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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A 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:3786
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx: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: 0.265 sec
: Elapsed time for training with 1000 events: 0.269 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00275 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: 0.00073 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0039 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000193 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000306 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 = 31451.4
: --------------------------------------------------------------
: 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 | 32985.1 31052.5 0.0102079 0.00105168 87372 0
: 2 Minimum Test error found - save the configuration
: 2 | 32472 30505.1 0.0103345 0.00107327 86381.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31816.8 29919.7 0.0105219 0.00109053 84823.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31170.6 29364.2 0.0104168 0.00104533 85365.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30519.1 28715.2 0.0104738 0.00103717 84776.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29757.7 27878.7 0.0107614 0.00104504 82335.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 29057.9 27232.7 0.0103916 0.0010189 85354.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28600.5 26850.8 0.0102358 0.00100409 86658.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28245.9 26531.4 0.0102816 0.00100528 86241 0
: 10 Minimum Test error found - save the configuration
: 10 | 27923.3 26239 0.0102291 0.00100153 86697.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27627.8 25955 0.0102447 0.0010187 86711.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27336.3 25688 0.0102805 0.00100555 86254.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 27060.8 25426.6 0.010336 0.00103866 86046.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26793 25170.4 0.0102059 0.000999242 86893.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26527.9 24924.8 0.0104943 0.00118653 85949.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26275.1 24679.8 0.0103566 0.00100184 85517.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 26023.3 24441.7 0.0102255 0.00100368 86751.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25774.9 24211.3 0.0105248 0.00102703 84230.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25535.1 23982.5 0.0102698 0.00100163 86316.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25298.2 23756.6 0.0103246 0.00100605 85850.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 25065.5 23532.7 0.0102496 0.00100338 86521.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24831.2 23317.9 0.01019 0.000996743 87019.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24608.1 23100.3 0.0102106 0.00101803 87027.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24382.1 22888.9 0.010215 0.00100506 86863.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 24162.6 22678.3 0.0107616 0.00102496 82163.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23943.8 22471.4 0.0102507 0.00100431 86520.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23730.9 22264 0.0102327 0.00101749 86813.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23513.6 22065.8 0.0102226 0.00104137 87134.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23305.7 21866.6 0.0102462 0.00102297 86737.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 23096.4 21671.8 0.0102682 0.00102772 86576 0
: 31 Minimum Test error found - save the configuration
: 31 | 22891.5 21478.4 0.0104059 0.00119918 86893.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22688.9 21286.5 0.0109696 0.00103097 80493.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22489.1 21095.1 0.0103304 0.00103011 86019 0
: 34 Minimum Test error found - save the configuration
: 34 | 22291 20905.3 0.0103027 0.00100609 86052.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 22092.4 20720.7 0.0104888 0.0010022 84329.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21899.7 20536.2 0.0104163 0.00100823 85033 0
: 37 Minimum Test error found - save the configuration
: 37 | 21705.6 20356.1 0.0102694 0.00100724 86373.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21515.7 20177.4 0.0102158 0.0010026 86831.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21328.1 19999.7 0.011532 0.0011 76687.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21142.8 19822.7 0.0102504 0.00102395 86706.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20956.7 19650.1 0.01019 0.00100374 87086.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20775.4 19477.4 0.0102351 0.00100275 86652.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20594 19307.8 0.0104114 0.00103722 85340.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20414.8 19140.6 0.0106185 0.0010309 83441.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 20240.8 18970.7 0.0103479 0.00110523 86555.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 20062.4 18807.3 0.0102077 0.00100253 86907.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19889.7 18644.5 0.0103355 0.00109555 86580.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19719.6 18481.1 0.0104608 0.00101095 84657.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19548.5 18321.2 0.0103466 0.00101042 85688.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19378.8 18165 0.0102742 0.00100809 86336.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19213.6 18008 0.0103374 0.00102973 85950.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 19049.7 17850.6 0.0102543 0.00100769 86517.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18885.1 17695.3 0.0102859 0.00105168 86634.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18719.2 17539.5 0.0115486 0.0010268 76033 0
: 55 Minimum Test error found - save the configuration
: 55 | 18552.4 17384 0.0112505 0.00154636 82438.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18390.5 17229.8 0.010612 0.00102193 83419.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18238 17077.1 0.0102884 0.00102153 86328.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18078.2 16939.1 0.0103774 0.0010209 85502.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17918.8 16787.6 0.0103247 0.00101656 85946.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17756.9 16629.1 0.0103419 0.00103319 85941.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17610 16492.7 0.0106565 0.00103428 83141.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17451.2 16338.4 0.0104053 0.00102333 85269.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17291.4 16185.4 0.0119958 0.00106658 73198 0
: 64 Minimum Test error found - save the configuration
: 64 | 17144.1 16040 0.0103984 0.00103097 85402.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16988.8 15893.1 0.0105843 0.00103319 83759.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16838.8 15744.3 0.0103938 0.00103206 85454.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16692 15610.3 0.0104925 0.00106772 84882.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16541.2 15464.5 0.0104771 0.00103609 84736.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16391.2 15323 0.0104581 0.00103308 84880.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16245.7 15184.2 0.0104404 0.00103304 85040.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 16101.3 15047.9 0.0104092 0.00103489 85339.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15961.4 14911.9 0.0104609 0.00103757 84896 0
: 73 Minimum Test error found - save the configuration
: 73 | 15814.4 14778 0.0111645 0.00104244 79035.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15673.9 14643.3 0.0114443 0.00104614 76937 0
: 75 Minimum Test error found - save the configuration
: 75 | 15533.9 14509.4 0.0105349 0.00111068 84888 0
: 76 Minimum Test error found - save the configuration
: 76 | 15393.8 14378.4 0.0104161 0.00104049 85328 0
: 77 Minimum Test error found - save the configuration
: 77 | 15255.7 14247.3 0.0104143 0.00103206 85267.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15117.9 14117.9 0.010477 0.00105349 84894.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14984.8 13987 0.0104861 0.00104035 84694 0
: 80 Minimum Test error found - save the configuration
: 80 | 14846.6 13859.8 0.0104329 0.00103424 85118.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14712.4 13735.3 0.0104376 0.00103639 85095.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14581.1 13608.7 0.0110941 0.0010779 79870.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14449.8 13485.5 0.0105059 0.00106643 84750.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14318.8 13361.6 0.0130066 0.00169506 70724 0
: 85 Minimum Test error found - save the configuration
: 85 | 14189.7 13240.4 0.0149538 0.00172987 60496.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 14061.1 13121.3 0.0160016 0.00168411 55875.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13935 13003.9 0.0109125 0.0010535 81144.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13811.6 12883.6 0.010518 0.00104082 84413 0
: 89 Minimum Test error found - save the configuration
: 89 | 13686.1 12767.1 0.0105168 0.00103869 84405.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13563 12651.7 0.0109494 0.00112824 81457 0
: 91 Minimum Test error found - save the configuration
