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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: 0.262 sec
: Elapsed time for training with 1000 events: 0.265 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00247 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: 0.00387 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: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000298 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 = 31512.8
: --------------------------------------------------------------
: 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 | 33066.1 31172.5 0.0101379 0.00101214 87663.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32601.4 30624.4 0.0102036 0.00102064 87118.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31879.4 29909.8 0.0104335 0.00106477 85390.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31095.2 29223.2 0.0105757 0.00103798 83877.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30322.8 28457.4 0.0105169 0.00103994 84415.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29491.6 27575.8 0.0106113 0.00104126 83594.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28836.3 27033.3 0.0102663 0.00100356 86367.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28407.3 26672.9 0.0103868 0.00100964 85313.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28060.3 26356.9 0.0103438 0.00100316 85647.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27741.1 26066.1 0.0102278 0.00100031 86697.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27448.1 25782.3 0.0103258 0.00101783 85947.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27159.2 25514.7 0.0101491 0.00100168 87456.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26885.4 25253.2 0.0102285 0.00100392 86724.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26614.7 25003.3 0.0103214 0.000999693 85821.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26354.8 24757.9 0.0101359 0.000990942 87479.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26102 24515.4 0.0101994 0.000993913 86904.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25851.9 24278.8 0.0101403 0.000994902 87475.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25607.4 24046.6 0.010211 0.000999252 86845.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25365.9 23820.2 0.0101985 0.000997243 86944.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25131.4 23594.6 0.0101775 0.000999692 87166.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24897.5 23374.5 0.0101845 0.00100113 87114 0
: 22 Minimum Test error found - save the configuration
: 22 | 24668.4 23157.2 0.0101616 0.000997243 87294.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24441.9 22943.8 0.0103598 0.00101409 85600.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24217.8 22734.8 0.0102188 0.00100047 86783.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 24001.4 22523.4 0.0102345 0.000999894 86630.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23779.3 22321.9 0.010291 0.00100081 86112.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23570.7 22114.3 0.0102907 0.00101916 86285.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23354 21916.5 0.0102182 0.00100508 86832.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23148.4 21715.9 0.0104518 0.00101195 84746.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22938.1 21522.7 0.0102218 0.00100995 86845.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22736.2 21327.9 0.0104167 0.00100198 84973.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22534 21135.6 0.010175 0.000998744 87181.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22333.7 20946.2 0.0116194 0.00131295 77621.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22134.1 20761.6 0.0145063 0.00138258 60958.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21941 20575.5 0.0104664 0.00102088 84696.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21746.6 20393 0.0104708 0.00101893 84639.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21555.3 20212.4 0.0104752 0.00101643 84577.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21366.4 20033 0.0104025 0.00101052 85178.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21178 19857.2 0.0103066 0.0010036 85993.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20994.1 19681.2 0.0102201 0.0010024 86790 0
: 41 Minimum Test error found - save the configuration
: 41 | 20808.7 19509.7 0.0105025 0.00102224 84386 0
: 42 Minimum Test error found - save the configuration
: 42 | 20630.9 19334.8 0.0103492 0.00100718 85635 0
: 43 Minimum Test error found - save the configuration
: 43 | 20444.2 19172.1 0.0103599 0.0010081 85544.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20273.9 18999.7 0.0102255 0.00101083 86817.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20094.3 18834.4 0.0102205 0.00100631 86823.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19918.4 18673.3 0.0102283 0.00100339 86721.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19749.5 18508.4 0.0102702 0.00100662 86359.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19578.4 18346.2 0.0102648 0.0010047 86392.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19405.9 18190.7 0.0103727 0.00100843 85431.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19243 18030.5 0.0102529 0.00100906 86544.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19075 17875.6 0.010348 0.00101036 85674.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18910.8 17722.6 0.0104798 0.00113941 85649.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18750.2 17568.9 0.0103081 0.0010426 86342.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18586.5 17421.2 0.0104087 0.00100974 85115.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18429.4 17272 0.0102654 0.00100461 86385.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18273.1 17122.5 0.0102324 0.00101245 86768.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18115.6 16976.9 0.0104241 0.00113995 86168.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17962 16831.5 0.0104227 0.00103221 85192.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17808.4 16688.8 0.0102728 0.00100818 86349.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17656.8 16547.9 0.0103005 0.00101263 86134.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17507 16408.2 0.0102948 0.00101204 86181.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17359.3 16268.6 0.0102817 0.00100548 86242.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17210.3 16131.5 0.010361 0.00104111 85837.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 17064 15980.8 0.010444 0.00101569 84850.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16899.2 15813.7 0.010503 0.00102812 84434.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16792.1 15705.2 0.0105396 0.0010232 84065.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16613.6 15554.5 0.0104688 0.001036 84810.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16462.5 15411.8 0.0103265 0.00102337 85992.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16311.9 15259.6 0.0109208 0.0010364 80935.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16162 15120.2 0.0110324 0.00103601 80028.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 16015.4 14971.7 0.0104276 0.00102872 85116.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15871.5 14837.4 0.0105931 0.00103659 83712.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15729.1 14701.2 0.0104919 0.00103118 84559.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15585.8 14564.7 0.0111516 0.00104514 79156.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15443.4 14434.7 0.0105771 0.00104051 83887 0
: 76 Minimum Test error found - save the configuration
: 76 | 15309.5 14298.6 0.0106869 0.00104274 82951.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15167.4 14168.2 0.0107558 0.00114453 83235.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15028.6 14042.7 0.0106074 0.00103609 83583.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14895.5 13911.5 0.0110042 0.00104127 80297.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14758.8 13781.9 0.0107523 0.00107539 82671.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14625.4 13653.5 0.0107733 0.00108267 82553.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14491.6 13527.9 0.0108109 0.00104439 81912.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14359 13404.7 0.0108693 0.00106245 81575.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14229.1 13281.4 0.0108984 0.00104788 81214.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14100.5 13158.2 0.0108708 0.0011815 82565.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13972.5 13036.9 0.0106951 0.00104144 82869.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13846.1 12917.7 0.0111614 0.00105789 79180.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13719.4 12800.2 0.010683 0.00104113 82971.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13595.4 12685.7 0.0107099 0.00104111 82740.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13474.3 12568.4 0.0108869 0.00104334 81271.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13351.9 12453.3 0.010552 0.00104167 84119.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13231.4 12340.9 0.0107108 0.00104931 82803.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13112.2 12227.9 0.0105566 0.00104775 84132 0
: 94 Minimum Test error found - save the configuration
