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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
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:4131
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
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:139
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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.286 sec
: Elapsed time for training with 1000 events: 0.289 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00263 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: 0.000701 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00488 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: 0.000208 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00107 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 = 31511.6
: --------------------------------------------------------------
: 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 | 33062.4 31129.9 0.0106625 0.00109105 83582.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32565.9 30582.5 0.0106384 0.00104021 83348.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31893.8 29954.3 0.0104199 0.00103528 85246.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31206.7 29371.3 0.0102339 0.00102635 86885.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30514.3 28725.5 0.0102064 0.00102691 87150.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29749.3 27842.7 0.0101606 0.00103004 87617.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28998.2 27164.2 0.0102198 0.00101572 86917.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28529.2 26776.9 0.0100326 0.00100276 88595.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28167.4 26458 0.0121512 0.00101629 71845.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27848.6 26159.1 0.00998418 0.000995114 88997 0
: 11 Minimum Test error found - save the configuration
: 11 | 27544.3 25877.8 0.0101192 0.00102821 87999.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27254.8 25608.2 0.00999093 0.000996994 88948.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26977.3 25345.9 0.00998896 0.000997374 88972.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26706.2 25092 0.0100408 0.0010209 88692.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26446.9 24839.8 0.0100204 0.00100072 88694.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26187.1 24598.2 0.00999305 0.000999184 88949.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25937.6 24359.4 0.00997946 0.000996554 89058.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25686.8 24131.6 0.00998282 0.000997133 89030.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25450.5 23899.4 0.0100123 0.000997253 88740.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25211.1 23673.7 0.0099931 0.00100315 88988.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24979.8 23448.4 0.0100284 0.0010176 88782.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24745.9 23231.6 0.00998972 0.000995574 88946.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24517.6 23019.7 0.00999719 0.000999013 88906.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24297.1 22805.4 0.0100284 0.000998974 88599.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24073.9 22597.3 0.0100029 0.000998225 88842.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23856.9 22390.2 0.00999393 0.000998664 88935.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23641.4 22185.8 0.0101132 0.00100338 87817.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23428.2 21984.7 0.0100064 0.000999572 88821.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23218.9 21784.7 0.0100142 0.000998283 88731.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23011.1 21587.5 0.00998291 0.00100101 89068.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22805.4 21393.3 0.0107921 0.00103298 81975 0
: 32 Minimum Test error found - save the configuration
: 32 | 22602.3 21201.7 0.0100417 0.00100364 88514.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22402.7 21010.9 0.0100257 0.00100169 88652.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22204.1 20822.9 0.0100313 0.000998684 88568 0
: 35 Minimum Test error found - save the configuration
: 35 | 22005.4 20640.6 0.0108233 0.00171605 87841.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21814.1 20456.1 0.0109829 0.00100204 80153 0
: 37 Minimum Test error found - save the configuration
: 37 | 21622.4 20273.4 0.0100881 0.00100014 88028.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21431.6 20094 0.0100397 0.00100143 88512.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21243.5 19916.8 0.0102529 0.00100262 86483.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21056.6 19742.8 0.0100589 0.00102921 88596.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20872.7 19570.4 0.0103343 0.00102794 85962.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20690.6 19399.8 0.010033 0.00100206 88584.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20510.2 19231 0.0100283 0.000998724 88597.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20334.4 19059.9 0.0100727 0.00101992 88371.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20157.3 18891.5 0.0100077 0.000998354 88796.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19979.5 18729.3 0.010062 0.0010016 88296.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19808.3 18565.5 0.010037 0.00100135 88538.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19635.1 18405.4 0.0101547 0.00100514 87435.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19468.4 18239 0.010268 0.00101769 86483.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19291.2 18077 0.0100922 0.00101512 88133.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19124.6 17918.1 0.0101319 0.00101571 87756.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18954.5 17761.1 0.0101642 0.00104975 87772.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18792.9 17601.4 0.0105905 0.00102664 83648.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18631.2 17457.3 0.0101047 0.00101264 87988.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18467.3 17301.1 0.0101039 0.00101332 88003.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18302.3 17143.1 0.0101198 0.00101285 87844.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18142 16993.4 0.0101338 0.00101841 87763.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17987.6 16849.8 0.0103312 0.00108856 86555.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17827.2 16689 0.0101714 0.00102186 87435.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17673.6 16534.7 0.0101426 0.00101884 87683 0
