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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:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx: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: 0.00302 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000772 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00445 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: 0.000206 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00103 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 = 31504.1
: --------------------------------------------------------------
: 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 | 33020.2 31058.9 0.0102263 0.00103358 87025.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32455.4 30422.8 0.0103256 0.00103648 86121.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31682 29746.1 0.0105427 0.00111815 84884.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 30941.6 29131.3 0.0104938 0.00104174 84637.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30236.4 28462.7 0.0104524 0.00103302 84931 0
: 6 Minimum Test error found - save the configuration
: 6 | 29442.6 27564.8 0.0104519 0.00105024 85091.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28647.3 26794.3 0.0103919 0.00104043 85548 0
: 8 Minimum Test error found - save the configuration
: 8 | 28122.5 26391.8 0.0102632 0.00101007 86457.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27757.7 26065.2 0.0102253 0.00100553 86770.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27435.5 25762.6 0.0102451 0.00100596 86587.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27128.6 25481.9 0.0102169 0.00100087 86805.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 26844.6 25207.6 0.010232 0.00100271 86680.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26563.9 24947.3 0.0102225 0.00100043 86748.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26292.8 24697.8 0.0102509 0.00100362 86511.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26036.6 24447 0.0102299 0.00100115 86685.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25778.7 24206.4 0.0102523 0.00100179 86481.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25528.7 23971.4 0.010266 0.00101524 86479.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25284 23741.1 0.010229 0.00100289 86710.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25045.4 23512.8 0.0102103 0.000995697 86819 0
: 20 Minimum Test error found - save the configuration
: 20 | 24808.5 23290.2 0.0102044 0.000997906 86895.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24576.5 23070.9 0.0102159 0.000993827 86748.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24349.8 22852.6 0.0101877 0.000999398 87067.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24121.7 22642.1 0.0102244 0.00100281 86752.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 23901.8 22431.4 0.0102973 0.00100808 86121.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23685.3 22220.3 0.0102216 0.0010025 86776.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23465.3 22018 0.0102147 0.00100108 86828.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23252.4 21817.6 0.0102544 0.0010236 86665.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23042.3 21619 0.0102312 0.00100422 86701.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22836.3 21419.9 0.0102556 0.00100386 86470.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22628.6 21226.4 0.0102894 0.000999268 86113.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22426.8 21033.4 0.0102064 0.000999467 86890.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22225.7 20843.4 0.0102214 0.00100107 86764.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22025.6 20657.9 0.0102293 0.00100738 86749.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21832.4 20470.2 0.0102586 0.00100593 86461.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21635.1 20289.4 0.010245 0.00100593 86588.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21444.1 20108.8 0.0102493 0.00100989 86586 0
: 37 Minimum Test error found - save the configuration
: 37 | 21255.6 19927.7 0.0102386 0.000998948 86583.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21066.9 19749 0.0102498 0.00101521 86631 0
: 39 Minimum Test error found - save the configuration
: 39 | 20878.3 19573.9 0.0102512 0.00100542 86525.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20694.8 19395.2 0.0102926 0.00101266 86207.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20507.4 19223.2 0.010347 0.00101705 85745.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20325.5 19052.9 0.0103387 0.00101565 85808.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20148.9 18881.1 0.0103543 0.0010157 85666.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 19966.2 18716.2 0.0104519 0.00102358 84850.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19795.5 18544.2 0.0103766 0.00101779 85481 0
: 46 Minimum Test error found - save the configuration
: 46 | 19616.7 18382.7 0.0103579 0.00101971 85669.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19443.2 18217.8 0.0103654 0.00102689 85667.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19272.5 18058.3 0.0103935 0.00104112 85540.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19102.4 17897.8 0.0103547 0.00102596 85756.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 18937.2 17743.6 0.0103554 0.00102138 85707.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 18769.7 17576 0.0103459 0.00101996 85782.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18602.2 17420.5 0.0103768 0.00104009 85683.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18437.7 17261.9 0.010402 0.00102885 85350.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18272.8 17116.5 0.0103625 0.00102397 85666.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18112 16954.1 0.0103999 0.00102905 85371 0
: 56 Minimum Test error found - save the configuration
: 56 | 17949.1 16803.5 0.0103696 0.00102296 85592.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 17790.3 16651 0.0103798 0.00102958 85559.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17633 16496.4 0.0104201 0.00104497 85331.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17472.8 16349.3 0.0104282 0.00102679 85093.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17320.3 16201.3 0.010442 0.00102553 84957.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17163.6 16053.3 0.0104347 0.00102554 85023.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17007.7 15912.5 0.0104683 0.00103259 84784.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 16858.7 15766.1 0.0104588 0.00103315 84874.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16707.8 15622.2 0.0105469 0.00103818 84132.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16557.1 15480.9 0.0104497 0.001038 85000.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16409.3 15339.1 0.0104752 0.00102918 84692.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16260.8 15201 0.0104964 0.00104929 84681.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16116 15063.7 0.0105582 0.00105535 84185.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 15969.8 14927.2 0.0105098 0.00103418 84427.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15828.4 14789.5 0.0105181 0.00103206 84334.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15684.1 14657.4 0.0105269 0.00103374 84271 0
: 72 Minimum Test error found - save the configuration
: 72 | 15543.2 14524.1 0.0105576 0.00104228 84074.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15404.3 14391.5 0.0105302 0.00104163 84312 0
: 74 Minimum Test error found - save the configuration
: 74 | 15266.1 14260.4 0.0105578 0.00104056 84057.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15129.3 14129.7 0.0105034 0.00103159 84461.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 14992.9 14000.6 0.0105023 0.00103462 84497.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 14858.6 13872.2 0.0105005 0.00103198 84490.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14722 13750.1 0.0105456 0.00105144 84262.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14592.6 13623.9 0.0105437 0.00104253 84200.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14461.6 13498.8 0.0105431 0.00103809 84165.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14331 13375.8 0.0105674 0.00103994 83968.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14201.5 13254.6 0.0105161 0.00104278 84447.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14072.6 13137 0.010534 0.00103594 84228.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 13949.6 13015.1 0.0106047 0.00103979 83638.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13821.9 12897.3 0.0105639 0.00103611 83965.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13699.4 12778.4 0.0105363 0.00103637 84211.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13574.2 12663.4 0.0105943 0.00106486 83950 0
: 88 Minimum Test error found - save the configuration
: 88 | 13451.6 12550.2 0.0105503 0.00104035 84122 0
: 89 Minimum Test error found - save the configuration
: 89 | 13332.6 12435.3 0.0105368 0.00103353 84181.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13212.4 12321.7 0.0105539 0.00103564 84049.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13091.8 12211.9 0.0105499 0.0010373 84098.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 12975.7 12100.3 0.0105818 0.00104736 83906 0
: 93 Minimum Test error found - save the configuration