: 94 | 12994.6 12115.4 0.0106126 0.00104324 83600.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12876.3 12005.5 0.0107339 0.00104384 82558.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12759.9 11897.2 0.0105995 0.00104255 83708.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12645.3 11788.8 0.0105107 0.0010405 84475.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12531.5 11681.1 0.010733 0.00106988 82789.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12417.7 11575.4 0.0106228 0.00107988 83832.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12306.7 11468.9 0.0106196 0.00104575 83560.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12195.1 11364.2 0.0108348 0.00108392 82043.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12084.9 11260.6 0.0106984 0.0010431 82856.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11975.7 11158.2 0.0106525 0.00106846 83472.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11867.9 11056.4 0.0107139 0.00109206 83144.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11760.2 10956.2 0.0107201 0.00104964 82725.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11655.4 10854.8 0.0105827 0.0010464 83890.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11547.2 10758.6 0.0105812 0.00104706 83908.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11445.1 10659.7 0.0106304 0.00104476 83458.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11341.9 10561.3 0.0105721 0.00104635 83983.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11239.8 10463.6 0.0106548 0.00104419 83241.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11136.2 10369.6 0.0105501 0.00103987 84119.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11035.5 10276.3 0.0107812 0.00104775 82190.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10937.7 10180.9 0.0106955 0.00104727 82916.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10837 10089 0.010564 0.00104542 84046.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10740.3 9995.88 0.0107104 0.00107203 83001.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10641.7 9905.6 0.0108457 0.001056 81718.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10545.9 9815.38 0.0106209 0.00105188 83603.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10449.9 9726.75 0.0105966 0.00108373 84096.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10356 9637.73 0.0106572 0.00104569 83233.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10262.5 9549.05 0.0106689 0.00110361 83635.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10168.1 9463.17 0.0105439 0.00104468 84217.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10078.5 9374.4 0.0106342 0.00105279 83495.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9985.89 9288.18 0.010564 0.00105103 84095.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9893.98 9204.94 0.0106133 0.00105091 83660.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9804.97 9121.14 0.0106505 0.0010529 83354.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9716.38 9037.63 0.0105351 0.00104262 84277.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9628.27 8954.59 0.0108581 0.00105918 81641.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9541.02 8872.07 0.0106286 0.00104571 83482.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9453.51 8791.59 0.0106877 0.00105085 83015 0
: 130 Minimum Test error found - save the configuration
: 130 | 9367.88 8711.49 0.0109658 0.00104979 80677.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9282.66 8632.13 0.0106871 0.00106599 83150.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9198.77 8552.72 0.0109518 0.00109976 81201.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9115.32 8473.69 0.0115657 0.0011682 76941.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9032.56 8395.22 0.0113152 0.00105826 77995.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8950.08 8317.95 0.0106788 0.00105223 83102.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8868.21 8241.99 0.0108415 0.00111912 82284.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8786.46 8168.36 0.010642 0.00105322 83430.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8708.92 8091.61 0.011017 0.00108012 80508.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8628.78 8016.83 0.010892 0.00110429 81735.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8549.88 7943.12 0.0108638 0.00111293 82043.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8472.58 7869.34 0.0109408 0.00111094 81385 0
: 142 Minimum Test error found - save the configuration
: 142 | 8393.75 7798.56 0.010628 0.00105697 83585.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8318.44 7726.57 0.0105767 0.0010459 83938.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8241.68 7656.59 0.0105644 0.00104753 84061.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8167.69 7585.38 0.010544 0.00104551 84224.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8092.54 7515.93 0.0105419 0.00104904 84273.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8018.44 7447.24 0.0105809 0.0010472 83913.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7946.1 7377.77 0.0105592 0.00106451 84257.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7873.11 7309.61 0.0105369 0.00104525 84284.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7801.53 7241.62 0.0105422 0.00104492 84235 0
: 151 Minimum Test error found - save the configuration
: 151 | 7729.85 7174.75 0.0108693 0.00104752 81451.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7659.94 7107.55 0.0105672 0.00104659 84027.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7588.03 7043.61 0.0105767 0.00104878 83963.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7519.72 6978.6 0.0105288 0.00105444 84438.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7451.6 6913.2 0.0109167 0.0010627 81185.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7382.5 6849.87 0.010606 0.00105135 83729.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7315.11 6786.68 0.0105615 0.00104257 84042.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7248.43 6723.61 0.0105573 0.00104611 84111.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7181.19 6662.59 0.0105878 0.00104536 83836.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7116.4 6600.55 0.0105833 0.0010468 83888.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7050.55 6540.02 0.0105679 0.00104828 84037 0
: 162 Minimum Test error found - save the configuration
: 162 | 6987.48 6477.88 0.0109303 0.00105143 80981.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6921.48 6418.98 0.0109166 0.00105063 81086.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6858.73 6359.47 0.0106715 0.00104933 83141.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6796.91 6298.94 0.0106409 0.00106102 83508.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6733.1 6241.21 0.010612 0.00104592 83628.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6671.63 6183.42 0.0105689 0.00104458 83995.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6611.12 6125.02 0.0105768 0.00104638 83941.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6548.97 6069.4 0.0105999 0.00108068 84040.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6489.35 6013.32 0.0106214 0.00105155 83595.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6429.47 5958.17 0.0106095 0.0010622 83793.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6372.17 5900.93 0.0105972 0.0010478 83774.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6311.75 5846.84 0.0105962 0.00104709 83777.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6254.09 5792.58 0.0105853 0.00104574 83861.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6197.5 5737.46 0.0105564 0.00105247 84175.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6139.53 5684.22 0.0106751 0.00108968 83460.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6083.28 5631.05 0.0105941 0.00105292 83847.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6026.54 5579.47 0.0105941 0.00105374 83854.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5971.97 5526.99 0.0105507 0.00105171 84219.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5916 5476.47 0.010566 0.00104659 84039.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5862.85 5424.51 0.0105789 0.00104544 83914.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5807.06 5375.45 0.0105554 0.00104576 84125.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5754.27 5325.71 0.0105863 0.00104596 83854.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5702.43 5274.66 0.0105402 0.0010488 84286.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5649.6 5224.54 0.0105882 0.00104913 83865.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5595.89 5177.28 0.0105509 0.00105513 84248.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5545.91 5127.9 0.0105498 0.00105 84212.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5493.95 5080.31 0.0106141 0.00105834 83718.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5442.44 5034.21 0.0106327 0.00105038 83487 0
: 190 Minimum Test error found - save the configuration
