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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A 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:3765
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx: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: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00256 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: 0.000754 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 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: 0.000189 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000415 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 = 31499.9
: --------------------------------------------------------------
: 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 | 33043.8 31093.8 0.010285 0.00104904 86618.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32483.4 30468.5 0.0103462 0.00109408 86466.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31729 29793.9 0.0106676 0.00108089 83448.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31003.2 29186.2 0.0106573 0.00114617 84112.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30304.1 28519.8 0.0106614 0.00106749 83386.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29523.4 27650.4 0.0105391 0.00108412 84611.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28755.1 26911 0.0105477 0.00102262 83988.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28243.1 26498.9 0.0103988 0.00101749 85276.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27870.9 26168 0.0104715 0.00104321 84851.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27545.8 25865.8 0.0102994 0.00101279 86145.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27238.6 25585 0.0101997 0.00100216 86979.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 26950.4 25314.6 0.010361 0.0010388 85816.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26672.3 25053.3 0.0103151 0.00100991 85973.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26404.1 24798.5 0.010399 0.00102868 85376.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26143.3 24549 0.0103002 0.0010161 86168.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25885.2 24308.9 0.0101789 0.000997507 87132.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25635.7 24073.1 0.0105421 0.00101086 83934.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25390.5 23842 0.0102781 0.00103545 86555.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25149.1 23615.9 0.0103476 0.00102402 85804.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24914.4 23390.9 0.0104278 0.00108934 85666.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24681.4 23170.1 0.0103348 0.00101159 85807.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24453.8 22950.7 0.0103622 0.00102533 85682.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24226.1 22737.6 0.010293 0.00101181 86196 0
: 24 Minimum Test error found - save the configuration
: 24 | 24002.3 22529.3 0.0102949 0.00101242 86183.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23786 22319 0.0103066 0.00100995 86052.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23565.8 22116.8 0.0103216 0.00102442 86047.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23354.6 21913.1 0.0102599 0.00101811 86562.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23142.3 21713.5 0.0103862 0.00105734 85755.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22935.5 21513.8 0.0106755 0.00102779 82921.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22725.9 21321.7 0.0103448 0.00102326 85822.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22524.4 21128.3 0.010253 0.00100843 86537.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22322.1 20938.7 0.0103713 0.00101648 85516.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22125 20748.3 0.0103694 0.00101999 85566.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 21926.5 20562.5 0.010327 0.00105137 86247 0
: 35 Minimum Test error found - save the configuration
: 35 | 21732.1 20378.4 0.010263 0.00105732 86902.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21540.1 20195.7 0.0105479 0.00107352 84437.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21349.8 20015 0.0103951 0.00101673 85302.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21159.8 19838.6 0.010599 0.00111602 84361.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 20972.7 19665.3 0.0106682 0.00103383 83036 0
: 40 Minimum Test error found - save the configuration
: 40 | 20790 19491 0.0103244 0.00101306 85916.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20606.6 19319.6 0.0106147 0.00110425 84118.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20427 19148 0.0104223 0.00106832 85524.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20248.1 18977.5 0.0106025 0.00111572 84328.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20069.3 18808.4 0.0104884 0.00103263 84604.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19890.2 18640.3 0.0108921 0.00112724 81926.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19718.4 18470.2 0.0108368 0.00110585 82211.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19538.3 18312.4 0.0106531 0.00106027 83395.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19367.3 18149.9 0.0107856 0.00104269 82110.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19203.4 17989.1 0.0106783 0.00104165 83016.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19030.1 17833.2 0.0106795 0.00106498 83207 0
: 51 Minimum Test error found - save the configuration
: 51 | 18862.7 17671.2 0.0109402 0.00104077 80813 0
: 52 Minimum Test error found - save the configuration
: 52 | 18703.8 17515.6 0.0105649 0.00106725 84231.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18535.7 17369.8 0.010532 0.00103301 84219 0
: 54 Minimum Test error found - save the configuration
: 54 | 18374.2 17208.3 0.0105815 0.00108309 84224.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18206.5 17047.9 0.0106708 0.00105416 83188.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18051.6 16897.4 0.0104352 0.00106273 85356.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17887.6 16742.3 0.0105067 0.00103858 84494.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17727.6 16596.4 0.0104731 0.00103252 84740.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17574.5 16441.7 0.0104208 0.00102954 85185.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17415.3 16296.2 0.0103876 0.00102864 85479.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17262.1 16142.8 0.0104552 0.00104666 85029.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17104.7 16000.2 0.0104464 0.00104061 85053.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16952.5 15857.2 0.0104567 0.00103456 84906.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16802 15713.3 0.0104989 0.00110307 85144.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16653.5 15568.3 0.0109064 0.00108048 81416.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16501.3 15428.7 0.0107259 0.00115835 83615.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16355.2 15287.3 0.0107203 0.00111443 83282.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16210.1 15147.3 0.0106893 0.00104889 82984.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16060.8 15010.1 0.0106838 0.00106472 83167.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15915.8 14875.6 0.0109087 0.00135376 83726.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15773.6 14737.4 0.0108517 0.00108573 81917.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15631.1 14601.2 0.0107588 0.00114918 83250.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15489.3 14468.8 0.0109721 0.00106931 80785.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15350.5 14334.7 0.0108964 0.00120527 82549.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15211.5 14202.6 0.0130123 0.0018161 71452.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15073 14074.5 0.0108122 0.0010798 82199.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 14937.2 13947.5 0.0105579 0.0010526 84163.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14803.7 13820.1 0.0107027 0.00105762 82944 0
: 79 Minimum Test error found - save the configuration
: 79 | 14670.5 13694.7 0.0105804 0.00105331 83971.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14539.2 13569.6 0.0106666 0.00107155 83376.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14407.8 13446.1 0.0116796 0.0010856 75514.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14278.9 13323.3 0.0106761 0.0010685 83267.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14147.7 13205.4 0.0106217 0.00106934 83749.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14022.6 13086.1 0.0105691 0.00105525 84087.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13897.5 12966 0.0107158 0.00105981 82850.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13772.2 12847.8 0.0104995 0.00104855 84647.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13647.4 12732.1 0.0105328 0.00107925 84624.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13528.1 12612.8 0.0106461 0.00104942 83361.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13401.8 12501.5 0.0106181 0.00105891 83689.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13283.7 12387.7 0.0107802 0.00106018 82304 0
: 91 Minimum Test error found - save the configuration
