0.0107277 0.0010621 82767.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.579 562.191 0.0106872 0.00105932 83091.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.463 556.924 0.0106889 0.00106089 83090.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.883 550.431 0.0106469 0.00105968 83444.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 584.311 545.167 0.0106397 0.00105458 83462.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.657 539.365 0.0106685 0.00105487 83215.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.394 533.449 0.0106356 0.00107141 83645.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.469 527.563 0.0106519 0.00106484 83445.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.818 522.128 0.0106342 0.00105704 83531.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.962 517.01 0.0106571 0.00105558 83320.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.185 511.568 0.0106445 0.00106688 83527.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.284 506.352 0.0106731 0.00105825 83204.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.096 500.232 0.0106677 0.0010819 83456.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.799 495.262 0.0106796 0.00106753 83228.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.501 490.442 0.0107278 0.00106936 82829.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.428 484.661 0.0107121 0.0010633 82911.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.773 479.468 0.010713 0.00106529 82920.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.215 474.588 0.0106587 0.00105918 83337.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.281 469.29 0.0107095 0.00105793 82887.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.942 464.274 0.0107927 0.00106249 82218.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.708 459.839 0.0106238 0.00105297 83587.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.915 454.408 0.0105979 0.00105057 83793.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.35 449.598 0.0106924 0.00108845 83298.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.445 444.663 0.0107281 0.00107595 82883.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.498 440.046 0.0106754 0.00105447 83152.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.639 434.957 0.0106845 0.00106017 83123 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.469 430.716 0.0106621 0.00106581 83365.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.714 425.704 0.0106711 0.00106316 83264.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.071 420.886 0.0107052 0.00105705 82917.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.265 416.758 0.0106796 0.00105855 83150.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.425 412.545 0.0107096 0.00105936 82899.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.751 407.552 0.0106982 0.0010688 83078.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.081 403.325 0.0108445 0.00111669 82238.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.541 399.638 0.0109568 0.00108295 81021.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.07 394.303 0.0107474 0.00106781 82647.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.663 389.887 0.0107645 0.00108196 82622.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.066 386.074 0.0107143 0.00105665 82835.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.481 381.51 0.0107534 0.00106622 82583.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.431 377.16 0.010687 0.00106432 83136.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.198 372.867 0.0106769 0.00106123 83197.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.811 369.054 0.0107611 0.00107537 82596.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.941 365.278 0.0107647 0.00107948 82600.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.376 361.252 0.0107338 0.00109838 83026.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.147 356.794 0.0107689 0.00107792 82551.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.203 353.382 0.0108034 0.00108265 82298 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.852 348.766 0.0107492 0.00106918 82644.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.935 345.73 0.010672 0.00106384 83262.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.015 341.4 0.0107192 0.00106359 82853.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.048 337.593 0.0107791 0.00105859 82300.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.038 333.689 0.0106788 0.00106005 83170.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.395 329.737 0.0107159 0.00107459 82976.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.189 326.406 0.0107196 0.00106894 82896 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.585 322.501 0.0107093 0.00106624 82961 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.915 318.833 0.0106769 0.00105988 83185.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.435 314.91 0.0106324 0.00105687 83546.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.567 311.695 0.0106628 0.00106246 83330.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.737 308.091 0.0107105 0.00106323 82925.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.959 304.644 0.0106777 0.00106165 83194.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.554 301.249 0.0106724 0.00106295 83251.