: 190 | 5393.02 4987.5 0.0106581 0.00105211 83281.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5343.75 4940.47 0.0107191 0.00108818 83065.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5293.76 4895.16 0.0107099 0.00107861 83062.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 5245.8 4848.8 0.0107236 0.00105442 82736.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5197.66 4802.7 0.0106932 0.00105995 83045.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5147.88 4759.28 0.0107584 0.00109405 82778.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5101 4715.67 0.010672 0.00105708 83203.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5054.87 4670.64 0.0106998 0.00105029 82905.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5007.67 4626.91 0.0107703 0.0010671 82447.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4961.57 4583.9 0.0107632 0.0011137 82905.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4916.19 4540.44 0.0107333 0.00105485 82657.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4869.84 4498.8 0.0107283 0.00105557 82706.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4825.63 4456.75 0.0107422 0.00109293 82907.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4781.42 4414.53 0.01071 0.00106151 82914.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4736.71 4374.14 0.0106811 0.00104956 83060.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4693.02 4333.62 0.0107242 0.00106892 82855.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4650.65 4292.3 0.0107374 0.00109608 82975.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4606.68 4253.36 0.0106518 0.00105667 83375.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4565.33 4213.47 0.0107263 0.00105547 82722.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4522.52 4174.25 0.0107081 0.0010767 83061.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4481.35 4135.5 0.0106777 0.00106777 83247.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4440.72 4096.29 0.0106473 0.00105874 83432.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4398.98 4058.73 0.0106792 0.00105326 83108.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4358.34 4021.54 0.0107048 0.00110064 83297.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4319.14 3984.52 0.0106451 0.00105845 83449.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4280.17 3945.83 0.0106854 0.00105625 83080.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4240.54 3907.93 0.0107201 0.00108191 83003.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4200.45 3872.94 0.0105636 0.00105196 84107.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4161.7 3837.9 0.0105555 0.0010479 84143 0
: 219 Minimum Test error found - save the configuration
: 219 | 4125.08 3800.76 0.0105348 0.00104902 84336.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4086.16 3766.15 0.0105612 0.0010474 84088.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4048.88 3731.39 0.0105377 0.00104749 84297 0
: 222 Minimum Test error found - save the configuration
: 222 | 4012.62 3695.74 0.010564 0.00104985 84084.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3974.79 3662.34 0.0105646 0.00105258 84104.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3939.29 3628.38 0.0105365 0.00104913 84322.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3903.59 3593.54 0.0105607 0.00105215 84134.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3867.28 3560.28 0.0105308 0.00104815 84364.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3832.37 3526.66 0.0105757 0.00105033 83986.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3796.27 3495.64 0.0105479 0.00104643 84197.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3762.52 3463.36 0.0105839 0.00106503 84044 0
: 230 Minimum Test error found - save the configuration
: 230 | 3729.35 3429.36 0.0105474 0.00105406 84269.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3694.01 3398.22 0.0105397 0.0010451 84258 0
: 232 Minimum Test error found - save the configuration
: 232 | 3660.79 3366.64 0.0105524 0.00104814 84172.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3627.66 3334.62 0.0105319 0.00105044 84375 0
: 234 Minimum Test error found - save the configuration
: 234 | 3593.99 3304.3 0.0105445 0.00104714 84234.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3561.6 3273.4 0.0105549 0.00104725 84143.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3529.49 3242.82 0.0105562 0.00104382 84101 0
: 237 Minimum Test error found - save the configuration
: 237 | 3496.64 3213.18 0.01054 0.00104551 84259.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3465.63 3183.06 0.0106052 0.00104938 83718.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3434.14 3153.11 0.0105883 0.00105621 83926.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3402.41 3123.96 0.0105383 0.00104942 84309.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3371.61 3095.3 0.0105551 0.00105109 84175 0
: 242 Minimum Test error found - save the configuration
: 242 | 3341.45 3066.33 0.0105646 0.00105064 84087.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3310.64 3038.71 0.0105474 0.00104674 84204.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3281.31 3009.77 0.0105488 0.00104475 84174.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3251.04 2981.87 0.0106632 0.00105573 83268.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3221.22 2954.61 0.0107232 0.00109399 83080.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3192.13 2927.33 0.0107479 0.00106346 82606.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3163.46 2899.58 0.010731 0.00106045 82725.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3134.78 2872.26 0.0107701 0.00107214 82492 0
: 250 Minimum Test error found - save the configuration
: 250 | 3105.56 2846.53 0.0107631 0.00109904 82781 0
: 251 Minimum Test error found - save the configuration
: 251 | 3077.87 2820.34 0.0106879 0.00106294 83117.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3050.33 2793.56 0.0106841 0.00105264 83061.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3022.1 2768.02 0.010777 0.00106452 82368.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2995.14 2742.05 0.0107426 0.00111345 83081 0
: 255 Minimum Test error found - save the configuration
: 255 | 2967.21 2717.13 0.0106953 0.00105576 82991.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2940.47 2692.59 0.0106442 0.00105356 83414.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2914.53 2667.33 0.0107721 0.00111945 82879 0
: 258 Minimum Test error found - save the configuration
: 258 | 2888.24 2642.45 0.0107032 0.00106398 82994 0
: 259 Minimum Test error found - save the configuration
: 259 | 2861.91 2617.87 0.0107166 0.00105141 82771.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2835.99 2593.16 0.0107175 0.00107898 83000.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2810.18 2569.27 0.0107155 0.0010601 82855 0
: 262 Minimum Test error found - save the configuration
: 262 | 2784.73 2545.63 0.0106852 0.00105212 83047.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2759.24 2522.44 0.0107015 0.00107231 83080.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2735.13 2498.31 0.0106978 0.0010696 83089.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2709.4 2475.83 0.0107137 0.0011024 83235.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2685.56 2452.85 0.0106697 0.00105776 83230.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2660.85 2430.88 0.0106637 0.00105614 83267.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2637.47 2408.04 0.010709 0.00107361 83027.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2612.71 2385.78 0.0107221 0.00109428 83092.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2589.71 2363.37 0.0106838 0.00105815 83111.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2565.91 2341.68 0.0106714 0.00105277 83171.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2542.3 2320.97 0.0107317 0.00106309 82741.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2519.99 2298.83 0.010694 0.0010659 83089.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2496.71 2278.07 0.0106022 0.00105248 83772.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2474.11 2257.15 0.0105611 0.00104511 84069.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2451.41 2236.34 0.0105536 0.00104417 84127.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2429.43 2215.88 0.0105443 0.00105353 84292.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2407.88 2194.85 0.0105836 0.00105026 83916.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2384.96 2175.52 0.0105752 0.00104896 83978.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2364.09 2155 0.0105529 0.0010498 84182.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2342.43 2134.85 0.0105511 0.00104753 84178.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2320.26 2116.05 0.0105665 0.0010528 84089.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2299.86 2095.99 0.0105543 0.00104509 84129.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2278.18 2077.54 0.0105455 0.0010456 84211.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2257.01 2059.32 0.0105616 0.0010482 84092.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2237.87 2039.13 0.0105734 0.00104944 83998.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2216.16 2021.21 0.01055 0.0010496 84207.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2196.26 2002.6 0.0105546 0.00104917 84162.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2175.96 1983.97 0.0105498 0.00104844 84198.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2155.85 1965.84 0.0105735 0.00105598 84055.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2136.22 1947.4 0.0105528 0.00104577 84148.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2116.35 1929.64 0.0105692 0.00104617 84007.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2096.97 1911.87 0.0105656 0.00105084 84079.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2077.33 1894.58 0.0105657 0.00104844 84057.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2058.47 1877.52 0.0105969 0.00105396 83831.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2039.94 1859.69 0.0106523 0.00105714 83375.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2020.2 1843.13 0.0105804 0.00105053 83946.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2001.94 1826.6 0.0105732 0.00105276 84030 0
: 299 Minimum Test error found - save the configuration
