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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.29 sec
: Elapsed time for training with 1000 events: 0.294 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00313 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: 0.000771 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00416 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.00021 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000566 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 = 31545.9
: --------------------------------------------------------------
: 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 | 33080 31145.6 0.0104259 0.00103923 85227.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32549.3 30564.8 0.0105433 0.00102057 84009.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31824.8 29851.1 0.0104577 0.00107132 85230.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31014.2 29143.4 0.0104508 0.00104139 85020.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30215.7 28388.2 0.0105063 0.0010307 84427.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29345.5 27427 0.0104246 0.00105253 85359.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28571 26739.7 0.0103601 0.00104635 85894.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28081.1 26349.6 0.0105687 0.00103661 83927.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27716.8 26022.1 0.0102735 0.00101124 86372.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27394 25720.2 0.01004 0.000980517 88305.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27089.3 25438.6 0.0100465 0.000973985 88178.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 26800.1 25170.1 0.010107 0.00101266 87966.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26523.5 24909.8 0.0101001 0.000989386 87808.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26256.4 24655.3 0.0101208 0.000995935 87672.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 25993.5 24410 0.0100781 0.000980077 87931.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25737.5 24171.7 0.0100474 0.000980775 88235.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25490 23935.7 0.01001 0.000984406 88636.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25248.1 23700.9 0.0101255 0.00101528 87813.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25005.3 23474.9 0.0102192 0.000977035 86560.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24771.2 23250.5 0.010115 0.000988945 87661 0
: 21 Minimum Test error found - save the configuration
: 21 | 24537.7 23032 0.0102563 0.00103104 86718.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24309.3 22816.8 0.0102794 0.00112126 87354 0
: 23 Minimum Test error found - save the configuration
: 23 | 24085.5 22603 0.0102156 0.000993666 86749.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 23861.8 22394.7 0.0102229 0.00101794 86909.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23643.5 22188.4 0.0100852 0.000993746 87995.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23430.6 21980.7 0.0103714 0.00101588 85511 0
: 27 Minimum Test error found - save the configuration
: 27 | 23214 21780.6 0.010178 0.000983266 87006.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23003.9 21582.4 0.0101114 0.000996577 87768.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22798.8 21383.1 0.010206 0.000993437 86838.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22591.5 21189.2 0.0101626 0.00102092 87511.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22387.7 20999.1 0.010206 0.00100571 86953.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22187.8 20810.3 0.0101227 0.00100835 87773.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 21992 20620.3 0.0101977 0.00101308 87102.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21794 20435.6 0.0102094 0.00106294 87465.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21599.5 20254 0.0103638 0.00104682 85864.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21409.2 20072.4 0.0103772 0.00104416 85717.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21218 19895.4 0.0101676 0.000997087 87236.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21031.8 19718.1 0.0101744 0.000980225 87011.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 20847.9 19540.8 0.010167 0.000986596 87142.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20664.6 19365.5 0.0101752 0.00103384 87514.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20478.9 19198 0.0103196 0.00100945 85927.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20301.8 19028.6 0.0105607 0.00117094 85199 0
: 43 Minimum Test error found - save the configuration
: 43 | 20122.8 18862.9 0.01087 0.00104374 81414.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 19949.9 18694.6 0.0103602 0.00100665 85529.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19774.2 18530.7 0.0101508 0.000976276 87198.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19600.8 18370 0.0101819 0.000986876 87003.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19429.3 18212.5 0.0102203 0.00103227 87070.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19263.2 18052.4 0.0102151 0.0010045 86856.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19095.1 17895.5 0.0100793 0.000986097 87977.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 18930.4 17739.1 0.0101398 0.000980056 87339.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 18765.1 17586.6 0.0100525 0.000980906 88187 0
: 52 Minimum Test error found - save the configuration
: 52 | 18603.4 17435.1 0.0100399 0.000983556 88335.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18443 17285.1 0.0100555 0.000976987 88120.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18286.8 17133 0.0103089 0.00100949 86026.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18125.5 16988.3 0.0101499 0.000995445 87388.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 17970.3 16844.3 0.0102411 0.000988907 86466.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17818.4 16698.2 0.010653 0.00105287 83332.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17664.7 16554.7 0.0103895 0.00100547 85250.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17513.3 16409 0.0102574 0.00100352 86449.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17353.8 16257.6 0.0102637 0.000997525 86335.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17215.4 16118.4 0.0105106 0.00100102 84125.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17058.1 15988 0.0101784 0.000994346 87107.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16910.1 15841.8 0.0104766 0.00102788 84667.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16756.3 15684.3 0.0103029 0.00105148 86473.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16603.2 15549.7 0.0105738 0.00102931 83817.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16454.9 15405.7 0.01039 0.00101048 85292.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16314.6 15265.6 0.0103983 0.00103208 85413.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16160.5 15120 0.0106873 0.00102168 82767.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16014 14977.5 0.0105087 0.0010176 84289.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 15869 14831.4 0.0103897 0.0010356 85523.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15723.8 14693.7 0.010597 0.00105931 83877.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15582.2 14559.6 0.0105781 0.00104774 83942.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15439.1 14427 0.0104374 0.00103181 85056.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15301.3 14292 0.010683 0.001104 83515.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15164.7 14161.1 0.0104146 0.00104298 85364 0
: 76 Minimum Test error found - save the configuration
: 76 | 15022.7 14029.6 0.0105068 0.00107215 84794.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 14885.8 13898.8 0.0103954 0.00101796 85311.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14749.3 13772.3 0.0106997 0.00102424 82683.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14613.6 13646 0.0105372 0.00106297 84439.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14481.6 13518.4 0.0110173 0.00103724 80159.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14350.5 13391.6 0.0104021 0.00101837 85253.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14217.3 13269.2 0.01054 0.00102044 84037.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14088.7 13146.6 0.0105056 0.00102473 84380 0
: 84 Minimum Test error found - save the configuration
: 84 | 13959.7 13026.7 0.0104141 0.00103282 85276 0
: 85 Minimum Test error found - save the configuration
: 85 | 13833.5 12905.6 0.0104802 0.00102517 84610.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13706.1 12789.8 0.0106347 0.0010186 83193.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13583.6 12670.2 0.0105684 0.00101732 83760 0
: 88 Minimum Test error found - save the configuration
: 88 | 13459.1 12554.3 0.0105299 0.00104656 84358 0
: 89 Minimum Test error found - save the configuration
: 89 | 13336.4 12440.6 0.0103323 0.00101406 85853.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13216.2 12326.1 0.0105031 0.0010535 84660 0
: 91 Minimum Test error found - save the configuration
: 91 | 13096.4 12213.3 0.0103817 0.00102344 85485.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 12977.7 12100.5 0.0104658 0.00103542 84832 0
: 93 Minimum Test error found - save the configuration
: 93 | 12858.9 11990.9 0.0106879 0.00102398 82782.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12742.5 11881.7 0.0104257 0.00104104 85245.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12627.2 11773 0.0104095 0.00101256 85134 0
: 96 Minimum Test error found - save the configuration
: 96 | 12513 11664.4 0.0105315 0.00104837 84360.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12398.1 11559.5 0.0107256 0.00105987 82767 0