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.31 297.884 0.0106795 0.00107663 83308.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.752 294.321 0.0106556 0.00105522 83329.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.899 290.9 0.0107868 0.00107224 82350.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.518 287.402 0.0106992 0.00106045 82998.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.179 284.287 0.010652 0.00106312 83429.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.484 281.093 0.0107168 0.00107733 82992.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.292 278.022 0.0107831 0.00107306 82389 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.052 274.75 0.0107543 0.00108341 82722.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.763 271.353 0.0106113 0.00105272 83694.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.502 268.411 0.0105935 0.0010563 83882.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.2 265.292 0.0107357 0.0010756 82814.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.952 262.547 0.0106839 0.00108195 83316.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.97 259.759 0.0106528 0.00105607 83361.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.83 256.254 0.0107159 0.00107633 82991.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.512 253.742 0.0107308 0.00106541 82769.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.821 250.398 0.0106577 0.00106661 83411 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.793 247.191 0.0107045 0.00106425 82985.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.391 244.729 0.0106742 0.00106991 83296.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.738 241.891 0.0106477 0.00105233 83373.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.523 239.422 0.010679 0.0010586 83156.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.962 237.01 0.0106514 0.00106234 83428.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.35 233.63 0.0106528 0.00105862 83383.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.966 230.761 0.0106139 0.00105279 83672 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.23 228.47 0.0105969 0.00105196 83813.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.586 225.399 0.010608 0.0010505 83704.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.902 223.265 0.0106456 0.00105399 83405.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.144 219.874 0.010656 0.00105395 83315.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.318 217.326 0.0106332 0.00105112 83488.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.565 214.826 0.0106664 0.00105875 83267.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.989 212.689 0.0106592 0.00106044 83344.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.487 210.314 0.0107605 0.00106818 82539.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.872 207.39 0.0106732 0.00105795 83201.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.159 204.909 0.0106224 0.00105954 83657.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.62 203.037 0.0106262 0.00105332 83569.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.053 200.213 0.0107167 0.00106535 82890.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.806 198.048 0.0107338 0.00111271 83150.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.173 195.882 0.0106607 0.00107695 83474.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.924 193.334 0.0106956 0.00106518 83069.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.526 190.977 0.0106924 0.00106812 83122.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.968 188.564 0.0106798 0.00105856 83149.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.452 186.588 0.0106385 0.0010529 83458.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.451 184.551 0.0106922 0.00106612 83107.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.013 181.918 0.010651 0.00105777 83392.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.75 180.402 0.0106333 0.00105522 83523.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.667 177.913 0.0106533 0.00105433 83342.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.658 176.812 0.0106033 0.00106186 83845.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.684 174.614 0.0106283 0.00105606 83575.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.104 171.61 0.0107366 0.00108283 82869.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.84 169.353 0.0106908 0.00106434 83104.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.654 167.892 0.0108158 0.00106491 82044.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.412 165.655 0.0107204 0.00106743 82875.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.389 163.392 0.0106305 0.00105916 83583 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.089 161.8 0.0106379 0.00105625 83492.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.973 160.527 0.0107792 0.00107516 82439.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.662 158.076 0.0107045 0.00106727 83011.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.991 155.832 0.010697 0.00106136 83024.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.874 154.265 0.0106481 0.00106008 83437.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.966 152.509 0.0107305 0.00106758 82790.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.8 150.619 0.0107022 0.00107125 83065.