: 93 | 12858.9 11989.7 0.0105913 0.00104362 83790.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12742.5 11881.1 0.010594 0.00104448 83773.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12628.8 11771.8 0.0105931 0.00104435 83780.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12513.3 11666.3 0.0105336 0.00103796 84249.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12400.5 11562 0.0105842 0.00105713 83971.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12289 11457.9 0.0105687 0.00103995 83956.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12178.9 11353.8 0.0105842 0.00104427 83858.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12070.3 11248.5 0.0105835 0.00104941 83909.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 11959.2 11148.4 0.0105399 0.00103878 84200.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11852 11047.3 0.0106021 0.00104734 83728.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11745.4 10946.2 0.0106536 0.00104972 83299.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11639.1 10847.2 0.0106223 0.00104645 83543.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11535.3 10747.4 0.0106241 0.00104249 83493.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11428.9 10651.6 0.0106026 0.00104656 83716.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11327 10554.5 0.0106189 0.00106853 83766.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11223.6 10459.6 0.0105904 0.00104276 83790 0
: 109 Minimum Test error found - save the configuration
: 109 | 11124.5 10362.2 0.0106074 0.00104421 83654.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11020.5 10271 0.0106137 0.00104776 83630.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 10923.3 10177.1 0.010606 0.00104807 83699.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10823.4 10084.9 0.0106131 0.00103957 83563.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10726.5 9992.33 0.0106132 0.00104083 83573.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10629.1 9900.51 0.0105914 0.00104298 83783.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10532.7 9810.21 0.0106342 0.00105131 83482.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10437.2 9720.86 0.0106184 0.00105826 83681 0
: 117 Minimum Test error found - save the configuration
: 117 | 10341.8 9633.58 0.010636 0.0010653 83588 0
: 118 Minimum Test error found - save the configuration
: 118 | 10248.3 9546.95 0.0105951 0.00104168 83739.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10154.9 9461.47 0.0105729 0.00104752 83985.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10065.4 9372.77 0.010622 0.00104673 83548.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 9972.6 9286.97 0.0105874 0.00104334 83821.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9881.63 9203.07 0.0105645 0.00104575 84044.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9792.06 9120.01 0.0106825 0.00104915 83044.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9703.64 9035.37 0.0106021 0.00105574 83801.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9615.51 8953.01 0.0105957 0.0010461 83773.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9527.22 8872.42 0.0105698 0.00105169 84050.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9441.13 8792 0.0106148 0.00106277 83751.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9356.44 8709.53 0.0105734 0.00104225 83935.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9269.33 8632.49 0.0106246 0.00105564 83603.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9186.74 8551.2 0.0106038 0.00104893 83726.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9103.14 8472.1 0.0106148 0.00105004 83640.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9019.18 8396.41 0.0105999 0.00104472 83724.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 8937.78 8318.36 0.0105921 0.00105223 83858.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8855.92 8243.62 0.0106404 0.00105367 83448.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8775.88 8166.39 0.0106328 0.00105358 83514.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8694.95 8092.65 0.0106577 0.00106835 83426.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8616.09 8017.78 0.0106227 0.0010511 83580.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8538.12 7944.04 0.0106133 0.00104749 83631.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8459.52 7871.07 0.0106439 0.0010459 83350.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8382.36 7799.57 0.0106115 0.00104801 83651.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8306.12 7727.09 0.0106279 0.00104523 83483.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8230.37 7656.06 0.0107085 0.00113318 83548.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8155.97 7583.71 0.0106327 0.00105444 83522.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8079.31 7516.72 0.0106394 0.00104627 83392.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8006.97 7447.28 0.010677 0.00105366 83131.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7934.89 7376.05 0.0106423 0.00106973 83571.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7860.43 7308.98 0.0106232 0.00105022 83568.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7789.27 7241.85 0.010662 0.00106726 83379 0
: 149 Minimum Test error found - save the configuration
: 149 | 7718.47 7173.6 0.0106467 0.00104938 83356.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7646.9 7108.85 0.0106441 0.00104695 83357.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7577.65 7042.29 0.0106535 0.00105211 83320.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7507.95 6978.46 0.0106537 0.00105382 83333.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7439.4 6913.9 0.0106389 0.00104714 83404.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7371.77 6847.76 0.0106453 0.00106025 83463.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7302.94 6786.59 0.0106406 0.00104868 83403.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7237.5 6722.82 0.0106549 0.00106377 83410.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7171.23 6660.57 0.0106309 0.00104925 83492.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7104.44 6598.19 0.0106371 0.00106017 83533.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7039.2 6540.66 0.0106684 0.00106717 83322.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 6975.92 6477.15 0.0106535 0.00105483 83344.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 6911.53 6417.41 0.0106435 0.00105367 83421.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6848.23 6357.76 0.0107853 0.00106037 82262.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6784.58 6299.26 0.010667 0.00105835 83258.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6723.26 6240.82 0.0106563 0.00104607 83244.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6661.3 6182.06 0.0106679 0.0010562 83232.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6600 6124.97 0.0107005 0.00108294 83180.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6539.73 6067.42 0.0105869 0.00104692 83857.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6479.45 6010 0.0106138 0.00104935 83643.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6419.46 5955.54 0.0106023 0.00105057 83754.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6361.44 5899 0.0106139 0.00105131 83659.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6301.26 5845.39 0.0106483 0.00105121 83358.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6244.82 5790.36 0.0106377 0.00105095 83448.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6186.33 5737.26 0.0106596 0.00105632 83304.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6129.77 5684.01 0.0106715 0.00105845 83220.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6073.29 5630.89 0.0106837 0.00111373 83594.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6017.99 5577.91 0.0106655 0.00105808 83269.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 5962.26 5525.33 0.0106282 0.0010527 83546.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5907.16 5473.92 0.0106096 0.00106166 83787.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5852.5 5423.27 0.0106601 0.00105691 83306 0
: 180 Minimum Test error found - save the configuration
: 180 | 5799.31 5371.24 0.0106223 0.0010577 83641.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5744.52 5322.61 0.0107101 0.00114609 83646.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5692.31 5273.16 0.0106653 0.00106524 83333.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5639.72 5223.78 0.0106276 0.00106471 83656.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5587.49 5175.47 0.010613 0.00105944 83738.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5537.61 5125.49 0.0106576 0.00107496 83484.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5484.84 5077.48 0.0106289 0.00105842 83590.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5434.35 5030.34 0.0106689 0.00105328 83198 0
: 188 Minimum Test error found - save the configuration
: 188 | 5383.98 4985.07 0.0106582 0.00106014 83349.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5335.29 4937.76 0.0106288 0.00106189 83621.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5285.9 4890.34 0.0106401 0.00105887 83496.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5237.23 4846.05 0.0106206 0.00105844 83663 0
: 192 Minimum Test error found - save the configuration