: 91 | 13163.7 12275.6 0.0105723 0.00105151 84026.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13046 12163.8 0.0109566 0.00107432 80953.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12928.5 12053 0.0107121 0.00106296 82908.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 12811.5 11944.6 0.0108053 0.00113289 82709.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12696.7 11836 0.0107041 0.00107242 83059.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12583.8 11726.6 0.0106486 0.00105471 83386.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12468 11621.8 0.0105862 0.00108115 84165.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12355.8 11518.2 0.0110208 0.00106457 80351.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12246.6 11411.9 0.0112826 0.00111573 78687.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12135.1 11308.6 0.0109962 0.00111704 80978.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12027.6 11203.4 0.0107408 0.00109059 82899.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 11917 11102.5 0.0106521 0.00105207 83333.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11810.9 11000.8 0.0109005 0.00106478 81336.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11703.4 10901.3 0.0108615 0.00107916 81780.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11597.3 10803.7 0.0107065 0.00105623 82899.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11493 10706.5 0.010777 0.00105891 82320.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11389.9 10609.2 0.0107046 0.00105585 82911.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11287.6 10512 0.010971 0.0010983 81031.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11186 10415.3 0.0108623 0.00108665 81835.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11083.9 10321.3 0.0108702 0.00110111 81891.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 10984.9 10226.2 0.0112159 0.00107822 78913.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10884.8 10133.5 0.0107159 0.00106739 82914.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10786.1 10042.1 0.0107256 0.00107539 82899.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10689 9951.11 0.0106072 0.00105425 83743.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10593.4 9858.97 0.0106681 0.00105786 83244.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10495.5 9771.15 0.010826 0.00106695 81975.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10401.1 9682.97 0.0106942 0.00111828 83543.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10308.3 9593.6 0.0107081 0.00106049 82922.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10215.1 9504.99 0.0106533 0.00108714 83627.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10120.9 9419.37 0.0107995 0.00109129 82404.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10030.2 9333.26 0.010976 0.00109399 80955 0
: 122 Minimum Test error found - save the configuration
: 122 | 9939.04 9248.03 0.0122854 0.00155301 74541.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9849.2 9163.37 0.014339 0.00143949 62018 0
: 124 Minimum Test error found - save the configuration
: 124 | 9760.1 9079.01 0.0118543 0.0010826 74268.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9671.37 8995.78 0.0106963 0.00105656 82989.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9582.56 8914.86 0.0110379 0.00106527 80219.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9497 8832.95 0.0105313 0.00105633 84432.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9409.35 8753.31 0.0106045 0.00105522 83775.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9325.77 8671.76 0.0106282 0.00106055 83615.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9238.47 8594.7 0.0106111 0.00106507 83804 0
: 131 Minimum Test error found - save the configuration
: 131 | 9158.75 8512.29 0.0105892 0.00105517 83909.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9071.92 8435.66 0.0105584 0.00105026 84138.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 8990.57 8357.96 0.0106219 0.00109711 83991 0
: 134 Minimum Test error found - save the configuration
: 134 | 8907.8 8282.69 0.0105717 0.00105231 84039 0
: 135 Minimum Test error found - save the configuration
: 135 | 8827.62 8206.36 0.0106117 0.00105501 83710.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8747.44 8130.8 0.010684 0.00107122 83222.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8668.37 8055.17 0.0105401 0.00105514 84343.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8587.15 7983.62 0.0106434 0.00106188 83493.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8511 7909.54 0.0131823 0.00151419 68563.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8433.18 7836.51 0.0137971 0.00154807 65311.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8356.12 7764.54 0.0134954 0.00110651 64574 0
: 142 Minimum Test error found - save the configuration
: 142 | 8280.01 7693.19 0.0111383 0.00106884 79448.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8205.16 7621.51 0.0105563 0.00105339 84184.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8128.87 7552.74 0.0107864 0.00122132 83637.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8055.97 7482.52 0.0106882 0.00106432 83126.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 7981.4 7414.6 0.0106554 0.00106066 83379.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7909 7346.79 0.0107653 0.00108191 82615.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7835.88 7280.7 0.0107303 0.00107956 82894.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7765.28 7214.05 0.0133966 0.00175384 68712 0
: 150 Minimum Test error found - save the configuration
: 150 | 7695.53 7145.62 0.0112041 0.0010872 79075.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7624 7079.68 0.0107515 0.00107428 82668.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7554.75 7013.95 0.0107742 0.00107342 82467.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7485.37 6948.99 0.0111943 0.00107609 79065.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7416.26 6885.65 0.0107605 0.00106475 82510 0
: 155 Minimum Test error found - save the configuration
: 155 | 7348.72 6822.5 0.0106947 0.00110365 83411 0
: 156 Minimum Test error found - save the configuration
: 156 | 7281.52 6759.87 0.0108287 0.00108045 82066.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7215.61 6696.51 0.0107226 0.0010693 82873.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7148.74 6634.92 0.0108314 0.00110144 82220.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7084.3 6572.69 0.0105934 0.00107107 84013.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7018.6 6511.86 0.0107858 0.0010791 82417.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6953.85 6452.33 0.0106062 0.00106143 83815.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6890.65 6392.83 0.0106228 0.00109811 83992.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6826.69 6335.54 0.0107663 0.00121969 83799 0
: 164 Minimum Test error found - save the configuration
: 164 | 6765.56 6275.33 0.0105541 0.00104935 84168.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6703.21 6216.86 0.0108088 0.00106586 82110.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6640.79 6159.96 0.0105671 0.00105905 84139.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6579.77 6103.68 0.0110202 0.00110041 80646.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6519.91 6047.26 0.0107108 0.00110291 83264.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6460.7 5990.19 0.0108666 0.00114057 82253.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6399.84 5936.05 0.011169 0.00111685 79585.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6342.24 5880.16 0.0111346 0.00114278 80065.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6283.38 5826.03 0.0110953 0.00110665 80090.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6226.4 5770.98 0.0107026 0.0010655 83012.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6169.06 5716.64 0.0108271 0.00106544 81953.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6110.86 5665.62 0.0106239 0.00105598 83612.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6055.85 5611.91 0.0106306 0.00106253 83611.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6000.21 5559.44 0.0106375 0.00105917 83521.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5943.68 5508.79 0.0106138 0.00108306 83939.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5889.77 5457.78 0.0107587 0.00106086 82492.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5836.2 5406.43 0.0107078 0.00106324 82948.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5782.22 5355.19 0.0106876 0.00106 83094.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5727.71 5306.69 0.0106597 0.00107253 83444.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5676.12 5256.48 0.0107505 0.00108852 82798.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5623.85 5207.05 0.0107124 0.0010644 82918.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5571.87 5158.63 0.010637 0.00108508 83752.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5519.63 5111.39 0.0107341 0.00106647 82750.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5470.12 5062.7 0.0105797 0.00105739 84013.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5419.03 5015.77 0.0106497 0.00106822 83494.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5368.18 4969.77 0.0106749 0.0010686 83278.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5320.26 4923.18 0.010748 0.00108691 82806.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5270.46 4876.71 0.0106748 0.001063 83231.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5222.19 4831.02 0.01056 0.00105549 84170.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5173.52 4786.66 0.0107295 0.0010631 82760.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5125.72 4741.99 0.0109371 0.00139937 83877.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5079.25 4696.65 0.0109205 0.00107805 81280.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5031.03 4655.4 0.0107102 0.0010708 82992.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4985.67 4610.8 0.010682 0.00110598 83541.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4939.78 4567.26 0.0108385 0.00107232 81915.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4893.59 4525.11 0.0118777 0.00111057 74299.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4849.78 4481.52 0.0106834 0.00110329 83506.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4803.26 4441.31 0.0106203 0.00105798 83662 0
: 202 Minimum Test error found - save the configuration