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.774 148.979 0.010624 0.00106189 83663.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.95 147.078 0.0106406 0.00106016 83503 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.121 145.076 0.0106588 0.00106246 83365 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.309 143.453 0.0107085 0.00106594 82965.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.327 142.782 0.0107615 0.00105933 82455.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.776 140.733 0.0106859 0.00105707 83083.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.471 139.297 0.0106476 0.00105985 83439.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.696 136.993 0.0111757 0.00110074 79404.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.999 135.853 0.0111913 0.00117542 79873.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.117 134.191 0.0118908 0.00119283 74780.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.172 132.201 0.0113775 0.00112739 78047.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.473 130.519 0.010983 0.0011334 81221.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.77 128.979 0.0110535 0.00110571 80419.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.034 127.297 0.011126 0.00111626 79921.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.488 125.876 0.0108696 0.00106953 81632.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.879 124.191 0.0109458 0.00107295 81030 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.056 122.884 0.0113293 0.0011035 78233.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.563 121.613 0.0109025 0.00107843 81432.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.801 119.958 0.0109523 0.00107166 80966.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.056 118.465 0.0108741 0.00107944 81676.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.485 117.049 0.0107395 0.00106402 82683.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.837 115.835 0.0107393 0.00107133 82747.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.274 114.477 0.0108338 0.00107776 82000.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.707 113.665 0.0110166 0.00111518 80796.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.249 111.46 0.0112903 0.00115733 78950.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.899 110.069 0.0109519 0.00111876 81357.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.589 108.979 0.0110253 0.00111261 80704.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.777 107.387 0.0108529 0.00112219 82214 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.149 106.21 0.0107344 0.00106692 82752 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.846 105.289 0.0110746 0.0010894 80118.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.718 103.987 0.0108806 0.00106771 81525.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.868 102.398 0.010727 0.00106045 82759.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.583 100.881 0.0108446 0.00106592 81810.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.025 99.7304 0.0107594 0.00107599 82615.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.853 98.5757 0.0110732 0.00117545 80826.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.519 97.3293 0.0110219 0.00109719 80607.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.172 96.3811 0.0111644 0.00110434 79522.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.748 94.8867 0.0109452 0.00109558 81221.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.383 93.9175 0.0109381 0.00109385 81265.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.221 92.4333 0.0110246 0.0010856 80491 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.897 91.682 0.0109271 0.00109627 81376.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.522 90.3541 0.0111476 0.00108781 79524.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.458 89.2815 0.0111886 0.00108129 79150.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.239 88.4862 0.0109737 0.00110969 81103 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.919 86.7133 0.0110265 0.00108553 80475.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.7723 86.2411 0.0112369 0.00110524 78960.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.6875 84.7185 0.0109146 0.00108068 81351.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.3541 83.4131 0.0107568 0.00107299 82611.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.9857 82.3568 0.010897 0.00107507 81450.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.0409 81.9811 0.010855 0.00108164 81854.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0599 80.6733 0.0108047 0.00106512 82139.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.7692 79.7851 0.0106744 0.00105961 83205.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.8109 78.6387 0.0107346 0.00108327 82890.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.6149 77.6634 0.0107289 0.00107284 82849.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.4031 76.247 0.0112557 0.00108251 78638.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.4553 75.5512 0.0109787 0.00115211 81411.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.3067 74.5288 0.0109489 0.00107721 81039.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4689 73.8982 0.0107369 0.00107543 82803.