: 299 | 1983 1809.62 0.0105743 0.00104762 83974.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1964.83 1792.99 0.0105744 0.00104687 83967.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1946.36 1776.41 0.0105583 0.00105111 84147.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1927.91 1760.93 0.010598 0.00105015 83788.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1910.82 1744.13 0.0106161 0.00105594 83680.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1892.7 1728.08 0.010557 0.00104903 84139.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1874.45 1712.8 0.010579 0.00105056 83959.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1858.14 1696.13 0.0105851 0.0010477 83880.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1839.96 1680.61 0.0105746 0.00104631 83960.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1822.15 1666.03 0.0105545 0.00104709 84145 0
: 309 Minimum Test error found - save the configuration
: 309 | 1805.56 1651.4 0.0105581 0.00104993 84138.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1789.06 1635.28 0.010561 0.00105814 84185.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1772.4 1619.64 0.0105389 0.00104765 84288 0
: 312 Minimum Test error found - save the configuration
: 312 | 1754.69 1605.25 0.0105549 0.00104998 84167.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1738.46 1591.04 0.0105427 0.00105145 84288.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1722.31 1576.57 0.0105894 0.00104787 83844.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1705.92 1561.94 0.010554 0.00104685 84147.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1689.74 1547.8 0.010558 0.00104779 84119.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1673.96 1533.29 0.0106264 0.00106053 83630.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1657.78 1519.36 0.0107809 0.001079 82458.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1641.65 1506.2 0.0108146 0.00106226 82031.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1626.64 1492.49 0.0107374 0.0010594 82661.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1611.27 1478.56 0.010708 0.00105734 82896.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1596.01 1464.51 0.0107241 0.00107669 82924.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.43 1451.32 0.0107157 0.00106803 82921.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1565.32 1437.96 0.0107043 0.00105449 82903.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1550.52 1425.08 0.0107185 0.00108644 83056 0
: 326 Minimum Test error found - save the configuration
: 326 | 1535.81 1411.49 0.0107518 0.00107679 82687.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1521.01 1398.56 0.0107106 0.0010646 82936.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1507 1385.33 0.0106596 0.00105952 83332.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1491.97 1372.61 0.0106617 0.00105485 83273.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1477.38 1360.57 0.0107624 0.00110077 82801.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1463.51 1347.98 0.0106662 0.0010536 83224.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1449.87 1335.12 0.0106358 0.00105075 83463.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1435.62 1322.77 0.0106048 0.00104944 83722.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1422.01 1310.31 0.0105879 0.00105061 83881.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1407.93 1299.33 0.0105712 0.00104948 84018.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.13 1286.19 0.0105805 0.00105329 83969.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1380.75 1274.96 0.01056 0.0010491 84114.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1368.4 1262.72 0.0106046 0.00107122 83915.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1354.71 1251.29 0.0105834 0.00105293 83941.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1341.88 1239.18 0.0105745 0.00105176 84009.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1328.77 1227.91 0.0105788 0.00105186 83972.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1315.81 1216.63 0.0105692 0.00105186 84057.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1303.14 1205.63 0.0105648 0.00105116 84089.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1290.81 1194.18 0.0105608 0.00105111 84124.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1278.71 1183.01 0.0106109 0.0010518 83690.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1265.88 1172.01 0.0106963 0.00109695 83339.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1253.98 1161.11 0.0107062 0.00105907 82925.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1241.69 1150.17 0.0107611 0.00105825 82450 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.54 1139.64 0.0106924 0.00105507 83010.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1217.99 1128.64 0.010751 0.00108562 82769.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.38 1118.22 0.0107078 0.00106779 82987.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.89 1107.97 0.0106929 0.00106361 83079.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1182.84 1097.39 0.0107447 0.00106372 82636.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.3 1087.23 0.0105883 0.00105308 83899.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.36 1076.4 0.0105975 0.0010521 83810.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.72 1066.48 0.0106134 0.00105052 83657 0
: 357 Minimum Test error found - save the configuration
: 357 | 1137.59 1057 0.0105655 0.00104938 84068.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.08 1046.12 0.0105755 0.00105025 83987.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1115.74 1036.36 0.0106118 0.00105469 83706.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1104.89 1026.47 0.0105999 0.00105734 83834.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.03 1016.87 0.0105806 0.00105205 83958.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.34 1007.36 0.0105581 0.00104777 84118.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1072.75 998.007 0.0105858 0.00104767 83874.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.35 988.269 0.0105634 0.00104966 84089.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1051.9 978.921 0.0105848 0.00104924 83896.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.76 970.21 0.0105784 0.00105482 84002.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.73 960.453 0.0105622 0.00105284 84127.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.64 951.212 0.0105818 0.00104909 83921.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.57 942.356 0.0107914 0.00106479 82248.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1001.66 933.022 0.0105599 0.00104599 84087.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 991.863 924.021 0.0106008 0.00105791 83832.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 981.924 915.396 0.0105646 0.00104854 84068.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.765 906.156 0.0105756 0.00105215 84003 0
: 374 Minimum Test error found - save the configuration
: 374 | 962.798 897.674 0.0106082 0.00105412 83733.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.591 889.113 0.0105798 0.00105269 83970.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.114 880.647 0.0105639 0.00104922 84080.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.924 871.876 0.010571 0.00104749 84002.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.781 863.217 0.0105785 0.0010439 83904.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.119 855.213 0.0105688 0.00104805 84026.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.557 847.161 0.0105805 0.00104929 83934.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.422 838.9 0.0106184 0.00106119 83706.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.837 830.781 0.0105862 0.00105283 83915.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.904 822.586 0.0105956 0.00105207 83826.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.094 814.78 0.0105649 0.0010523 84098.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.652 806.587 0.010597 0.0010497 83793.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.759 798.779 0.010873 0.00120608 82756.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 847.013 790.204 0.0106666 0.00108135 83461.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 837.577 783.235 0.0107977 0.00105259 82092.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.845 775.196 0.0105752 0.00104873 83976.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.453 767.544 0.0108073 0.00105506 82032.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.13 759.869 0.0106248 0.00105786 83621.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.908 752.692 0.0105762 0.00105108 83988.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.32 745.025 0.010619 0.00105473 83644.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.82 738.073 0.0105509 0.00104609 84167.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.294 730.656 0.0106032 0.00104873 83730.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.58 722.787 0.0105757 0.00104947 83979 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.561 715.712 0.0105828 0.00104901 83912.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.992 708.583 0.0106017 0.00106977 83928.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.443 701.406 0.0105911 0.00106075 83942.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.845 694.312 0.0106305 0.00105113 83512.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.369 687.267 0.0105629 0.00104814 84079.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.842 680.517 0.0105948 0.00104807 83798.