: 61 Minimum Test error found - save the configuration
: 61 | 17509.1 16396.5 0.0101454 0.00102273 87694.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17357.6 16240.7 0.010196 0.00104118 87386.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17201.8 16090.9 0.0101712 0.00102238 87443.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17047.2 15947.4 0.0120894 0.00151757 75673 0
: 65 Minimum Test error found - save the configuration
: 65 | 16893.1 15804.4 0.010768 0.00103185 82168.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16746.1 15658 0.0102438 0.0010255 86784.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16595 15514.3 0.0102619 0.00103932 86743.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16444.8 15374.7 0.0107131 0.00102707 82593.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16298 15236.4 0.0102063 0.00102678 87150.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16152.6 15094.1 0.0102298 0.00102402 86901.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16004.5 14958.2 0.0102559 0.00103092 86720.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15862.2 14822 0.0103237 0.00104729 86240.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15719.3 14685.6 0.0102651 0.00102822 86609.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15576.7 14552.6 0.0103166 0.00103861 86225.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15436.1 14421.7 0.0102529 0.00102763 86718.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15299 14289.4 0.0102724 0.00102406 86502.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15159.8 14161 0.0103359 0.00103196 85985 0
: 78 Minimum Test error found - save the configuration
: 78 | 15026.8 14029.3 0.0102833 0.00104761 86620.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14891 13900.4 0.010232 0.00103906 87023.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14754.9 13776.6 0.0113851 0.00149102 80856.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14624.7 13650.7 0.0103229 0.00102993 86086.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14492.1 13528 0.0102775 0.00104886 86686.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14363.4 13404.7 0.0102044 0.00102687 87169.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14234.7 13282.8 0.0103697 0.00104106 85757.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14105.9 13164 0.0102345 0.00103304 86942.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13981.3 13042.8 0.0102578 0.00104831 86867.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13855 12924.9 0.0103282 0.0010563 86282.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13728.8 12810.6 0.0103858 0.00106426 85822.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13608.6 12692.9 0.0105081 0.00103653 84463.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13487.2 12575.5 0.0102372 0.00102565 86847.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13363.9 12462.9 0.0102456 0.00102928 86802.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13243 12352.6 0.01027 0.00104699 86739.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 13125.4 12241.5 0.0102664 0.00102852 86599.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 13009 12128.9 0.0102351 0.00104213 87022.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12892.6 12016.9 0.0102301 0.00103147 86969.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12775.3 11908.2 0.0102586 0.00102702 86658.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12660.7 11800.2 0.0103359 0.00103266 85991.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12546.3 11694.2 0.0103574 0.00115273 86912.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12434.7 11587.6 0.0103347 0.00105447 86204.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12321.5 11484 0.0102737 0.00105037 86736.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12211.6 11380 0.0102646 0.00105048 86823.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12102.8 11275.3 0.0102815 0.00107672 86911.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11992.6 11173.7 0.0102228 0.00104607 87176.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11885.2 11072.4 0.0107278 0.00106192 82765.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11779.3 10970.5 0.0102483 0.0010323 86805.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11672.2 10871.1 0.010335 0.00109448 86575.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11566.7 10773.2 0.0102621 0.00103125 86666.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11463.2 10675.2 0.011991 0.00105237 73135.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11359.4 10579.2 0.0102769 0.00103172 86532 0
: 110 Minimum Test error found - save the configuration
: 110 | 11257.2 10483.5 0.0102533 0.00103062 86742.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11156.6 10387.5 0.0102641 0.00102914 86627.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11055.3 10293.4 0.0102872 0.00105333 86638 0
: 113 Minimum Test error found - save the configuration
: 113 | 10956.5 10198.8 0.0103685 0.001034 85703.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10856 10107.6 0.0104053 0.00103658 85390.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10760.7 10013.4 0.0102872 0.00104797 86587.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10660.9 9924.04 0.0103138 0.00104826 86341 0