: 98 Minimum Test error found - save the configuration
: 98 | 12287.9 11451.7 0.0105331 0.00101983 84092.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12173.2 11349.8 0.0107118 0.00103913 82707.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12065.9 11244.3 0.0106093 0.0010496 83684.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 11955.3 11140.9 0.0104112 0.00101565 85146.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11845.5 11040.6 0.0104638 0.00101661 84681.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11738 10941.2 0.0108348 0.00108083 82017.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11633 10840.3 0.0111735 0.00109494 79376 0
: 105 Minimum Test error found - save the configuration
: 105 | 11527.6 10740.2 0.0109147 0.00110861 81582.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11422.9 10641 0.0108971 0.00105439 81278.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11317.9 10544.4 0.010889 0.00109559 81687.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11217.1 10446.4 0.0108558 0.00110066 82007.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11113.1 10351.9 0.0108597 0.00107585 81767.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11012.6 10258 0.0109862 0.00105859 80583.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10911.3 10166.4 0.011147 0.00124755 80812.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10813.8 10073.2 0.0110713 0.00108009 80070.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10716.1 9980.04 0.0117006 0.0011079 75523.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10618 9888.38 0.0108622 0.00109007 81865.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10520.9 9798.25 0.0126589 0.00107447 69058 0
: 116 Minimum Test error found - save the configuration
: 116 | 10425.8 9708.42 0.0110613 0.0011115 80403.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10330.6 9620.03 0.0109829 0.00121233 81878.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10237.4 9530.95 0.0109166 0.00107783 81310.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10143.4 9443.99 0.0112734 0.00112836 78856.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10050.5 9358.7 0.011148 0.00123252 80681.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 9960.17 9272.69 0.0112034 0.00109483 79140.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 9868.87 9187.8 0.0109898 0.00110233 80910.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9778.45 9104.89 0.010963 0.00110271 81133.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9689.99 9021.3 0.010914 0.00105015 81103.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9602.37 8937.7 0.0115514 0.00119862 77274.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9514.8 8855.31 0.0111132 0.00128561 81403.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9426.92 8774.23 0.0109407 0.00109202 81229.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9342.31 8692.67 0.0120943 0.00110532 72800.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9256.25 8613.4 0.0111559 0.00116475 80070.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9171.81 8534.17 0.0117871 0.00109557 74825.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9087.69 8456.94 0.0105922 0.00107437 84052.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9005.66 8378.88 0.0106338 0.00108403 83772 0
: 133 Minimum Test error found - save the configuration
: 133 | 8922.39 8302.5 0.010486 0.00104812 84764.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8841.46 8227.03 0.0104753 0.00102513 84654.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8760.91 8150.9 0.0104893 0.00105063 84757.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8680.73 8075.63 0.0106584 0.0010403 83176.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8601.84 8001.07 0.0103928 0.00101664 85322.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8523.11 7926.41 0.0104186 0.0010147 85071.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8444.34 7854.42 0.0104297 0.001073 85499.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8367.53 7782.56 0.010893 0.00105783 81340.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8290.26 7711.73 0.010529 0.00102472 84172.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8216.08 7639.78 0.0105162 0.00105191 84528.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8139.3 7569.56 0.0105724 0.00103797 83906.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8065.28 7500.32 0.0105142 0.00104641 84496.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 7991.49 7430.85 0.0105552 0.00102585 83951.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 7917.93 7362.91 0.0104348 0.00102128 84984.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7845.52 7294.86 0.0104388 0.00103072 85033.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7774.51 7226.26 0.0104266 0.00103845 85213.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7702.95 7158.83 0.0104416 0.00101934 84905.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7631.5 7093.53 0.0104939 0.00105338 84741.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7561.23 7028.73 0.0104306 0.00102874 85089.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7491.22 6965.23 0.0105878 0.0010539 83911.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7422.92 6902.46 0.0105898 0.00105731 83923.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7356.72 6836.43 0.0104925 0.00102508 84500.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7288.54 6772.58 0.0104026 0.00101623 85229.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7221.17 6709.49 0.0106431 0.00106245 83501.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7155.53 6646.18 0.0107619 0.00104248 82309.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7088.1 6586.04 0.0107778 0.00105633 82291.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7024.09 6524.91 0.010544 0.00104001 84175.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 6959.55 6463.41 0.0106187 0.00103488 83474.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6895.64 6403.85 0.0105552 0.0010623 84273.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6831.25 6346 0.0105215 0.00102732 84262.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6769.65 6286.07 0.010492 0.00104255 84660.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6707 6227.41 0.0104621 0.00103105 84826.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6645.18 6170.39 0.0105066 0.00105293 84623.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6584.65 6113.48 0.0106013 0.00102924 83576.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6522.92 6056.88 0.0106795 0.00104161 83005.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6463.32 6000.16 0.0104215 0.00102262 85116.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6403.34 5945.79 0.0106207 0.0010506 83594.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6345.74 5888.46 0.0105523 0.00105079 84197.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6286.19 5834.23 0.0107702 0.00107057 82477.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6228.35 5779.76 0.0106253 0.00102862 83362.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6171.04 5726.18 0.0106575 0.00106373 83387.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6113.6 5675.08 0.0105951 0.00104201 83742.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6057.58 5620.02 0.0107652 0.00108481 82641.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6002.72 5566.64 0.0109219 0.00103537 80918 0
: 177 Minimum Test error found - save the configuration
: 177 | 5946.39 5514.68 0.010772 0.00105046 82291.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5891.24 5463.53 0.0106832 0.00103417 82910.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5836.73 5412.87 0.0106701 0.00103546 83033.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5783.07 5362.75 0.0107832 0.00104339 82137.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5729.71 5312.2 0.0107992 0.00106255 82163.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5676.98 5261.94 0.0107017 0.00115579 83805.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5624.06 5212.92 0.0109118 0.00114542 81913.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5572.96 5164.01 0.0107913 0.00105497 82166.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5520.44 5115.82 0.0106785 0.00105851 83160.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5469.79 5067.92 0.0105873 0.00104576 83844.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5419.04 5020.95 0.0104686 0.00102909 84750.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5369.51 4972.84 0.0105168 0.00102275 84263.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5319.11 4927.29 0.0103909 0.00102722 85436.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5270.74 4881.26 0.0104275 0.00103135 85141.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5221.14 4836.04 0.0105479 0.0010614 84330.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5173.32 4790.97 0.010493 0.00105845 84794.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5125.93 4744.85 0.0126853 0.00174756 73141.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5077.74 4701.67 0.016218 0.0017601 55333 0
: 195 Minimum Test error found - save the configuration