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.7741 72.7137 0.0108282 0.00108796 82133.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.5949 72.1763 0.0108326 0.00110159 82211 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.4762 70.4868 0.0107758 0.00107173 82439.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.3769 70.0937 0.0108087 0.00107425 82182.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9125 68.8009 0.0107034 0.0010605 82962.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7219 68.0131 0.0107073 0.00107102 83019.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.9414 67.5023 0.0107688 0.0010642 82435.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9965 66.0076 0.0107272 0.0011336 83388.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6274 65.205 0.0107906 0.00106794 82282 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.62 64.1449 0.010809 0.00111991 82566.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.8848 63.4594 0.010914 0.00109862 81505 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8679 62.9814 0.0108014 0.00109875 82451.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.1468 62.5829 0.010905 0.00107455 81379.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.4875 60.9816 0.0108287 0.00107817 82046.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.5379 60.5005 0.010904 0.00112096 81774.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.7301 60.0291 0.0108878 0.00107436 81520.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.7998 58.5977 0.0110668 0.00109203 80202.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.065 58.159 0.0108832 0.0010774 81584 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8301 57.4481 0.010906 0.00108796 81482.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.172 57.2036 0.0108677 0.00111269 82009.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.3372 55.4186 0.0109799 0.00112316 81162.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.6313 55.179 0.0108287 0.00109071 82152.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.6479 54.6052 0.0108512 0.00108426 81908.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.9137 53.1611 0.0108764 0.00112313 82023.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3089 52.9495 0.0110567 0.00111863 80498.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3688 52.2532 0.0111703 0.0011359 79725.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.4223 51.1078 0.0109549 0.00109297 81120.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.7665 50.7362 0.0110161 0.00110192 80692.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0956 50.01 0.0109891 0.00111084 80986.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2376 49.2419 0.0109221 0.00110623 81500.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.618 48.6887 0.0109608 0.00106249 80821.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.777 47.8029 0.0108814 0.00107136 81549.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1342 47.3468 0.0109041 0.00106751 81329.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3894 46.2945 0.0108856 0.00113529 82048.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7604 46.096 0.0111479 0.00113255 79877.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.218 45.7357 0.0109293 0.00110268 81411.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.3965 44.8066 0.0109832 0.00110815 81012.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.7989 44.1338 0.0108945 0.00107234 81448.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0356 43.4634 0.0108306 0.00108436 82083 0
: 634 | 53.7801 43.5904 0.0111744 0.00105862 79084.2 1
: 635 Minimum Test error found - save the configuration
: 635 | 53.0451 42.5798 0.0111606 0.00113256 79776.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.0801 41.6595 0.0112784 0.00114359 78936.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5797 41.07 0.0111363 0.00109501 79670.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8334 40.0964 0.0110682 0.00111534 80378.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.2339 39.9387 0.0111271 0.00110784 79846.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7003 39.0314 0.0107119 0.00106207 82902.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.9631 38.5048 0.0106058 0.00105813 83790.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.6173 38.2738 0.0107075 0.00106899 83000.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8787 38.0402 0.0111425 0.00110124 79671.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.3221 37.0152 0.010863 0.00107549 81736.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.6729 36.6598 0.011299 0.00111568 78559.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4181 36.0175 0.0108696 0.00106978 81633.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4689 35.4807 0.0107187 0.00106713 82888 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.0598 35.2318 0.0108375 0.00108245 82008.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4554 34.2918 0.0108143 0.0010761 82150.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.8659 33.925 0.0108112 0.00108335 82238 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3966 33.748 0.0107556 0.00107514 82640.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0609 32.9322 0.01084 0.00107834 81953.