: 192 | 5188.17 4800.2 0.0106102 0.00105692 83741.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5140.25 4755.92 0.0106285 0.00105295 83546.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5093.37 4710.66 0.0106186 0.0010556 83655.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5045.79 4667.18 0.0106632 0.00107406 83427.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 4999.64 4624.02 0.0106394 0.00105918 83505.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 4953.31 4581.54 0.010626 0.00106796 83699.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4907.79 4537.96 0.0106272 0.00105612 83584.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4862.93 4494.48 0.0106329 0.00105771 83549.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4817.67 4452.49 0.010628 0.00106395 83646.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4772.75 4411.72 0.0107177 0.00106062 82841 0
: 202 Minimum Test error found - save the configuration
: 202 | 4729.05 4370.6 0.0106482 0.00106484 83478.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4686.33 4329.13 0.0106319 0.00106016 83579.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4641.9 4290.4 0.0106262 0.00105624 83594.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4600.05 4249.77 0.0106641 0.0010688 83374.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4557.33 4210.83 0.0106249 0.00105926 83632.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4515.36 4171.12 0.0106606 0.00105863 83316.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4474.27 4132.31 0.0106365 0.00105249 83472.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4432.95 4093.66 0.0106191 0.00106622 83744.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4391.28 4055.93 0.0106625 0.00106003 83311.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4352.16 4017.58 0.0106404 0.00105298 83442.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4312.06 3980.04 0.0106237 0.00105837 83635.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4271.26 3943.71 0.0106592 0.00105746 83318.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4232.64 3907.15 0.0106856 0.00108563 83333.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4193.71 3870.75 0.0106118 0.00105654 83723.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4156.46 3833.78 0.0106531 0.00105605 83359.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4117.08 3798.12 0.0106366 0.00106332 83565.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4079.82 3763.45 0.0106342 0.00105718 83533.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4042.59 3727.34 0.0106665 0.00105699 83250.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4005.09 3692.87 0.0107214 0.00113341 83438 0
: 221 Minimum Test error found - save the configuration
: 221 | 3968.64 3658.51 0.0106309 0.0010628 83611.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3932.38 3624.49 0.0106329 0.00105988 83568 0
: 223 Minimum Test error found - save the configuration
: 223 | 3896.05 3590.95 0.0108077 0.0012328 83551.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3861.78 3556.6 0.0107314 0.00107735 82867.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3825.5 3523.51 0.010666 0.00105894 83272.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3790.8 3490.53 0.0106525 0.00105734 83375.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3756.32 3458.01 0.0106145 0.00105455 83682.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3721.85 3426.46 0.0106433 0.00106038 83481.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3688.21 3394 0.0106576 0.00106756 83419.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3653.88 3363.48 0.0106236 0.00105545 83610.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3622.13 3330.7 0.0106584 0.00106289 83372 0
: 232 Minimum Test error found - save the configuration
: 232 | 3588.44 3300.09 0.0106747 0.00105544 83166.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3555.14 3269.85 0.0106388 0.00105753 83496.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3523.71 3238.82 0.0106619 0.00106819 83388 0
: 235 Minimum Test error found - save the configuration
: 235 | 3491.2 3208.83 0.0106829 0.00105912 83127.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3459.73 3178.73 0.0106473 0.00105853 83430.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3428 3149.29 0.0106369 0.00105414 83483.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3396.72 3120.58 0.0107146 0.00105225 82795.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3366.45 3091.59 0.0107156 0.0010584 82839.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3335.49 3062.88 0.0106866 0.00105594 83067.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3305 3034.49 0.0106423 0.00105483 83442 0
: 242 Minimum Test error found - save the configuration
: 242 | 3275.45 3005.87 0.0106197 0.00105692 83658 0
: 243 Minimum Test error found - save the configuration
: 243 | 3245.17 2978.7 0.01063 0.00105514 83552.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3215.94 2951.24 0.0106909 0.00107362 83183.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3186.77 2923.76 0.0106345 0.00106109 83564.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3158.48 2895.98 0.010658 0.00105486 83306.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3129.74 2868.35 0.0106481 0.00105166 83364.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3100.56 2842.39 0.0106204 0.00105536 83638.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3072.12 2816.09 0.01063 0.00106425 83631.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3044.46 2789.84 0.010644 0.00105878 83462 0
: 251 Minimum Test error found - save the configuration
: 251 | 3016.98 2763.97 0.0106672 0.00105462 83223.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2989.54 2738.55 0.0106529 0.00105713 83369.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2962.87 2712.41 0.010708 0.00109568 83226.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2935.52 2687.34 0.0106465 0.0010559 83414.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2908.98 2662.42 0.0106685 0.00105279 83197.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2882.84 2637.26 0.0106397 0.00105548 83470.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2856.14 2613.39 0.0106495 0.00106184 83440.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2830.16 2590.24 0.0106643 0.0010577 83275.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2805.47 2565.57 0.0107476 0.00113296 83206.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2780.06 2541.73 0.010666 0.00105739 83258.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2755.07 2517.18 0.0106494 0.0010627 83449 0
: 262 Minimum Test error found - save the configuration
: 262 | 2728.83 2494.88 0.0106561 0.00104977 83278.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2705.16 2471.29 0.0106471 0.0010704 83535.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2680.13 2448.76 0.0106665 0.00105761 83255.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2655.83 2426.76 0.010668 0.00106017 83265.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2631.98 2404.43 0.0106346 0.00105315 83494.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2608.07 2382.06 0.0106755 0.00105936 83193.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2585.02 2360.1 0.010655 0.00105757 83355.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2561.22 2337.72 0.0106551 0.00106161 83389.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2537.57 2316.78 0.010655 0.00106046 83380.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2515.09 2295.25 0.0107032 0.00108756 83197.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2491.8 2274.4 0.0106507 0.00105752 83392.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2469.68 2253.48 0.0106913 0.00107088 83156.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2447.14 2232.81 0.0106333 0.00105074 83485.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2425.33 2211.83 0.0105875 0.00104774 83859.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2402.8 2192.33 0.0106014 0.0010494 83751.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2381.64 2171.64 0.010598 0.00105597 83839.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2359.01 2152.28 0.0106143 0.00105798 83714 0
: 279 Minimum Test error found - save the configuration
: 279 | 2337.63 2132.78 0.0107378 0.00105534 82623.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2317.22 2112.01 0.0106352 0.00106287 83573.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2295.07 2092.99 0.0106265 0.00105076 83544.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2274.19 2073.94 0.0106616 0.00105435 83270.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2253.76 2054.57 0.010686 0.00108216 83299.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2232.46 2036.41 0.0106483 0.00105464 83388.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2212.57 2017.72 0.0106497 0.00105773 83402.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2192.12 1999.58 0.0106646 0.0010571 83268.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2172 1980.92 0.0106388 0.00105747 83495.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2152.52 1962.02 0.0106534 0.00105647 83359.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2131.8 1944.46 0.0106347 0.00105485 83508.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2112.68 1926.45 0.0106577 0.00106358 83384.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2093.37 1908.54 0.0106493 0.00105741 83403.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2073.32 1891.91 0.010647 0.00105461 83399.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2055.42 1873.5 0.0106882 0.00107426 83212.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2035.39 1856.75 0.0106704 0.00105109 83166.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2016.62 1840.1 0.0106122 0.00105003 83663 0
: 296 Minimum Test error found - save the configuration