: 91 | 13441 12537.8 0.0105593 0.00106589 84269.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13321.7 12422.6 0.0105081 0.00104222 84513.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13201.7 12309.7 0.0104759 0.00104625 84839.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13082.7 12197.6 0.0105801 0.00105129 83956.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12964.3 12088 0.0104758 0.00103863 84771.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12849.9 11976.7 0.010502 0.00103986 84547.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12731.5 11870.4 0.0106443 0.00117669 84498.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12618.4 11763.2 0.0104661 0.00105846 85037.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12505.7 11655.6 0.0104653 0.00104866 84955.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12392.4 11550.4 0.0106744 0.00104087 83042.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12282 11444.6 0.0105505 0.00106138 84307 0
: 102 Minimum Test error found - save the configuration
: 102 | 12170 11342.2 0.0105165 0.00104946 84503.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 12062 11238.2 0.0104513 0.0010427 85028.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11953.5 11135.3 0.010513 0.00105241 84561.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11845.6 11033.8 0.0104523 0.00103657 84964 0
: 106 Minimum Test error found - save the configuration
: 106 | 11737.2 10935.6 0.0104989 0.00104541 84625 0
: 107 Minimum Test error found - save the configuration
: 107 | 11632 10837.5 0.0105802 0.00104535 83902.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11528.7 10738 0.0104921 0.00104014 84638.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11424.4 10640 0.0112099 0.00105602 78787.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11322.3 10541.6 0.0105555 0.00106277 84275.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11219.4 10445.6 0.0108159 0.00122943 83450.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11116.5 10352.9 0.0106028 0.00104523 83703 0
: 113 Minimum Test error found - save the configuration
: 113 | 11017.8 10258.6 0.0105059 0.00104202 84532.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10918.6 10164.9 0.0106395 0.00106131 83522.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10819.8 10072.4 0.0105557 0.0010707 84343.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10721.6 9981.26 0.0105504 0.00105765 84275.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10626.4 9888.8 0.0105125 0.00104272 84479.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10529.2 9798.91 0.0105405 0.00104675 84265.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10434.1 9709.83 0.0109568 0.00105064 80757.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10338.9 9622.57 0.0106514 0.00107066 83501.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10246.6 9534.32 0.0104983 0.00104399 84617.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10155.5 9444.96 0.0105405 0.00104345 84236.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 10061.1 9359.88 0.0105034 0.00105409 84662.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9970.06 9275.64 0.0108494 0.00115716 82540.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9880.19 9191.53 0.0111001 0.00106447 79716.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9791.06 9107.69 0.0105139 0.00105035 84534.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9702.89 9023.8 0.0105073 0.00105445 84630.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9614.06 8942.07 0.0106933 0.00105738 83022.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9527.51 8860.26 0.0108621 0.00121314 82910.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9441.36 8778.64 0.010848 0.00110415 82102.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9354.86 8699.08 0.0105467 0.00105284 84265.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9270.32 8619.74 0.010545 0.00104374 84199.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9186.7 8540.45 0.0106343 0.00104617 83436.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9102.06 8463.66 0.0106376 0.00105099 83449.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 9022.29 8383.26 0.0107736 0.00105189 82290 0
: 136 Minimum Test error found - save the configuration
: 136 | 8937.58 8307.72 0.0105958 0.00105562 83855.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8857.33 8231.4 0.0106464 0.0010955 83762 0
: 138 Minimum Test error found - save the configuration
: 138 | 8776.92 8155.65 0.0106028 0.0010522 83764.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8696.97 8080.92 0.0105089 0.00105384 84611 0
: 140 Minimum Test error found - save the configuration
: 140 | 8618.65 8005.84 0.0106033 0.00108784 84073.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8538.78 7933.52 0.0108263 0.0010565 81885.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8461.9 7860.75 0.0105017 0.00104353 84582.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8385.14 7788.3 0.0106133 0.00105476 83695 0
: 144 Minimum Test error found - save the configuration
: 144 | 8308.81 7716.46 0.0106445 0.00107702 83616.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8233.01 7645.49 0.010601 0.00106478 83890.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8159.31 7573.46 0.0105456 0.0010505 84253.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 8081.04 7508.13 0.0107024 0.00106706 83027.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 8011.6 7436.72 0.0105885 0.00105698 83931.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7936.47 7369.08 0.0105424 0.00104808 84260.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7864.93 7300.84 0.0105942 0.00106756 83975.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7793.38 7232.9 0.0105842 0.00105023 83910.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7722.09 7166.01 0.0105137 0.00104633 84500.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7651.17 7100.26 0.0107272 0.00105353 82699 0
: 154 Minimum Test error found - save the configuration
: 154 | 7580.5 7036.56 0.0108623 0.00107462 81735.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7512.43 6971.45 0.0105423 0.00105047 84283.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7443.95 6906.88 0.0107805 0.00106474 82340.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7375.91 6842.9 0.010644 0.00105138 83397.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7309.14 6778.65 0.0109985 0.00106696 80551.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7241.29 6716.62 0.0106567 0.00107356 83479.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7175.16 6654.95 0.0105947 0.0010664 83960.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7110.43 6592.73 0.0125715 0.00174789 73912.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 7044.81 6531.81 0.0106795 0.00105335 83106.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6979.69 6472.5 0.0105463 0.00105019 84245.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6917.34 6411.44 0.0105553 0.00104812 84146.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6852.5 6353.26 0.0107524 0.00109322 82822.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6791.26 6293.57 0.0105829 0.00106064 84013.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6727.43 6236.66 0.0105429 0.00104689 84245.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6666.88 6178.64 0.010534 0.00104803 84335.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6606.93 6119.52 0.0109921 0.00107773 80690.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6544.43 6063.83 0.0105541 0.0010496 84171.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6484.62 6008.36 0.0105985 0.00105315 83810.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6426.45 5951.49 0.0106799 0.00108368 83366.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6366.49 5896.49 0.0105751 0.00105009 83989.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6307.98 5842.07 0.0105473 0.00105875 84312.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6250.85 5787.16 0.0109063 0.00106882 81322 0
: 176 Minimum Test error found - save the configuration
: 176 | 6193.02 5733.2 0.0105692 0.00105489 84083.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6134.83 5681.7 0.0106311 0.00105638 83553.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6080.39 5627.7 0.0106118 0.0010825 83951.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 6023.56 5575.51 0.0105881 0.00107957 84135 0
: 180 Minimum Test error found - save the configuration
: 180 | 5967.85 5524.51 0.0105694 0.00104751 84016.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5913.88 5472.59 0.010637 0.00105294 83472.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5859.16 5421.34 0.0105673 0.0010525 84079.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5804.71 5371.66 0.0105764 0.00105086 83984.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5751.49 5321.79 0.0110296 0.00107159 80337.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5699.41 5271.44 0.0105783 0.00105846 84034.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5646.2 5222.52 0.0105658 0.00105203 84089.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5592.85 5176.06 0.0105622 0.0010498 84101 0
: 188 Minimum Test error found - save the configuration
: 188 | 5543.37 5126.91 0.0106068 0.00105531 83756.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5492.39 5078.12 0.0108087 0.00107348 82176 0
: 190 Minimum Test error found - save the configuration
: 190 | 5441.21 5030.69 0.0106225 0.0010546 83613.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5390.26 4984.79 0.0105878 0.0010543 83914.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5341.08 4938.61 0.0109285 0.00106062 81071.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5292.2 4892.26 0.0106984 0.00117769 84027.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5243.65 4846.18 0.0108543 0.00106069 81686.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5194.86 4801.12 0.0105789 0.00104972 83952.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5147.25 4756.08 0.0105726 0.00105098 84019.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5098.83 4712.69 0.0106145 0.00104993 83642.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5053.09 4668.08 0.0106186 0.00107592 83834 0