: 202 | 4759.91 4399.9 0.0110123 0.00108336 80572.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4716.46 4358.23 0.010723 0.0010616 82804.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4672.51 4318.11 0.0106879 0.00106374 83124.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4629.43 4277.92 0.0106799 0.00107366 83279 0
: 206 Minimum Test error found - save the configuration
: 206 | 4586.65 4238.88 0.0106097 0.00108679 84007.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4544.77 4198.94 0.0106599 0.00106833 83406.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4503.57 4159.18 0.0106207 0.00106496 83718.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4461.18 4121.01 0.0106866 0.00110156 83463.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4420.3 4083.54 0.0106913 0.00106836 83134.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4380.09 4044.96 0.0106799 0.00110638 83563.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4340.16 4006.18 0.010649 0.00108509 83647.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4299.61 3969.5 0.010614 0.00105759 83713.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4260.54 3932.12 0.0105839 0.00105834 83984.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4221.54 3895.36 0.0105808 0.00105611 83992.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4182.31 3859.27 0.0106295 0.00106491 83641.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4144.28 3823.5 0.0105532 0.00105176 84197.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4106.33 3788.29 0.0106946 0.00106129 83045.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4068.94 3752.06 0.010599 0.00105636 83834.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4031.03 3717.84 0.0106025 0.00105335 83777 0
: 221 Minimum Test error found - save the configuration
: 221 | 3994.24 3684.11 0.0106889 0.00105832 83068.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3958.12 3649.46 0.0107369 0.00106642 82726.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3922.5 3614.44 0.0106085 0.00105548 83742.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3885.96 3581.63 0.0106396 0.00106558 83559.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3849.95 3548.54 0.0107139 0.00110724 83275.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3816.18 3514.46 0.0106052 0.0010589 83802.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3780.14 3482.19 0.0106969 0.00106435 83051.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3746.13 3449.67 0.0105909 0.00105882 83927.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3712.81 3416.56 0.0105893 0.00106047 83955.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3677.87 3385.25 0.0107078 0.0010679 82988.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3644.77 3353.63 0.0105996 0.00106376 83893.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3610.86 3323.76 0.010645 0.001064 83498.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3579.52 3291.84 0.0106119 0.0010681 83823.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3545.72 3261.95 0.0105723 0.0010579 84082.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3514.49 3230.8 0.0107151 0.00106716 82919 0
: 236 Minimum Test error found - save the configuration
: 236 | 3481.75 3200.93 0.0106767 0.00112737 83775.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3450.73 3170.94 0.0106934 0.00106418 83080.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3418.55 3142.32 0.0107053 0.00107595 83079.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3388.14 3112.29 0.0106183 0.00105887 83686.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3357.26 3083.26 0.0107253 0.00106918 82849.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3326.18 3055.56 0.0108218 0.00109699 82264.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3297.02 3026.28 0.0106287 0.00106198 83623.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3266.83 2997.98 0.010587 0.0010564 83939.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3236.61 2970.71 0.0105778 0.00105273 83988.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3207.83 2942.46 0.0106041 0.00106375 83854.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3177.86 2915.81 0.0106516 0.00106483 83448.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3149.29 2889.03 0.0106299 0.00106145 83608.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3121.18 2862.04 0.0106487 0.00107357 83549.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3092.76 2834.89 0.0106605 0.00105925 83322.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3064.38 2808.93 0.0106179 0.0010645 83740.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3036.44 2783.06 0.010655 0.00106638 83432.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3009.12 2757.21 0.0106348 0.00106263 83575.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2982.36 2731.16 0.0106459 0.00111737 83958 0
: 254 Minimum Test error found - save the configuration
: 254 | 2954.27 2706.36 0.010601 0.00106291 83874.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2928 2681.64 0.0106201 0.0010606 83686.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2902.24 2655.53 0.0106881 0.00108621 83317 0
: 257 Minimum Test error found - save the configuration
: 257 | 2875 2631.62 0.0111639 0.00112518 79691.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2849.01 2606.98 0.0113393 0.00106377 77855 0
: 259 Minimum Test error found - save the configuration
: 259 | 2823.21 2583.11 0.0106054 0.0010571 83784.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2797.47 2559.78 0.0107589 0.00122871 83943.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2772.74 2535.37 0.0105752 0.00105459 84027.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2746.97 2512.63 0.0106159 0.00105952 83713.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2722.99 2488.48 0.0105734 0.00105464 84044.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2697.82 2465.39 0.0105996 0.00105241 83794.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2673.73 2442.73 0.0105681 0.00105075 84056.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2648.9 2420.69 0.0105783 0.00105441 83999.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2625.27 2399.17 0.0105712 0.0010529 84048.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2601.76 2376.01 0.0105883 0.00105795 83942 0
: 269 Minimum Test error found - save the configuration
: 269 | 2577.94 2354.26 0.0107294 0.00106206 82753.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2554.25 2333.06 0.0105925 0.00105466 83876.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2531.85 2311.16 0.0106657 0.00108635 83512.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2508.44 2289.9 0.0108794 0.00107071 81560.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2485.47 2269.11 0.0106615 0.00108046 83498.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2463.25 2247.86 0.0108873 0.00108626 81623.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2440.8 2227.36 0.0107233 0.00106567 82835.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2418.77 2206.55 0.0108031 0.001077 82252.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2396.37 2186.47 0.0113926 0.00128817 79173.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2374.84 2166.38 0.0118125 0.00108535 74577.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2352.75 2147 0.0132295 0.00162865 68960.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2331.96 2127.28 0.0123347 0.00114667 71504.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2310.53 2107.86 0.0115951 0.00114697 76568.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2289.16 2088.52 0.0111734 0.00107741 79239.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2268.74 2068.84 0.0108577 0.00114794 82391 0
: 284 Minimum Test error found - save the configuration
: 284 | 2247.58 2049.91 0.0110205 0.0010779 80461.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2226.94 2031.31 0.0108738 0.00112948 82099.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2206.61 2012.67 0.0107648 0.00108407 82638.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2186.27 1994.49 0.0107308 0.00106696 82782.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2166.77 1976.12 0.010686 0.00106543 83155.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2146.25 1957.87 0.0106283 0.00109038 83875.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2126.88 1939.5 0.0106325 0.00106909 83651.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2107.36 1921.19 0.0105927 0.00105417 83870.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2087.02 1904.62 0.0105736 0.00105693 84062.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2068.38 1887.23 0.0108138 0.00109239 82292.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2049.5 1869.76 0.0107264 0.00106941 82841.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2030.12 1852.93 0.0109009 0.00107528 81420.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2011.73 1835.35 0.0106989 0.00112972 83602.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 1992.82 1818.58 0.0106402 0.00105973 83503.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1974.31 1801.66 0.0106886 0.00107172 83187 0
: 299 Minimum Test error found - save the configuration
: 299 | 1955.82 1785.51 0.0107254 0.00109988 83112.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1937.68 1769.11 0.0107383 0.00109423 82952.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1919.71 1752.84 0.010672 0.00106135 83240.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1901.6 1737.14 0.0106296 0.00105624 83565.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1883.85 1721.51 0.0105955 0.00105447 83848.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1866.23 1705.88 0.0106274 0.00106143 83630.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1849.37 1690.02 0.0105853 0.0010613 83998 0
: 306 Minimum Test error found - save the configuration