: 117 Minimum Test error found - save the configuration
: 117 | 10565.8 9833.77 0.0102283 0.0010258 86933.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10470.3 9744.43 0.0102234 0.00102596 86980.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10376.5 9654.78 0.0102394 0.00102866 86855.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10281.2 9568.02 0.010233 0.00102918 86920.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10188.7 9481.45 0.0102373 0.0010287 86875.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10098 9393.49 0.0102612 0.0010496 86846.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 10005.7 9307.92 0.010246 0.00105018 86996.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9915.66 9222.38 0.0103377 0.00103469 85994.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9824.74 9139.47 0.0102526 0.00102768 86721.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9735.97 9056.95 0.0103262 0.00102927 86050.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9649.38 8972.86 0.0102261 0.00102771 86971.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9560.98 8890.91 0.010488 0.0010325 84607.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9475.14 8808.76 0.0102387 0.0010307 86880.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9388.2 8728.9 0.010245 0.00103064 86820.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9302.54 8650.38 0.0102649 0.00103339 86659.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9219.82 8570.17 0.0102822 0.00106688 86812.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9135.29 8491.93 0.0102485 0.00103182 86799.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9052.33 8414.46 0.0102462 0.00105167 87008.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8970.83 8336.62 0.0103996 0.00108167 85855.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8888.79 8260.38 0.0102748 0.00104549 86680.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8807.79 8185.2 0.011849 0.00105338 74104.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8727.75 8110.82 0.0108899 0.00105016 81302.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8648.1 8037.46 0.0106802 0.00104915 83064.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8570.9 7962.57 0.0107007 0.00106973 83065.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8491.64 7890.33 0.0114025 0.00157285 81386.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8415.57 7816.89 0.0125075 0.00107583 69980.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8338.5 7744.88 0.0102508 0.00103195 86778.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8262.42 7673.79 0.0102799 0.00102981 86486.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8187.42 7602.89 0.0106226 0.00104067 83490.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8112.03 7533.9 0.0103582 0.00104143 85866.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8038.07 7465.68 0.0102692 0.001035 86634.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7966.87 7394.81 0.0103982 0.00105943 85664.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7892.89 7326.44 0.0102775 0.00104509 86651.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7821.14 7258.53 0.0102821 0.00104936 86647.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7748.66 7192.86 0.0102619 0.00104996 86843.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7678.28 7127.43 0.0102915 0.00106697 86725.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7609.24 7060.77 0.0105606 0.00108071 84389.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7539.3 6995.49 0.0115508 0.00116681 77041.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7470.9 6930.29 0.0117486 0.00163418 79095.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7401.6 6867.16 0.011316 0.00105281 77948.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7333.71 6805.02 0.0104034 0.00104689 85501.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7267.96 6741.39 0.0103148 0.00103787 86235.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7201.53 6678.35 0.0108417 0.00103771 81599.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7135.2 6616.71 0.0112221 0.00108367 78908.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 7069.2 6556.6 0.0103864 0.00107419 85908.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7005.95 6495.15 0.0104367 0.00104962 85223.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6940.82 6435.67 0.0107805 0.00118052 83333.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6878.06 6375.46 0.0107598 0.0010519 82407 0
: 165 Minimum Test error found - save the configuration
: 165 | 6814.48 6316.65 0.0110196 0.00106926 80399.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6752.31 6258.08 0.0103166 0.00105379 86367 0
: 167 Minimum Test error found - save the configuration
: 167 | 6690.37 6200.08 0.0103865 0.00104646 85652.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6628.67 6143.13 0.01052 0.0010485 84464.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6568.21 6086.17 0.010761 0.00104331 82324.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6507.95 6029.74 0.010687 0.00104218 82945.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6448.12 5974.07 0.0104027 0.00105781 85608.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6389.16 5918.48 0.0103119 0.00103378 86224.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6330.9 5862.72 0.0102909 0.00103226 86406 0
: 174 Minimum Test error found - save the configuration