: 199 Minimum Test error found - save the configuration
: 199 | 5005.89 4624.79 0.0106337 0.00106943 83644.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4959.74 4581.73 0.0105895 0.00106327 83979.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4914.12 4539.17 0.010591 0.00105289 83874.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4868.8 4497.6 0.0107119 0.00105406 82834.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4824.11 4455.24 0.0112134 0.00107291 78891.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4780.9 4412.47 0.0106535 0.00105407 83338.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4734.5 4373.11 0.0107772 0.00106537 82374.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4692.66 4331.22 0.0106351 0.00105291 83487.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4648.86 4291.12 0.0106046 0.00105092 83737.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4606.08 4251.29 0.0106319 0.00108757 83819.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4563.66 4211.62 0.0108121 0.00107975 82200 0
: 210 Minimum Test error found - save the configuration
: 210 | 4522 4172.07 0.0105515 0.00104736 84173.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4480.23 4133.48 0.0106765 0.00107888 83353.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4438.76 4095.31 0.0106782 0.00105606 83142 0
: 213 Minimum Test error found - save the configuration
: 213 | 4398.83 4056.38 0.0105737 0.00104881 83990.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4357.32 4019.47 0.0105499 0.00105921 84293.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4317.85 3982.08 0.0105933 0.00106208 83935 0
: 216 Minimum Test error found - save the configuration
: 216 | 4278.51 3944.86 0.0106488 0.00106537 83477.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4239.39 3907.61 0.0105802 0.00105013 83944.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4199.58 3872.14 0.0106729 0.00107562 83357.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4161.79 3835.95 0.0109172 0.00106562 81205.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4123.53 3800.37 0.0105622 0.00105262 84125.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4085.86 3764.64 0.0106052 0.0010544 83762.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4048.53 3729.55 0.0108057 0.00106257 82108.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4011.16 3695.29 0.010617 0.00105238 83641.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3974.7 3661.14 0.0105912 0.00105382 83880.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3938.97 3626.21 0.0106102 0.00107081 83863.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3902.79 3592.09 0.0105675 0.00105091 84063.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3866.49 3559.59 0.0106019 0.00108913 84097.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3831.55 3526.28 0.0106105 0.00106558 83814.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3796.5 3494.04 0.0105824 0.00106077 84019 0
: 230 Minimum Test error found - save the configuration
: 230 | 3763.49 3460.67 0.0107709 0.0011379 83047.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3726.63 3429.88 0.0107554 0.00106044 82517 0
: 232 Minimum Test error found - save the configuration
: 232 | 3694.76 3396.42 0.010633 0.00105444 83519.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3660.16 3365.45 0.0105857 0.00105251 83917.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3626.69 3334.37 0.0110235 0.00121096 81528 0
: 235 Minimum Test error found - save the configuration
: 235 | 3594.24 3303.02 0.0105662 0.00105189 84083.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3561.51 3272.29 0.0106079 0.00105166 83715.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3528.91 3241.64 0.0106667 0.00108079 83455.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3496.78 3211.76 0.0105747 0.00106107 84090.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3464.08 3183.53 0.0107008 0.00105585 82945.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3433.8 3153.73 0.0112236 0.00110657 79074.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3402.68 3123.75 0.0108935 0.00107974 81518.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3371.9 3094.11 0.010689 0.00111993 83602.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3340.5 3066.03 0.0110671 0.00107463 80060.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3310.45 3037.84 0.0106382 0.00109829 83858.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3280.86 3008.84 0.0106655 0.00106344 83315.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3250.88 2980.78 0.0106297 0.00108179 83787.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3220.82 2953.83 0.0112198 0.00111242 79149.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3191.64 2926.94 0.0107639 0.00106531 82486.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3163.08 2899.4 0.0105891 0.00105805 83936.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3134.6 2871.84 0.010749 0.0010571 82542.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3105.56 2845.68 0.0109656 0.00105794 80745.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3078.91 2818.19 0.0106981 0.00105913 82996.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3048.81 2793.44 0.0106281 0.00105582 83574.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3022.49 2766.99 0.0106336 0.00106105 83572.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2994.1 2742.62 0.0120155 0.00107459 73120.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2968.41 2716.14 0.0123197 0.00117882 71807.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2940.97 2690.71 0.0107613 0.0010653 82508.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2913.62 2666.4 0.010614 0.00105496 83690.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2887.71 2641.86 0.0108567 0.00108709 81886.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2861.32 2617.9 0.0106532 0.00105915 83385.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2836.6 2592.46 0.0107393 0.00105859 82638.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2809.59 2569.03 0.0106164 0.00105377 83659.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2784.56 2545.36 0.0109797 0.00106628 80698.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2758.63 2523.18 0.0109187 0.00105949 81142.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2735.64 2498.45 0.0106717 0.0010555 83193.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2709.97 2475.27 0.0106966 0.00109984 83361.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2685.09 2452.67 0.0106049 0.00105156 83740 0
: 268 Minimum Test error found - save the configuration
: 268 | 2660.96 2430.16 0.0110148 0.0011021 80704.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2637.36 2407.03 0.0108935 0.00107603 81487.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2612.65 2385.58 0.0109318 0.0010861 81254.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2589.66 2363.19 0.0106653 0.00106021 83289.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2565.52 2342.28 0.0106411 0.00105731 83474.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2542.8 2320.57 0.0106017 0.00105135 83766.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2519.36 2299.68 0.0106929 0.00105983 83047.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2497.49 2277.51 0.0106311 0.001055 83540.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2473.71 2257.1 0.0106644 0.00107849 83455.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2451.56 2236.56 0.0108226 0.00107151 82042.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2429.18 2216.43 0.0106438 0.00105657 83444 0
: 279 Minimum Test error found - save the configuration
: 279 | 2407.68 2195.43 0.0106721 0.00108336 83431.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2385.98 2174.83 0.0110262 0.00107708 80409.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2363.32 2155.43 0.0107163 0.00106131 82859.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2342.35 2135.44 0.0106313 0.00105729 83559.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2320.82 2116.06 0.0106681 0.00107927 83430.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2299.66 2096.73 0.0106928 0.00107023 83138 0
: 285 Minimum Test error found - save the configuration
: 285 | 2278.63 2077.64 0.0108252 0.00107591 82057.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2257.68 2058.74 0.0110782 0.0011553 80621.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2237.51 2039.42 0.0107132 0.00106974 82958.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2216.61 2021.26 0.0107175 0.00105942 82831.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2196.47 2002.62 0.0106904 0.0010595 83065.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2176.51 1984.31 0.0106198 0.00106478 83725.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2155.68 1966.36 0.0106255 0.00105429 83583.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2137.03 1947.85 0.0111667 0.00131156 81175.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2117.15 1929.7 0.0117607 0.00107837 74890.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2097.55 1911.61 0.0107133 0.00107574 83008.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2077.91 1894.38 0.0109687 0.00109866 81053.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2058.52 1877.71 0.0107635 0.00109556 82747.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2039.68 1860.79 0.0107374 0.00105991 82665.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2020.62 1843.75 0.0113116 0.00107702 78166.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2002.52 1826.57 0.0108245 0.00108393 82131.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1983.77 1809.69 0.010878 0.00106075 81489.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1965.01 1793.46 0.0111278 0.00106768 79521.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1947.05 1777.23 0.0106922 0.00106287 83079.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1928.71 1760.83 0.0107529 0.00110642 82932 0