: 306 | 1831.76 1674.39 0.0105772 0.00105874 84046.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1814.14 1659.89 0.0106031 0.00105767 83809.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1797.6 1644.67 0.0109313 0.00105737 81021.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1780.96 1629.34 0.0106216 0.001061 83676.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1763.99 1613.93 0.0107002 0.00105654 82955.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1747.12 1599.4 0.010625 0.00105715 83613.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1730.59 1584.79 0.0106137 0.00105898 83728.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1714.33 1569.99 0.0105902 0.00105787 83925 0
: 314 Minimum Test error found - save the configuration
: 314 | 1697.77 1556.13 0.0107193 0.00107321 82934.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1682 1541.68 0.0106312 0.00106186 83600.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1666.22 1527.24 0.0106332 0.00106656 83623.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1650.09 1513.4 0.0105869 0.00105763 83951.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1634.37 1499.52 0.0107441 0.00106905 82686.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1619.14 1485.59 0.0106403 0.00107744 83656.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1603.5 1472.33 0.0107217 0.00108429 83009.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1588.34 1458.21 0.0106716 0.00106566 83281.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1572.58 1445.9 0.0106669 0.00106145 83285.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1558.73 1431.61 0.0107323 0.00110346 83083.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1542.74 1419.04 0.010715 0.00108256 83053 0
: 325 Minimum Test error found - save the configuration
: 325 | 1528.27 1405.84 0.0106944 0.00106531 83081.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1513.59 1392.95 0.0109426 0.00108416 81148.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1499.15 1380.28 0.0108348 0.00107868 81999.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1484.8 1367.81 0.0108614 0.00107596 81753.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1470.65 1355 0.0106902 0.0010653 83117.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1456.7 1341.97 0.0108631 0.00112868 82182.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1442.3 1329.74 0.0108711 0.0010766 81678.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1428.96 1316.96 0.0107122 0.00106965 82965.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1414.42 1305.19 0.0106213 0.0010654 83717.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1401.05 1293.27 0.0107552 0.00107161 82614.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1387.63 1281.53 0.010613 0.00106173 83758.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1374.35 1269.47 0.0107445 0.00106757 82671.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1361.46 1257.22 0.0106426 0.00106326 83513 0
: 338 Minimum Test error found - save the configuration
: 338 | 1347.45 1246.54 0.0106078 0.00105735 83765.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1335.16 1234.3 0.0106107 0.00106388 83797.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1322.11 1222.78 0.0106574 0.00108148 83542.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1309.35 1211.36 0.010729 0.00108501 82953.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1296.55 1200.15 0.0106632 0.00106479 83347.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1284.37 1188.34 0.0111593 0.00118097 80173.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1271.41 1177.67 0.01122 0.00111102 79137.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1259.39 1167.26 0.0122668 0.00151467 74404.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1247.25 1156.08 0.0110144 0.00109821 80676.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1235.53 1144.77 0.0112107 0.00118536 79797.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1223.36 1134 0.011124 0.00111689 79943.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1211.62 1123.21 0.0111133 0.00118719 80595.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1199.76 1112.82 0.0112616 0.00112837 78948.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1188.09 1102.33 0.0111576 0.00108859 79451.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1176.35 1092.24 0.0108562 0.00114595 82387.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1165.28 1081.67 0.0107795 0.00108357 82508.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1153.79 1071.49 0.0108042 0.00108002 82268.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1142.75 1061.22 0.0108145 0.00109542 82312.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1131.41 1051.48 0.0113324 0.00150822 81431.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1120.36 1042.36 0.0112722 0.00109386 78598.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.28 1031.67 0.0109877 0.00114223 81255.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1099.22 1021.66 0.0113311 0.00130304 79776.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1088.24 1012.11 0.011274 0.00110058 78636.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1077.77 1002.27 0.011153 0.00115413 80008.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1066.85 993.236 0.0111816 0.00111393 79462.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1056.69 983.533 0.0111861 0.00108622 79209 0
: 364 Minimum Test error found - save the configuration
: 364 | 1046.26 974.037 0.0109579 0.00107833 80975 0
: 365 Minimum Test error found - save the configuration
: 365 | 1036.24 964.633 0.0119934 0.00173204 77962.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1025.52 956.341 0.0129301 0.00117192 68037.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1016.12 946.532 0.0110306 0.00114886 80957.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1006.17 937.402 0.012018 0.001105 73306.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 995.868 928.021 0.0108703 0.00110588 81929.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 986.33 919.115 0.0107877 0.00108018 82410.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 976.495 909.984 0.0107736 0.0010794 82523.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 966.757 901.506 0.0110324 0.00109789 80527.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 957.368 892.681 0.0112269 0.00128593 80475.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 947.865 884.481 0.0126664 0.00114036 69407.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 938.906 875.568 0.0132969 0.0012381 66341.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 929.242 867.132 0.0127046 0.00139069 70709.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 919.987 858.967 0.0124108 0.00113505 70948.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 911.332 850.349 0.0112565 0.00123738 79847.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.221 841.934 0.0115566 0.00107974 76358.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 893.122 834.1 0.0107855 0.00110591 82648.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 884.111 825.937 0.0111404 0.0011742 80271.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 875.718 817.317 0.0121617 0.00140911 74400.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 866.917 809.705 0.0122887 0.00132539 72970.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 858.158 801.473 0.0114752 0.00108689 77009.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 849.68 793.605 0.0116793 0.00119621 76313.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 841.187 786.368 0.0129893 0.00123228 68044.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 833.09 778.7 0.0108011 0.00109854 82452.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 824.887 770.684 0.0109167 0.00107784 81310.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 816.489 763.311 0.0109866 0.00118907 81653.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 808.286 755.556 0.0114198 0.00112692 77723.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 799.977 747.901 0.0129791 0.00155176 70007.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 792.219 740.609 0.0116294 0.00114328 76291.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 784.229 733.268 0.0117605 0.00112808 75241.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.235 726.197 0.0122957 0.0013416 73031.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 768.694 718.748 0.0110205 0.00109016 80560.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 760.939 711.241 0.0109683 0.00113371 81345.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 753.291 704.271 0.0109382 0.00114203 81664.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 745.538 697.565 0.0108405 0.00113506 82428.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 738.179 690.147 0.011046 0.00112701 80653.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 730.963 683.043 0.0112027 0.00117054 79743.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 722.998 676.467 0.0110227 0.00109991 80622.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 716.116 669.031 0.0112626 0.00111689 78851.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 708.998 662.108 0.0114403 0.00127606 78707.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 701.271 655.661 0.0114192 0.00115015 77904.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 694.614 649.148 0.0108793 0.00108951 81717.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 687.377 642.289 0.0108286 0.00108275 82086.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 680.443 636.212 0.0110373 0.00112894 80740 0
: 408 Minimum Test error found - save the configuration
: 408 | 673.58 629.474 0.0112654 0.0010777 78525.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 666.767 623.329 0.011581 0.00113646 76595.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 660.105 616.22 0.0112347 0.00119528 79685.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 653.164 610.567 0.0114621 0.00112763 77411.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 646.61 603.902 0.0107643 0.00106136 82449 0