: 195 | 5031.65 4656.78 0.0162257 0.00175071 55267.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 4984.35 4614.11 0.0137699 0.00104606 62873.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4938.15 4571.41 0.0104862 0.00103583 84652.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4893.87 4527.72 0.0105446 0.00103836 84155.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4847.75 4485.32 0.0106212 0.00105472 83625.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4803.14 4442.85 0.0104399 0.00102231 84947.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4758.8 4402.55 0.0104434 0.00102227 84915.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4714.3 4362.45 0.0104542 0.00102844 84874.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4671.83 4320.84 0.0105506 0.00108543 84520.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4628.51 4280.94 0.0107461 0.00107252 82699.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4585.24 4240.24 0.0107708 0.00105726 82359 0
: 206 Minimum Test error found - save the configuration
: 206 | 4543.29 4200.76 0.0107528 0.00105238 82470.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4501.21 4161.42 0.0106136 0.00107157 83839.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4459.96 4122.74 0.0112501 0.00158346 82758.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4418.93 4084.55 0.0105171 0.00107803 84754.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4378.17 4047.16 0.010423 0.00102462 85121 0
: 211 Minimum Test error found - save the configuration
: 211 | 4337.53 4009.02 0.0104286 0.001023 85055.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4298.89 3970.98 0.010438 0.00103151 85047.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4257.97 3934.01 0.0104618 0.00103318 84848.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4219.89 3896.82 0.0106346 0.00103618 83347 0
: 215 Minimum Test error found - save the configuration
: 215 | 4180.81 3860.86 0.0104547 0.00103615 84938.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4141.17 3825.61 0.0104566 0.00102127 84787.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4104.89 3789.47 0.0105616 0.00104648 84076.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4065.47 3754.85 0.0106669 0.0010385 83087.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4029.52 3719.54 0.0104946 0.00104743 84681.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 3992.91 3684.02 0.0104603 0.00103731 84898.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3955.59 3649.78 0.0104617 0.00103301 84847.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3919.53 3616.18 0.0104331 0.00102621 85044 0
: 223 Minimum Test error found - save the configuration
: 223 | 3884.6 3581.24 0.0104297 0.00103538 85157.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3847.28 3548.58 0.010449 0.00102855 84921.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3813.46 3515.82 0.0104057 0.00101666 85205.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3778.28 3481.69 0.0103983 0.00103148 85407.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3743.3 3449.87 0.010479 0.001033 84692.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3709.35 3417.82 0.0104557 0.00102552 84834.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3675.94 3385.96 0.0104858 0.0010579 84854.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3641.68 3355.25 0.010413 0.00101742 85146.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3609.6 3322.84 0.0104246 0.0010258 85117.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3576.08 3293.09 0.0104208 0.00102296 85125.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3543.22 3262.33 0.0104315 0.00102082 85010.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3511.38 3232.6 0.0104054 0.00102442 85279.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3479.85 3201.87 0.01044 0.00102234 84947.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3447.98 3171.16 0.0105146 0.00103829 84421.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3415.98 3142.2 0.01063 0.00104108 83430 0
: 238 Minimum Test error found - save the configuration
: 238 | 3385.17 3113.61 0.0104595 0.00102788 84821.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3354.68 3084.14 0.0104684 0.00104937 84934.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3324.46 3054.66 0.0104659 0.00102793 84764 0
: 241 Minimum Test error found - save the configuration
: 241 | 3293.57 3027.04 0.0104683 0.00102 84671.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3263.85 2998.9 0.0107818 0.00105647 82259.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3233.99 2971.96 0.0112773 0.00107158 78387.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3204.89 2943.8 0.0110199 0.00123031 81719.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3175.9 2916.82 0.0104995 0.00102705 84455.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3147.18 2888.5 0.0107983 0.00103696 81956.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3118.41 2863.03 0.011793 0.00105655 74512.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3089.84 2835.98 0.0108691 0.00107373 81671.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3061.99 2808.56 0.0111993 0.00105413 78855.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3034.16 2781.49 0.0108305 0.00105077 81801.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3006.07 2756.79 0.0115306 0.00105153 76342.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2979 2731.45 0.0107487 0.00104307 82426.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 2952.17 2706.4 0.0108745 0.00107921 81671.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2925.14 2681.59 0.0111943 0.00138549 81559.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2899.48 2655.9 0.0108743 0.00120157 82706.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2872.02 2631.3 0.0108072 0.00103522 81866.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2846.59 2607.04 0.0107226 0.00110854 83211.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2820.63 2583.62 0.0108693 0.00107783 81703.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2795.25 2559.14 0.0111906 0.00110184 79295.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2769.7 2534.89 0.0107184 0.00105873 82818.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2744.63 2511.96 0.0114351 0.00105305 77055.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2719.28 2489.17 0.011625 0.00134294 77805.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2695.19 2465.79 0.0120316 0.00171108 77515.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2670.67 2443.39 0.0120664 0.00106315 72705.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2647.18 2420.24 0.0108067 0.00105737 82056.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2622.42 2397.89 0.0105858 0.00105146 83907.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2599.29 2374.76 0.0114913 0.00108655 76888.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2575.38 2353.35 0.0110728 0.00105349 79846 0
: 269 Minimum Test error found - save the configuration
: 269 | 2551.86 2332.22 0.0105946 0.00103794 83711.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2528.67 2310.52 0.0104857 0.00104401 84730.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2506.09 2289.46 0.0109046 0.00104802 81164.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2482.62 2269.11 0.0105666 0.00103651 83944.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2460.98 2247.11 0.0106287 0.00105461 83559.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2437.98 2226.78 0.0106359 0.00105628 83510.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2415.43 2206.92 0.0109244 0.00110532 81473.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2393.91 2186.72 0.0114281 0.00113633 77731.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2372.32 2165.83 0.0108547 0.00104639 81563.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2350.62 2146.41 0.0105584 0.00103575 84010.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2328.54 2126.9 0.0124375 0.00177336 75018 0
: 280 Minimum Test error found - save the configuration
: 280 | 2308.47 2106.58 0.0163374 0.00177429 54933.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2286.25 2088.1 0.0157133 0.00114329 54907.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2266.51 2067.62 0.0116246 0.00110947 76080.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2244.09 2050.21 0.0108555 0.00107939 81832.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2225.16 2030.32 0.0109117 0.00107142 81298.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2203.98 2011.7 0.0109567 0.00110751 81224.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2183.82 1993.23 0.0108571 0.00108828 81893.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2163.26 1975.7 0.0105497 0.00104383 84158.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2143.99 1957.06 0.0112097 0.00116041 79607.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2123.84 1939.1 0.0106201 0.00103709 83481.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2104.5 1921.57 0.0108336 0.00106863 81925.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2084.73 1903.8 0.0108331 0.00107564 81988.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2065.79 1886.26 0.0109533 0.0010826 81048.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2046.51 1868.86 0.0109872 0.00108937 80825.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2027.69 1851.63 0.0109428 0.00113867 81598.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2009.01 1834.7 0.0108102 0.00107377 82165.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 1990.42 1818.29 0.0112399 0.00105678 78561.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 1971.62 1801.62 0.0109289 0.00108965 81306.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1954.06 1784.57 0.0108942 0.00106977 81429.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1935.05 1768.42 0.0109049 0.00108239 81445.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1917.28 1752.09 0.0109045 0.00108851 81499.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1899.56 1736.27 0.0108575 0.00103961 81483.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1881.15 1721.43 0.0104505 0.00102529 84878.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1864.64 1704.75 0.0105727 0.00108843 84349.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1846.22 1689.31 0.010951 0.00112374 81406.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1829.38 1673.47 0.0109352 0.00106753 81072.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1811.89 1658.89 0.0109034 0.00108823 81506.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1795.53 1642.54 0.0108327 0.00109556 82160 0