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3487 32.1867 0.0107614 0.00108279 82656.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.8552 31.9566 0.0107223 0.00106137 82808 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.2631 31.377 0.0107966 0.00111704 82648.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8815 31.3529 0.0108619 0.00110705 82010.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4111 30.9505 0.0108013 0.00109894 82453.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.8555 29.8674 0.0110534 0.00107966 80210.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.4051 29.3155 0.0108046 0.00109283 82373.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9637 29.3027 0.0107488 0.00107792 82722.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5338 29.1034 0.0108527 0.00108012 81861.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3721 28.1377 0.0107689 0.00106888 82473.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.601 27.803 0.0109135 0.00108642 81407.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.9188 27.4408 0.0107954 0.00108176 82358.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7338 27.0506 0.0112285 0.0010978 78968.2 0
: 666 | 36.2686 27.4229 0.01079 0.00105248 82156.7 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.9645 26.6117 0.011076 0.001083 80056.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.413 25.8282 0.0108884 0.00118868 82476.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.9364 25.1188 0.0108069 0.00107025 82163.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.545 24.9729 0.010754 0.00107775 82676.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.1657 24.4544 0.010717 0.00107807 82996.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6994 24.4329 0.0107832 0.00111585 82752.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.4737 23.9183 0.0109192 0.00107697 81282.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.8042 23.2397 0.0109034 0.00110534 81648.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.425 22.9809 0.0107878 0.00108597 82458.8 0
: 676 | 32.0758 23.3845 0.01087 0.00104836 81452.7 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.7366 22.9277 0.0111698 0.00111382 79554.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.223 21.9384 0.0109579 0.00110795 81218.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9478 21.5624 0.0109597 0.00109732 81116.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.6672 21.3354 0.0111033 0.00108781 79876.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9643 21.1865 0.0111376 0.00111317 79804.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6333 20.8274 0.0109397 0.00108213 81156.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2181 20.6421 0.0108716 0.00108265 81724.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.8892 20.26 0.0108904 0.00109278 81652.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.6434 19.7411 0.0109101 0.0011613 82061.3 0
: 686 | 28.1656 19.836 0.0109672 0.00106622 80799.8 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.82 19.0316 0.0111077 0.00116703 80477.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.4328 18.6744 0.0110943 0.00109871 80035.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.0886 18.3777 0.0110719 0.00112263 80408 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7372 18.1506 0.0111082 0.00113704 80231.2 0
: 691 | 26.331 18.4859 0.0109458 0.00106862 80994.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.104 17.8447 0.010851 0.00107025 81793.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6492 17.3829 0.0109462 0.00108257 81105.8 0
: 694 | 25.4787 17.5211 0.0109565 0.00103468 80630.1 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.1634 17.012 0.0109289 0.00107581 81192.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7085 16.491 0.0109786 0.00112376 81178 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.3358 16.1516 0.0108739 0.00113911 82179.4 0
: 698 | 24.0277 16.257 0.010921 0.00106529 81171.5 1
: 699 | 23.7934 16.1701 0.0107906 0.00103239 81982.6 2
: 700 Minimum Test error found - save the configuration
: 700 | 23.6243 15.8409 0.0109836 0.00106944 80692.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.3175 15.4565 0.0109468 0.00112643 81462.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.1776 15.2366 0.0124917 0.00108991 70164.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5523 14.8129 0.0107417 0.00108499 82844.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.16 14.5204 0.0106946 0.00106632 83088.9 0
: 705 | 21.9552 14.6617 0.0106567 0.00101943 83011.3 1
: 706 | 21.746 14.7237 0.0105922 0.00102423 83612 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.5341 14.0777 0.0106284 0.00106078 83615.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1206 13.9151 0.0107756 0.00106664 82398.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7257 13.4405 0.0109993 0.00111217 80912.9 0
: 710 | 20.4888 14.2903 0.0113645 0.00106245 77654.3 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.3762 13.1792 0.0109086 0.00110933 81638.5 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9799 12.6899 0.010983 0.00111848 81098.6 0
: 713 | 19.8713 12.9716 0.0110348 0.00114438 80886.7 1
: 714 | 19.4967 12.7135 0.0111166 0.00105061 79475.4 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.197 12.2887 0.0109601 0.00108491 81011.2 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.8787 11.6671 0.011043 0.00107316 80241.6 0