: 304 Minimum Test error found - save the configuration
: 304 | 1911.25 1744.25 0.0108102 0.00110021 82389.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1892.99 1728.5 0.0111047 0.0010961 79931.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1875.43 1712.58 0.0107134 0.0010586 82860.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1857.9 1697.36 0.0107755 0.00107972 82510.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1840.5 1681.89 0.0106536 0.00105892 83379.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1823.7 1666.34 0.0111382 0.0010668 79432.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1805.8 1651.64 0.0108061 0.00107067 82174.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1789.32 1636.12 0.0111117 0.00116646 80440.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1772.41 1621.9 0.0106329 0.0010574 83546.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1756.06 1606.33 0.0106888 0.00105972 83081.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1739.62 1591.48 0.0109626 0.00109793 81097.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1722.63 1576.8 0.0107588 0.00109776 82807.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1706.4 1562.35 0.0112747 0.00118165 79262.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1690.24 1548.51 0.0122055 0.00107747 71890.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1674.28 1534.23 0.0107189 0.00108976 83080.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1658.57 1519.78 0.0107308 0.00109587 83031 0
: 320 Minimum Test error found - save the configuration
: 320 | 1642.97 1505.7 0.0107131 0.00106084 82882.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1626.88 1492.61 0.0108747 0.00126216 83224.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1611.79 1478.74 0.010894 0.0010719 81449.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1596.46 1464.79 0.0110532 0.00109886 80366.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1581.07 1451.34 0.0106638 0.00105935 83294.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1565.77 1438.44 0.0106592 0.00105947 83336 0
: 326 Minimum Test error found - save the configuration
: 326 | 1550.84 1425.2 0.0111448 0.00107231 79424.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1536.35 1411.8 0.0106171 0.00105727 83683.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1521.54 1398.62 0.0106319 0.00106009 83578.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1506.97 1385.65 0.0106505 0.0010874 83654.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1492.45 1372.91 0.0107508 0.00107295 82662.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1478.28 1360.14 0.0106545 0.00105718 83356.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1463.57 1348.38 0.0108377 0.00107248 81923.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1450.33 1335.97 0.0106939 0.00108089 83220.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1436.46 1322.59 0.0108989 0.0010695 81388.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1422.27 1310.26 0.0106103 0.00105714 83741.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1408.19 1299.04 0.0106425 0.00105594 83450.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1395.48 1286.24 0.0106348 0.00106955 83635.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1381.2 1274.88 0.0106017 0.00105734 83819.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1368.63 1262.5 0.0109531 0.00129209 82806.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1354.97 1250.96 0.0106374 0.00107587 83668.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1341.98 1239.27 0.0105929 0.00105848 83906.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1328.68 1228.89 0.0111589 0.00127934 80974.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.54 1216.78 0.0116962 0.00108162 75368.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1303.6 1205.84 0.0107483 0.0010665 82629.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1291.11 1194.26 0.0106083 0.00106039 83788.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1278.6 1183.38 0.0107723 0.00108602 82591 0
: 347 Minimum Test error found - save the configuration
: 347 | 1266.42 1171.76 0.0107718 0.00105831 82359.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1254.18 1160.9 0.011052 0.00106397 80096.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1241.68 1149.95 0.0107092 0.00107658 83051.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1229.8 1139.22 0.0106875 0.0010595 83091.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1217.71 1128.81 0.0109879 0.00110326 80933.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1206.28 1118.07 0.0129771 0.00113608 67562 0
: 353 Minimum Test error found - save the configuration
: 353 | 1194.88 1107.45 0.0107219 0.00113529 83449.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1183.08 1097.28 0.010653 0.00105834 83379.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1171.59 1087.04 0.0106338 0.0010552 83519.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1160.03 1077.23 0.0106192 0.00107442 83815.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1149.07 1066.11 0.0106861 0.00109616 83420.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1137.73 1056.03 0.0106902 0.00105632 83040.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1126.4 1046.48 0.0107546 0.00106383 82552.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1115.94 1037.19 0.0108467 0.00107137 81838.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1104.99 1027.3 0.0106566 0.00107224 83469.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.02 1016.9 0.0107605 0.00109545 82772.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1083.48 1007.36 0.0106602 0.00106201 83348.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1072.98 997.793 0.0106055 0.00105984 83807.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1062.5 988.792 0.0126085 0.00132417 70895.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1052.3 978.706 0.0114635 0.0011125 77286.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1041.66 969.782 0.010699 0.00106186 83012.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1031.52 960.146 0.0106537 0.00105868 83376.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1021.58 951.616 0.0106737 0.00106253 83236.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1011.49 942.202 0.0106104 0.00105148 83691.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 1001.77 932.966 0.010689 0.00109059 83347.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 991.754 924.033 0.0106365 0.00108197 83729.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.031 915.451 0.0106088 0.00105569 83742.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 972.587 906.892 0.0105958 0.00105224 83826.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 963.574 897.4 0.0106564 0.00105648 83333.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 953.409 888.763 0.0107795 0.00108768 82544.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 944.101 880.044 0.0106797 0.00106224 83182.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 934.399 872.236 0.0108337 0.00117046 82787.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 925.537 863.781 0.0106906 0.00107348 83184.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 916.55 855.033 0.0106159 0.00106196 83735.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 907.495 847.279 0.010652 0.00107536 83536.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 898.892 838.163 0.0105999 0.00105239 83791.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 889.443 830.099 0.0106024 0.00105484 83791 0
: 384 Minimum Test error found - save the configuration
: 384 | 880.771 822.233 0.010748 0.0010599 82575.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.271 814.72 0.0106867 0.00108395 83309.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 863.744 807.05 0.0106919 0.00105689 83030.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 855.367 798.564 0.0106054 0.0010572 83785.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.358 790.362 0.0108234 0.00106225 81957.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.109 782.94 0.0106603 0.0010595 83326.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 829.797 774.625 0.010705 0.00109516 83248 0
: 391 Minimum Test error found - save the configuration
: 391 | 821.295 767.132 0.0106677 0.0010751 83397.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.024 759.902 0.0106192 0.00105421 83638 0
: 393 Minimum Test error found - save the configuration
: 393 | 805.196 752.336 0.0106005 0.00105362 83796.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.119 744.905 0.0106912 0.0010604 83066.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.162 737.438 0.0106632 0.00106135 83317.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 781.526 729.532 0.0106188 0.00105674 83663.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 773.483 722.713 0.0126136 0.00167502 73135.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 765.482 715.819 0.0157062 0.00165293 56926.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.203 708.443 0.0156945 0.00155613 56583.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.37 701.314 0.0149435 0.00156214 59784.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.038 694.265 0.0150979 0.00156682 59123 0