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.833 674.131 0.0105652 0.00104878 84065.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.449 667.041 0.0106102 0.00104973 83678.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.112 660.147 0.0105774 0.00104874 83957.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.333 653.413 0.0106131 0.00105288 83680.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.431 646.802 0.0106212 0.00105868 83659.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.103 640.144 0.0105767 0.00105354 84005.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.209 633.85 0.0105738 0.00104634 83968 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.323 627.475 0.0105786 0.00104408 83905.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.498 620.516 0.0105597 0.00104808 84107.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.75 614.498 0.0106002 0.00104929 83761.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.099 608.241 0.0105765 0.00105214 83995.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.477 601.902 0.0105898 0.00105238 83880 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.876 596.036 0.0105931 0.00105348 83860.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.378 589.655 0.0116078 0.00106878 75908.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.785 583.763 0.0106106 0.0010524 83697.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.714 577.135 0.0105776 0.00105049 83971 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.017 570.914 0.0105951 0.0010498 83811.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.717 565.059 0.0106265 0.00104804 83520.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.843 560.163 0.0106434 0.00105599 83443.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.81 553.396 0.0106055 0.00105296 83747 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.017 547.857 0.010589 0.00105248 83887.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.446 542.104 0.0105654 0.00104979 84072.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.272 536.929 0.0105877 0.00104739 83854.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.374 530.681 0.0105782 0.00104717 83936.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.555 524.673 0.0105792 0.0010489 83943 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.594 519.517 0.0105773 0.00104991 83968.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 552.045 513.987 0.0105921 0.00104916 83831.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.263 508.477 0.010586 0.00105305 83919.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.451 503.111 0.0105845 0.00104874 83894.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.896 498.204 0.0106391 0.00110704 83927.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.459 492.998 0.0106068 0.00106082 83804.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.132 487.435 0.0106061 0.00105104 83725.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.547 481.952 0.0105795 0.00105226 83969.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.14 476.631 0.0105818 0.00105496 83973.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.988 471.503 0.0105938 0.00105162 83838.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.319 466.793 0.0105835 0.0010597 84000 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.212 462.034 0.0105919 0.00105236 83861.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.285 456.878 0.010581 0.00104881 83926.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.703 452.479 0.0105661 0.00104653 84037.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 482.235 447.379 0.0105832 0.00104816 83900.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.275 442.303 0.0105713 0.00104745 83999.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.908 437.4 0.0105947 0.00104788 83797.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.997 433.015 0.0105802 0.00105415 83980 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.339 427.803 0.0105863 0.00105132 83901.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.425 423.836 0.0105778 0.00104887 83955.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.507 419.181 0.0105783 0.00104961 83956.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 448.181 414.741 0.0105863 0.00105053 83894.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.745 410.409 0.0105777 0.00105507 84010.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.932 405.305 0.0105616 0.00104798 84089.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.689 400.956 0.0105977 0.00105951 83873.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.432 396.221 0.0105679 0.00104891 84042.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.756 392.606 0.0105776 0.00105372 83999.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.495 387.908 0.0106082 0.00105945 83780.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.915 383.844 0.0105782 0.00105 83961.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.705 379.657 0.0108314 0.00111216 82310.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.252 375.128 0.0112849 0.00128506 80001.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.868 370.949 0.0109396 0.00115291 81743.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.019 367.161 0.0106784 0.00112864 83772 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.716 362.846 0.0106723 0.00108314 83427.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.352 358.769 0.0105994 0.00106215 83881.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.273 354.929 0.0106133 0.00106172 83756 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.122 350.964 0.0106058 0.00105286 83743.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.166 347.347 0.0106672 0.00104677 83156.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.04 343.011 0.0108204 0.00105487 81920.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.078 339.169 0.0106715 0.00105653 83203.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.259 335.557 0.0105743 0.00104942 83990.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.364 332.313 0.0106479 0.00105504 83395.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.708 328.171 0.0106345 0.00105645 83524 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.693 324.788 0.0106796 0.00105604 83129.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.851 320.974 0.0106798 0.0010675 83226.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.079 317.082 0.0106092 0.00105762 83756.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.268 313.445 0.0107081 0.0010558 82882.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.58 309.801 0.0106828 0.00105604 83102.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.954 306.846 0.0107257 0.00107118 82862.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.392 302.778 0.0114514 0.00107909 77128.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.775 299.615 0.0106878 0.00106537 83139.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.271 296.042 0.0107113 0.00108139 83074.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.783 292.745 0.0107399 0.00107111 82740.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.51 289.231 0.0106736 0.00107529 83348.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.759 286.091 0.0106116 0.00106026 83757.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.379 282.916 0.0118734 0.00166723 78384.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.039 279.308 0.0126032 0.00107081 69369.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.877 276.868 0.0106029 0.00105528 83790.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.486 273.329 0.0105788 0.00105637 84012.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.38 270.102 0.0117594 0.00153352 78233.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.781 266.602 0.0108344 0.00107372 81961.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.861 263.58 0.0106646 0.00105612 83259.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.557 260.85 0.0108854 0.00106105 81430.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.298 258.031 0.0106245 0.00106805 83713.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.75 254.964 0.0106415 0.00105466 83448 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.25 252.551 0.0105765 0.00105155 83989.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.106 249.035 0.0106655 0.00108878 83535.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.415 245.899 0.0106124 0.00105763 83727.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.266 243.055 0.0105782 0.00104458 83913.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.168 240.312 0.0106918 0.00105692 83031.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.4 237.585 0.0105844 0.00104875 83895.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.486 235.43 0.0106135 0.00105426 83689 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.501 232.108 0.0105801 0.00104782 83925.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.701 229.25 0.0105889 0.00105418 83903.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.798 226.757 0.010616 0.00105046 83633.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.256 223.762 0.0105702 0.00104677 84003 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.245 221.449 0.0106137 0.0010493 83643.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.691 218.907 0.0108077 0.00106032 82073.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.001 216.413 0.0106396 0.00106213 83529.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.413 214.342 0.0106696 0.00106955 83333 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.302 211.31 0.0106118 0.00104927 83660.