: 308 Minimum Test error found - save the configuration
: 308 | 1777.68 1628.36 0.0109289 0.00108469 81266.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1761.27 1613.32 0.0109275 0.00106636 81126.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1745.01 1598.04 0.0109098 0.00108789 81450.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1728.38 1584.09 0.0108018 0.00103758 81931.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1712.16 1569.41 0.0109405 0.00109647 81267.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1696.24 1554.31 0.010879 0.00108464 81679.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1679.72 1539.89 0.0108637 0.0010889 81843.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1663.41 1526.25 0.0108237 0.00105638 81905.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1647.84 1512.52 0.0107088 0.00102969 82652.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1632.9 1498.09 0.0109434 0.0011133 81382.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1616.51 1484.71 0.0107634 0.00103451 82229.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1601.11 1471.51 0.010517 0.00104699 84477.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1585.97 1458.11 0.0107068 0.00106214 82947.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1571.53 1443.89 0.0105408 0.00106733 84445.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1555.74 1430.68 0.0105762 0.00102797 83785.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1541.73 1416.97 0.0106698 0.00109865 83584.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1526.04 1404.37 0.0107234 0.00107104 82881.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1511.43 1391.59 0.0109605 0.00106769 80867.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1497.06 1378.89 0.0105423 0.00105619 84333.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1483.09 1366.02 0.0109068 0.00108729 81470.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1468.47 1353.41 0.0106787 0.00105234 83105.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1454.58 1341.07 0.0105443 0.00102664 84053.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1440.64 1328.53 0.010558 0.00109497 84539.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1426.65 1316.01 0.0107824 0.00118754 83378.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1413.27 1303.55 0.0107776 0.00106805 82393.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1399.09 1291.79 0.0107998 0.00108515 82350.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1385.95 1279.64 0.0107055 0.00106138 82952 0
: 335 Minimum Test error found - save the configuration
: 335 | 1372.47 1268.24 0.010684 0.00108441 83337.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1359.75 1255.8 0.0113174 0.00105002 77916.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1346.01 1244.39 0.0104925 0.00103326 84573.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1333.29 1233.01 0.0104789 0.00102859 84653.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1320.4 1221.45 0.0104035 0.00101451 85206.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1307.67 1210.36 0.010407 0.00102795 85296.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1295.14 1198.94 0.0104516 0.00106806 85256.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1282.82 1187.78 0.0104932 0.00103219 84557.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1270.18 1176.73 0.0104385 0.00104759 85188.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1258.05 1165.58 0.010406 0.00102475 85276 0
: 345 Minimum Test error found - save the configuration
: 345 | 1245.84 1154.45 0.0104997 0.00106077 84755.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1233.24 1144.77 0.0104518 0.0010357 84960.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1222.26 1133.06 0.0104891 0.00103411 84611.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1210.03 1122.37 0.0104245 0.00102556 85115.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1198.11 1112.3 0.010473 0.00102634 84685.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1186.54 1101.92 0.0104142 0.00102026 85160.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1175.59 1091.09 0.0106464 0.00104164 83292.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1163.78 1081.02 0.0105177 0.0010394 84403.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1152.55 1070.49 0.0104467 0.00104509 85091.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1141.45 1060.41 0.0104973 0.00102937 84495.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1130.24 1050.41 0.0104812 0.00102722 84620.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1119.4 1040.67 0.0104665 0.00102455 84728.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1108.31 1030.87 0.0104381 0.00102084 84950.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1097.79 1020.39 0.0104368 0.00102688 85016.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1086.37 1011.42 0.0104779 0.00102762 84653.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1076.16 1002.24 0.0104728 0.00104291 84836.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1066.34 991.855 0.0104539 0.00106492 85206.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1055.24 982.298 0.0104089 0.00102317 85236.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1045.22 972.917 0.0104853 0.00104163 84712.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1034.7 963.782 0.0105389 0.00104227 84240.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1024.46 954.915 0.0105022 0.00103906 84538.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1014.89 945.475 0.0105117 0.00104592 84515 0
: 367 Minimum Test error found - save the configuration
: 367 | 1004.68 936.687 0.0105281 0.00105038 84408.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 995.171 927.179 0.0105633 0.00102453 83867.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 985.078 919.123 0.0105636 0.00103424 83951.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 975.749 910.813 0.0105722 0.00103076 83845 0
: 371 Minimum Test error found - save the configuration
: 371 | 966.312 900.743 0.010638 0.00105118 83448.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 956.565 892.328 0.0105573 0.0010681 84306 0
: 373 Minimum Test error found - save the configuration
: 373 | 947.603 883.359 0.0105252 0.00103987 84340.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 937.739 874.725 0.0105749 0.00103789 83883.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 928.735 866.401 0.0105895 0.00105265 83885 0
: 376 Minimum Test error found - save the configuration
: 376 | 919.301 858.085 0.011197 0.00106836 78983.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 910.271 850.023 0.0105759 0.00104334 83923.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 901.278 841.692 0.0105264 0.00103876 84320.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 892.936 833.106 0.0105108 0.00103197 84398.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 883.676 825.172 0.0106075 0.00113831 84484.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 874.92 816.709 0.0112794 0.00157308 82420.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 866.357 808.721 0.0106784 0.0010601 83174.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 857.514 800.902 0.0104937 0.00103775 84602.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 849.262 792.814 0.0107709 0.00105739 82359.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 840.496 785.793 0.0105282 0.00103443 84265.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 832.322 778.263 0.0104606 0.00103831 84904.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.517 770.397 0.0104425 0.00102146 84916.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 816.104 762.849 0.0104448 0.00103 84972.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 807.833 754.558 0.0104788 0.00103652 84725.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 799.552 747.346 0.0104816 0.00103521 84688.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 791.737 739.623 0.0106056 0.00105469 83761.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 783.764 732.209 0.0105723 0.00106501 84145.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 775.621 725.261 0.010475 0.00102754 84678.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 767.803 718.206 0.0104932 0.00103167 84553.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 760.58 710.737 0.0105041 0.00103199 84458.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 752.69 703.498 0.0104895 0.00103388 84606 0
: 397 Minimum Test error found - save the configuration
: 397 | 745.261 696.412 0.0104606 0.00102277 84765.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 737.746 689.567 0.0104098 0.00103195 85307.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 730.615 682.289 0.0105372 0.00110923 84853.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 722.604 675.646 0.0109182 0.00104758 81048.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 715.866 668.876 0.0104476 0.00103016 84948.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 708.566 662.118 0.010538 0.00106752 84473 0
: 403 Minimum Test error found - save the configuration