: 174 | 6272.1 5808.38 0.0150217 0.00172993 60187.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6214.21 5755.01 0.0110762 0.00172323 85534.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6157.69 5701.22 0.0107654 0.00105875 82417.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6100.22 5649.17 0.0156542 0.0017652 57599.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6044.63 5596.65 0.0125612 0.00104925 69492.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5989.87 5543.64 0.0103527 0.0010923 86389.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5933.69 5492.25 0.0111396 0.00106095 79375.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5879.32 5441.32 0.0114225 0.00105718 77180.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5825.18 5390.47 0.0104684 0.00118975 86219 0
: 183 Minimum Test error found - save the configuration
: 183 | 5771.23 5340.78 0.0103897 0.00104058 85569.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5718.88 5290.27 0.0109978 0.00146959 83961.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5664.83 5242.15 0.0114321 0.00121001 78262.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5615.19 5190.84 0.0102864 0.00103487 86472 0
: 187 Minimum Test error found - save the configuration
: 187 | 5561.37 5143.05 0.0102847 0.00103594 86497.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5510.23 5095.41 0.0104698 0.00124863 86756.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5459.51 5048.26 0.0103061 0.00106604 86579.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5408.77 5001.95 0.0111459 0.00105294 79263.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5360.42 4954.18 0.0104005 0.00104367 85498.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5310.12 4907.89 0.01539 0.00173792 58599.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5260.59 4862.97 0.0132023 0.00105243 65844.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5212.44 4817.98 0.0104959 0.00105591 84745.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5164.92 4772.26 0.0107451 0.00105312 82542.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5116.52 4728.5 0.0108086 0.00150726 86009.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5069.98 4684.25 0.0103078 0.00103804 86301.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5022.75 4641.04 0.0105993 0.00107419 83988.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4976.38 4598.33 0.0109231 0.00110185 81455.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4931.24 4554.81 0.0105015 0.00103916 84545.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4885.47 4512.29 0.0106175 0.00105873 83692.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4839.76 4471.29 0.01044 0.00105102 85206.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.49 4428.58 0.0108599 0.00105031 81552.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4751.93 4386.91 0.0130862 0.00167443 70103.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4708 4346.17 0.0102613 0.00103028 86664.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4664.91 4305 0.0102481 0.00103055 86791.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4621.46 4265.5 0.0102352 0.00103313 86937 0
: 208 Minimum Test error found - save the configuration
: 208 | 4578.68 4226.34 0.0104038 0.0010563 85584.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4536.66 4187.7 0.0102847 0.00104235 86557.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4496.01 4148.02 0.0102631 0.00103404 86682.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4453.69 4109.61 0.0102861 0.00103236 86451.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4413.28 4071.02 0.0102573 0.00103867 86780.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4372.69 4032.94 0.0102474 0.00103014 86793.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.26 3995.62 0.0102445 0.00103068 86826.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4292.1 3959.32 0.0102387 0.00103342 86906.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4254.13 3920.95 0.0102387 0.00102973 86871.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4213.63 3885.41 0.010259 0.00103062 86689 0
: 218 Minimum Test error found - save the configuration
: 218 | 4176.4 3848.21 0.0102856 0.00104737 86596.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4136.95 3812.97 0.0102722 0.00103226 86580.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4099.53 3777.17 0.0102375 0.00103099 86894.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4061.63 3742.47 0.0102792 0.00102991 86492.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4024.2 3708.42 0.0102607 0.00103883 86750 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.15 3673.47 0.0102522 0.00103306 86776.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3951.7 3638.84 0.0103394 0.00113459 86910.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3915.52 3605.06 0.010299 0.00104779 86474.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3879.32 3571.78 0.0102546 0.00103299 86752.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3844.01 3538.59 0.0102804 0.00103506 86530 0
: 228 Minimum Test error found - save the configuration
: 228 | 3809.33 3505.63 0.010273 0.00104711 86712.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3774.65 3472.39 0.0103956 0.00105001 85602 0
: 230 Minimum Test error found - save the configuration
: 230 | 3739.78 3440.26 0.0102431 0.00103069 86839 0
: 231 Minimum Test error found - save the configuration
: 231 | 3705.72 3408.31 0.0102741 0.00103176 86558.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3671.68 3377.22 0.0102488 0.00103189 86796.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3638.46 3346.14 0.0102524 0.00104389 86876.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3605.49 3314.85 0.0102435 0.00102871 86817.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3572.56 3284.28 0.010306 0.0010317 86259.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3540.21 3253.87 0.0102587 0.00102923 86679.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3508.02 3223.71 0.0102304 0.00102642 86918.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3476.69 3193.24 0.0102807 0.00106339 86793.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3444.89 3162.55 0.0102367 0.00103181 86910.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3412.69 3134.09 0.0102834 0.00103613 86512.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3382.04 3105.25 0.0102694 0.00102919 86577.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3351.85 3075.7 0.0102626 0.00104142 86757 0