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.275 208.835 0.0106567 0.001089 83614.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.601 206.474 0.0106161 0.00104981 83626.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.095 204.239 0.0106505 0.00105494 83372.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.402 201.526 0.0106829 0.00105474 83089.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.8 199.263 0.0106274 0.00106605 83670.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.58 197.173 0.0107188 0.00105821 82811.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.219 195.191 0.0106309 0.00107344 83704 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.918 192.202 0.0107097 0.00105639 82873.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.042 190.429 0.0106032 0.00105047 83746.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.778 188.601 0.0106065 0.00105547 83760.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.867 185.606 0.010755 0.001059 82508 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.205 183.751 0.010595 0.00106586 83952.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.908 182.008 0.0105937 0.00105311 83852.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.695 179.82 0.0106448 0.0010529 83403.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.447 177.786 0.0106298 0.00105505 83553.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.104 175.355 0.0106322 0.00106597 83627.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.024 173.515 0.0107177 0.00111011 83267.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.897 171.372 0.0106721 0.00105736 83205.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.75 169.514 0.0110606 0.00106118 80005 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.453 168.495 0.010661 0.00105214 83256.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.573 165.304 0.0106217 0.00104922 83573 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.287 163.409 0.0106378 0.00109472 83830.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.043 161.723 0.0105941 0.00105382 83854.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.066 159.567 0.0105703 0.00105112 84040.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.664 157.619 0.0106083 0.00104974 83694.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.132 155.765 0.0106582 0.00108571 83573 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.964 154.643 0.0106317 0.00105 83492.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.09 152.536 0.0105839 0.00104817 83895.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.188 150.265 0.0106633 0.00107238 83412.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.098 148.588 0.0106963 0.00105698 82993.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.205 147.102 0.0106006 0.00105089 83772.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.227 145.094 0.0107206 0.00115026 83591.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.182 143.596 0.0106446 0.00105563 83429.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.343 141.582 0.0106026 0.00104912 83739.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.066 139.418 0.0106896 0.00106029 83079.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.682 137.703 0.0106363 0.00105059 83457.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.806 136.227 0.0106231 0.00105322 83595.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.046 134.802 0.0106779 0.00105685 83150.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.212 133.731 0.0106118 0.00104794 83648.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.412 131.706 0.0106235 0.00107956 83823.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.728 129.497 0.0106096 0.00105029 83688.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.895 128.33 0.0108325 0.00113164 82466.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.136 126.77 0.0109293 0.00105915 81052.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.69 125.697 0.011004 0.00121695 81740.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.139 124.405 0.0107718 0.00110345 82744.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.307 122.804 0.0107348 0.00108565 82908.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.694 121.21 0.0107234 0.00105394 82735 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.803 119.478 0.0106942 0.00108143 83222.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.258 117.792 0.0107109 0.00107023 82981.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.725 116.403 0.0107494 0.00105537 82525.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.07 114.811 0.0110265 0.00109076 80517.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.708 113.86 0.0107359 0.00106037 82682.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.434 113.137 0.0107445 0.00109476 82903.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.835 110.823 0.0110466 0.00107196 80203.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.971 109.784 0.0107341 0.00108115 82876.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.79 108.952 0.0107075 0.00105713 82898.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.588 107.05 0.0108272 0.00106009 81907.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.596 105.376 0.0106913 0.00106816 83133.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.049 104.432 0.0106476 0.00107186 83544.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.819 103.826 0.0106835 0.00108181 83318.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.523 102.216 0.0106604 0.00105063 83249 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.946 99.999 0.0106481 0.00105441 83388.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.585 99.5097 0.0107338 0.00106586 82747.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.191 97.9008 0.0107617 0.00105965 82457 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.813 97.2611 0.0106927 0.00105563 83012.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.593 95.8839 0.010707 0.00107213 83031.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.037 94.5696 0.0107527 0.00108419 82742.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.102 93.7803 0.0106863 0.00105775 83086.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.708 92.1938 0.0107009 0.00105545 82940.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.18 91.1165 0.0106213 0.00106345 83700.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.978 90.0276 0.0106228 0.00105616 83623.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.715 88.1903 0.0106542 0.0010585 83371.1 0
: 581 | 101.549 88.2577 0.0105844 0.00101691 83616.6 1
: 582 Minimum Test error found - save the configuration
: 582 | 100.346 86.2272 0.010607 0.00105668 83766.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.0308 85.1976 0.0106267 0.00106026 83625.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.9305 84.5505 0.0106491 0.0010534 83370.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.8004 83.096 0.0106606 0.00107322 83443.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5384 81.9091 0.010682 0.00105759 83122.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.4356 81.1401 0.0107373 0.00105695 82641.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.4441 80.1156 0.0115285 0.0015667 80306.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.2916 79.4226 0.0109016 0.0010681 81354.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.3486 78.6097 0.0107138 0.00109769 83193.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.8094 76.9434 0.0106326 0.00105256 83506.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.4805 76.7818 0.0105858 0.00104976 83892.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.0779 75.9603 0.0106541 0.00106331 83413.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.7911 74.9679 0.0105765 0.00104695 83949.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.861 73.948 0.0106422 0.00106015 83489.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.9107 72.618 0.0106672 0.00111057 83711.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7309 71.2428 0.010608 0.00105402 83735.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.8266 70.3385 0.01094 0.00106843 81040.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.8603 69.6576 0.0107928 0.00105897 82187.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.8732 69.1048 0.0106194 0.00105321 83627.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.0712 68.0731 0.0106606 0.00106031 83330.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9348 67.0181 0.0107074 0.00105749 82902.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.0374 66.563 0.0106072 0.00106209 83812.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.3534 65.4158 0.0135165 0.00171601 67793.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4299 64.2591 0.0121633 0.00119206 72917.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.3242 63.5983 0.0118178 0.00116264 75081.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.4747 62.9756 0.0117558 0.00118073 75649.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.5065 62.2119 0.0123998 0.00172718 74958.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8408 61.0767 0.0164354 0.0017864 54611.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.874 60.3374 0.0159081 0.00177153 56590.7 0
: 611 | 71.113 60.3377 0.0132753 0.00120164 66260 1
: 612 Minimum Test error found - save the configuration
: 612 | 70.3895 58.4635 0.0124688 0.00107693 70225.8 0
: 613 | 69.3664 58.7112 0.0105814 0.00101402 83617.7 1
: 614 Minimum Test error found - save the configuration