: 402 Minimum Test error found - save the configuration
: 402 | 735.717 686.784 0.0108024 0.00108091 82291.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 727.905 681.119 0.0106188 0.0010587 83680.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 720.902 673.986 0.0106203 0.00106574 83729.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 713.422 666.634 0.010593 0.00105866 83906.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.33 659.825 0.0106084 0.00105558 83745.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 699.274 653.192 0.0105861 0.00105771 83959.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 691.944 646.711 0.0106644 0.00109091 83563.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.106 639.926 0.0107879 0.00106405 82271.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.034 633.928 0.0105955 0.00105694 83869.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.269 627.377 0.0106139 0.00105846 83722 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.522 621.587 0.0106641 0.00106261 83320 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.051 614.137 0.0106258 0.00107008 83719.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.057 607.753 0.0106117 0.00105958 83751.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.505 602.29 0.0106165 0.00106742 83777.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.135 595.517 0.0105942 0.00105948 83903.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.759 589.101 0.010612 0.00107622 83895 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.039 583.501 0.0106418 0.00107683 83638.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.535 577.256 0.0106316 0.0010587 83569.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.322 571.054 0.0106212 0.00105777 83652.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.072 565.721 0.0106981 0.00106127 83014.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.085 559.284 0.0106473 0.00105956 83439.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.56 554.356 0.0106427 0.00105653 83453.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.902 547.965 0.0106071 0.00105641 83763.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.497 542.236 0.0106442 0.00105892 83460.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 575.499 536.331 0.0106164 0.001062 83731 0
: 427 Minimum Test error found - save the configuration
: 427 | 569.351 530.646 0.0106228 0.0010563 83625.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.716 524.928 0.0106573 0.00107772 83510.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 557.691 519.323 0.0108309 0.00106128 81886.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.197 514.022 0.0106484 0.00105888 83424.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.593 508.208 0.0106461 0.00105524 83413.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 540.432 503.346 0.0106349 0.00106846 83625.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.207 497.93 0.0106007 0.00105986 83850.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.659 492.591 0.0106389 0.00106295 83542.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.937 487.961 0.0106199 0.00106487 83725.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.99 482.55 0.0106085 0.00105728 83759.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.39 477.362 0.0106367 0.00106061 83541.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.24 472.044 0.0106553 0.00107576 83511 0
: 439 Minimum Test error found - save the configuration
: 439 | 502.813 467.487 0.0106301 0.00105643 83562.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.789 462.458 0.0106366 0.00105776 83517.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.331 457.979 0.0106951 0.00105945 83025 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.383 452.183 0.0106314 0.00105413 83530.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.181 447.531 0.0106112 0.00105551 83719.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.958 442.622 0.0105898 0.00105396 83893.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.51 437.838 0.0106054 0.00105311 83750 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.318 432.695 0.0106219 0.0010617 83680.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.476 427.918 0.0106154 0.00106948 83805.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.551 423.667 0.010747 0.00105763 82564.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.764 418.977 0.0105769 0.00105973 84058.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.134 414.72 0.0106188 0.00105454 83645 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.441 410.014 0.0106229 0.00105385 83602.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.744 405.812 0.0106322 0.00106143 83587.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.163 401.362 0.0106028 0.00105479 83786.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.568 396.617 0.010548 0.00105731 84293.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.108 392.661 0.0105591 0.0010533 84159.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.598 387.886 0.0105753 0.0010548 84029.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.076 383.785 0.010875 0.00134985 83988.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.008 379.288 0.0113895 0.00120202 78527.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.43 375.405 0.0108516 0.00125679 83378.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.214 371.597 0.0106885 0.00106172 83101.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.185 368 0.0105894 0.00105549 83911.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.397 363.556 0.0106321 0.0010528 83513.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.747 358.738 0.0105935 0.00105123 83837.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.549 354.802 0.0106059 0.0010535 83748.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.658 351.046 0.0106013 0.00105135 83770 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.242 347.448 0.0105472 0.00105334 84265.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.389 343.69 0.0106049 0.00107322 83930.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.662 339.335 0.0105516 0.00105026 84198.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.336 336.081 0.0105665 0.00105119 84074.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.597 332.325 0.01066 0.00106533 83379.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.809 328.308 0.0105628 0.0010513 84108.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.843 324.757 0.0105606 0.00105187 84133.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.052 321.106 0.0105764 0.00105488 84020 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.391 317.528 0.0105643 0.00105249 84106 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.624 313.589 0.0105518 0.00105089 84202.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.065 310.201 0.0105721 0.00105194 84032.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.386 306.611 0.0105978 0.00107457 84005.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.637 303.153 0.0105609 0.00105393 84149.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.134 299.567 0.0105696 0.00105186 84053.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.569 296.356 0.0106322 0.00105474 83529.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.126 292.519 0.0106021 0.00105315 83779.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.231 289.888 0.0106009 0.00105043 83765.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.479 286.315 0.0105633 0.00105199 84110.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.893 282.979 0.0105934 0.0010508 83834.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.988 280.898 0.0105762 0.00105459 84019.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.29 276.988 0.010639 0.00108027 83693.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 302.139 273.34 0.0106076 0.00105128 83714.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.355 270.223 0.0105989 0.0010506 83784.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.333 268.126 0.0105921 0.00105816 83911.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.249 264.119 0.0106165 0.00105333 83654.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.132 260.757 0.0106115 0.00105398 83703.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.547 258.125 0.0105984 0.00105238 83804.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.622 254.961 0.0105852 0.00105144 83912 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.755 252.098 0.0105785 0.00104912 83950.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.454 249.463 0.0105725 0.00105293 84037.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.67 246.382 0.0106138 0.00108228 83932.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.516 243.833 0.0105624 0.0010536 84132.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.727 240.835 0.0105577 0.001062 84248.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.76 237.825 0.0106192 0.00105467 83642 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.85 235.642 0.0118335 0.00111699 74650.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.941 232.706 0.0106372 0.00105767 83511.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.24 229.923 0.0106033 0.00105036 83743.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.265 227.006 0.010611 0.0010927 84048.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.563 224.596 0.0107476 0.00105711 82554.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.993 221.768 0.0106029 0.00104962 83740.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.925 218.972 0.0111274 0.00107703 79599.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.285 216.38 0.0106194 0.0010518 83615.