: 296 | 1998.75 1822.47 0.0106552 0.00105384 83321.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 1979.19 1806.49 0.0106488 0.00105038 83347.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1961.98 1790 0.0106401 0.0010505 83423.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1942.83 1773.49 0.0107235 0.0010546 82739.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1925.22 1757.23 0.0106609 0.00105069 83244.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1907.09 1741.43 0.0106263 0.00104902 83530.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1889.3 1725.32 0.0107121 0.00106827 82954.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1871.39 1710.14 0.0106523 0.00105717 83375.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1854.2 1694.82 0.0106374 0.0010494 83437.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1836.64 1679.16 0.0106476 0.00105624 83408 0
: 306 Minimum Test error found - save the configuration
: 306 | 1819.79 1663.68 0.0106648 0.0010577 83271.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1802.13 1648.71 0.0106336 0.00105285 83500.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1786.27 1632.78 0.0106548 0.00105612 83344.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1768.48 1618.17 0.0106645 0.00104887 83198 0
: 310 Minimum Test error found - save the configuration
: 310 | 1751.76 1603.73 0.0106374 0.00105372 83474.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1736.06 1588.44 0.0106515 0.0010681 83477.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1718.63 1574.91 0.0107023 0.00107612 83107 0
: 313 Minimum Test error found - save the configuration
: 313 | 1702.87 1560.42 0.0106454 0.00105283 83398.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1686.99 1545.93 0.0106536 0.00105461 83341.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1671.02 1531.4 0.0106438 0.00105094 83394.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1654.76 1517.71 0.0106493 0.00105881 83416.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1639.59 1503.28 0.0106619 0.00105274 83254.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1624.04 1488.86 0.0107401 0.00105516 82602.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1607.77 1475.8 0.010628 0.00105598 83576.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1592.65 1462.72 0.0106544 0.0010513 83306.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1577.83 1449.19 0.0106733 0.00105865 83206.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1562.45 1436.04 0.0106559 0.00106807 83438.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1547.92 1422.55 0.0106373 0.00105283 83468.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1533.07 1409.59 0.0106602 0.00105427 83281.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1518.59 1396.71 0.0106406 0.00105072 83421.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1503.71 1383.63 0.0106615 0.00105598 83285.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1489.21 1371.11 0.0106523 0.0010597 83397.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1475.04 1358.59 0.0106323 0.0010594 83569 0
: 329 Minimum Test error found - save the configuration
: 329 | 1461.34 1345.77 0.0106484 0.00105479 83388.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1447.07 1333.51 0.010668 0.00106065 83269.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1433.28 1320.79 0.0106648 0.00105479 83246.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1419.43 1308.47 0.0107067 0.00107084 83023.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1405.31 1296.7 0.010679 0.00108082 83349.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1392.48 1284.33 0.01065 0.001055 83376.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1378.58 1272.64 0.0106562 0.00105568 83328.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1365.61 1260.86 0.0106684 0.00105996 83260.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1352.13 1249.46 0.0106334 0.00105402 83512.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1339.51 1237.65 0.0107338 0.00105649 82667.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1326.2 1226.5 0.0106505 0.00105748 83394.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1314.02 1214.96 0.0106347 0.00105493 83509 0
: 341 Minimum Test error found - save the configuration
: 341 | 1301.14 1203.49 0.0107051 0.00107478 83071.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1288.25 1192.5 0.0106558 0.00105444 83321.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1276.45 1180.93 0.0106515 0.00105721 83383.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1263.5 1170.04 0.0106738 0.00105768 83193.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1251.31 1159.18 0.0106647 0.00105417 83242.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1239.66 1148.04 0.0106482 0.00105624 83402.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1227.69 1137.03 0.0106554 0.00105854 83360.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1215.35 1127.19 0.0106596 0.00105702 83311.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1203.7 1116.54 0.0106521 0.00105867 83390.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1192.31 1106.09 0.0106756 0.00105975 83196.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1180.97 1095.06 0.0106962 0.00108992 83278.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1168.93 1084.88 0.0106614 0.00105754 83299.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1157.97 1074.28 0.0106578 0.00105715 83327.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1146.13 1064.79 0.0106564 0.00105848 83351.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1135.21 1054.9 0.0106421 0.00106189 83505.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1124.38 1044.71 0.0106719 0.00105517 83188.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1113.15 1034.9 0.0107469 0.00106312 82612.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1102.51 1025.2 0.0106419 0.00105668 83462.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1091.86 1015.43 0.0106421 0.0010578 83469.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1080.94 1005.86 0.0106629 0.00105126 83232.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1070.61 996.312 0.0107089 0.0010959 83220.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1060.1 987.026 0.010641 0.00105377 83444.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1050.07 977.867 0.0106804 0.001054 83104.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1039.71 967.981 0.0106626 0.00105719 83286 0
: 365 Minimum Test error found - save the configuration
: 365 | 1029.49 958.753 0.0106531 0.00105726 83369.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1019.78 949.133 0.0106125 0.00104926 83653.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1009.16 940.737 0.0105819 0.00104894 83919.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 999.578 931.807 0.0106648 0.00105948 83287 0
: 369 Minimum Test error found - save the configuration
: 369 | 990.028 922.583 0.0106674 0.00105776 83249.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 980.231 913.534 0.0106422 0.00105122 83411.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 970.336 904.86 0.0106995 0.00108455 83203.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 961.153 896.012 0.010647 0.00105207 83377.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 951.331 887.312 0.0106652 0.00106468 83328.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 942.23 878.608 0.0107383 0.00105998 82659 0
: 375 Minimum Test error found - save the configuration
: 375 | 932.593 870.493 0.0106825 0.00105801 83121 0
: 376 Minimum Test error found - save the configuration
: 376 | 923.782 861.972 0.0107246 0.00113798 83449.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 914.622 853.835 0.0106397 0.00105096 83430.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 905.51 845.646 0.0106214 0.00104962 83579.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 896.498 837.485 0.0106212 0.00105825 83656.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 888.162 828.762 0.0106592 0.00106698 83400.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 878.679 821.335 0.0106712 0.00105466 83189.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 870.443 812.948 0.0106685 0.00105873 83248.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 861.796 804.867 0.0106488 0.00105254 83365.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 853.176 797.149 0.0106495 0.00105614 83390.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 844.668 789.402 0.0106344 0.00105207 83487.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 836.607 781.749 0.0106398 0.00105281 83446.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 828.548 774.833 0.0106487 0.00105828 83416.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 819.891 766.829 0.010637 0.00105678 83505.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 811.509 758.668 0.0106465 0.00105454 83402.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 803.531 751.334 0.0106574 0.00106811 83426.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 795.811 743.667 0.0105915 0.00105015 83845.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 787.585 736.954 0.010628 0.00104892 83515.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 779.894 728.893 0.0105979 0.00104832 83773.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 771.697 721.814 0.0106275 0.00105654 83586.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 764.41 714.046 0.0106576 0.0010568 83326.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 756.568 707.245 0.0107135 0.00105216 82804.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 749.02 700.132 0.0106266 0.00105685 83596.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 741.309 693.728 0.0106663 0.00105766 83258.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 733.858 686.56 0.010648 0.00105837 83423.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 726.751 679.71 0.0106948 0.00107351 83149.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 719.156 672.495 0.01062 0.00105239 83615.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 711.971 665.423 0.0106008 0.00104928 83755.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 704.745 658.599 0.0106075 0.00104945 83698.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 697.455 652.394 0.0106456 0.00105878 83447.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 690.924 645.641 0.0106459 0.00105662 83426.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 683.979 639.053 0.0106547 0.00105596 83344.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 676.676 632.489 0.0106554 0.00105658 83343.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 669.779 626.163 0.0106294 0.00105603 83565 0