: 614 | 68.5829 57.1442 0.0106021 0.00105126 83761.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4723 56.4925 0.0106092 0.00105054 83694.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.7577 55.9602 0.0105915 0.00107659 84078.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.9658 55.1357 0.0106878 0.0010566 83063.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.2345 54.584 0.0121155 0.00151473 75466.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3951 54.2312 0.010673 0.00106135 83231.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5963 53.0452 0.0124661 0.00107522 70231.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.8209 51.9254 0.0106141 0.00104763 83625.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0727 51.7023 0.0106187 0.00105333 83635.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4023 51.0467 0.0106663 0.00105268 83215.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.829 50.1565 0.0105908 0.00104939 83844.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.9261 49.872 0.0105755 0.00104986 83983.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.2075 48.7019 0.0106065 0.00104947 83708.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6098 48.33 0.0105943 0.00105095 83827.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.7447 47.6811 0.0106135 0.00105065 83657.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.9804 47.2233 0.0106193 0.00104958 83597.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.4145 46.2028 0.0106755 0.00105927 83192.5 0
: 631 | 55.669 46.2573 0.0106263 0.00101613 83245 1
: 632 Minimum Test error found - save the configuration
: 632 | 54.9136 44.7849 0.0106257 0.00105709 83607.1 0
: 633 | 54.3418 44.9488 0.0105769 0.00101628 83676.2 1
: 634 Minimum Test error found - save the configuration
: 634 | 53.6988 44.5427 0.0106326 0.00105121 83495.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.9783 43.7942 0.0105986 0.00104863 83770.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3375 42.9102 0.0106761 0.00106045 83197.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6828 42.0315 0.0106118 0.00106009 83755 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.1053 41.2817 0.0106397 0.00106091 83517.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5276 40.4006 0.0106013 0.00105109 83767.8 0
: 640 | 50.1391 40.5143 0.0105682 0.00101621 83752.5 1
: 641 | 49.4667 40.5802 0.01061 0.00102378 83453.3 2
: 642 Minimum Test error found - save the configuration
: 642 | 48.6279 39.3629 0.0106311 0.00105614 83550.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.065 38.7151 0.0105979 0.00105364 83819.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5879 37.7477 0.0106327 0.00108112 83755.8 0
: 645 | 47.1702 38.0242 0.0105965 0.00103936 83707.4 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.6451 36.7957 0.0106157 0.00107742 83872.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.0454 36.5883 0.0106217 0.00105329 83608.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.6297 36.0676 0.0105847 0.0010503 83906.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.8239 35.6076 0.0106329 0.0010553 83528.3 0
: 650 | 44.1643 35.7415 0.0107191 0.00102316 82508.7 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.6727 34.909 0.0106784 0.00107409 83295.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1476 34.0306 0.0106264 0.00105365 83570.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7264 33.9053 0.010641 0.00105391 83445.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2142 33.2233 0.0106309 0.0010831 83789 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.5889 32.275 0.0106159 0.00105306 83657.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.0763 32.2477 0.0106533 0.00105863 83379.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5519 31.5641 0.0109332 0.00106401 81060.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.1917 31.4767 0.0105882 0.00104914 83865.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.5688 30.829 0.0106575 0.00108163 83543.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.1518 30.4094 0.0106446 0.00105247 83401.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.579 29.7614 0.0106637 0.00105644 83270.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.16 29.543 0.0106315 0.00106447 83620.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6911 28.7423 0.0106042 0.00105223 83752.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3268 28.1317 0.0106104 0.0010777 83921.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9125 27.6882 0.010687 0.00105674 83071.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2238 27.2511 0.0107167 0.0010664 82898.9 0
: 667 | 35.8338 27.4472 0.0106014 0.00101761 83473.9 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.758 26.7823 0.010945 0.0010925 81198 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.2295 26.0213 0.0107375 0.00106692 82725.4 0
: 670 | 34.8071 26.3233 0.0105734 0.00101598 83704.5 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.3246 25.1759 0.0106925 0.00110629 83452.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8358 25.118 0.0106782 0.0010591 83167.6 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5997 24.7009 0.0106338 0.00105294 83499.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.095 24.6003 0.0106118 0.00104735 83642.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.6142 23.7999 0.0106871 0.001062 83116 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.1353 23.1257 0.0106992 0.00108447 83205.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6957 23.0216 0.010606 0.00105167 83732 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.5654 22.2729 0.0106387 0.00106058 83523.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9248 21.902 0.0106667 0.00106737 83339.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4617 21.6434 0.0106133 0.00106644 83797.2 0
: 681 | 30.0565 21.6454 0.0105967 0.00102135 83548.3 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.7309 20.7353 0.0106168 0.00107632 83853 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3756 20.6743 0.0106617 0.00106616 83371.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9388 20.268 0.0108033 0.00107044 82195.9 0
: 685 | 28.4896 20.4356 0.0105828 0.00103709 83807.2 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.2037 20.0934 0.0106436 0.00105864 83464.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7373 19.1032 0.0106258 0.00106971 83716.1 0
: 688 | 27.5299 19.4464 0.0106043 0.00101817 83454.1 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.194 18.8456 0.0106319 0.00106022 83580.3 0
: 690 | 26.7812 19.0748 0.0106211 0.00101763 83302.8 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.5562 18.3307 0.0106468 0.00106147 83460.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.2055 17.9314 0.010644 0.00105447 83424.5 0
: 693 | 25.7959 18.6569 0.0106174 0.00101723 83332.3 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.6319 17.2977 0.0105936 0.00105513 83871.1 0
: 695 | 25.2425 18.1776 0.0106051 0.00103983 83636 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.789 16.644 0.010697 0.00106675 83071.7 0
: 697 | 24.4154 17.1155 0.0107107 0.00103208 82656.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.2745 16.2 0.0105978 0.001053 83815.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.776 15.8537 0.0106016 0.00105622 83810.4 0
: 700 | 23.4483 16.0493 0.0113881 0.00111601 77881.3 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.0597 15.381 0.0110243 0.00109335 80556 0
: 702 | 22.8407 15.4102 0.0106281 0.00104217 83455.7 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.5223 15.1225 0.0106696 0.00106582 83300.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.3446 14.7499 0.0106251 0.00107349 83755.6 0
: 705 | 22.3481 14.8985 0.0107152 0.00103584 82649.8 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.8115 14.4306 0.0107139 0.00107061 82959.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.6183 13.9718 0.0109616 0.00115294 81560.8 0
: 708 | 21.0971 14.1072 0.0111222 0.00116925 80378.3 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.7604 13.3768 0.0112745 0.00112419 78815.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4634 13.2854 0.0108181 0.00106658 82038.6 0
: 711 | 20.3259 13.3895 0.0106075 0.00102475 83483 1
: 712 | 20.1819 13.4508 0.0106732 0.00104833 83117.9 2
: 713 | 20.0072 13.3248 0.0106008 0.0010227 83523.5 3
: 714 Minimum Test error found - save the configuration
: 714 | 19.8272 12.6831 0.0106745 0.00106616 83260.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4897 12.5479 0.0106625 0.0010759 83449.5 0
: 716 | 19.2236 12.8729 0.0105733 0.00101851 83728 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.9578 12.3973 0.0105825 0.00106011 84012.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.5199 12.1669 0.0105699 0.0010547 84076.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.1431 11.4174 0.0106009 0.0010562 83815.9 0
: 720 | 17.9732 11.7052 0.0105403 0.00101541 83990.9 1
: 721 | 17.7118 11.9277 0.0105533 0.00101377 83861.6 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.4373 11.1112 0.0105834 0.00104903 83907.2 0
: 723 | 17.3408 11.5616 0.0105457 0.00103147 84084.2 1
: 724 | 17.1738 11.3094 0.0106029 0.00101515 83439.8 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.7656 10.9728 0.0106642 0.00106032 83299.4 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.53 10.4931 0.0106144 0.00106023 83732.8 0
: 727 | 16.2489 10.5528 0.0105237 0.00101549 84137.8 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.9107 10.3761 0.0105866 0.00105054 83892.1 0
: 729 | 15.8334 11.2945 0.0105978 0.00101914 83519.4 1
: 730 | 15.651 10.6938 0.0107063 0.0010184 82577.5 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.3306 9.73965 0.0106472 0.00105873 83433.2 0