: 243 Minimum Test error found - save the configuration
: 243 | 3320.74 3047.5 0.01025 0.00103338 86800.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3290.85 3019.22 0.0102412 0.00102808 86832.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3261.02 2991.18 0.0103187 0.00103229 86147.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3230.78 2964.45 0.0102553 0.00102979 86716.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3202.54 2936.86 0.0102654 0.00103114 86633.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3173.12 2908.75 0.0102332 0.00103034 86929.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3144.46 2880.86 0.0104127 0.00105459 85487.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3115.19 2854.91 0.0103264 0.00103745 86123.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3087.05 2828.46 0.0102641 0.00103223 86656.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3058.96 2802.63 0.0102471 0.00103668 86858.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3031.78 2776.05 0.010232 0.00102905 86928.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 3004.14 2750.05 0.0102707 0.00103049 86578.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2976.75 2724.55 0.0102418 0.00103476 86889.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2949.98 2699.02 0.0102768 0.00103462 86559.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2922.93 2674.39 0.0102697 0.00103472 86626.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2895.95 2650.5 0.0102647 0.00104514 86772.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2870.56 2625.65 0.0102799 0.00104519 86629.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2844.2 2601 0.0102594 0.0010368 86743.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2818.55 2576.83 0.010346 0.00103744 85942.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2792.76 2553.53 0.0102606 0.00103154 86682.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2767.9 2529.27 0.010289 0.00103646 86462.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2742.52 2505.83 0.0103294 0.00109973 86677.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2717.6 2483.33 0.0103408 0.00104126 86025.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2693.26 2460.6 0.0102485 0.00103869 86863.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2668.85 2437.96 0.0102413 0.0010301 86851.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2644.98 2414.75 0.0102994 0.00103274 86331 0
: 269 Minimum Test error found - save the configuration
: 269 | 2620.72 2392.87 0.0104387 0.00106278 85325 0
: 270 Minimum Test error found - save the configuration
: 270 | 2596.67 2370.61 0.0103115 0.00103794 86266.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2573.67 2348.53 0.0103286 0.00104132 86139.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2549.83 2327.35 0.0102817 0.0010349 86516.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2526.91 2306.25 0.010291 0.00103521 86432.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2504.26 2284.94 0.010275 0.00103259 86557.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2481.37 2264.01 0.0102641 0.00103303 86663.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2459.21 2242.71 0.0102659 0.00103278 86644.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2436.47 2221.98 0.0102562 0.00103185 86727.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2414.29 2201.69 0.0102495 0.00102931 86766.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2392.41 2181.36 0.0102961 0.00104815 86505.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2370.75 2161.35 0.0102734 0.00103329 86579.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2348.84 2141.83 0.0102943 0.00104465 86489.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2327.33 2122.83 0.0102615 0.00103274 86685.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2306.58 2103.29 0.0102866 0.00104158 86533 0
: 284 Minimum Test error found - save the configuration
: 284 | 2285.64 2083.38 0.0102907 0.00103438 86427.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2264.46 2064.02 0.0105596 0.00103773 84016.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2243.13 2045.96 0.0102674 0.00102978 86602.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2222.92 2027.55 0.0102777 0.00103298 86535.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2203.03 2008.54 0.010275 0.00103647 86593.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2182.72 1989.46 0.0104457 0.00105962 85232.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2162.47 1971 0.0103198 0.00104698 86273.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2142 1954.21 0.01026 0.00103203 86693.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2122.28 1936.57 0.0103 0.00103474 86343.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2104.12 1917.31 0.0102551 0.00103354 86753.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2083.86 1899.9 0.0102911 0.00103164 86398.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2064.28 1882.71 0.010279 0.00103142 86509.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2045.12 1865.71 0.0103042 0.00103624 86319.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2026.74 1847.99 0.0103021 0.0010363 86339.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 2007.56 1831.15 0.0102912 0.00103433 86422.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1988.73 1815.01 0.010314 0.00104943 86350.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.25 1797.32 0.0102901 0.00103484 86437.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1952.01 1781.2 0.0102744 0.00103555 86590.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1933.83 1765.36 0.0102883 0.00104172 86518.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1916.34 1748.58 0.010276 0.00103437 86565.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1898.42 1732.46 0.010295 0.00103239 86368.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1879.99 1717.42 0.0103755 0.00103852 85681.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1863.15 1701.3 0.0102807 0.0010316 86495.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1845 1686.67 0.0103405 0.00103633 85983.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1828.42 1670.66 0.0103116 0.00106006 86472.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1811.08 1655.06 0.0104434 0.00106392 85292.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1794.04 1639.78 0.0105303 0.00109609 84798 0