: 413 Minimum Test error found - save the configuration
: 413 | 640.022 597.357 0.011706 0.00124148 76449.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 633.913 591.022 0.0112278 0.00110102 78998.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 626.68 585.273 0.0113291 0.00123606 79262.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 620.32 579.74 0.0111009 0.00107852 79821.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 614.149 573.988 0.0112256 0.00112825 79229 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.113 567.208 0.0110959 0.00110041 80036.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 601.52 561.37 0.0111942 0.00110113 79262.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 595.539 555.734 0.0111536 0.00114576 79937.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 589.412 549.865 0.0112696 0.00128285 80105.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.445 543.483 0.0110991 0.00117513 80612.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 577.136 538.744 0.0113811 0.00110167 77825.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 571.377 532.599 0.0108266 0.00107179 82010.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.484 527.085 0.0108174 0.00109329 82269.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 559.471 521.466 0.0108866 0.00107799 81561.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 553.722 515.902 0.0107603 0.00111449 82937.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 548.056 510.777 0.010945 0.00107166 81025.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.481 505.449 0.0109533 0.00109425 81143.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 536.844 499.613 0.0109473 0.00108773 81139.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.281 494.388 0.0107315 0.00106131 82728.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 525.821 489 0.0109823 0.00109311 80896.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 520.034 484.007 0.0110082 0.00107515 80538.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 514.649 478.784 0.0106633 0.00106226 83324.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 509.4 473.482 0.0106256 0.00105681 83605.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 503.908 468.85 0.0127347 0.00155348 71548.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 499.061 464.433 0.0129801 0.00157699 70156.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 493.625 458.638 0.0113186 0.00113294 78541.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 488.678 453.315 0.0113011 0.00122654 79408.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.28 448.949 0.0113915 0.00113648 78010.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.377 443.974 0.0112201 0.00115438 79477.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 473.354 439.394 0.010924 0.00107972 81265.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 468.462 434.131 0.0109655 0.00111938 81250.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.493 430.094 0.0112311 0.00117984 79592.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 458.63 425.106 0.0109444 0.00107642 81069.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.117 420.364 0.0113444 0.00109325 78040.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 449.072 416.077 0.0112358 0.00108901 78842.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.685 410.997 0.0114941 0.00139092 79182.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 439.64 406.799 0.0107298 0.00107283 82841.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.409 402.278 0.0110818 0.00108984 80064 0
: 451 Minimum Test error found - save the configuration
: 451 | 430.613 397.879 0.0107853 0.00108727 82491.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.221 393.29 0.0106833 0.00107946 83299.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 421.784 389.841 0.0106342 0.0010583 83543.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.466 385.145 0.0106063 0.00105734 83779 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.777 380.848 0.0106214 0.00106539 83716.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.377 376.497 0.010612 0.00105601 83717.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.391 372.247 0.0106136 0.00105534 83697.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.943 368.205 0.0113487 0.00119061 78754.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 395.582 364.024 0.0115393 0.00114342 76953.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 391.398 360.467 0.0107617 0.00108161 82643.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.627 356.362 0.0109282 0.00120532 82280 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.426 351.814 0.0118235 0.00120841 75364.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.356 347.817 0.0118905 0.00119684 74810.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.177 344.335 0.0108356 0.00108526 82048.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.199 340.354 0.010858 0.00108223 81835.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.357 336.675 0.0108093 0.00106814 82125.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.325 332.614 0.0109771 0.00111133 81088.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.517 329.046 0.0109386 0.00114844 81714.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.852 325.465 0.011085 0.00113416 80395.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.92 321.523 0.0111353 0.00119979 80519 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.07 317.693 0.0111773 0.00113435 79657.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.163 314.375 0.0111359 0.00106755 79456.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 340.665 310.632 0.0109251 0.001117 81565.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.085 307.846 0.0108589 0.00106486 81682.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.434 303.743 0.0109419 0.00115865 81772.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 329.954 300.272 0.0108922 0.00108274 81554.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.091 296.792 0.010845 0.00110659 82149.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.639 293.674 0.010871 0.00108654 81762.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.468 290.079 0.0110803 0.0010853 80040.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.828 286.852 0.0109615 0.00110539 81167.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.55 283.469 0.0108429 0.0011003 82113.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.884 280.237 0.0109297 0.00106499 81097.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.725 277.533 0.0111147 0.00110022 79884.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 302.492 274.181 0.0109539 0.00107751 81001.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.022 271.444 0.0108361 0.00106659 81887.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.169 267.667 0.0113335 0.00120243 78964.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.642 264.962 0.0110764 0.00117179 80770.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.445 261.726 0.0110124 0.00108583 80591.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.287 259.109 0.0111021 0.00107055 79748.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.196 256.332 0.0107017 0.00108459 83185.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.335 252.502 0.0106554 0.00106246 83394.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.304 250.802 0.0108249 0.0010777 82074.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.112 246.82 0.0108038 0.00109309 82383.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.061 244.266 0.0109586 0.00108875 81054.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.302 241.432 0.0109263 0.00115494 81871.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.376 238.822 0.0110786 0.00110473 80209.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.446 235.937 0.0106924 0.00109483 83354.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.503 233.114 0.0109721 0.00109432 80989.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.689 230.257 0.0109087 0.00107113 81320.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.673 227.668 0.0106978 0.00108263 83202.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.092 224.952 0.010945 0.00107313 81038.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.284 222.392 0.0113475 0.00111952 78216.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.663 220.462 0.0119798 0.001092 73476.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.867 217.32 0.0135274 0.00135082 65700.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.371 215.104 0.0111183 0.00108553 79738.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.823 212.571 0.0115781 0.00113016 76570.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.027 210.466 0.0111004 0.00108611 79885.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.591 208.968 0.0111278 0.00108616 79668.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.07 205.493 0.0110815 0.00110368 80177.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.097 203.081 0.0110018 0.00109127 80721.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.91 200.57 0.011043 0.00110973 80537.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.277 198.315 0.0109321 0.00111854 81519.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.036 195.966 0.0111964 0.00129057 80760.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.57 194.237 0.0122169 0.00163082 75570.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.101 191.686 0.0140078 0.00114325 62186.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.668 190.181 0.0131052 0.00126994 67594.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.681 188.626 0.0117978 0.00137072 76723.