: 717 | 18.5799 11.7226 0.0109735 0.00102849 80442 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.2937 11.5044 0.0109854 0.00107032 80685.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.0688 10.8767 0.0107798 0.00107173 82405.6 0
: 720 | 18.0627 11.1157 0.0123719 0.00107564 70820.1 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.6081 10.8625 0.0110335 0.00114299 80885.3 0
: 722 | 17.3401 11.2286 0.0107961 0.00104611 82051.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.3509 10.7362 0.0111961 0.00111257 79336.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3694 10.4194 0.0110179 0.00107015 80420.4 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.8434 9.97646 0.0108677 0.00106304 81593.9 0
: 726 | 16.5894 10.153 0.0111167 0.00114971 80265.1 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.3074 9.69506 0.0108462 0.00106645 81801.8 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0605 9.6652 0.0107531 0.00106247 82554.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.7915 9.52078 0.0108743 0.00114142 82195.4 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.5923 9.33478 0.0109849 0.00109214 80867.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4636 9.10839 0.0109774 0.00110181 81008.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.3195 8.75396 0.0108595 0.00108734 81864.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.0596 8.3675 0.010776 0.001086 82559.4 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7247 8.33335 0.010967 0.0011635 81603.4 0
: 735 | 14.6525 8.3345 0.0115864 0.00101823 75698.9 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.3869 7.77942 0.0108692 0.00109724 81866.6 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1736 7.55687 0.0107422 0.0010786 82785.2 0
: 738 | 14.0377 7.68406 0.0107626 0.00102334 82141.9 1
: 739 | 13.911 7.7212 0.0107602 0.00103005 82218.3 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.6304 7.45789 0.0107679 0.00108034 82579.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.4502 7.15874 0.0107742 0.0010652 82398 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.2036 6.96133 0.0107611 0.00106452 82502.9 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.9831 6.63971 0.0107835 0.0010633 82302.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.959 6.61555 0.0110314 0.00106737 80289 0
: 745 | 13.1572 7.55486 0.0107418 0.00105229 82563.8 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.7359 6.18881 0.0110406 0.00106243 80174.8 0
: 747 | 12.3802 6.25576 0.0106989 0.00102554 82701.6 1
: 748 | 12.4514 6.26601 0.0107092 0.00104035 82739.9 2
: 749 | 12.3064 6.28982 0.0108846 0.00102059 81102.6 3
: 750 Minimum Test error found - save the configuration
: 750 | 12.0777 5.74736 0.0107135 0.00107389 82990.5 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.7457 5.61769 0.0106834 0.00107658 83274 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5848 5.49468 0.0106811 0.00105858 83138.1 0
: 753 | 11.5 5.5133 0.010621 0.00102045 83328.9 1
: 754 | 11.6526 5.85867 0.0106148 0.0010222 83397.8 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.2255 5.20006 0.0107067 0.00107455 83054.9 0
: 756 | 11.3586 5.34054 0.0107221 0.00103347 82570.9 1
: 757 | 11.1087 5.46225 0.0108582 0.00106248 81668.3 2
: 758 Minimum Test error found - save the configuration
: 758 | 11.0517 5.07503 0.0108186 0.00107119 82073.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5974 4.96012 0.0107708 0.00109206 82655 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.4101 4.71297 0.0107541 0.00106993 82608.6 0
: 761 | 10.2117 4.85293 0.0157815 0.00172071 56895.7 1
: 762 | 10.2251 4.80869 0.0162593 0.00168417 54888.2 2
: 763 Minimum Test error found - save the configuration
: 763 | 9.99481 4.63001 0.0142651 0.00114342 60967.9 0
: 764 | 9.86123 4.66139 0.0115579 0.00109333 76448.1 1
: 765 | 10.0414 5.41341 0.0128855 0.00110323 67898.8 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.73609 4.15352 0.0113961 0.00108811 77609.5 0
: 767 | 9.51734 5.16066 0.0111142 0.00102055 79257.4 1
: 768 | 9.67623 4.4328 0.0107283 0.0010324 82508.7 2
: 769 | 9.49075 4.62641 0.0108985 0.001026 81033 3
: 770 | 9.40761 4.58863 0.0109932 0.0010657 80584.3 4
: 771 Minimum Test error found - save the configuration
: 771 | 9.03898 4.12115 0.0111063 0.00115435 80386.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.91925 4.00951 0.0110271 0.00107004 80344.6 0
: 773 | 9.12462 4.29706 0.0107533 0.00103995 82360.6 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.84647 3.71705 0.0106966 0.0010646 83056.8 0
: 775 | 8.6488 4.44353 0.0106537 0.0010411 83223.9 1
: 776 | 8.94496 4.09342 0.0107839 0.00106449 82309.5 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.41714 3.34101 0.0108939 0.00107755 81496.8 0
: 778 | 8.2837 3.34752 0.0110845 0.00102329 79513.2 1
: 779 | 8.54545 4.20994 0.010758 0.00102833 82222.5 2
: 780 | 8.68477 3.59254 0.0109527 0.00106758 80930.1 3
: 781 | 8.04434 3.68422 0.0110844 0.00104445 79682 4
: 782 Minimum Test error found - save the configuration
: 782 | 7.85138 3.01606 0.0111626 0.00112585 79706.7 0
: 783 | 7.79277 3.32028 0.0109902 0.00106134 80573.4 1
: 784 | 7.60415 3.16259 0.0113629 0.00105998 77647.9 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.43947 2.86229 0.0109522 0.00111283 81306 0