: 311 Minimum Test error found - save the configuration
: 311 | 1776.97 1625.16 0.0103141 0.00103558 86220.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1760.62 1610.12 0.0102982 0.00103467 86359.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1743.73 1595.42 0.0102871 0.00103603 86476 0
: 314 Minimum Test error found - save the configuration
: 314 | 1727.15 1580.59 0.0102999 0.00103178 86317.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1710.6 1566.45 0.0102887 0.00103287 86431.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1694.4 1553.08 0.0103139 0.00103717 86237.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.11 1538.2 0.0102902 0.00103577 86445.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1662.88 1523.78 0.0102875 0.00103871 86498.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1647.11 1509.53 0.0103249 0.00105725 86321.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1630.97 1495.84 0.0103051 0.00104316 86375 0
: 321 Minimum Test error found - save the configuration
: 321 | 1615.45 1482.41 0.0102842 0.00103691 86511.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1600.13 1469.57 0.0102909 0.00103574 86438 0
: 323 Minimum Test error found - save the configuration
: 323 | 1585.23 1455.16 0.0102811 0.00103451 86518.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1569.64 1442.08 0.010278 0.00103478 86550.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1555.14 1428.49 0.0104232 0.00111307 85927.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1539.78 1415.82 0.0102761 0.00103549 86574.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1525.07 1403.27 0.010294 0.00103425 86395.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1510.9 1389.36 0.010298 0.0010395 86406.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1495.65 1376.88 0.0103199 0.00105347 86332.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1481.89 1363.78 0.0102898 0.0010332 86424.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1467.67 1351.71 0.0102771 0.00103389 86550.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1453.41 1338.38 0.0102695 0.00103388 86621.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1439 1326.5 0.0102747 0.0010321 86556.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1425.65 1313.75 0.0102871 0.00103307 86449.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1411.65 1301.68 0.0102869 0.00103212 86441.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1398.35 1289.3 0.0102734 0.00103524 86597.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1384.81 1277.12 0.0102968 0.00103558 86381.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1371.05 1265.89 0.0102851 0.00103544 86489.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1357.99 1254.03 0.0103114 0.0010534 86411.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1344.96 1242.44 0.0102881 0.00104069 86510.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1332.13 1231.05 0.0102852 0.00103744 86507.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1319.17 1219.47 0.0102749 0.00103181 86551.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1306.39 1207.86 0.0103096 0.00103496 86256.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1293.71 1196.62 0.0102922 0.00103702 86437.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1281.01 1185.98 0.0102982 0.00103348 86349 0
: 346 Minimum Test error found - save the configuration
: 346 | 1269.28 1175.17 0.0103538 0.00103592 85856.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1256.97 1164.71 0.0103002 0.00103467 86341.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1244.83 1152.7 0.010293 0.00103442 86406.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1232.66 1141.63 0.0103189 0.00106275 86428.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1220.26 1131.3 0.0102849 0.00103274 86466.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1208.56 1121.07 0.0102934 0.00104553 86506.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1196.89 1111.43 0.0103035 0.00104156 86374.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1185.77 1099.7 0.0102863 0.00104154 86535.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1174.07 1089.27 0.0102841 0.0010412 86553.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1162.54 1079.12 0.0102688 0.00103224 86612 0
: 356 Minimum Test error found - save the configuration
: 356 | 1151.4 1068.83 0.0102666 0.0010315 86625.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1140.12 1058.65 0.0102817 0.00103197 86489.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1128.89 1048.74 0.0102678 0.00102989 86599.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1118.14 1038.41 0.0102896 0.00104504 86537.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1106.9 1028.83 0.0103255 0.00105766 86320.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1096.36 1018.77 0.0103002 0.00103447 86339.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1085.1 1010.29 0.0103209 0.0010375 86175.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1075.81 999.572 0.0102884 0.00103345 86440.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1064.47 990.186 0.0103026 0.00103235 86297.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1053.72 981.523 0.0102843 0.00103248 86469.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1044.03 971.672 0.0103746 0.0010358 85664 0