: 403 | 701.301 655.247 0.0106724 0.0010457 83101.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 694.076 648.595 0.0106722 0.00106672 83286.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 687.149 641.914 0.0112352 0.00108984 78853.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 679.96 635.703 0.0112294 0.00115636 79420.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 673.367 629.046 0.010569 0.00105811 84113.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 666.697 622.448 0.0106114 0.00104356 83613.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 659.813 615.637 0.0105463 0.00103945 84150.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 652.722 609.828 0.0106473 0.00106682 83502.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 646.414 603.751 0.0106158 0.00103704 83518.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 639.805 597.911 0.0122144 0.00165991 75796.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 633.427 592.229 0.0162908 0.00177893 55127.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 626.751 585.274 0.0160825 0.00170311 55635.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 620.249 579.146 0.0142774 0.00111176 60764.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.084 572.84 0.0104985 0.00103274 84514.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 607.428 567.049 0.010713 0.00113541 83528.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 601.188 561.228 0.0121256 0.00112209 72704.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.002 555.248 0.0116943 0.00106591 75269.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.284 549.075 0.0114979 0.00107449 76750 0
: 421 Minimum Test error found - save the configuration
: 421 | 582.714 543.523 0.0126614 0.00177077 73457.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 576.849 537.754 0.0159166 0.00179469 56649.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 570.868 532.194 0.0155773 0.00127784 55946.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.294 526.306 0.0113167 0.00104164 77858.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 559.19 521.014 0.0116958 0.0010494 75142.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.516 515.589 0.0157366 0.00173681 57143.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 547.833 509.935 0.0143125 0.00106487 60388.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 541.907 505.094 0.0104913 0.00103758 84622.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.374 499.74 0.0104723 0.00103459 84766.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.216 494.723 0.0104713 0.00102099 84652.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 525.316 488.784 0.010453 0.00104294 85015.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 519.824 483.643 0.0105084 0.00104423 84529.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 514.523 478.547 0.0104713 0.00103053 84739 0
: 434 Minimum Test error found - save the configuration
: 434 | 508.938 473.351 0.0104668 0.00103129 84785.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 503.862 468.244 0.0104726 0.00102821 84706 0
: 436 Minimum Test error found - save the configuration
: 436 | 498.645 463.278 0.0105067 0.00103789 84488.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 493.42 458.162 0.0105599 0.00105583 84174.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.391 452.929 0.0105008 0.00102952 84465.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 483.176 449.03 0.0104741 0.00102581 84671.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.14 443.267 0.0161533 0.00176896 55616 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.083 438.433 0.0163441 0.00177724 54919 0
: 442 Minimum Test error found - save the configuration
: 442 | 468.197 433.457 0.0143403 0.00103927 60145.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 463.006 429.131 0.0104434 0.00104579 85127.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.178 424.479 0.0105654 0.00103871 83974.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 453.718 419.447 0.0105154 0.00106675 84668.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 448.55 415.937 0.0104729 0.00104138 84821.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 444.2 410.607 0.0104745 0.00103193 84722.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.581 406.023 0.010466 0.00102996 84781 0
: 449 Minimum Test error found - save the configuration
: 449 | 434.501 401.875 0.010515 0.00105196 84539 0
: 450 Minimum Test error found - save the configuration
: 450 | 430.16 397.487 0.0105121 0.00102716 84344.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 425.613 393.315 0.0104699 0.00103577 84798.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.379 388.683 0.010479 0.00104064 84760.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.07 385.293 0.010548 0.00104896 84219 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.514 380.444 0.0105192 0.00102822 84290.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 407.972 376.444 0.0105678 0.00113331 84795.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 403.926 371.773 0.0106588 0.00103162 83098.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 399.413 368.059 0.0104549 0.00102678 84852.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 395.281 363.89 0.0104516 0.0010248 84864.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 390.899 359.683 0.0104784 0.00103209 84688.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 386.829 355.551 0.0104348 0.00102458 85014.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 382.698 352.055 0.0104842 0.00102525 84575.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 378.721 348.105 0.0104456 0.00103259 84988.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 374.673 344.162 0.0104669 0.00102674 84743.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 370.809 340.099 0.0105848 0.00104644 83872.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 366.803 336.462 0.0104607 0.00102891 84819.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 362.954 332.796 0.0104835 0.00102974 84622.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 358.942 328.768 0.0104519 0.00102767 84887.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.072 325.102 0.0105263 0.00107399 84635.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 351.236 322.092 0.0104674 0.00102323 84707.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 347.755 317.758 0.0105088 0.00103053 84403.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.016 314.271 0.0104882 0.0010189 84483.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.489 310.734 0.0104613 0.00103036 84827.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 336.972 307.379 0.0104849 0.00103018 84613.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.015 304.159 0.0104646 0.00103347 84825.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.341 300.112 0.0105109 0.00105119 84569 0
: 476 Minimum Test error found - save the configuration
: 476 | 325.761 296.673 0.0104419 0.00102791 84979.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.345 292.972 0.0104774 0.00102698 84652.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 318.764 290.184 0.0105871 0.00104094 83802.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.367 286.892 0.0105576 0.00104903 84134.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 311.853 283.463 0.0105216 0.00104297 84400.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 308.606 280.209 0.0105226 0.00103291 84301.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.437 276.794 0.0104747 0.00103113 84713.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 301.946 274.049 0.0104643 0.00102952 84792.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.688 270.64 0.0105871 0.00104646 83851.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.419 267.816 0.0105484 0.00105136 84237 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.189 265.318 0.0105463 0.00104161 84168.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.386 261.972 0.0105038 0.00103326 84472.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 285.922 258.489 0.010532 0.00103362 84225.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 282.801 255.542 0.0105109 0.00106978 84735.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 279.903 253.02 0.0104976 0.00103277 84523.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.652 250.245 0.0105317 0.00104621 84339.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 273.601 247.433 0.0104697 0.00102584 84711 0
: 493 Minimum Test error found - save the configuration
: 493 | 270.632 244.063 0.010539 0.00102926 84124.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 267.613 241.351 0.0104661 0.00102551 84740 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.068 238.286 0.0105876 0.0010703 84057.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.244 235.559 0.0105582 0.00108115 84414.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.031 233.055 0.0106257 0.00108739 83872.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.155 230.678 0.0106403 0.00104315 83357.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.571 227.765 0.0106115 0.00103838 83567.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.582 225.207 0.0105794 0.00103169 83789.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 247.89 222.859 0.0105833 0.00103528 83786.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.392 220.311 0.0105899 0.00105306 83884.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.463 217.777 0.0106423 0.00105162 83414.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.041 214.632 0.0105311 0.00104684 84350.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 236.991 212.729 0.0106003 0.00108288 84056.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.396 210.226 0.0104741 0.00102846 84695.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.019 208.171 0.0105283 0.00103496 84269.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.544 205.513 0.0105605 0.00104657 84087.