: 732 | 15.1252 10.1607 0.0106057 0.00104147 83645.3 1
: 733 | 14.9087 10.0087 0.0105812 0.00101892 83661.7 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.7844 9.53463 0.0106124 0.00107795 83906.1 0
: 735 | 14.6571 9.93528 0.0105536 0.00102037 83917.1 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.3004 9.48598 0.0105761 0.00104857 83967.3 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1626 9.39106 0.0107119 0.00117417 83877.8 0
: 738 | 14.0573 9.81516 0.0107521 0.00102358 82232.8 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.1385 9.34086 0.0106342 0.00105488 83513.6 0
: 740 | 13.6647 9.79131 0.0105947 0.00101712 83528.8 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.5146 9.14308 0.0108046 0.00105695 82071.1 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.3211 8.89837 0.010635 0.00105321 83491.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.0644 8.62038 0.010615 0.00105593 83690 0
: 744 | 13.1639 9.12846 0.0106516 0.00101577 83023.1 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.7519 8.41211 0.0107198 0.00105022 82734 0
: 746 | 12.4893 8.45817 0.0106011 0.00101927 83491.6 1
: 747 | 12.3287 8.53164 0.0106314 0.0010545 83534 2
: 748 | 12.3217 8.89277 0.0107304 0.0010165 82356.3 3
: 749 Minimum Test error found - save the configuration
: 749 | 12.0315 8.32407 0.0106633 0.0011051 83697.8 0
: 750 | 11.716 8.47795 0.0105998 0.00101521 83467.5 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.6403 7.84273 0.0106295 0.00105732 83575.6 0
: 752 | 11.6127 8.23802 0.0106323 0.00106099 83583.1 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.3638 7.74513 0.0106287 0.00105656 83575.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2893 7.51872 0.0107294 0.00109857 83066.3 0
: 755 | 11.1911 8.1818 0.0105584 0.0010182 83855.7 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.937 7.2064 0.0106227 0.00106187 83674.5 0
: 757 | 10.7488 7.67894 0.0106054 0.00102011 83461.2 1
: 758 | 10.6367 8.10532 0.0105791 0.00101767 83669.9 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.57 7.08925 0.0106612 0.00106109 83332.2 0
: 760 | 10.4795 8.32907 0.0105903 0.0010227 83615.8 1
: 761 | 10.3411 7.39804 0.0105711 0.00101497 83715.9 2
: 762 | 10.2263 7.33924 0.0106627 0.00101869 82952.9 3
: 763 Minimum Test error found - save the configuration
: 763 | 9.92577 6.91682 0.0106835 0.00107293 83241.6 0
: 764 | 9.72407 6.99186 0.0106046 0.00103183 83570 1
: 765 | 9.65985 7.08862 0.0106553 0.001018 83010.9 2
: 766 | 9.72048 7.00667 0.010565 0.00101547 83774 3
: 767 | 9.45321 6.9549 0.010593 0.00101716 83543.7 4
: 768 Minimum Test error found - save the configuration
: 768 | 9.53209 6.71371 0.0106385 0.00106681 83579.9 0
: 769 | 9.1608 7.07477 0.0105597 0.00101615 83826.7 1
: 770 | 9.14132 7.35321 0.0106261 0.00102549 83327.8 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.12669 6.40757 0.0106181 0.0010735 83816.8 0
: 772 | 8.90516 7.07864 0.0106221 0.0010168 83287.7 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.69758 6.38939 0.010657 0.00105709 83334.5 0
: 774 | 8.49708 6.55605 0.0106568 0.00103543 83148.3 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.61149 5.91337 0.010618 0.00105325 83640.8 0
: 776 | 8.44023 7.35708 0.0106495 0.00101684 83050.9 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.43112 5.76451 0.0106756 0.00107167 83299.4 0
: 778 | 8.06957 6.25523 0.0106194 0.00101704 83313 1
: 779 | 8.09205 6.37418 0.0105881 0.00101777 83591.4 2
: 780 Minimum Test error found - save the configuration
: 780 | 7.92214 5.43958 0.0106359 0.00105897 83533.8 0
: 781 | 7.79004 6.03903 0.0106201 0.0010413 83517.6 1
: 782 | 7.63124 5.61632 0.0105863 0.00102935 83708.9 2
: 783 | 7.49933 5.77013 0.0105813 0.00103688 83818.6 3
: 784 | 7.59028 6.27293 0.0106227 0.00101732 83287 4
: 785 | 7.38616 5.9581 0.0106148 0.00101565 83340.4 5
: 786 | 7.259 5.6764 0.0106075 0.00101636 83410.7 6
: 787 Minimum Test error found - save the configuration
: 787 | 7.09598 5.3445 0.0106107 0.00105696 83736.5 0
: 788 | 7.06424 5.44484 0.0105494 0.00101667 83921.4 1
: 789 Minimum Test error found - save the configuration
: 789 | 7.08665 5.1412 0.010658 0.00106126 83362 0
: 790 | 6.91242 5.21335 0.0105502 0.00101782 83924.8 1
: 791 | 6.81152 5.486 0.0107437 0.00102385 82305.8 2
: 792 Minimum Test error found - save the configuration
: 792 | 6.85526 4.92183 0.0106172 0.00105152 83631.9 0
: 793 | 6.81075 5.58164 0.0105519 0.00101603 83893.4 1
: 794 | 6.65353 5.10675 0.0108167 0.00126735 83775.2 2
: 795 | 6.55908 5.76672 0.0106357 0.00101919 83190.1 3
: 796 | 6.66682 5.74223 0.0106225 0.00101802 83294.1 4
: 797 | 6.60056 5.21244 0.0105453 0.00101381 83932.3 5
: 798 Minimum Test error found - save the configuration
: 798 | 6.34218 4.88665 0.0106422 0.00105896 83478.9 0
: 799 | 6.12274 5.11373 0.011037 0.00101595 79831.7 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.04755 4.87065 0.0112246 0.0010589 78696 0
: 801 Minimum Test error found - save the configuration
: 801 | 6.12879 4.8299 0.0106191 0.00105218 83621.9 0
: 802 | 6.09754 5.24052 0.0105528 0.00101614 83886.6 1
: 803 | 6.05606 5.16313 0.0105635 0.00101604 83791.8 2
: 804 Minimum Test error found - save the configuration
: 804 | 5.90114 4.50147 0.0105977 0.00105227 83809.4 0
: 805 | 5.70597 4.6698 0.0105837 0.00101527 83608.2 1
: 806 | 5.66689 4.61738 0.0105817 0.00104567 83892.6 2
: 807 | 5.53864 4.89031 0.0105447 0.00101589 83956.1 3
: 808 Minimum Test error found - save the configuration
: 808 | 5.61216 4.47078 0.010665 0.00110976 83724.1 0
: 809 | 5.77749 5.40645 0.0105762 0.00101783 83696 1
: 810 | 5.7737 4.92836 0.0106263 0.00101879 83268.5 2
: 811 | 5.50649 4.6021 0.0105623 0.00101463 83789.7 3
: 812 | 5.39379 4.95931 0.0105646 0.00101687 83789.5 4
: 813 | 5.33549 4.86618 0.0105738 0.00101669 83707.5 5
: 814 | 5.19045 4.67548 0.0105498 0.00101479 83901.4 6
: 815 | 5.13171 4.9508 0.0105969 0.00102118 83544.8 7
: 816 | 5.18152 4.83797 0.0105547 0.00101644 83873 8
: 817 | 5.00983 4.98236 0.0105655 0.00102832 83881.9 9
: 818 | 5.02274 4.50585 0.0105709 0.00101578 83724.7 10
: 819 | 4.85541 4.90626 0.0106419 0.00105391 83438 11
: 820 | 4.88695 5.46524 0.0105545 0.00101808 83888.5 12
: 821 Minimum Test error found - save the configuration
: 821 | 4.82201 4.4222 0.0105594 0.00105968 84212.7 0
: 822 | 4.68493 5.79239 0.0105463 0.00101848 83965 1
: 823 | 4.87013 4.9282 0.0105674 0.00101725 83768.4 2
: 824 | 4.68368 4.64294 0.0105676 0.00101794 83772.9 3
: 825 | 4.52715 5.00531 0.0105611 0.00101656 83817.5 4
: 826 | 4.51413 4.84598 0.0105603 0.00101705 83828.7 5
: 827 | 4.3445 4.7472 0.0105621 0.00101735 83815.8 6
: 828 | 4.41379 5.28345 0.0105327 0.00101952 84093.6 7
: 829 | 4.39475 4.68167 0.0106074 0.00103625 83584.9 8
: 830 | 4.28726 5.33994 0.0105367 0.00101952 84058.9 9
: 831 | 4.48383 4.9275 0.0105348 0.00101803 84062.5 10
: 832 | 4.16203 5.20084 0.0105366 0.00101416 84011.8 11
: 833 | 4.05912 5.04617 0.010539 0.00101588 84006.4 12
: 834 | 4.10976 4.85557 0.01056 0.00101939 83852.1 13
: 835 | 4.0702 5.00296 0.0105315 0.00101815 84092 14
: 836 | 4.1157 4.86868 0.0105465 0.00101582 83939.3 15
: 837 | 4.03454 5.71854 0.0105445 0.00101785 83974.8 16
: 838 | 4.2026 5.35739 0.0107435 0.00103054 82364.1 17
: 839 | 4.01175 4.69358 0.0105626 0.00101429 83784.2 18
: 840 | 3.87141 5.24134 0.0105289 0.00101652 84101.2 19
: 841 Minimum Test error found - save the configuration
: 841 | 3.98537 4.30367 0.0105971 0.00106016 83884.4 0
: 842 | 4.098 4.59643 0.01057 0.00101913 83762.1 1
: 843 | 3.82257 4.87479 0.0105522 0.00101928 83920 2
: 844 | 3.71725 4.86547 0.0106344 0.00101819 83193.3 3
: 845 | 3.64666 5.11663 0.0105144 0.00101816 84244.2 4
: 846 | 3.70421 5.15939 0.0105467 0.00101411 83922.7 5
: 847 | 3.63346 5.71846 0.0105355 0.00102359 84105.2 6
: 848 | 3.43812 4.94528 0.0106049 0.00103217 83571.1 7
: 849 | 3.60952 5.17226 0.0106416 0.00101795 83128.8 8
: 850 | 3.55814 6.11178 0.0105283 0.00101984 84135.8 9
: 851 | 3.52258 5.0845 0.0105337 0.00101953 84085.2 10
: 852 | 3.37286 5.53949 0.0121269 0.00103256 72108.7 11
: 853 | 3.36277 4.88256 0.0106521 0.00101999 83055.5 12
: 854 | 3.51583 5.03834 0.0106043 0.00103805 83627 13
: 855 | 3.34749 4.6384 0.0105812 0.00101967 83668.8 14
: 856 | 3.18735 5.08549 0.0106111 0.00102314 83437.7 15
: 857 | 3.16626 5.08976 0.0106387 0.00101722 83147.6 16
: 858 | 3.22718 5.11351 0.0106239 0.00104 83473.5 17
: 859 | 3.06812 4.48983 0.0106288 0.00105626 83572.4 18
: 860 | 3.08212 4.8289 0.0108517 0.00102019 81371.1 19
: 861 | 3.11101 4.9051 0.0105804 0.0010181 83661.5 20
: 862 | 3.06839 4.77349 0.0105625 0.0010213 83847.1 21
:
: Elapsed time for training with 1000 events: 9.21 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: 0.0111 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: 0.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.31282e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08738e+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: 0.0388 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: 0.0372 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00141 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0977 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.902 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00253 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: 0.00432 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: 0.00184 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000354 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: 0.0964 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 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 : -0.915 -0.181 5.29 1.56 | 3.234 3.232
: 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 : -0.301 -0.147 1.95 1.13 | 3.360 3.352
: 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.