: 786 | 7.481 3.39782 0.0108882 0.00107516 81523.9 1
: 787 | 7.48487 3.03786 0.0111085 0.00102576 79343.6 2
: 788 | 7.30642 3.47272 0.0119924 0.00103562 73014.2 3
: 789 Minimum Test error found - save the configuration
: 789 | 7.16915 2.64916 0.0111744 0.00109441 79364.8 0
: 790 | 7.08119 2.67973 0.0108855 0.00107638 81556.9 1
: 791 Minimum Test error found - save the configuration
: 791 | 7.01484 2.5931 0.0111223 0.00109154 79754.7 0
: 792 | 6.77357 2.81863 0.0107411 0.00101875 82284.7 1
: 793 | 6.78232 2.90313 0.010611 0.00102181 83427.2 2
: 794 Minimum Test error found - save the configuration
: 794 | 6.71083 2.48288 0.0106296 0.00105498 83554.6 0
: 795 | 6.58824 2.79454 0.0105969 0.00101909 83526.2 1
: 796 | 6.65257 2.48947 0.0105759 0.00101871 83707 2
: 797 Minimum Test error found - save the configuration
: 797 | 6.50827 2.42584 0.0105664 0.00105126 84076.7 0
: 798 | 6.7416 2.90254 0.0105484 0.00102317 83987.6 1
: 799 | 6.5314 2.45358 0.010535 0.00101764 84056.7 2
: 800 | 6.33448 3.3687 0.0105818 0.00102369 83698.1 3
: 801 | 6.66029 2.78978 0.0105744 0.00102214 83749.6 4
: 802 | 6.41896 3.47406 0.0105787 0.00101789 83674.8 5
: 803 | 6.24958 2.90361 0.0105481 0.00102009 83963.2 6
: 804 | 6.07758 2.74882 0.0105441 0.00101731 83973.6 7
: 805 | 5.93357 3.03711 0.0105415 0.00102142 84032.5 8
: 806 Minimum Test error found - save the configuration
: 806 | 5.92356 2.30552 0.0105878 0.00106132 83976.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 5.82708 2.11918 0.0105997 0.00105075 83778.6 0
: 808 | 5.69203 2.29832 0.0105536 0.00101577 83876.1 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.60967 1.99917 0.0107098 0.00105903 82895.1 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.51213 1.96498 0.0106314 0.00105237 83515.8 0
: 811 | 5.48957 2.34281 0.0106026 0.00102107 83494.1 1
: 812 | 5.51557 2.12889 0.0105958 0.00102629 83598.7 2
: 813 | 5.43277 2.23904 0.0105766 0.0010172 83687.6 3
: 814 | 5.53898 2.0777 0.010589 0.00101724 83578.8 4
: 815 | 5.5655 2.261 0.0106037 0.0010172 83451 5
: 816 | 5.20938 2.5472 0.0105712 0.00102458 83799.5 6
: 817 | 5.23561 2.33262 0.0105937 0.00102299 83588.2 7
: 818 | 5.23986 1.97422 0.0105878 0.00101796 83595.7 8
: 819 | 5.14294 2.10373 0.0105569 0.00101798 83866.6 9
: 820 Minimum Test error found - save the configuration
: 820 | 4.86567 1.8225 0.0106222 0.00106464 83703.1 0
: 821 | 4.85631 2.27893 0.0105692 0.0010201 83777.6 1
: 822 | 4.97284 1.88537 0.0105865 0.00101694 83598.3 2
: 823 | 4.86692 1.8557 0.0105863 0.00102501 83670.5 3
: 824 Minimum Test error found - save the configuration
: 824 | 4.72964 1.71193 0.0106491 0.00105741 83405.7 0
: 825 | 4.55771 1.7511 0.010611 0.00102142 83423.9 1
: 826 | 4.58515 1.77113 0.0105763 0.00102438 83752.6 2
: 827 | 4.52249 1.87978 0.0106001 0.00101767 83486.2 3
: 828 Minimum Test error found - save the configuration
: 828 | 4.48402 1.58167 0.0106364 0.00106739 83603.1 0
: 829 | 4.40259 2.18249 0.0107052 0.00102321 82627.7 1
: 830 | 4.43493 2.04558 0.0106042 0.00102322 83499.1 2
: 831 | 4.40167 2.01929 0.0106906 0.0010909 83335.7 3
: 832 | 4.26026 2.01264 0.0105977 0.00102245 83548.4 4
: 833 | 4.17899 2.14856 0.0107277 0.00101845 82395.7 5
: 834 | 4.18932 2.02955 0.0106137 0.00102346 83418 6
: 835 | 4.11946 1.87798 0.0105886 0.00102409 83642.5 7
: 836 | 4.19218 2.17166 0.0106226 0.00102311 83337.6 8
: 837 | 4.24708 1.8013 0.0106228 0.00102409 83344.3 9
: 838 | 4.07201 1.5925 0.0106343 0.00105054 83474.5 10
: 839 | 3.9573 2.18383 0.0108507 0.00109373 81992.6 11
: 840 | 4.06 2.75721 0.0111105 0.00102454 79318.2 12
: 841 | 3.98026 1.67596 0.0109183 0.00114942 81893 13
: 842 | 3.86532 2.36006 0.0108334 0.00105006 81772 14
: 843 | 3.88281 1.68478 0.010868 0.00102672 81290.3 15
: 844 | 3.72177 1.90371 0.0108379 0.00105358 81763.2 16
: 845 | 3.70944 1.96872 0.0107235 0.00102481 82485.4 17
: 846 | 3.65297 1.87622 0.0108189 0.00102986 81724.2 18
: 847 | 3.74279 1.80854 0.0108419 0.0010832 81977.9 19
: 848 | 3.57017 1.97009 0.0108732 0.00102506 81234 20
: 849 | 3.56808 2.43428 0.0109106 0.00106893 81287.2 21
:
: Elapsed time for training with 1000 events: 9.17 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: 0.0116 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: 0.835 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.169 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= 3.30153e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07857e+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: 0.038 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: 0.0365 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: 0.00141 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: 0.106 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: 0.918 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: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00271 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: 0.0379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00426 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: 0.00232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000416 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: 0.0991 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.906 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.615 0.211 5.64 1.46 | 3.231 3.236
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.0935 0.274 1.95 1.07 | 3.361 3.349
: 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.