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.928 202.533 0.010698 0.00106683 83063.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.666 201.559 0.0107283 0.00106324 82772.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.043 199.538 0.0107402 0.00107001 82728.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.595 197.056 0.0107295 0.00105093 82657 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.063 194.983 0.010554 0.00105006 84175.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.574 191.908 0.0104942 0.00103192 84546.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.41 189.819 0.010667 0.00115787 84129.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.025 188.25 0.01136 0.00109945 77968.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.633 186.176 0.0115857 0.00116753 76789 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.493 183.248 0.0115137 0.00116745 77322.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.918 181.633 0.0112615 0.00121921 79663.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.695 179.239 0.0115852 0.00112671 76492.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.481 177.768 0.0119528 0.00111232 73797.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.384 176.315 0.0108164 0.00108366 82196.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.143 173.156 0.0106131 0.00105694 83715.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.082 171.461 0.010599 0.00106474 83907.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.781 169.129 0.0105455 0.00105766 84318.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.636 168.01 0.01056 0.00103651 84002.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.412 165.017 0.0106457 0.00104567 83333 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.375 163.561 0.0105737 0.00104527 83959.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.285 161.238 0.0105679 0.00103642 83932.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.188 159.425 0.0106284 0.00103988 83433.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.317 158.595 0.010546 0.00104286 84182.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.112 156.642 0.0105536 0.00106355 84298.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.478 155.392 0.0106647 0.00104838 83192.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.468 152.316 0.0106197 0.00107717 83835.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.535 150.944 0.0106044 0.0010636 83850.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.376 148.88 0.010551 0.00104106 84122.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.366 147.395 0.0105848 0.00107562 84129.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.335 145.52 0.0105419 0.00103843 84179.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.408 144.596 0.0105278 0.00103003 84230.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.753 142.302 0.0104989 0.00102469 84439.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.749 141.236 0.0105213 0.00103836 84361.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.009 139.351 0.0106927 0.00107181 83152.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.324 137.333 0.0105337 0.00108883 84701.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.428 136.699 0.0105212 0.00104044 84381.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.58 134.325 0.0105049 0.00103459 84474.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.702 132.947 0.0105739 0.00105887 84077.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.258 132.748 0.0106123 0.00104227 83593.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.529 130.305 0.0105417 0.00104161 84209.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.691 127.722 0.0105239 0.00104119 84363.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.87 126.963 0.0105252 0.00104104 84351 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.3 126.365 0.0106282 0.00106518 83655.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.767 123.475 0.0105922 0.0010493 83832.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.167 122.138 0.0106122 0.00107636 83894.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.463 121.051 0.0105889 0.00105681 83926.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.839 119.386 0.0105734 0.00105554 84052.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.205 119.151 0.0105605 0.00103971 84026.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.883 117.559 0.011624 0.0010676 75783.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.226 115.749 0.0109938 0.00111806 81006.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.558 114.006 0.0109042 0.0010732 81375 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.122 112.494 0.0106923 0.00105164 82981.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.436 111.705 0.0106877 0.00114824 83862.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.071 111.217 0.0105133 0.00103752 84425.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.624 109.018 0.0105935 0.00105615 83880.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.329 108.658 0.0105544 0.0010392 84076.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.839 106.978 0.0105409 0.00105741 84357 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.427 105.534 0.0105265 0.00104924 84413 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.967 103.192 0.010521 0.00105004 84468.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.752 102.638 0.0106633 0.00105409 83253.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.183 101.014 0.0105557 0.00103904 84063.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.859 100.345 0.0106137 0.00105912 83729.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.423 99.843 0.0106526 0.00110954 83830.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.503 98.3707 0.010587 0.0010466 83853.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.199 96.748 0.0107496 0.00109841 82891.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.825 94.9768 0.0118588 0.00158267 77850.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.321 94.21 0.0109193 0.00109771 81452.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.052 93.2192 0.0106477 0.00104414 83302.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.694 92.2863 0.0107779 0.00110104 82671.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.525 90.7723 0.0109082 0.00107809 81382.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.432 89.0927 0.0110266 0.00109849 80579 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.4005 88.4997 0.0109113 0.00106683 81263.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.9672 87.4453 0.0110288 0.00109001 80492.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.7014 86.4214 0.0110176 0.00110809 80730.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.6893 85.36 0.0108162 0.0010888 82241.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.6896 84.3463 0.0111061 0.00109452 79907.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.4778 83.9294 0.011028 0.00110572 80626.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.2723 82.2433 0.0111698 0.00110491 79483.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.1052 81.0406 0.0108936 0.00106391 81386.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.1717 80.5045 0.0108993 0.00111038 81725.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.2198 79.7004 0.0110982 0.00110111 80023.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.017 78.264 0.0111742 0.00109582 79378.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.8796 77.0777 0.0110794 0.00110115 80174.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.8605 76.9393 0.0111546 0.00113187 79818.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.8739 76.1773 0.0111842 0.00115207 79743.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.8733 74.1658 0.0113241 0.00109274 78190.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.883 73.9406 0.0110393 0.00105183 80099.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.9725 72.2967 0.0108733 0.00109286 81795.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.1113 71.2724 0.0112044 0.00109078 79101.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.3232 70.4327 0.0121309 0.00151197 75337 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.2178 68.6212 0.0128618 0.00116492 68394.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.115 67.8878 0.0113335 0.00131678 79866.4 0
: 601 | 77.1565 67.9159 0.0113383 0.00105942 77829.8 1
: 602 Minimum Test error found - save the configuration
: 602 | 76.3197 66.6527 0.0110094 0.00109441 80685.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.454 66.1793 0.0107698 0.00107078 82482.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.5131 65.0769 0.0107182 0.00104994 82745 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.6138 64.2632 0.0109666 0.00116192 81593.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.4734 63.2638 0.0109342 0.00110545 81393.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.6209 62.1792 0.0108748 0.0010496 81422.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.9277 61.7816 0.0111246 0.00106887 79556.2 0
: 609 | 70.2387 61.9049 0.0105649 0.000995966 83604.1 1
: 610 Minimum Test error found - save the configuration
: 610 | 69.3303 60.9747 0.0106732 0.00105473 83173.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.2246 59.6091 0.0107213 0.00106421 82840.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.6738 58.3096 0.0105914 0.00106616 83987.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.8605 57.9033 0.0106842 0.00110214 83489.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.9638 56.7581 0.011045 0.00111428 80558.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.2912 55.7213 0.0110757 0.00110884 80265.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.7103 55.5333 0.0110132 0.00110346 80728.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.0213 54.4543 0.011116 0.00118122 80525.2 0