: 409 Minimum Test error found - save the configuration
: 409 | 663.178 619.458 0.0108284 0.00120765 83153.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 656.443 612.943 0.0107753 0.00108047 82517.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 649.622 607.658 0.0106631 0.00106676 83365.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 643.074 600.924 0.0106404 0.00105371 83449 0
: 413 Minimum Test error found - save the configuration
: 413 | 636.695 594.891 0.0106928 0.00105831 83034.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 630.167 588.498 0.0106597 0.00106508 83379.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 623.297 582.736 0.0106476 0.00105394 83388 0
: 416 Minimum Test error found - save the configuration
: 416 | 617.45 576.507 0.0107684 0.00107247 82509.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 610.869 569.94 0.0106951 0.00105804 83012.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 604.503 564.422 0.0106478 0.00106222 83458.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 598.681 558.117 0.0106781 0.00106976 83261 0
: 420 Minimum Test error found - save the configuration
: 420 | 592.284 552.462 0.0106762 0.00105822 83177.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 586.164 546.86 0.0106266 0.00105416 83573.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 580.169 541.397 0.011091 0.0010732 79857.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 574.507 535.355 0.0106553 0.00105525 83333.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 568.415 529.783 0.0106896 0.00106313 83104.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 562.232 524.611 0.0106563 0.00105163 83292.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 556.65 518.68 0.0106632 0.00106131 83317.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 550.739 513.322 0.01068 0.00106221 83179 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.037 508.378 0.0106746 0.00106102 83216 0
: 429 Minimum Test error found - save the configuration
: 429 | 539.561 502.413 0.0107632 0.00110216 82806.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 533.979 497.036 0.0106931 0.00105546 83007.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 528.342 491.724 0.0106699 0.00105624 83214.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 522.814 487.307 0.0107349 0.00113532 83336.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 517.577 481.606 0.0107914 0.00111208 82650.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 512.217 476.162 0.0106766 0.00106904 83267.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 506.731 471.097 0.0107682 0.00105849 82391.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 501.605 466.275 0.0106542 0.00106566 83432.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.217 461.154 0.0106276 0.00105989 83614.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 491.4 455.982 0.0107047 0.00106303 82973.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 485.972 451.094 0.0107844 0.0010904 82525.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 481.018 446.848 0.010637 0.00105675 83505.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 476.508 441.946 0.0106858 0.00105825 83095.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.231 436.58 0.0106639 0.00105791 83281.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 465.937 432.388 0.0108022 0.00109436 82407.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.517 427.236 0.010727 0.00107384 82874.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 456.45 422.84 0.0106704 0.00105377 83189 0
: 446 Minimum Test error found - save the configuration
: 446 | 451.615 418.185 0.0106521 0.0010644 83440.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.167 413.562 0.010668 0.00104823 83161.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 442.323 409.459 0.0107457 0.00108086 82774.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 437.759 404.9 0.010729 0.00106617 82791.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.118 400.213 0.0106382 0.00105604 83488.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 428.701 395.988 0.0107305 0.0010585 82713.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.097 391.541 0.0106955 0.00107324 83140.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 419.673 386.903 0.0106732 0.00107766 83371.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 414.949 383.341 0.0108085 0.00106325 82091.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.075 378.927 0.0107207 0.001056 82775.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 406.403 374.68 0.0107098 0.00107479 83030.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.182 370.682 0.0108695 0.00107911 81712.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.163 366.407 0.0107458 0.00108545 82813 0
: 459 Minimum Test error found - save the configuration
: 459 | 393.612 362.553 0.010811 0.00106505 82085.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 389.619 358.132 0.0107101 0.00106104 82909.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 385.361 354.38 0.0106723 0.00105678 83198.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.331 350.584 0.0107804 0.00107132 82397 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.577 346.408 0.0108379 0.00107362 81931 0
: 464 Minimum Test error found - save the configuration
: 464 | 373.419 342.639 0.0111427 0.00147017 82708.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.338 338.777 0.0108392 0.00113122 82406.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 365.709 334.903 0.0108562 0.00108377 81862.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.545 331.498 0.0107735 0.00107646 82499.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.004 327.728 0.0107468 0.00108864 82831.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 353.928 324.365 0.0109576 0.00106843 80896.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.36 319.869 0.0106975 0.00106071 83015.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.591 316.885 0.010749 0.00106488 82609.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.631 313.309 0.0108029 0.0010606 82116.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 338.945 309.806 0.0106842 0.0010764 83265.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.605 305.544 0.0109502 0.00109115 81143.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 331.691 302.237 0.010711 0.0010756 83026.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.33 299.026 0.0108789 0.0011148 81933.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 324.648 295.543 0.0108936 0.00107686 81493.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.493 291.956 0.0107553 0.00106695 82573.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 317.505 289.158 0.0107531 0.00107228 82637.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.43 285.614 0.0106731 0.00107058 83311.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 310.963 282.644 0.0108148 0.0010747 82134.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 307.713 279.405 0.0107943 0.00106527 82228.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.584 275.769 0.0107146 0.00107734 83010.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.138 272.577 0.010755 0.00107489 82643.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 297.672 269.433 0.010762 0.00108081 82634.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 294.343 266.467 0.0107793 0.00106772 82375.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.408 263.309 0.0108345 0.00108775 82078.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.199 260.392 0.010742 0.00106753 82692.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.058 257.739 0.0107523 0.00107078 82631.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 281.996 254.379 0.0107483 0.00107157 82672.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 278.709 251.807 0.0106987 0.00106187 83014.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 275.741 248.89 0.0107179 0.00107593 82970.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 272.934 245.6 0.0107761 0.00105981 82336.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 269.623 243.529 0.0107086 0.00107176 83014.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 266.979 240.813 0.0107832 0.00107393 82395.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.412 238.215 0.0106535 0.00105554 83350.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.52 235.006 0.0107201 0.00108116 82996.