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.927 185.385 0.0113238 0.0010832 78120.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.608 183.34 0.0109932 0.00111675 81000.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.481 182.224 0.010889 0.00112337 81919.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.373 179.31 0.0109762 0.0010778 80821.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.078 177.538 0.0114104 0.00110192 77606.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.946 174.365 0.0125616 0.00113999 70042.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.427 173.149 0.0108891 0.0011258 81939.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.634 171.163 0.0112512 0.00156778 82615.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.128 168.376 0.0113651 0.00117788 78529.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.004 166.61 0.0109278 0.00112665 81622.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.929 164.274 0.0109353 0.00108661 81229 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.702 163.212 0.010972 0.00108545 80917.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.618 160.849 0.0109416 0.0011324 81556 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.71 159.022 0.0109775 0.001107 81049.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.675 157.11 0.0110813 0.00109519 80111.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.834 155.635 0.0110345 0.00114247 80873.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.523 152.91 0.0109071 0.00107403 81358.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.452 152.11 0.0108104 0.00113342 82670 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.835 150.021 0.0108331 0.00111097 82286.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.724 148.7 0.0109445 0.00116397 81795 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.707 146.329 0.0110866 0.00112016 80269.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.964 145.234 0.0111204 0.00107163 79611.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.11 143.571 0.0112619 0.00111803 78865.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.362 141.038 0.0113248 0.00109788 78224.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.234 140.631 0.0108933 0.00108304 81547 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.232 137.757 0.0116447 0.0011163 75984.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.578 137.612 0.010927 0.00107763 81223.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.771 134.75 0.0112311 0.00112551 79164.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.046 132.464 0.0110544 0.00116724 80912.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.245 131.34 0.0110928 0.00108975 79975.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.664 130.083 0.0110728 0.00110731 80276.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.063 128.326 0.0112643 0.00120073 79494.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.2 127.274 0.0120541 0.00160201 76539.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.471 124.864 0.0108956 0.00109055 81590.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.572 124.05 0.0116933 0.00108533 75414.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.017 123.106 0.0160003 0.0017654 56200 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.264 122.115 0.0156464 0.00150798 56583.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.751 119.229 0.0139285 0.00132006 63449.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.225 118.738 0.0114906 0.00113627 77262.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.767 117.544 0.0114818 0.00117711 77634.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.073 115.715 0.0113672 0.00112674 78121.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.429 113.834 0.0115229 0.00116397 77227.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.901 113.416 0.0111189 0.00115413 80282.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.383 111.134 0.0110476 0.00110349 80449.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.882 110.007 0.0109738 0.00110895 81095.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.431 108.966 0.011005 0.00116654 81313.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.971 108.373 0.0112832 0.00113118 78801.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.8 105.813 0.0108943 0.00109296 81621.8 0
: 566 | 119.325 106.011 0.0108985 0.00102924 81059.6 1
: 567 Minimum Test error found - save the configuration
: 567 | 117.745 105.155 0.0108812 0.00107682 81596.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.493 103.471 0.0110133 0.00114411 81060.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.926 101.084 0.0116145 0.00113816 76362.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.373 100.272 0.0113642 0.00108077 77795.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.199 98.9016 0.0129783 0.00172364 71081.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.941 97.8275 0.0118656 0.00108698 74221.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.427 96.8126 0.0107455 0.00108895 82844.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.111 95.3125 0.0121924 0.00121471 72875.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.802 93.9032 0.0136884 0.00158877 66117.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.587 93.4968 0.0148463 0.00162821 60523 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.384 91.8604 0.0141605 0.00110211 61263.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.999 90.9111 0.010719 0.00106299 82849.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.794 90.7555 0.0107899 0.00106205 82238 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.818 88.9061 0.0106482 0.00106266 83458.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.5352 87.8168 0.0106254 0.00106488 83677.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.4123 86.359 0.0106239 0.00105856 83635.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.0804 86.0358 0.0106046 0.00106039 83820.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.1288 84.6223 0.010592 0.00105763 83906.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.8664 83.4102 0.0106243 0.00105606 83609.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.751 82.4037 0.0106101 0.00105951 83764.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.4856 82.0496 0.0105987 0.00105652 83838 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.3777 81.3469 0.0106108 0.00105541 83722.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.6712 80.0083 0.0106381 0.00106559 83572.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.6577 78.2827 0.0106268 0.00105757 83600.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.2869 78.1009 0.0106313 0.00105552 83544 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.1941 76.1825 0.0109778 0.00108792 80890.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.3204 75.5922 0.0111817 0.00116374 79856.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.9638 74.7577 0.0111956 0.00110331 79268.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.0602 73.9849 0.0110971 0.00123116 81086.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.0014 72.9443 0.0131609 0.00150542 68637.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.1079 71.4543 0.0165479 0.00181054 54283.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.2534 71.1301 0.0151297 0.00108403 56957.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.3715 69.8241 0.0106659 0.00105862 83270.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.3911 68.903 0.0106165 0.00106259 83735.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.5281 68.6724 0.0106374 0.00105912 83522.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.4646 67.9427 0.0106129 0.00105332 83686 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.7679 66.1005 0.0107551 0.00107532 82646.9 0
: 604 | 75.9903 66.1186 0.0106912 0.00103674 82863.3 1
: 605 Minimum Test error found - save the configuration
: 605 | 74.8915 64.5974 0.0107801 0.00107193 82404.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.9656 64.5185 0.0108021 0.00108471 82326.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.861 62.713 0.0109508 0.00109657 81183.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.0842 62.6152 0.0111203 0.00113332 80104.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.1372 62.2243 0.0110497 0.00111742 80545.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.4654 61.0456 0.0113718 0.00114155 78199.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.697 61.0335 0.0111807 0.00112048 79521.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.7082 59.3326 0.0111309 0.00111403 79865.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.9449 58.9169 0.0126279 0.00109665 69376.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.0841 57.6191 0.0113348 0.00111086 78247.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.2517 57.0014 0.0108374 0.00110308 82183.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.7316 55.8179 0.0113352 0.00166887 82761.9 0
: 617 | 64.7695 55.9359 0.0115444 0.00108725 76502.6 1
: 618 Minimum Test error found - save the configuration
: 618 | 63.8771 55.629 0.0119725 0.0014269 75861 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.1939 53.8192 0.0115229 0.0011373 77029.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.3269 53.6269 0.0118396 0.0011793 75044.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.5575 53.0879 0.013273 0.00130023 66818.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.8464 52.845 0.0135278 0.00128259 65331.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.2206 51.4179 0.0114813 0.00115186 77448.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.4701 50.92 0.0112542 0.00108988 78707 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.7623 50.2681 0.0122015 0.0010947 72027.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.0962 49.9844 0.0107183 0.0010787 82991.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.3476 48.7885 0.0107929 0.00107693 82338.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.6316 47.6146 0.0106289 0.0010615 83617.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.8954 47.2936 0.0106095 0.00105827 83759.1 0