: 618 | 62.8323 54.571 0.0108739 0.00107873 81673.2 1
: 619 Minimum Test error found - save the configuration
: 619 | 62.187 53.1403 0.0110184 0.00114282 81007.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.3398 52.5015 0.0111025 0.0010842 79853.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.6735 51.99 0.0107641 0.00106664 82496.2 0
: 622 | 59.9893 52.2112 0.0109488 0.00107395 81014.2 1
: 623 Minimum Test error found - save the configuration
: 623 | 59.3148 49.9122 0.0109756 0.00115037 81422.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.431 49.5268 0.010769 0.00104978 82310.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.9571 48.9954 0.0106657 0.00103657 83081.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.2699 48.8371 0.0106702 0.00104672 83129.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.5849 48.1423 0.01072 0.0010618 82831.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.5564 46.6462 0.0105451 0.00103183 84092.7 0
: 629 | 54.8908 46.9024 0.0104698 0.00100489 84522.7 1
: 630 Minimum Test error found - save the configuration
: 630 | 54.3292 45.8668 0.0105887 0.0010633 83985.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.6394 45.0898 0.0107045 0.00109044 83211.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.0339 44.1814 0.0109929 0.00109973 80863.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.5734 44.0661 0.0106924 0.0010349 82836.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.6468 42.4245 0.0108282 0.00105608 81865.6 0
: 635 | 51.2496 42.4597 0.0105873 0.00100964 83527.5 1
: 636 Minimum Test error found - save the configuration
: 636 | 50.5648 42.2265 0.0110769 0.0011106 80270.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.9083 40.9626 0.0109314 0.00109145 81301.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.2657 40.4154 0.0110938 0.00109492 80009.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.6992 40.2938 0.0107649 0.0010607 82438.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.0325 39.6249 0.0106634 0.0010399 83129.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.5063 39.3114 0.0110439 0.00113363 80723.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.9826 38.4557 0.0110171 0.00111795 80815.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.5127 38.3435 0.0108735 0.00104454 81392.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.9261 37.5108 0.0109437 0.00113121 81529.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3231 36.6892 0.0109082 0.0010958 81529.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.7734 36.2002 0.0109743 0.00105283 80633.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.1554 35.5414 0.0109299 0.00109156 81314.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.7585 35.395 0.0112399 0.00115468 79323.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.1368 34.9442 0.0111585 0.00115894 80003.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.4915 34.5422 0.0110746 0.00116188 80704.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.016 33.6384 0.010964 0.00112415 81302 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.4238 33.4247 0.0109557 0.0011003 81173.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.0033 32.6112 0.0109084 0.00111343 81674.2 0
: 654 | 40.5297 32.6309 0.01085 0.00103294 81490.9 1
: 655 Minimum Test error found - save the configuration
: 655 | 39.962 31.6844 0.0109197 0.00107787 81285.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.5757 31.1572 0.0111364 0.00118696 80406.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.1942 30.3955 0.0111225 0.001161 80309.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.6301 30.0497 0.011033 0.00108797 80442.3 0
: 659 | 38.0734 30.2225 0.0108642 0.00108072 81770.7 1
: 660 Minimum Test error found - save the configuration
: 660 | 37.6096 28.849 0.0109467 0.00111687 81384.7 0
: 661 | 37.3941 29.1099 0.0108495 0.00108221 81906.2 1
: 662 Minimum Test error found - save the configuration
: 662 | 36.8143 27.9611 0.0109444 0.00110014 81265.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.4093 27.9447 0.0108914 0.00107961 81534.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.9477 27.1998 0.0109765 0.00104457 80548.3 0
: 665 | 35.3477 27.4789 0.0108953 0.00105335 81284.6 1
: 666 Minimum Test error found - save the configuration
: 666 | 34.9408 27.1892 0.0109388 0.0010943 81263.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.5356 26.3773 0.0109841 0.0011375 81246.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.1358 25.4194 0.0108867 0.00110627 81795.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.6663 24.9866 0.0109963 0.0011117 80934 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.1679 24.8443 0.0109206 0.00106638 81183.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.9036 24.5604 0.010635 0.00104637 83432.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.4883 24.3805 0.0108749 0.00116733 82409.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.2411 23.5205 0.0107876 0.0010734 82353.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.6779 23.471 0.010649 0.00104823 83326.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.2748 23.1053 0.0109276 0.00109988 81402.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.0568 22.7343 0.0110406 0.00107897 80308.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.5809 22.1864 0.0107925 0.00108413 82403.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.1542 21.776 0.010794 0.00108713 82416.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.7976 21.3568 0.0109807 0.00106879 80711 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.3171 21.1089 0.0108497 0.00109459 82008.1 0
: 681 | 28.9228 21.241 0.0108333 0.00100387 81388.6 1
: 682 Minimum Test error found - save the configuration
: 682 | 28.6685 20.273 0.0108595 0.00109927 81965.3 0
: 683 | 28.3646 20.3523 0.0108734 0.00106614 81572.5 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.0672 19.8582 0.0108589 0.00109046 81896.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.5357 19.4805 0.0109128 0.00109869 81515.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.0666 18.8534 0.010929 0.0011068 81448.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.7017 18.7909 0.0108901 0.00104246 81237.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.5144 18.38 0.0107407 0.00109142 82907.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.1562 18.2031 0.010871 0.00105702 81516.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.7797 17.8979 0.0109026 0.00111171 81708.4 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.5203 17.8644 0.0108385 0.00105147 81740.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.0966 17.4627 0.0120608 0.00164297 76791.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.7226 16.9861 0.0156581 0.00168311 57245.3 0
: 694 | 24.4156 17.5739 0.0150636 0.00103128 57011.2 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.1859 16.4493 0.010613 0.00106384 83776.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 23.9397 16.2746 0.011389 0.00107124 77536.3 0
: 697 | 23.5532 16.3139 0.0107628 0.00104397 82314.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.2076 15.8971 0.0108878 0.00110546 81780.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.9409 15.7619 0.0110854 0.00111913 80271.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.5405 15.562 0.0110787 0.00105779 79832.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.2409 15.3117 0.010774 0.00107542 82486.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 21.9845 14.8704 0.0107988 0.00105296 82086 0
: 703 | 21.6149 14.9244 0.0106724 0.00105431 83176.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 21.3187 14.3286 0.0108551 0.00110131 82019.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.0367 14.2544 0.0109923 0.00113001 81116.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 20.7696 13.7607 0.0107508 0.00109696 82868.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.4754 13.7033 0.0105989 0.00104981 83778 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.2473 13.3566 0.0106464 0.00104576 83328.1 0
: 709 | 19.9774 13.7384 0.010577 0.000999917 83532.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 19.7368 13.1098 0.0107912 0.00107646 82349.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.4194 12.857 0.0108344 0.00111206 82284.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.1405 12.6043 0.011117 0.00108739 79763.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 18.8945 12.5923 0.0112209 0.00110975 79120.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.8585 12.4863 0.0109382 0.00110191 81331.6 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.3876 12.264 0.0124652 0.00168508 74210.4 0
: 716 | 18.3871 12.3401 0.0127413 0.00100435 68160.6 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.0614 12.1235 0.0107967 0.0010573 82140.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.7111 11.787 0.0112596 0.00110935 78816.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.5608 11.6953 0.0108828 0.00112063 81948.9 0
: 720 | 17.3902 12.31 0.0108738 0.00108953 81763.9 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.2947 11.3374 0.0107397 0.00106825 82717.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.0227 10.9906 0.0108548 0.00109614 81978.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.6452 10.7534 0.0106617 0.00106947 83401 0
: 724 | 16.37 10.7555 0.0107864 0.00108985 82503.4 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.0821 10.6423 0.0109401 0.0010633 80998 0
: 726 Minimum Test error found - save the configuration
: 726 | 15.8849 10.3938 0.0108577 0.00105512 81610.9 0
: 727 Minimum Test error found - save the configuration
: 727 | 15.7412 10.0805 0.0108079 0.00106768 82133.8 0