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.708 213.77 0.0110727 0.00107888 80049.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.933 211.548 0.0106157 0.00105448 83671.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.412 209.637 0.0106392 0.00107496 83645 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.489 206.659 0.0105939 0.00105311 83850.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.34 204.197 0.0106784 0.00105443 83126.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.942 201.738 0.0107391 0.00111402 83116.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.155 200.138 0.0105854 0.00105194 83914.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.896 197.252 0.0111816 0.00119892 80138.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.299 195.061 0.0106828 0.00108612 83362 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.096 192.773 0.0108177 0.00106239 82006.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.663 190.28 0.0106474 0.00105494 83398.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.261 188.458 0.010716 0.00105852 82837.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 210.03 185.647 0.0105814 0.00105396 83968.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.396 183.997 0.0105961 0.00104995 83803.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.362 183.227 0.0107065 0.00111388 83397.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.207 179.896 0.0106638 0.00105242 83234.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.975 178.116 0.010723 0.00105918 82783.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.536 176.352 0.0118439 0.00108656 74367.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.285 174.509 0.011069 0.00142841 82982.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.253 171.884 0.0107232 0.00105828 82773.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.183 170.829 0.0106481 0.00105877 83426 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.447 168.715 0.0106795 0.00109456 83464.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.193 166.678 0.0107353 0.00114455 83414.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.845 164.699 0.0107002 0.00105877 82974.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.456 163.323 0.0108719 0.00106319 81560.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.506 160.727 0.0107838 0.00110554 82659.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.736 158.408 0.0106771 0.00110688 83592.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.529 158.054 0.0107467 0.00109824 82914.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.887 155.664 0.0110509 0.00106216 80090.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.72 153.334 0.010676 0.00105503 83151.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.547 151.159 0.0108113 0.00109742 82356.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.529 151.103 0.0106183 0.0010532 83637 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.568 148.756 0.0105873 0.00105188 83897.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.598 147.764 0.010613 0.00105005 83656.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.979 145.369 0.0106145 0.00105193 83659.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 162.016 143.638 0.010598 0.00104979 83785.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.931 142.199 0.0106241 0.00105006 83559.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.048 140.277 0.0106407 0.00107659 83646.2 0
: 546 | 156.243 140.472 0.01059 0.0010275 83660.2 1
: 547 Minimum Test error found - save the configuration
: 547 | 154.617 137.432 0.0106233 0.00105058 83571.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.934 136.08 0.0105931 0.00105119 83840.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.904 135.303 0.0106106 0.00105187 83692.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.152 132.742 0.0106261 0.00105848 83615.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.484 132.164 0.0105891 0.00105147 83877.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.592 130.219 0.010616 0.00104848 83616.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.111 129.106 0.0106296 0.0010521 83529.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.313 127.325 0.0106496 0.00108504 83642.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.71 125.829 0.0106293 0.00106338 83630.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.052 124.756 0.0106071 0.00105177 83722.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.266 123.102 0.010703 0.00113697 83629.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.752 121.213 0.0106387 0.00105465 83472.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 134 120.499 0.0105902 0.00105049 83859.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.552 118.691 0.0106191 0.00105005 83602.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.149 118.497 0.0106145 0.00105921 83723.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.791 115.954 0.0106014 0.00105815 83828.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.027 114.81 0.0106124 0.0010528 83685.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.596 113.882 0.0106408 0.00107729 83651.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.043 112.488 0.0106205 0.00105061 83595.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.813 110.263 0.0106212 0.00105022 83585.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.066 109.265 0.0105991 0.00105457 83818 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.577 107.43 0.0106246 0.00105468 83595 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.067 106.553 0.0106085 0.00106261 83805.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.619 105.811 0.0106439 0.00105896 83464.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.229 104.681 0.0106237 0.00105559 83610.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.978 102.592 0.0106354 0.00105126 83471.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.451 101.986 0.0106179 0.00105207 83631.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.044 100.331 0.0106562 0.0010672 83429.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.009 99.0584 0.0105863 0.00105164 83904.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.361 97.9242 0.0106166 0.00105174 83639.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.076 96.756 0.0107097 0.00105197 82835.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.817 95.9198 0.0106088 0.00105002 83692.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.805 94.655 0.0106263 0.00105172 83554.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.487 93.7847 0.0106078 0.0010574 83766.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.244 92.6751 0.010601 0.00105205 83778.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.006 90.757 0.0106402 0.00105041 83422.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.811 89.6216 0.0105902 0.00105133 83867 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.684 88.877 0.0106405 0.00106544 83550.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.4398 87.7688 0.0106264 0.00105303 83564.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.221 86.9608 0.0105861 0.00105253 83914.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.0481 86.047 0.010621 0.00105075 83592.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.9597 84.7794 0.0106025 0.00104876 83737.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.7891 83.3224 0.010598 0.00104858 83774.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.57 82.3887 0.0106218 0.00104836 83564.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.3323 81.1154 0.010599 0.00105037 83781.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.5582 80.3615 0.0106115 0.00104803 83651.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.4001 79.8634 0.0106379 0.00108314 83728 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.2145 78.4186 0.0106116 0.00106916 83835.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.2329 77.1547 0.010604 0.00105201 83751.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.1645 76.4327 0.0106302 0.00105065 83511.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.2014 75.239 0.0106793 0.00106556 83214.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.1877 74.5686 0.0106062 0.00105081 83722.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.9951 73.371 0.0106162 0.00105012 83628.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.1634 72.9673 0.0106747 0.00105155 83132.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.4013 71.2827 0.0106313 0.00105245 83517.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.3468 71.1197 0.0105965 0.00105151 83814 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.3723 69.7857 0.0106459 0.00107197 83560.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.194 69.6301 0.0106163 0.00105437 83665.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.5369 68.4734 0.0106083 0.00105225 83716.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.8122 68.1893 0.0106084 0.00104831 83681.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.975 66.0871 0.0105874 0.00105133 83892.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.6831 65.2901 0.0106032 0.00105 83742 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.8896 64.8353 0.0106127 0.00104651 83627.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.9931 63.8533 0.0106083 0.00105261 83719.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.0899 62.3281 0.010607 0.00105116 83718.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.2907 62.1106 0.0105961 0.00104973 83801.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.2872 60.9507 0.0106683 0.00106773 83328 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.6151 60.5475 0.0106684 0.00105136 83185.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.7948 59.2244 0.0106601 0.00105758 83311.7 0