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.522 232.22 0.0107966 0.00109204 82435.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.891 229.971 0.0106988 0.00109678 83316.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.87 227.498 0.0107566 0.00112358 83047.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 249.944 224.397 0.0106649 0.00107038 83380.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.093 221.19 0.010743 0.00105946 82614.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.327 218.686 0.0107186 0.00107362 82944.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 241.734 215.896 0.0108599 0.0011018 81983 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.119 213.436 0.0106752 0.00105572 83164.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.323 211.344 0.010756 0.00108014 82679.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.077 208.692 0.0107675 0.00107225 82514.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.355 206.166 0.0107792 0.00105849 82298.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.04 204.008 0.0106994 0.00106296 83018 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.423 201.353 0.0107498 0.00105897 82551.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.704 198.844 0.0107403 0.00106545 82688.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.134 196.475 0.0108891 0.00107042 81477.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 218.723 194.326 0.0107302 0.00106886 82804 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.311 192.025 0.010717 0.00105475 82796.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.208 189.758 0.0108517 0.00105825 81686.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.626 187.534 0.010759 0.00110309 82851.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.313 185.351 0.010804 0.00108111 82279.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 206.901 183.057 0.0109448 0.00111303 81368.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.741 180.885 0.0107486 0.00106948 82652.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.314 178.91 0.011797 0.00110755 74840.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.225 176.475 0.0108173 0.00107526 82118.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.033 174.905 0.0108039 0.00107012 82187.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.764 172.731 0.0110443 0.00107142 80217.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.939 170.387 0.0108004 0.00106327 82159.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.506 169.3 0.0107588 0.00109524 82785.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.472 167.561 0.0107496 0.00106 82562.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.457 164.551 0.0108788 0.00106789 81542.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.196 162.23 0.0108134 0.00107018 82108.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.024 161.573 0.01077 0.00105966 82386.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.399 158.645 0.0107424 0.00106884 82699.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.74 156.645 0.0107909 0.00107095 82304.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.706 154.862 0.010735 0.00106377 82719.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.828 153.633 0.0107023 0.00105963 82964.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.702 151.526 0.0110749 0.00107537 80003.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.723 149.493 0.010808 0.00108333 82265 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.927 147.616 0.010848 0.00106635 81785.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.861 146.029 0.0108051 0.00107196 82193.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.923 144.371 0.0110294 0.001063 80269.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.186 142.534 0.0107813 0.00106065 82299.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.522 141.086 0.0106765 0.00106255 83212.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.807 139.815 0.0106781 0.00105852 83163.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.628 137.708 0.0106698 0.00106923 83328.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.879 136.075 0.0109919 0.00106426 80582.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.998 134.453 0.0107969 0.00105755 82141.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.526 132.894 0.0108176 0.00107944 82151 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.869 131.351 0.0107246 0.00107187 82878.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.658 129.299 0.0110702 0.00119535 81014.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.819 128.302 0.0108313 0.00106678 81929.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.371 126.95 0.0107395 0.00106889 82724.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.763 125.397 0.0111939 0.00107724 79077.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.039 123.646 0.0111797 0.00110655 79419.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.159 122.416 0.0110402 0.00106666 80212.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.863 121.007 0.0122799 0.00111933 71680.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.9 118.826 0.0109028 0.00109052 81530.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.12 117.602 0.0109889 0.00114601 81277.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.884 116.295 0.0109844 0.00111371 81048.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.055 114.79 0.0110839 0.00112398 80322.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.501 113.2 0.0110562 0.00112615 80563.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.965 111.895 0.0121978 0.00109175 72032.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.343 110.95 0.0109406 0.00106896 81039.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.075 109.319 0.0110253 0.00107012 80359.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.383 107.555 0.0110325 0.00107777 80363.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.827 106.457 0.0110609 0.00111309 80420 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.58 105.444 0.0110747 0.00113038 80447.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.111 103.742 0.0110867 0.00114237 80447.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.538 102.738 0.012437 0.00135104 72163.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.191 101.158 0.0107574 0.00107672 82638.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.88 99.7759 0.0107267 0.00106287 82782.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.469 98.7821 0.0107798 0.00105914 82298.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.977 97.721 0.0107275 0.00105878 82741.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.861 96.8092 0.0106447 0.00105723 83442.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.376 95.3601 0.0107309 0.0010606 82727.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.178 93.9872 0.0107438 0.00108045 82786.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.204 92.5094 0.0106837 0.00106122 83138.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.457 91.8723 0.0107102 0.00105633 82867.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.324 90.4432 0.0106717 0.00105605 83197.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.894 89.2897 0.0106557 0.0010552 83328.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.829 87.9653 0.0106129 0.00105139 83668.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.354 87.0428 0.0106069 0.0010541 83745.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.38 86.3362 0.0106883 0.00105967 83085.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.9892 85.273 0.0106751 0.00105815 83186.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.9635 83.8319 0.0106895 0.00107841 83236.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.7113 82.8256 0.0107064 0.0010822 83123.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.5257 81.9067 0.0106575 0.0010548 83309.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.2944 80.7597 0.0106503 0.00105625 83385.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.0968 79.9065 0.0106443 0.00106081 83476.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.21 78.3827 0.0106421 0.00105325 83430.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.0491 77.9452 0.0106918 0.00105837 83043.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.2195 76.9957 0.0108145 0.00106596 82063.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.0223 75.6985 0.0106795 0.00106551 83211.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.8858 74.7392 0.0107217 0.00105716 82777.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.8098 73.5903 0.0107226 0.00107704 82940.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.8088 73.2768 0.0106505 0.00105668 83386.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.1557 72.2243 0.010669 0.00106594 83306.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.9706 71.4447 0.0107006 0.00105675 82954.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.7893 70.3464 0.0106652 0.00106279 83312.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.7746 69.1069 0.0106497 0.00106159 83436.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.909 68.0714 0.0106929 0.00105873 83037.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.9587 67.8799 0.0106525 0.00105942 83393 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.1219 66.7522 0.0106888 0.00106243 83104.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.0726 65.5293 0.0106661 0.0010594 83275.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.9425 64.5795 0.0107092 0.00108405 83115.