: 367 Minimum Test error found - save the configuration
: 367 | 1033.61 962.373 0.01031 0.00103637 86266 0
: 368 Minimum Test error found - save the configuration
: 368 | 1023.41 953.02 0.0102917 0.00103443 86418.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1013.35 944.468 0.010311 0.00103607 86253.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1003.9 934.97 0.010341 0.00105538 86155 0
: 371 Minimum Test error found - save the configuration
: 371 | 994.124 925.582 0.0103184 0.00104412 86259.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 984.061 916.361 0.0102961 0.00103405 86374.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 974.077 908.053 0.010302 0.00103152 86295.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 964.522 899.45 0.010296 0.00103276 86362.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 955.192 890.633 0.0102789 0.00103534 86546.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 945.888 882.148 0.0102872 0.00103926 86505.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 936.527 873.562 0.0102861 0.00103319 86459.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 927.398 865.106 0.0102984 0.00103381 86350.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 918.27 856.447 0.0102937 0.00103506 86406.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 909.006 848.156 0.0103248 0.00104815 86238.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 899.964 840.255 0.0102886 0.00103365 86440.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 891.179 832.098 0.0102807 0.00103277 86506 0
: 383 Minimum Test error found - save the configuration
: 383 | 883.01 823.88 0.0102898 0.00103415 86433.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 873.338 815.892 0.0103073 0.00103276 86257.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 865.076 808.082 0.0102835 0.00103214 86474 0
: 386 Minimum Test error found - save the configuration
: 386 | 856.33 800.022 0.0103764 0.00103941 85680.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 847.913 791.77 0.0102852 0.00103103 86447.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 839.382 784.249 0.0102837 0.00103418 86491 0
: 389 Minimum Test error found - save the configuration
: 389 | 831.052 776.659 0.0103017 0.00103817 86360.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 822.774 769.998 0.0103132 0.00104926 86356.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 814.923 761.786 0.0102916 0.00102964 86375.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 806.764 753.817 0.0102888 0.00103458 86446.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 798.443 746.649 0.0102916 0.00103182 86394.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 790.443 739.479 0.0102875 0.00103461 86459.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 782.905 731.626 0.0102886 0.00103341 86438.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 774.791 724.316 0.0103 0.00103435 86340.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 766.977 717.264 0.010285 0.00103191 86457.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 759.218 709.842 0.0102842 0.00103319 86477.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 751.831 702.674 0.0102899 0.00103253 86417.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 744.044 695.462 0.0103411 0.00105256 86128.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 736.546 688.15 0.0103149 0.00103228 86182.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 729.184 681.517 0.0102948 0.00103479 86393.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 721.9 674.674 0.0102962 0.00103293 86362.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 714.239 668.07 0.0103211 0.00106095 86391.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 707.69 661.145 0.0103107 0.0010317 86216.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 700.098 654.331 0.0103882 0.00103685 85549.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 693.309 647.302 0.0103028 0.0010332 86303.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 686.039 640.931 0.0102849 0.0010336 86474.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.992 634.883 0.0103167 0.00103531 86194.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 672.516 628.277 0.0103271 0.00105027 86236.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 665.342 622.18 0.0102879 0.00103503 86460 0
: 412 Minimum Test error found - save the configuration
: 412 | 658.793 615.426 0.0102933 0.0010311 86372.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 652.063 608.698 0.0102965 0.00103077 86339.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 645.093 602.808 0.010318 0.00105805 86393.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 638.829 596.808 0.0102873 0.00103326 86448.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.924 590.548 0.0103048 0.00103959 86344.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 626.152 584.469 0.0103038 0.00103171 86280.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 619.48 578.111 0.0103079 0.00104127 86331.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.905 572.529 0.0103004 0.00103658 86357.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.733 566.235 0.0103296 0.00105119 86221.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 600.427 560.077 0.010291 0.00103442 86424.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 594.447 554.251 0.0102939 0.00103237 86378.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 588.021 548.741 0.0102912 0.00103147 86395.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 582.005 542.955 0.0103066 0.00103553 86290.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 576.241 537.67 0.0102825 0.00103241 86485.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 570.356 532.371 0.010371 0.00103418 85682.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 564.461 525.89 0.0102917 0.00103711 86444 0