: 630 | 55.1379 47.6869 0.0105954 0.00102214 83566.4 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.5281 46.1874 0.0107767 0.00106824 82401.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.8037 44.9 0.0106223 0.00105861 83650.1 0
: 633 | 53.4009 44.9868 0.0111514 0.00103888 79110 1
: 634 Minimum Test error found - save the configuration
: 634 | 52.7472 43.7528 0.0106895 0.00106647 83133.7 0
: 635 | 51.9963 44.0707 0.0106177 0.00102362 83384.9 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.3056 42.6812 0.0107874 0.00106546 82288.2 0
: 637 | 50.7744 42.7471 0.0105738 0.0010222 83755.1 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.1064 42.0989 0.0106193 0.00106726 83751.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.6844 41.8359 0.0106264 0.00105906 83618.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.8573 40.4151 0.0106329 0.00105558 83530.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.3552 40.133 0.0107616 0.00107323 82573 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.8588 38.7092 0.0107352 0.00107903 82848.5 0
: 643 | 47.3364 39.6138 0.0107324 0.00104314 82565.5 1
: 644 Minimum Test error found - save the configuration
: 644 | 46.6713 38.1785 0.0107546 0.00107593 82655.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.1722 37.6471 0.0107294 0.00107184 82836.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.7143 37.5407 0.010761 0.00107918 82628.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.0656 36.6063 0.01097 0.00108996 80971.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.3041 35.7959 0.0110028 0.00110294 80809.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.8722 35.5836 0.0111247 0.00116718 80341.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3077 34.9448 0.0110292 0.00112076 80738.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0574 34.7229 0.0109297 0.00111311 81494.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.3791 33.8565 0.0108394 0.00107505 81930.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.9274 33.5349 0.010995 0.00107587 80652.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.2564 33.2989 0.0141691 0.00179336 64642.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9278 32.8046 0.0144785 0.00115364 60038.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.4243 32.6826 0.0134948 0.00146734 66514.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.8104 31.7003 0.0122343 0.00107891 71714.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.2599 30.9295 0.0116325 0.00107463 75772.9 0
: 659 | 38.9949 31.6347 0.0122125 0.00160832 75441.8 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.6005 30.6725 0.0127393 0.00158471 71719.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.9542 29.8247 0.0138555 0.00118162 63121.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.4986 29.3472 0.0131889 0.00112764 66328.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.9786 28.486 0.0110006 0.00110246 80823.4 0
: 664 | 36.6517 28.6039 0.0119907 0.00161858 77129.6 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.1697 28.4237 0.014465 0.00119521 60287.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.7024 27.2396 0.0123772 0.00108471 70843.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.384 27.2252 0.013414 0.00142954 66753.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7763 26.6481 0.010865 0.00108125 81768.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.3504 26.2057 0.0108754 0.00110173 81852.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.8796 25.6773 0.0117969 0.00112703 74977.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.5278 25.3315 0.0107448 0.00106999 82688.7 0
: 672 | 33.0874 25.5637 0.010618 0.0010254 83397.8 1
: 673 Minimum Test error found - save the configuration
: 673 | 32.7381 24.7289 0.010674 0.00106024 83214.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.2141 24.717 0.0106582 0.00107289 83461.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.8844 23.5058 0.0106733 0.00105992 83217 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.7101 23.4897 0.0107635 0.00107144 82541.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.164 23.2962 0.0107305 0.00106831 82796.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.7958 23.2451 0.0106843 0.00107789 83277.5 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.5489 22.4563 0.01068 0.0010581 83143.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.1278 21.8576 0.0106643 0.00109945 83639.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.4608 21.7798 0.0107164 0.00106485 82888.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.097 21.5898 0.0108148 0.00108244 82200.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.913 20.9827 0.0106656 0.00106107 83293.7 0
: 684 | 28.5201 21.2114 0.0108056 0.00114877 82842.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.2942 20.6767 0.0106759 0.00106315 83222.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.9696 20.2331 0.0108489 0.0012206 83088 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.3047 19.6717 0.0107215 0.00108069 82980.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.9933 19.6124 0.0106737 0.0010689 83292 0
: 689 | 26.6319 19.7037 0.0106049 0.00102451 83503.8 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.3944 19.4674 0.0106151 0.00106014 83726.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.9691 18.7389 0.0106682 0.00106217 83281.3 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.4966 18.3262 0.0107094 0.00106423 82943 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.2322 18.1895 0.0106997 0.00106038 82993.5 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0257 17.8854 0.0114027 0.00108888 77565.8 0
: 695 | 24.6146 18.2176 0.0114841 0.00125344 78196.1 1
: 696 | 24.3117 18.0264 0.0128839 0.00103186 67498.8 2
: 697 Minimum Test error found - save the configuration
: 697 | 24.197 17.632 0.0107514 0.00112989 83146.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.6523 16.853 0.0110788 0.00111502 80290.6 0
: 699 | 23.2994 17.1238 0.0109032 0.00106914 81349.5 1
: 700 | 23.0789 17.0426 0.0110024 0.00108445 80661.9 2
: 701 Minimum Test error found - save the configuration
: 701 | 22.7749 16.1169 0.0113829 0.00110167 77811.7 0
: 702 | 22.3501 16.4901 0.0123529 0.00116367 71497.6 1
: 703 | 22.1618 16.1354 0.0121378 0.00111805 72596.7 2
: 704 Minimum Test error found - save the configuration
: 704 | 21.8231 15.7598 0.0126438 0.00110548 69334.5 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.459 15.6316 0.011315 0.00107391 78116.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.3349 15.4396 0.0107121 0.00106771 82949.7 0
: 707 | 21.1329 15.6878 0.0107653 0.00119172 83563.7 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.7449 14.7328 0.0134111 0.00157952 67615.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.2672 14.2408 0.0113819 0.0010819 77669.8 0
: 710 | 20.0012 14.3775 0.0124848 0.00123485 71111.2 1
: 711 | 19.9194 15.006 0.0124111 0.00113078 70919.7 2
: 712 Minimum Test error found - save the configuration
: 712 | 19.8584 13.5865 0.0133807 0.00124319 65911.3 0
: 713 | 19.445 13.9401 0.0123035 0.00124994 72375.1 1
: 714 Minimum Test error found - save the configuration
: 714 | 18.9802 13.5795 0.0122974 0.0011037 71469 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.6842 13.5102 0.013281 0.001484 67813.9 0
: 716 | 18.5355 13.7874 0.013066 0.00110332 66874.9 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.2173 13.2512 0.0119616 0.00143215 75977.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.9731 12.9658 0.0139631 0.00179556 65748.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.8283 12.8238 0.0164512 0.00177363 54505 0
: 720 | 17.5194 12.9923 0.0148916 0.00139471 59272.7 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.2202 12.8121 0.0118462 0.00112192 74597.2 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.1461 12.106 0.0109485 0.0011138 81344.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.932 11.8992 0.0113713 0.00115689 78320.4 0
: 724 | 16.6065 12.6174 0.0110859 0.001035 79594.7 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.5215 11.4971 0.0108047 0.0010716 82193.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.1967 11.2121 0.0107599 0.00109707 82791.7 0
: 727 | 16.1087 12.7257 0.0107908 0.00106069 82218.7 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.8482 10.9494 0.0109243 0.00106736 81161.2 0
: 729 | 15.7877 11.7837 0.0107922 0.0011612 83065 1
: 730 | 15.6709 11.3992 0.0113491 0.00105479 77712.6 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.364 10.8461 0.0111416 0.00119194 80404.6 0
: 732 | 15.3223 12.053 0.0109512 0.00103348 80664 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.0644 10.2121 0.0123254 0.00112476 71424.2 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.6499 10.0718 0.0110875 0.00107132 79870.9 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.2469 9.97996 0.0108727 0.00107928 81687.2 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.0223 9.81687 0.0110018 0.0011196 80953.7 0
: 737 | 14.0114 9.9889 0.0117641 0.00115858 75432.1 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.7432 9.58662 0.0117556 0.00114848 75420.9 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.5384 9.43063 0.0109399 0.00107886 81127.6 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.4492 9.19391 0.0109991 0.00108848 80721.5 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.2459 8.54989 0.010937 0.00108216 81178.7 0
: 742 | 13.1254 8.83171 0.0110092 0.00104461 80284.3 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.8596 8.34475 0.0110502 0.00112621 80612.9 0
: 744 | 12.7606 8.84066 0.0113907 0.0010336 77241.7 1
: 745 | 12.6259 9.05984 0.0109759 0.00105907 80671 2
: 746 | 12.5025 8.43898 0.0108604 0.00104992 81545.3 3