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.1434 63.5382 0.0106619 0.00106055 83321.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.0575 62.7341 0.0106718 0.00105847 83217.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.3567 62.4191 0.0107239 0.00106032 82785.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.4644 60.9968 0.0106977 0.0010771 83155.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.5134 60.4902 0.0108397 0.00106132 81813.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.8403 59.4987 0.0107688 0.00106295 82424.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.0735 58.9935 0.0106921 0.00105996 83055.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.0821 58.5657 0.0107074 0.00106209 82942 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.4773 57.6974 0.0106805 0.00105952 83151.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.3937 56.3913 0.0107136 0.00107584 83006.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.4685 55.6559 0.0106708 0.00106602 83291.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.5668 54.7955 0.0106814 0.00106108 83157.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.912 54.4536 0.0107347 0.00106957 82772.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.1201 53.7271 0.0106991 0.0010611 83005 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.4976 52.9135 0.0106656 0.0010609 83292.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.7523 52.6388 0.0106845 0.00105902 83112.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.2819 51.4482 0.0107174 0.0010679 82906 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.349 50.9451 0.0107496 0.00107194 82664.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.455 49.8181 0.0107305 0.00109673 83041 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.5382 49.4428 0.0106974 0.00105981 83008.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.874 48.6028 0.0105923 0.00105212 83855.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.154 47.6955 0.0106514 0.00105457 83361.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.7613 47.6518 0.0106745 0.00106306 83234.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.9362 46.8472 0.0106491 0.00105835 83413.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.2191 46.3598 0.0107352 0.00114402 83409.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.5201 45.3943 0.0106959 0.00106134 83034.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.6303 44.5345 0.0106882 0.00105792 83071.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.0898 44.0359 0.0106575 0.00106298 83381.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.6204 43.5228 0.0107042 0.00107932 83118 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9059 42.7794 0.0106855 0.00105637 83081.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.1486 42.3236 0.0106812 0.00105946 83144.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.6525 41.655 0.0107166 0.00105926 82838.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.7121 41.0817 0.0106695 0.00105688 83223.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.1751 40.2123 0.0106977 0.0010706 83098.9 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.3929 39.9261 0.0107057 0.00106781 83005.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.7718 39.0868 0.01069 0.00105626 83041.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.4746 39.0819 0.0107427 0.00107535 82752.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.7709 38.0311 0.0106676 0.00106134 83279.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.013 37.4013 0.0107347 0.00109638 83001.7 0
: 642 | 47.4345 37.4066 0.0107991 0.00102589 81856.7 1
: 643 Minimum Test error found - save the configuration
: 643 | 46.9404 36.5578 0.0107177 0.00107866 82995.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.4578 35.8761 0.010708 0.00107597 83055.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.166 35.8739 0.0106501 0.00105512 83376.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.4614 35.2608 0.0106124 0.00105328 83689.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.7815 34.602 0.0107521 0.00106542 82587.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5043 34.0283 0.0106759 0.00106759 83261.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.7914 33.2635 0.0106769 0.00105786 83168 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.0565 33.0889 0.0106413 0.00105853 83482.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.7601 32.295 0.0107105 0.00108016 83071.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.1208 31.8838 0.0106559 0.00105203 83299.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.4964 31.4883 0.0119828 0.00111898 73639.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.8957 30.9005 0.0106664 0.00106533 83323.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.4723 30.6011 0.0107388 0.00106058 82660.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.1554 29.8348 0.0106637 0.00105115 83224.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.5837 29.81 0.010656 0.00106994 83454.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.1466 29.2317 0.0106554 0.00105848 83360.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.7049 28.8848 0.0106736 0.00105712 83190.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.1977 28.3671 0.0106875 0.00108481 83310.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.5648 27.7498 0.0106306 0.00106027 83591.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.1972 27.2862 0.0106805 0.00105418 83105.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.8766 26.9402 0.0106478 0.00105954 83435.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.5773 26.5779 0.0107098 0.00110553 83296.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.955 26.3321 0.0106653 0.0010569 83260.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.5614 25.7887 0.010756 0.00106105 82517.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.0628 25.5358 0.0106446 0.00106371 83499.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.6157 25.1742 0.0106679 0.00105613 83231 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.3151 24.5687 0.0106486 0.00105638 83400.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.83 24.0288 0.0106637 0.00107415 83424 0
: 671 | 33.1953 24.0645 0.0106329 0.00102482 83262.8 1
: 672 Minimum Test error found - save the configuration
: 672 | 32.9263 23.4588 0.0106945 0.00105524 82994.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.3562 23.0343 0.0106497 0.00105555 83384.4 0
: 674 | 32.0755 23.039 0.0107116 0.00102577 82595.2 1
: 675 Minimum Test error found - save the configuration
: 675 | 31.5749 22.3154 0.0106811 0.001062 83167.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.1563 22.005 0.01068 0.0010613 83171.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.7723 21.6845 0.0106672 0.00106068 83277 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.4162 21.3557 0.0106519 0.00104916 83309.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.252 21.0486 0.0106678 0.00106199 83282.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.7412 20.8755 0.0106854 0.00107217 83218.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.3198 20.2369 0.0106596 0.00105858 83324.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.8352 20.0214 0.0106678 0.0010536 83210.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.6609 19.6299 0.0107405 0.00105654 82611.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.2222 19.516 0.0107463 0.00106494 82632.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.8231 19.1173 0.0106696 0.00106088 83257.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.3954 18.9119 0.0107065 0.00106548 82979 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.0745 18.3559 0.0106495 0.00105869 83413.4 0
: 688 | 26.6839 18.4658 0.0106332 0.00102375 83251.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.3708 17.9248 0.0106937 0.00108492 83257.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.2847 17.919 0.0106825 0.00105865 83126.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.9021 17.5368 0.0106888 0.00106032 83086.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.3658 17.1948 0.010726 0.00110111 83117.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.2648 17.1507 0.0107167 0.00105826 82828.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.9222 17.0221 0.0106972 0.0010581 82995.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.776 16.638 0.0106747 0.00105858 83193.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.2296 16.2082 0.0105906 0.00104935 83846.4 0
: 697 | 24.185 16.4016 0.0105829 0.00102007 83657.4 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.8227 16.1733 0.0106533 0.00105859 83379.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.4788 15.5119 0.0106657 0.00107799 83440.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.1126 15.1483 0.0106708 0.00106024 83242 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.6028 14.5843 0.0106392 0.00106612 83567.5 0
: 702 | 22.3831 14.7933 0.0107022 0.00103134 82722.5 1
: 703 Minimum Test error found - save the configuration
: 703 | 21.8842 14.1948 0.0106903 0.00105764 83050.7 0
: 704 | 21.6892 14.2452 0.0106086 0.0010303 83522.5 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.3037 13.8011 0.0107402 0.00106697 82702.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.032 13.5845 0.0106784 0.00105918 83167 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.7223 13.4415 0.0106519 0.00105594 83368.1 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.433 13.0676 0.0106564 0.00106003 83364.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.1392 12.8029 0.010687 0.00107077 83193 0