: 728 | 15.6871 10.5521 0.0108902 0.00102113 81061.7 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.4912 10.0241 0.0110443 0.00111365 80558.9 0
: 730 | 15.1563 10.1263 0.0108619 0.00105549 81579 1
: 731 | 15.0093 10.3717 0.0110421 0.00141655 83112.5 2
: 732 Minimum Test error found - save the configuration
: 732 | 14.8037 9.42681 0.0110998 0.0010577 79664.8 0
: 733 | 14.5448 9.72827 0.0105889 0.00100635 83485.3 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.2775 9.41938 0.0112285 0.00106261 78694.4 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.0935 9.2047 0.010709 0.00104998 82824.1 0
: 736 Minimum Test error found - save the configuration
: 736 | 13.8946 8.89671 0.0111237 0.00106267 79514.5 0
: 737 | 13.7119 9.17915 0.0108841 0.00108268 81621 1
: 738 | 13.8703 9.23216 0.0106121 0.00100433 83265.5 2
: 739 | 13.583 9.27532 0.0105627 0.00100666 83716.7 3
: 740 | 13.4827 9.10709 0.0108007 0.00101711 81769.2 4
: 741 | 13.1392 9.38008 0.010783 0.00102695 82000.5 5
: 742 Minimum Test error found - save the configuration
: 742 | 12.9851 8.09507 0.0111558 0.00117707 80170.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.5885 7.72042 0.0112996 0.0011204 78591.5 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.3767 7.60196 0.0111213 0.00111726 79967.5 0
: 745 | 12.3752 7.76089 0.0108819 0.00105679 81424.3 1
: 746 | 12.1218 7.72231 0.0108757 0.00105551 81464.9 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.0199 7.16138 0.0110147 0.00110192 80704.1 0
: 748 | 11.7805 7.2362 0.0108805 0.00105257 81400.7 1
: 749 | 11.7728 7.66088 0.0108739 0.00101896 81177.9 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.6948 7.0334 0.011381 0.00117267 78367.1 0
: 751 | 11.5615 7.09445 0.0140812 0.00134601 62818 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4442 6.78736 0.014409 0.00141297 61557.4 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.2032 6.67934 0.014292 0.00142097 62155.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 10.9967 6.10649 0.0114244 0.00116764 77997.2 0
: 755 | 10.804 6.50842 0.0110115 0.00107139 80482 1
: 756 | 10.5721 6.22939 0.0109058 0.00109405 81534.6 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.4851 6.09498 0.010984 0.00114109 81277 0
: 758 | 10.4125 6.20392 0.0107928 0.00101972 81857.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.2076 5.4252 0.0108273 0.00108401 82107.7 0
: 760 | 10.053 6.27818 0.0108505 0.0010982 82032.1 1
: 761 Minimum Test error found - save the configuration
: 761 | 9.96647 5.39033 0.0108139 0.00109093 82279 0
: 762 Minimum Test error found - save the configuration
: 762 | 9.80357 5.25007 0.0107875 0.00106064 82246.2 0
: 763 | 9.6455 5.6547 0.0109194 0.00105155 81071.7 1
: 764 Minimum Test error found - save the configuration
: 764 | 9.6431 5.1341 0.0107842 0.00106899 82345.4 0
: 765 | 9.49567 5.25313 0.0109518 0.00102645 80601.4 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.40129 4.94433 0.0109706 0.001084 80917.6 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.35508 4.90345 0.0109815 0.00111241 81060.8 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.28794 4.67021 0.0108401 0.00105469 81754.2 0
: 769 Minimum Test error found - save the configuration
: 769 | 8.9867 4.43869 0.0109253 0.00105862 81081 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.71902 4.04584 0.0109329 0.00108602 81243.8 0
: 771 | 8.64475 4.75133 0.0108577 0.00103612 81452.9 1
: 772 | 8.9784 4.50205 0.0109499 0.00105629 80860.4 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.78841 3.97215 0.0107738 0.00105726 82333.6 0
: 774 | 8.44632 4.07845 0.0108647 0.00107725 81737.3 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.31287 3.91625 0.0108666 0.00106567 81625.1 0
: 776 | 8.12501 4.05705 0.0106361 0.000989245 82928.9 1
: 777 | 8.07544 4.53621 0.0109228 0.00103225 80885.2 2
: 778 | 7.97354 4.0155 0.0106876 0.00101723 82726.6 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.06245 3.72853 0.0105501 0.00103448 84072.6 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.79558 3.61655 0.0106795 0.00106547 83211.3 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.66335 3.34415 0.0108166 0.00108397 82198.1 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.58996 2.9454 0.0108 0.00102993 81882.7 0
: 783 | 7.41709 3.12257 0.010699 0.000996466 82452.4 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.5616 2.81923 0.0107705 0.00108704 82614.9 0
: 785 | 7.35513 3.43537 0.0107664 0.00100431 81950 1
: 786 | 7.28961 3.75968 0.010594 0.00100174 83400.1 2
: 787 Minimum Test error found - save the configuration
: 787 | 7.04232 2.6212 0.0105946 0.00105583 83867.9 0
: 788 | 7.10653 2.95554 0.0106634 0.00100706 82846.7 1
: 789 | 6.91936 2.71866 0.010701 0.00104442 82845.3 2
: 790 | 6.92353 2.63091 0.0107085 0.00101446 82524.9 3
: 791 | 6.70062 3.20174 0.0106414 0.00101952 83144.1 4
: 792 Minimum Test error found - save the configuration
: 792 | 6.65808 2.50085 0.010733 0.00114608 83446.8 0
: 793 | 6.55875 2.93933 0.0107558 0.00100974 82084 1
: 794 | 6.586 2.7023 0.0105525 0.00100363 83779.9 2
: 795 Minimum Test error found - save the configuration
: 795 | 6.55689 2.25571 0.0109382 0.00121783 82301.1 0
: 796 | 6.4294 2.70133 0.0106722 0.000994078 82661 1
: 797 | 6.52454 3.26292 0.0105566 0.00100509 83756.6 2
: 798 | 6.16702 2.53435 0.010778 0.00100121 81826.9 3
: 799 Minimum Test error found - save the configuration
: 799 | 5.95603 2.03119 0.0110078 0.00113311 81015.5 0
: 800 | 5.8969 2.58805 0.0110985 0.00101548 79341.1 1
: 801 | 5.91123 2.27214 0.0107756 0.00100053 81841 2
: 802 | 6.03942 2.74861 0.0112988 0.00121565 79340.4 3
: 803 | 5.99946 2.72584 0.012468 0.00112155 70506.7 4
: 804 | 5.82364 2.22278 0.0116093 0.00108911 76044.1 5
: 805 | 5.83014 2.12444 0.0114687 0.00100396 76447.2 6
: 806 | 5.55389 2.38267 0.0117553 0.00101852 74510.3 7
: 807 | 5.41278 2.66351 0.0115965 0.00120376 76977.2 8
: 808 | 5.31868 2.36332 0.0115596 0.00101553 75872 9
: 809 | 5.26346 2.11419 0.0117011 0.00112308 75628.8 10
: 810 | 5.23521 2.44729 0.0113745 0.00111269 77959.1 11
: 811 | 5.11883 2.12465 0.0106109 0.000997666 83219 12
: 812 | 5.07197 2.19954 0.0106139 0.000994977 83169.5 13
: 813 | 5.11962 2.03319 0.0106493 0.00107438 83551.7 14
: 814 Minimum Test error found - save the configuration
: 814 | 5.04597 2.01093 0.0113761 0.00115254 78250.7 0
: 815 | 5.01009 2.18677 0.0115117 0.00112815 77045.2 1
: 816 | 4.93556 2.33203 0.0115773 0.00107164 76149.4 2
: 817 | 4.96618 2.32481 0.0113314 0.00104844 77798.7 3
: 818 | 4.82463 2.25617 0.0116145 0.00109011 76014.1 4
: 819 | 4.96688 2.83942 0.0115658 0.0010855 76334 5
: 820 | 4.76477 2.37983 0.010778 0.00114429 83041.9 6
: 821 | 4.69964 2.21569 0.011343 0.00109474 78062 7
: 822 | 4.6629 2.08644 0.0117046 0.00118548 76051.7 8
: 823 | 4.5253 2.50756 0.011574 0.00102887 75864.3 9
: 824 Minimum Test error found - save the configuration
: 824 | 4.61513 2.01003 0.0112496 0.00120343 79631.9 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.57266 1.82196 0.0118163 0.00122812 75555.8 0
: 826 | 4.36147 2.12636 0.0110779 0.00109679 80151.6 1
: 827 | 4.41105 1.97187 0.0114758 0.00114992 77475.1 2
: 828 | 4.56261 2.14311 0.0116793 0.00113851 75896 3
: 829 | 4.25494 2.14733 0.0106846 0.00101246 82711.4 4
: 830 Minimum Test error found - save the configuration
: 830 | 4.11274 1.72804 0.0106801 0.001054 83107.2 0
: 831 | 4.09361 1.81862 0.010898 0.00100365 80854.5 1
: 832 | 4.08007 2.25612 0.0108241 0.00100804 81499.1 2
: 833 | 3.96112 1.83253 0.0108826 0.0010475 81341.2 3
: 834 | 3.8767 2.16149 0.0111616 0.00101994 78882.5 4
: 835 | 3.86909 2.22086 0.011089 0.00100191 79308.9 5
: 836 | 3.80269 2.11333 0.0111065 0.00101402 79266.7 6
: 837 | 3.98749 2.81442 0.0108693 0.00102894 81297.8 7
: 838 | 4.0919 2.04655 0.0108573 0.00101272 81263 8
: 839 | 3.90921 2.69308 0.0112961 0.001118 78600.1 9
: 840 | 3.96856 2.7327 0.0111438 0.00109804 79635.6 10
: 841 | 4.11792 2.73099 0.0112185 0.00111598 79187.9 11
: 842 | 3.73813 2.66367 0.0112087 0.00115442 79568.2 12
: 843 | 3.71255 2.18237 0.0110186 0.00101281 79953.7 13
: 844 | 3.60206 1.79335 0.0112709 0.00104317 78219 14
: 845 | 3.75866 1.90032 0.0118883 0.00124732 75180.9 15
: 846 | 3.61742 2.3052 0.0112898 0.00105636 78175.3 16
: 847 | 3.62963 2.17506 0.0119003 0.00103258 73612.3 17
: 848 | 3.3648 2.14106 0.0114298 0.00102247 76868.6 18
: 849 | 3.30415 2.29258 0.0114161 0.000994826 76766 19
: 850 | 3.43467 2.23921 0.0109789 0.00102667 80384.1 20
: 851 | 3.53553 2.02321 0.0105361 0.00100298 83917.7 21
:
: Elapsed time for training with 1000 events: 9.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0119 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.874 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.182 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= 3.25349e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03305e+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: 0.0438 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: 0.0398 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: 0.00288 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: 0.103 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: 0.916 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: 0.0222 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00296 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: 0.0385 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00523 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: 0.00456 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00316 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: 0.0996 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0123 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: 0.928 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.702 0.0510 5.41 1.51 | 3.245 3.242
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0640 0.0762 1.88 1.08 | 3.351 3.344
: 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.