: 747 | 12.1476 8.45041 0.0107894 0.00105015 82141.7 4
: 748 Minimum Test error found - save the configuration
: 748 | 12.0017 7.82529 0.0107736 0.00108097 82536.7 0
: 749 | 11.9264 8.18128 0.0107109 0.00104315 82749.4 1
: 750 | 11.8352 7.85674 0.0107847 0.0010372 82072.2 2
: 751 | 11.599 7.97092 0.0108676 0.0010494 81481.4 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.3536 7.67176 0.0109068 0.00112868 81815.6 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.1662 7.61488 0.0108358 0.00107875 81991.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.0196 7.28133 0.010823 0.00108137 82121.6 0
: 755 | 10.9 7.53328 0.0109024 0.00108621 81498 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.7676 6.72938 0.0110063 0.00110321 80783.2 0
: 757 | 10.6043 6.93813 0.0116758 0.00127441 76912.6 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.41 6.46995 0.0131995 0.00126543 67035.1 0
: 759 | 10.3604 6.59168 0.0122529 0.00109405 71692.1 1
: 760 | 10.2898 6.84314 0.0116479 0.00103257 75362.5 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.0768 6.19233 0.0110148 0.00109723 80664.8 0
: 762 | 9.88548 7.12747 0.0107734 0.00102835 82093.2 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.93818 6.03554 0.0106717 0.0010708 83325.4 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.70455 5.90664 0.0115402 0.00117155 77155.7 0
: 765 | 9.49362 6.00333 0.013674 0.00153334 65894.2 1
: 766 | 9.4433 6.01913 0.0122602 0.00108756 71603.2 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.30099 5.88416 0.0114997 0.00108941 76846.9 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.31375 5.62887 0.011487 0.00111647 77141.4 0
: 769 | 8.97292 6.41258 0.0109537 0.00102978 80613.6 1
: 770 Minimum Test error found - save the configuration
: 770 | 8.97863 5.23623 0.0108082 0.0010729 82175.2 0
: 771 | 8.89143 6.16594 0.0107016 0.00103221 82735.1 1
: 772 | 8.77251 5.62576 0.0107516 0.00106668 82602.8 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.80746 5.13538 0.0107196 0.00106981 82903.3 0
: 774 | 9.00233 5.16806 0.0106134 0.00102492 83433.3 1
: 775 | 8.95623 5.3021 0.0107616 0.00110299 82827.5 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.37166 5.00874 0.0109394 0.00111727 81448.5 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.11582 4.18992 0.0109846 0.00112995 81179.7 0
: 778 | 8.13183 4.59288 0.0110633 0.00106742 80033.3 1
: 779 Minimum Test error found - save the configuration
: 779 | 7.84285 4.18067 0.0108567 0.00112528 82207.7 0
: 780 | 7.82742 4.31373 0.0107635 0.00102679 82163.5 1
: 781 | 7.82148 4.79298 0.010614 0.00102728 83448.3 2
: 782 | 7.76087 4.87791 0.0106035 0.00102714 83539.3 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.75775 4.06456 0.0106695 0.0010725 83359.6 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.48233 3.97249 0.0108007 0.00107449 82251.6 0
: 785 | 7.27463 4.19213 0.010671 0.00102973 82976.8 1
: 786 | 7.2276 4.22166 0.0106993 0.00103687 82794.8 2
: 787 | 7.3165 3.97843 0.0106649 0.00103136 83042.8 3
: 788 | 7.08421 4.02638 0.0106262 0.00102426 83316.4 4
: 789 | 6.99695 4.57652 0.0106278 0.00102658 83323.1 5
: 790 Minimum Test error found - save the configuration
: 790 | 6.92441 3.76554 0.010659 0.00106381 83375 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.73183 3.51456 0.0108618 0.00108601 81835.1 0
: 792 | 6.80624 3.69028 0.0109948 0.00107655 80659.8 1
: 793 | 6.9636 4.28323 0.0108242 0.00103082 81687.8 2
: 794 | 6.64382 3.70567 0.0107914 0.00104729 82100.6 3
: 795 | 6.55295 3.80258 0.0112814 0.00118257 79217 4
: 796 Minimum Test error found - save the configuration
: 796 | 6.46109 3.15083 0.0109767 0.00107966 80831.9 0
: 797 | 6.34118 3.52672 0.0106205 0.0010262 83382.6 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.26584 2.82933 0.0106319 0.00106215 83596.6 0
: 799 | 6.23751 3.10521 0.0106943 0.00106957 83119.5 1
: 800 | 6.12039 3.87261 0.0108184 0.0010259 81695.1 2
: 801 | 5.9919 3.32947 0.0108653 0.00106494 81629.5 3
: 802 | 5.88917 3.10088 0.0110065 0.00112147 80930.7 4
: 803 | 5.88553 2.95768 0.0108365 0.00103417 81613.1 5
: 804 | 5.79598 2.88863 0.010632 0.00102549 83276.8 6
: 805 | 5.97525 3.33218 0.0109347 0.00103276 80792.5 7
: 806 | 5.7843 3.33365 0.0107951 0.00102797 81907.3 8
: 807 | 5.62662 3.00333 0.0109181 0.00109343 81427.5 9
: 808 | 5.46765 2.93068 0.0108798 0.00102895 81211.4 10
: 809 | 5.38588 3.29435 0.0109806 0.00104082 80485.1 11
: 810 Minimum Test error found - save the configuration
: 810 | 5.38031 2.42223 0.0112079 0.00109046 79071.1 0
: 811 | 5.29425 2.6331 0.0109397 0.0010788 81128.1 1
: 812 | 5.30086 3.05132 0.0111891 0.00118121 79936.8 2
: 813 | 5.27346 3.2842 0.0117778 0.0014251 77274.7 3
: 814 | 5.07277 2.6699 0.0108205 0.00108403 82165.4 4
: 815 | 5.15666 2.72473 0.011067 0.00110441 80300.3 5
: 816 Minimum Test error found - save the configuration
: 816 | 5.18489 2.13713 0.0114009 0.00110012 77664.1 0
: 817 | 5.12036 2.67155 0.0109668 0.00103463 80546.4 1
: 818 | 5.13072 2.9249 0.011488 0.00134881 78901.8 2
: 819 | 4.91184 2.47263 0.0115921 0.00109391 76203.6 3
: 820 | 4.84956 2.57391 0.0116702 0.00106296 75420.2 4
: 821 | 4.68804 2.27836 0.0118553 0.00110203 74395.8 5
: 822 | 5.03777 3.00627 0.011242 0.00114641 79242.6 6
: 823 | 4.89448 2.30044 0.0110373 0.00113615 80798.9 7
: 824 | 4.8295 2.57916 0.0116725 0.00103138 75180.3 8
: 825 | 4.63478 2.52732 0.0116705 0.00164312 79781.7 9
: 826 | 4.57624 2.41378 0.0125462 0.00141292 71856.8 10
: 827 Minimum Test error found - save the configuration
: 827 | 4.43146 1.92189 0.0139158 0.00119995 62913.6 0
: 828 | 4.36867 2.33692 0.0121625 0.00102959 71858.8 1
: 829 | 4.24569 3.18768 0.0107579 0.00102842 82224.6 2
: 830 | 4.50929 2.10177 0.0107088 0.00106823 82982.3 3
: 831 | 4.40002 2.23138 0.0106843 0.00104363 82981.5 4
: 832 | 4.20173 2.05629 0.0106733 0.00102594 82924.5 5
: 833 | 4.11968 2.28829 0.0108887 0.00102776 81128.1 6
: 834 | 4.38763 2.26631 0.0107604 0.0010273 82193.6 7
: 835 | 4.2269 2.13288 0.0106934 0.00103687 82845 8
: 836 | 4.03337 2.7173 0.0106995 0.00105374 82938 9
: 837 | 3.93914 2.27224 0.0106133 0.00102795 83460.3 10
: 838 Minimum Test error found - save the configuration
: 838 | 3.93286 1.91179 0.0106939 0.00107049 83130.4 0
: 839 | 3.77366 1.97364 0.0106519 0.00103063 83148.7 1
: 840 Minimum Test error found - save the configuration
: 840 | 3.68461 1.86441 0.0107188 0.00106691 82885.3 0
: 841 | 3.85325 2.37018 0.0107251 0.00102702 82490.7 1
: 842 | 3.65299 2.24777 0.0106571 0.00102589 83063 2
: 843 | 3.55705 2.58885 0.010782 0.00107211 82390.1 3
: 844 | 3.70323 2.17535 0.0108466 0.00110828 82149.7 4
: 845 | 3.51834 1.91847 0.0108289 0.00103418 81676.9 5
: 846 | 3.4519 2.0695 0.0110294 0.00107631 80376.8 6
: 847 | 3.44322 2.76381 0.0108825 0.0010377 81261.3 7
: 848 | 3.40701 2.24268 0.0108717 0.00107991 81701 8
: 849 | 3.38338 1.94281 0.0111641 0.00106659 79227.6 9
: 850 | 3.56788 2.52089 0.0112616 0.00104021 78267.3 10
: 851 Minimum Test error found - save the configuration
: 851 | 3.51148 1.82823 0.0109599 0.00111733 81280 0
: 852 | 3.29819 2.19024 0.0110786 0.00109387 80122.4 1
: 853 | 3.28822 2.76564 0.0112836 0.00108329 78429.3 2
: 854 | 3.33415 2.33962 0.0116124 0.00112295 76266.8 3
: 855 | 3.26278 2.31116 0.0115873 0.00121793 77150.2 4
: 856 | 3.17711 2.53753 0.0113324 0.00110548 78224.9 5
: 857 | 3.20114 2.13337 0.0114278 0.00105755 77143.4 6
: 858 Minimum Test error found - save the configuration
: 858 | 3.11292 1.63244 0.0130509 0.00140522 68694.9 0
: 859 | 3.12323 2.69272 0.0111017 0.00105713 79645 1
: 860 | 3.1845 2.55348 0.0109982 0.0010285 80243.3 2
: 861 | 3.10504 2.69874 0.0108742 0.00104288 81372.5 3
: 862 | 3.03986 2.13527 0.011116 0.00110173 79885.8 4
: 863 | 3.07337 2.54727 0.0107667 0.00104502 82290.4 5
: 864 | 2.8838 2.49331 0.0108185 0.00106539 82025.2 6
: 865 | 2.9048 2.64422 0.0111594 0.00113369 79794.6 7
: 866 | 2.92301 2.38588 0.0109632 0.00115503 81564.9 8
: 867 | 2.82127 2.25127 0.0119632 0.00106059 73376.7 9
: 868 | 2.83852 2.41271 0.010983 0.00102953 80373.6 10
: 869 | 2.95549 2.81603 0.0112551 0.00102771 78221.6 11
: 870 | 2.80304 2.5635 0.0120691 0.00163935 76703.4 12
: 871 | 2.84209 2.99744 0.0111032 0.00133168 81870.3 13
: 872 | 2.94309 2.37253 0.0139907 0.0012765 62922 14
: 873 | 2.83773 2.64369 0.0121667 0.00107009 72093.8 15
: 874 | 2.77172 2.43876 0.0141347 0.00139882 62814.7 16
: 875 | 2.68118 2.40146 0.0136169 0.00160485 66600 17
: 876 | 2.57245 2.91726 0.0116008 0.00106481 75930.4 18
: 877 | 2.71328 2.92484 0.014349 0.00143954 61970.1 19
: 878 | 2.75121 2.46569 0.0117027 0.0011083 75511.2 20
: 879 | 2.72689 2.21154 0.0112409 0.00117771 79497.8 21
:
: Elapsed time for training with 1000 events: 9.78 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: 0.0123 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: 0.851 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.175 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= 3.27413e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05126e+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: 0.0421 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: 0.0373 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: 0.00157 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: 0.0995 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: 0.902 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: 0.0213 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00285 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: 0.0387 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00467 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: 0.00238 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000828 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: 0.1 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0118 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: 0.933 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.703 -0.0581 4.95 1.50 | 3.244 3.234
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.132 -0.0267 1.65 1.05 | 3.363 3.356
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.