: 616 | 68.0524 59.4431 0.010709 0.00101793 82549.8 1
: 617 Minimum Test error found - save the configuration
: 617 | 67.4899 58.4829 0.0106695 0.0010519 83180.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.516 57.6357 0.0106519 0.0010606 83408.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.5128 56.3919 0.0106645 0.00105154 83221.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.6434 55.6827 0.0106799 0.00105157 83088.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.0988 54.73 0.0106622 0.00105494 83270.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.2581 53.9867 0.0106455 0.00104938 83366.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3487 53.3587 0.010692 0.00106546 83103.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.6432 52.4909 0.0106686 0.00105469 83212.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.9157 52.0429 0.0106536 0.0010521 83320.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.0644 51.5624 0.0106523 0.00105095 83321.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3629 50.7235 0.0106578 0.00105228 83285.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.7936 50.2515 0.0106358 0.00104857 83444.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.9978 49.5126 0.0106325 0.00104952 83481.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.607 49.1016 0.0106463 0.00105748 83430.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.9098 48.2288 0.0106431 0.00104807 83376.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.9581 47.6972 0.0106512 0.00105069 83329.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.2722 46.8102 0.0106897 0.00107128 83174 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.6852 45.8539 0.010629 0.00104951 83511.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.1604 45.4501 0.0106587 0.00104849 83244.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.3978 45.0469 0.0106992 0.00106269 83017.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.7858 43.7765 0.0106051 0.00105086 83732.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0137 42.9605 0.0106348 0.00105441 83504.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2856 42.8883 0.0105997 0.00104728 83748.8 0
: 640 | 50.9771 42.9592 0.0105797 0.00101393 83631.2 1
: 641 Minimum Test error found - save the configuration
: 641 | 50.3393 42.0457 0.0106047 0.00106355 83847 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.5315 41.2119 0.0106403 0.00106834 83577.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.0855 41.0136 0.010609 0.00105115 83701.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.508 39.6475 0.0106857 0.00105787 83092.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.8464 39.5182 0.0106169 0.00104808 83605.1 0
: 646 | 47.312 39.6065 0.0105746 0.00101362 83673.8 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.6145 38.1107 0.0106022 0.00105809 83821.7 0
: 648 | 46.2064 38.8281 0.0106096 0.00101674 83395.6 1
: 649 | 45.8766 38.4393 0.0105559 0.00101888 83883.4 2
: 650 Minimum Test error found - save the configuration
: 650 | 45.1369 37.3474 0.0105945 0.00105399 83853.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.4899 36.316 0.0105955 0.00104646 83777.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8907 35.7535 0.010624 0.0010694 83729.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3674 35.533 0.0106082 0.0010486 83685.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.8337 34.5283 0.0105956 0.00105208 83826.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.3857 34.0241 0.0106813 0.00105376 83094.8 0
: 656 | 41.8087 34.2445 0.0105858 0.00101795 83613.6 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.6076 32.9835 0.0105808 0.00104806 83921 0
: 658 | 41.0337 33.0657 0.0105729 0.00101551 83704.5 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.5996 32.7522 0.010597 0.00104806 83779.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.9905 31.7119 0.0105968 0.00105185 83814.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.3345 31.2963 0.0105844 0.00104719 83881.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.9353 31.2394 0.0106282 0.00107313 83725.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.4583 31.016 0.0106138 0.0010597 83734 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.9874 29.9956 0.0106023 0.00104737 83726 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.4032 29.5465 0.0105979 0.00104977 83786.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.0844 28.8827 0.0106087 0.00104983 83691.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5334 28.7035 0.0106261 0.0010654 83676 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.1187 28.375 0.0105953 0.00105029 83813.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.6575 27.868 0.0105926 0.00104824 83819.5 0
: 670 | 35.3149 27.895 0.0105586 0.00101449 83821.4 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.922 26.991 0.0106039 0.00104934 83729.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.3863 26.5579 0.0106318 0.00107103 83675.6 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.0764 26.2305 0.0105951 0.00105139 83824.5 0
: 674 | 33.7135 26.5502 0.0106718 0.00108242 83425.4 1
: 675 | 33.3952 26.4365 0.0107821 0.00101964 81946.8 2
: 676 Minimum Test error found - save the configuration
: 676 | 33.2524 25.2167 0.0105902 0.00106196 83961.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.3815 25.0046 0.0105722 0.00104646 83982.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.0121 23.7892 0.0105996 0.00105824 83845.6 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.5103 23.7023 0.0106032 0.00105081 83748.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.1832 23.188 0.0106359 0.00105948 83538.2 0
: 681 | 30.9159 23.3933 0.0105656 0.00101791 83789.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 30.515 22.5854 0.0106464 0.0010771 83600.9 0
: 683 | 30.5555 23.0344 0.0105804 0.00101373 83623.4 1
: 684 Minimum Test error found - save the configuration
: 684 | 30.0962 21.7473 0.0105961 0.0010546 83844.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.3232 21.4325 0.0106123 0.0010478 83642.6 0
: 686 | 28.989 21.7153 0.0105664 0.00101315 83740.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.6818 20.7926 0.0105964 0.00105034 83803.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.2626 20.6165 0.0105921 0.00105222 83858.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.7715 20.0241 0.0105882 0.00105043 83877.4 0
: 690 | 27.4844 20.5837 0.0106456 0.00101532 83071.5 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.1682 19.572 0.010619 0.00106614 83744.3 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.8672 19.4464 0.0107108 0.00106019 82896.1 0
: 693 | 26.4221 19.4672 0.0106015 0.00101579 83457.5 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.1614 19.1356 0.0109462 0.00110067 81255.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7038 18.4891 0.0107468 0.00106521 82631.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3779 18.0771 0.0111329 0.00106269 79442 0
: 697 | 25.1193 19.402 0.0106152 0.00101699 83349.2 1
: 698 Minimum Test error found - save the configuration
: 698 | 25.0054 17.0758 0.01068 0.0010569 83133 0
: 699 | 24.5146 17.2964 0.010821 0.00101578 81589.3 1
: 700 | 24.1136 17.2959 0.0109006 0.00102835 81035 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.8527 16.5465 0.0107175 0.00107077 82929.9 0
: 702 | 23.5669 17.2057 0.0106591 0.00103274 83105.5 1
: 703 | 23.1751 16.7745 0.0106355 0.00104502 83416 2
: 704 Minimum Test error found - save the configuration
: 704 | 22.8013 15.7734 0.0106578 0.00107514 83484 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.4841 15.6752 0.0111876 0.00109234 79245.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.2338 15.2144 0.0107481 0.00107752 82725.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.0659 15.185 0.0106606 0.0010548 83283.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.6835 14.5999 0.0106452 0.00106031 83464.7 0
: 709 | 21.4481 14.9457 0.0106244 0.00102367 83327.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 21.1316 14.4455 0.0106929 0.00105617 83015.5 0
: 711 | 20.7867 14.5306 0.0106036 0.00101468 83429.8 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.4892 13.8724 0.0106108 0.00105606 83728.2 0
: 713 | 20.3666 14.1954 0.0106221 0.00101461 83268.7 1
: 714 | 20.2271 14.2709 0.0110957 0.00102835 79464.5 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.7456 13.3173 0.0107553 0.00106017 82515.3 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.4727 13.1706 0.010655 0.001083 83576.9 0
: 717 | 19.389 13.9751 0.0106219 0.00104631 83546.1 1
: 718 | 19.1582 13.6514 0.0106205 0.001038 83485.2 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.8379 12.7814 0.0106819 0.00108565 83365.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.504 12.2826 0.0107002 0.00108736 83222.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.1291 11.8457 0.0106619 0.00105989 83316 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.046 11.4475 0.0109043 0.00105964 81262.3 0
: 723 | 17.8946 11.6907 0.0110792 0.0014677 83234 1
: 724 | 17.7465 11.7254 0.0107723 0.00101982 82030.8 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.35 11.1045 0.0106703 0.00105795 83226 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.9721 10.9313 0.010618 0.0010528 83636.2 0
: 727 | 16.849 10.9883 0.0106076 0.00101652 83410.5 1
: 728 | 16.6778 11.6357 0.0112308 0.00109575 78933.6 2
: 729 Minimum Test error found - save the configuration
: 729 | 16.4274 10.5135 0.0111576 0.00108225 79401.4 0
: 730 Minimum Test error found - save the configuration
: 730 | 16.0391 10.2877 0.0107173 0.00109929 83177.6 0
: 731 Minimum Test error found - save the configuration