: 710 Minimum Test error found - save the configuration
: 710 | 19.9967 12.7599 0.0106779 0.00105948 83173.6 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.7231 12.5459 0.010733 0.0010563 82672.8 0
: 712 | 19.3313 12.7061 0.0106707 0.00103073 82987.9 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.1416 12.4785 0.0106992 0.00106055 82999.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.9131 11.9961 0.0106454 0.00105953 83456.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.8767 11.7474 0.0106455 0.00105251 83394.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.4884 11.4486 0.010644 0.00105359 83416.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.1501 11.2847 0.0106323 0.00105707 83548.6 0
: 718 | 18.011 11.9722 0.0106127 0.00102399 83431.4 1
: 719 Minimum Test error found - save the configuration
: 719 | 17.7083 10.8441 0.0106752 0.00107241 83308.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.3725 10.6248 0.0106478 0.0010552 83397.8 0
: 721 | 17.4043 11.0101 0.0107166 0.00102562 82551 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.3879 10.1394 0.010715 0.00106794 82926.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.7439 9.88131 0.0106745 0.0010668 83266.3 0
: 724 | 16.5882 10.0167 0.0106409 0.00102797 83221 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.3581 9.51855 0.0108447 0.00109042 82015 0
: 726 | 16.0815 9.56624 0.0106242 0.00102379 83329.5 1
: 727 Minimum Test error found - save the configuration
: 727 | 15.7479 9.30814 0.010643 0.00105318 83421.9 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.5878 8.85513 0.0106241 0.00106972 83731.6 0
: 729 | 15.4072 9.03261 0.0105891 0.00101975 83599.9 1
: 730 | 15.2394 8.94475 0.0106566 0.00102123 83027.5 2
: 731 Minimum Test error found - save the configuration
: 731 | 14.9909 8.71455 0.0106868 0.00105749 83079.6 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.723 8.47016 0.0106593 0.00105734 83316.7 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.5854 7.92032 0.0106272 0.001055 83575.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.4665 7.77593 0.01074 0.00105898 82635.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.2464 7.75554 0.0106735 0.0010645 83255 0
: 736 | 14.0943 7.83464 0.0106398 0.00102144 83174 1
: 737 | 13.8586 8.20137 0.0106759 0.00102408 82886 2
: 738 Minimum Test error found - save the configuration
: 738 | 13.7567 7.54414 0.0107539 0.00108034 82699.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7284 7.37971 0.0108868 0.00112087 81917.3 0
: 740 | 13.5608 7.66426 0.0106422 0.00101788 83122.8 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.3782 7.10733 0.0106386 0.00105703 83493.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.0429 6.96919 0.0106575 0.00105223 83287.8 0
: 743 | 12.8418 7.1428 0.0106389 0.00102378 83202.5 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.8324 6.86773 0.0107396 0.0010691 82726.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.4441 6.13477 0.0106769 0.00106109 83196.4 0
: 746 | 12.2807 6.1827 0.0106397 0.00102554 83210.2 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.1863 5.78564 0.0106781 0.00105866 83165.2 0
: 748 | 11.9757 6.04753 0.0106453 0.00102469 83154.9 1
: 749 Minimum Test error found - save the configuration
: 749 | 11.7132 5.61765 0.0106942 0.00105632 83005.5 0
: 750 | 11.6098 5.80931 0.0106211 0.0010187 83312.4 1
: 751 | 11.6055 5.97061 0.0105782 0.00102549 83745.8 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.301 5.51852 0.0106335 0.00105899 83554.8 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.4015 5.48307 0.0106717 0.00105706 83206 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2515 5.3473 0.0106975 0.00106175 83024.3 0
: 755 | 11.1524 5.4092 0.0106928 0.00104817 82947.9 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.9045 4.89228 0.0106259 0.00105184 83558.8 0
: 757 | 10.6025 5.09837 0.0105866 0.00102364 83655.9 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.3802 4.81475 0.0106788 0.00107479 83298.3 0
: 759 | 10.2881 5.04167 0.0106581 0.0010353 83135.9 1
: 760 | 10.5519 5.32006 0.0106248 0.00102431 83328.9 2
: 761 | 10.3636 4.9016 0.0106177 0.00102691 83413.4 3
: 762 | 10.0054 4.89072 0.0107143 0.0010231 82549.3 4
: 763 Minimum Test error found - save the configuration
: 763 | 9.64201 4.54943 0.0106727 0.00106499 83266.7 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.62774 4.26035 0.010739 0.00106679 82711.2 0
: 765 | 9.51697 4.30817 0.0106386 0.00102562 83221.2 1
: 766 | 9.37115 4.83518 0.0106427 0.00102427 83173.9 2
: 767 | 9.31805 4.61441 0.0106316 0.00102552 83280.6 3
: 768 | 9.27692 4.34752 0.0107062 0.00102399 82625.8 4
: 769 Minimum Test error found - save the configuration
: 769 | 8.97455 4.16832 0.0106889 0.00106329 83111.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.92752 3.97883 0.0106547 0.00105716 83355 0
: 771 | 8.8008 4.79079 0.0106209 0.00102305 83352.1 1
: 772 | 8.80194 4.30367 0.0106388 0.00102811 83240.5 2
: 773 | 8.7197 4.064 0.0106233 0.00102347 83335.1 3
: 774 Minimum Test error found - save the configuration
: 774 | 8.54893 3.85133 0.0107442 0.00109031 82868.1 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.35656 3.71793 0.0106663 0.00105618 83245.1 0
: 776 | 8.21392 3.85102 0.0106133 0.00102211 83410 1
: 777 | 8.13713 4.02202 0.0107404 0.00102581 82350.5 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.11337 3.71029 0.0107593 0.00110709 82882.2 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.97657 3.44506 0.0106777 0.00105903 83171.3 0
: 780 | 7.7929 3.78613 0.0106014 0.00102428 83532.4 1
: 781 | 7.68653 3.76168 0.0106513 0.00101912 83054.8 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.62406 3.10099 0.0106803 0.00107091 83252.2 0
: 783 | 7.63489 3.89956 0.0107246 0.00102606 82486.6 1
: 784 | 7.43339 3.70202 0.0106453 0.00102543 83161 2
: 785 | 7.30455 3.62002 0.0107171 0.00102108 82508.2 3
: 786 | 7.32447 4.23397 0.0107003 0.00102573 82691.4 4
: 787 | 7.57347 3.72463 0.010709 0.00105612 82876.6 5
: 788 | 7.27911 3.4742 0.0106746 0.00102619 82914.9 6
: 789 | 7.10012 3.19462 0.0106407 0.0010252 83199 7
: 790 Minimum Test error found - save the configuration
: 790 | 6.98714 2.98168 0.0106585 0.00106392 83380.1 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.79438 2.93286 0.0107487 0.00107807 82725 0
: 792 | 6.63076 3.5041 0.0106506 0.00102595 83119.8 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.63953 2.93095 0.0106809 0.00106069 83157.8 0
: 794 | 6.43941 3.87731 0.0106481 0.00102236 83110.5 1
: 795 Minimum Test error found - save the configuration
: 795 | 6.38718 2.76029 0.0106854 0.00106988 83198.8 0
: 796 | 6.40211 3.12436 0.0108073 0.00106887 82148.3 1
: 797 | 6.27175 3.42905 0.0106655 0.00102566 82988.5 2
: 798 | 6.24436 3.48908 0.0106418 0.00102562 83192.9 3
: 799 | 6.33798 3.81146 0.0106364 0.00103016 83279.5 4
: 800 | 6.10167 2.90036 0.010657 0.00102782 83081.1 5
: 801 | 6.08191 3.81577 0.0106359 0.00102652 83251.9 6
: 802 | 6.02338 2.99214 0.0106418 0.00102437 83182.5 7
: 803 Minimum Test error found - save the configuration
: 803 | 5.86237 2.72452 0.0107725 0.00106992 82452.5 0
: 804 | 6.21873 5.46369 0.0106334 0.00102615 83270.8 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.85288 2.72414 0.0107824 0.00106833 82354.5 0
: 806 | 5.6562 3.40332 0.0106802 0.00101491 82770.1 1
: 807 | 5.67388 3.07158 0.0106357 0.00103094 83291.9 2
: 808 | 5.40466 3.23969 0.0106121 0.0010271 83464 3
: 809 | 5.41302 3.21949 0.0106073 0.00102338 83473.4 4
: 810 | 5.44159 3.17006 0.0106333 0.00102535 83263.9 5
: 811 | 5.46161 3.81728 0.0106389 0.00103064 83261.9 6
: 812 | 5.3539 3.6518 0.010627 0.00102667 83330.3 7
: 813 | 5.35866 3.15289 0.0106776 0.00102595 82887.2 8
: 814 | 5.3307 3.31179 0.0106926 0.00104612 82932.1 9
: 815 | 5.2157 3.57815 0.0107104 0.00103162 82655.2 10
: 816 | 5.10666 3.46383 0.0106643 0.00102517 82994.8 11
: 817 | 5.08064 3.37472 0.0106236 0.00103064 83394.7 12
: 818 | 4.97086 4.24084 0.0106112 0.00102453 83449.2 13
: 819 | 4.82007 3.31849 0.010632 0.00102433 83266.8 14
: 820 | 4.88994 3.94911 0.0106174 0.00102431 83393.2 15
: 821 | 4.8962 4.10989 0.0106277 0.00103803 83423 16
: 822 | 4.63299 4.05254 0.0106913 0.00102008 82719.3 17
: 823 | 4.59639 3.55864 0.0105951 0.00102428 83587.6 18
: 824 | 4.53845 4.68758 0.010659 0.00102523 83040.8 19
: 825 | 4.61041 3.75132 0.0106371 0.0010252 83230 20
: 826 | 4.4678 3.77824 0.0106432 0.00102424 83168.7 21
:
: Elapsed time for training with 1000 events: 8.82 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: 0.0127 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: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.25711e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03529e+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: 0.0395 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: 0.0375 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: 0.00218 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: 0.888 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: 0.0208 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00314 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00425 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000316 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: 0.0965 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.881 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0973 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.04 -0.114 6.02 1.63 | 3.203 3.220
: 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 : -0.276 -0.0456 2.23 1.14 | 3.357 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.