: 731 | 16.1435 10.1492 0.0106645 0.00109265 83578.8 0
: 732 | 15.9511 10.2748 0.0105903 0.00101437 83542.9 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.5508 9.98722 0.0112959 0.00112157 78629.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.4625 9.66287 0.0109349 0.00106452 81050.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.4055 9.58723 0.0107036 0.0010552 82914.9 0
: 736 | 15.2708 9.73249 0.0106313 0.00101641 83204.3 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.9336 9.4053 0.0107324 0.0011275 83290.5 0
: 738 | 14.5812 9.54067 0.0106115 0.00101846 83394.1 1
: 739 | 14.3408 9.62752 0.010607 0.0010262 83500.3 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.2444 8.88667 0.0107518 0.00108071 82721.2 0
: 741 | 14.1016 9.42036 0.0106075 0.00103662 83587 1
: 742 | 13.8085 9.0976 0.011364 0.00105474 77600.2 2
: 743 | 13.8332 9.54331 0.0107146 0.00103339 82634.2 3
: 744 Minimum Test error found - save the configuration
: 744 | 13.3906 8.5977 0.0107218 0.00106272 82824 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.1799 8.04616 0.0106809 0.0010556 83114.4 0
: 746 | 13.0785 8.53575 0.0110866 0.00102868 79539.4 1
: 747 | 12.8478 8.42355 0.01067 0.00103413 83023.5 2
: 748 | 12.7782 9.00307 0.0109582 0.00121476 82106.2 3
: 749 Minimum Test error found - save the configuration
: 749 | 12.7525 8.0256 0.0119132 0.00115635 74370.9 0
: 750 | 12.3839 8.58928 0.0117045 0.00113807 75711.6 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.1802 7.67577 0.0120266 0.00110429 73244.9 0
: 752 | 12.2089 8.94012 0.0117862 0.00119753 75552.6 1
: 753 Minimum Test error found - save the configuration
: 753 | 12.0237 7.31582 0.0111956 0.00105892 78921.7 0
: 754 | 11.7586 7.79289 0.0106099 0.00101616 83387.8 1
: 755 | 11.7634 7.36133 0.0110168 0.00117738 81305.8 2
: 756 Minimum Test error found - save the configuration
: 756 | 11.4383 7.08952 0.0114038 0.00123636 78682.6 0
: 757 | 11.1821 7.2739 0.0114503 0.00115224 77684.2 1
: 758 Minimum Test error found - save the configuration
: 758 | 11.1249 6.71839 0.0115449 0.0011222 76755.2 0
: 759 | 10.8341 7.45443 0.0111408 0.0010321 79139.7 1
: 760 | 10.8942 6.84945 0.0111048 0.00105079 79570.1 2
: 761 | 10.6118 6.98768 0.0108946 0.00102243 81035.5 3
: 762 | 10.5315 6.7658 0.0108061 0.00102908 81824.9 4
: 763 Minimum Test error found - save the configuration
: 763 | 10.4571 6.7007 0.010643 0.00105944 83476.6 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.3345 6.23759 0.010961 0.00108714 81022 0
: 765 | 10.1635 6.77079 0.0112408 0.00102054 78276.2 1
: 766 | 9.98569 7.02361 0.0111745 0.0010202 78784.1 2
: 767 | 9.8805 6.60611 0.0106839 0.00101751 82760.8 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.77372 6.07842 0.0107661 0.00111604 82901.2 0
: 769 | 9.83519 6.44599 0.0111986 0.00102036 78598.9 1
: 770 | 9.7119 6.30448 0.010666 0.00101435 82887.3 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.43404 5.8285 0.0107552 0.00106358 82545.3 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.32029 5.50043 0.0106361 0.0010548 83495.7 0
: 773 | 9.11938 6.36933 0.0109159 0.00103113 80932.8 1
: 774 | 9.01997 5.86563 0.0108809 0.00101544 81091.3 2
: 775 | 8.83418 5.53889 0.0106294 0.00101661 83222.3 3
: 776 | 8.83631 6.11751 0.0110609 0.00101606 79643.3 4
: 777 Minimum Test error found - save the configuration
: 777 | 8.80788 5.31356 0.0108694 0.00108632 81773.8 0
: 778 | 8.51282 5.68988 0.0110048 0.001023 80145.9 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.51245 4.79952 0.010917 0.00109282 81431.9 0
: 780 | 8.56866 4.9941 0.0108225 0.00104177 81793.9 1
: 781 | 8.35437 5.46873 0.0106306 0.00105572 83552.4 2
: 782 Minimum Test error found - save the configuration
: 782 | 8.23831 4.6865 0.0106355 0.00105846 83532.8 0
: 783 | 8.04608 4.88642 0.0115458 0.00151734 79772.8 1
: 784 | 7.92228 4.85827 0.0116905 0.00101532 74940.4 2
: 785 | 7.75031 5.01029 0.0106702 0.00101797 82882.5 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.79118 4.58596 0.0106426 0.00105764 83464.1 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.73929 4.47817 0.0112624 0.00109545 78686 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.67411 4.18773 0.0107573 0.00107092 82590.1 0
: 789 | 7.51543 5.04177 0.0107003 0.00105088 82906.2 1
: 790 | 8.04004 5.05675 0.0107192 0.00103006 82566.7 2
: 791 | 7.66035 5.62113 0.0106742 0.00105132 83134.8 3
: 792 | 7.35779 5.4788 0.0106252 0.00104302 83488.3 4
: 793 | 7.25304 4.42775 0.01065 0.00101652 83043.9 5
: 794 Minimum Test error found - save the configuration
: 794 | 7.05533 4.14736 0.0106327 0.001057 83544.9 0
: 795 | 6.96211 4.25911 0.0106158 0.00101561 83331.9 1
: 796 | 6.8628 4.85826 0.0113591 0.0015967 81947.2 2
: 797 Minimum Test error found - save the configuration
: 797 | 6.70798 4.12621 0.0110557 0.00108418 80228.8 0
: 798 | 6.89216 4.26112 0.0109438 0.00101583 80580.4 1
: 799 | 6.71875 4.39932 0.0106009 0.001015 83455.9 2
: 800 | 6.57878 4.25822 0.0109068 0.00102939 80993.1 3
: 801 Minimum Test error found - save the configuration
: 801 | 6.38688 3.70794 0.010673 0.00107163 83321.3 0
: 802 | 6.21895 3.73033 0.0105821 0.00102648 83720.8 1
: 803 | 6.23829 3.89067 0.0106566 0.00104755 83254.8 2
: 804 | 6.07108 3.86912 0.0106202 0.00105061 83598.6 3
: 805 | 6.0766 3.70923 0.0106166 0.00101589 83326.9 4
: 806 | 6.42956 4.18511 0.011035 0.00101747 79859.9 5
: 807 | 6.23208 3.74592 0.0107356 0.00101542 82303 6
: 808 Minimum Test error found - save the configuration
: 808 | 6.24613 3.63511 0.0107213 0.00106265 82827 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.87792 3.40656 0.0107577 0.00105473 82448.7 0
: 810 | 5.83086 3.52802 0.0106397 0.00101269 83099.6 1
: 811 | 5.68598 3.40849 0.011694 0.0010275 75000.9 2
: 812 | 5.56484 3.76692 0.0106616 0.00102432 83010.8 3
: 813 | 5.58014 4.03802 0.0106607 0.0010252 83026 4
: 814 | 5.52626 3.59688 0.0106 0.0010157 83469.8 5
: 815 | 5.49281 4.15022 0.0111439 0.00102572 79065.6 6
: 816 | 5.4141 3.63002 0.0106636 0.00102262 82979.3 7
: 817 Minimum Test error found - save the configuration
: 817 | 5.26643 3.2365 0.0106121 0.00106853 83826.1 0
: 818 | 5.3566 4.06974 0.0105612 0.00101333 83788.5 1
: 819 Minimum Test error found - save the configuration
: 819 | 5.17152 3.20118 0.0106209 0.00105445 83625.8 0
: 820 | 5.12924 3.54042 0.0109625 0.00101716 80439.5 1
: 821 | 5.23369 3.32827 0.0105732 0.00101814 83725.2 2
: 822 Minimum Test error found - save the configuration
: 822 | 5.01503 3.01175 0.0106222 0.00105318 83603.4 0
: 823 | 4.94104 4.37946 0.0105583 0.00101345 83815 1
: 824 | 4.93276 3.68362 0.0109131 0.00101994 80863.8 2
: 825 | 4.81213 3.52781 0.0106532 0.00101367 82991.9 3
: 826 | 4.80873 3.22923 0.0106512 0.00101951 83059.2 4
: 827 | 4.79366 3.34616 0.0105488 0.001017 83929.5 5
: 828 | 4.75484 3.3722 0.0106743 0.00101895 82855.2 6
: 829 | 4.55579 3.99941 0.0105974 0.00101358 83474.3 7
: 830 | 4.52913 3.01835 0.0105443 0.00101464 83948.3 8
: 831 | 4.56049 3.68486 0.0105595 0.001015 83818.2 9
: 832 | 4.39015 3.13907 0.0105437 0.00101336 83942.3 10
: 833 Minimum Test error found - save the configuration
: 833 | 4.31496 2.80347 0.0108344 0.0010637 81877.8 0
: 834 | 4.24513 3.07041 0.0109327 0.00101668 80677.3 1
: 835 | 4.37244 3.5076 0.0108276 0.00101622 81537.6 2
: 836 | 4.43299 3.1371 0.0106046 0.00101442 83418.7 3
: 837 | 4.42179 2.87096 0.010548 0.00101447 83914.6 4
: 838 | 4.22374 3.03876 0.0107601 0.00102365 82165.7 5
: 839 | 4.06414 3.05313 0.0112186 0.00102527 78483 6
: 840 Minimum Test error found - save the configuration
: 840 | 3.99947 2.61271 0.0106569 0.00106106 83369.4 0
: 841 | 4.04985 3.90221 0.0105556 0.00101264 83831.2 1
: 842 | 4.34092 3.06774 0.0105914 0.00101466 83536 2
: 843 | 3.99551 3.44984 0.0115402 0.00102131 76053.5 3
: 844 | 3.87583 3.67088 0.0107668 0.00102838 82148.8 4
: 845 | 4.12236 2.91962 0.0106684 0.00102106 82924.5 5
: 846 | 3.94008 3.29323 0.0105781 0.00101447 83650 6
: 847 | 4.13137 3.4871 0.0105753 0.00104169 83913.5 7
: 848 | 3.86235 2.77641 0.0106534 0.00101233 82978.6 8
: 849 | 3.72436 3.97255 0.0106018 0.00101244 83426.2 9
: 850 | 3.93558 2.71198 0.0105485 0.0010136 83902.1 10
: 851 | 3.8448 4.03525 0.010689 0.00101728 82715.1 11
: 852 | 3.66113 4.20387 0.0109753 0.00102615 80408.8 12
: 853 | 3.66763 2.92941 0.0106834 0.00102157 82800.4 13
: 854 | 3.52718 3.41393 0.0112558 0.00137428 80959.2 14
: 855 | 3.59093 3.26686 0.0142015 0.00103497 60759.9 15
: 856 | 3.82345 5.68631 0.0111519 0.00127738 81016.5 16
: 857 | 4.33244 2.68183 0.0127181 0.00103059 68449 17
: 858 | 3.64024 2.99075 0.0109628 0.00102833 80527.3 18
: 859 | 3.51272 2.83584 0.0106337 0.00101455 83167.5 19
: 860 | 3.45183 3.64323 0.0114783 0.00102914 76561.3 20
: 861 | 3.42532 3.1094 0.0110041 0.00102825 80194 21
:
: Elapsed time for training with 1000 events: 9.27 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: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.168 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= 3.33635e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10948e+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: 0.0315 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: 0.0371 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: 0.0014 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: 0.102 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: 0.885 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: 0.0202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00267 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00421 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: 0.00173 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000321 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 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 : -0.701 0.112 5.54 1.69 | 3.209 3.219
: 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 : 0.0296 0.189 1.94 1.20 | 3.326 3.321
: 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.