: 428 Minimum Test error found - save the configuration
: 428 | 558.317 520.548 0.0102971 0.00103015 86328.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 552.554 515.546 0.0102944 0.00103032 86354.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 547.278 509.864 0.0103146 0.00105 86349.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 541.378 503.888 0.0102827 0.00103138 86473.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.489 498.69 0.0102967 0.00104126 86435.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 530.042 493.446 0.0102805 0.00103157 86496.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.47 488.494 0.0102931 0.00103297 86391.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 519.243 482.992 0.0103073 0.00103432 86272.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.736 477.561 0.0102943 0.0010324 86375.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.593 472.773 0.0102765 0.00103234 86540.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 503.27 467.947 0.0102904 0.00103016 86391 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.902 462.741 0.0102891 0.00103278 86427.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.894 457.628 0.0103197 0.00104671 86272.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.391 453.622 0.0103105 0.00103225 86222.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 482.72 448.657 0.0102797 0.00103388 86525.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.73 442.873 0.0102911 0.00103468 86426.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.454 438.278 0.0103056 0.00103197 86265.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.489 433.397 0.0102878 0.00103351 86446.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.818 429.236 0.010358 0.00110284 86438.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.972 424.099 0.0102869 0.00103221 86443.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.249 419.262 0.0102865 0.00103674 86488.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 448.26 414.699 0.0102902 0.00103179 86407.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.591 410.404 0.0103149 0.00104988 86346.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.056 406.7 0.010323 0.0010357 86139.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.655 401.377 0.0102868 0.0010426 86541.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.885 396.955 0.0102844 0.00104002 86538.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 425.366 392.685 0.0102913 0.00103831 86458.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.781 388.403 0.0102752 0.00103179 86547.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 416.138 384.028 0.0102899 0.00103044 86398.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.92 380.066 0.0102826 0.00103055 86466.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.592 376.063 0.0103031 0.00103236 86293.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 403.468 371.747 0.0102962 0.00103195 86353.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.228 368.018 0.0103178 0.00106302 86441.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.543 364.025 0.0102872 0.00103176 86435.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.97 359.115 0.0102891 0.00103795 86475.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.506 355.337 0.0102978 0.00103497 86367 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.563 351.89 0.0103053 0.00103652 86311.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.595 348.016 0.0102934 0.00102758 86339.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.459 344.086 0.0103019 0.00103183 86299.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.518 339.827 0.0103795 0.00104302 85685.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.633 336.539 0.010288 0.00103189 86429.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.65 332.523 0.0102822 0.00103155 86480.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.108 329.189 0.0102842 0.00102981 86445.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.207 325.748 0.010342 0.00103285 85936.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.25 321.793 0.0102824 0.00103246 86487.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.001 318.878 0.0102876 0.0010308 86422.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.741 314.618 0.0102877 0.00103202 86433.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.167 311.347 0.0103073 0.00103193 86250.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.819 306.978 0.0103063 0.00103273 86266.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.911 303.956 0.0102793 0.00103745 86562.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.33 301.59 0.0102943 0.0010308 86360.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.976 298.492 0.0103235 0.00106356 86393.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.146 295.003 0.0102785 0.0010285 86486.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.019 292.572 0.0103379 0.00104792 86114.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.369 289.889 0.0102729 0.00103192 86571 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.028 285.21 0.0103097 0.00103175 86226.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.632 281.725 0.0103776 0.00103334 85613.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.362 278.639 0.010288 0.00103122 86423 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.047 275.568 0.0102833 0.00102876 86444.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.031 272.456 0.0103642 0.00103197 85724.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.402 269.18 0.0102904 0.00103062 86395 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.498 266.708 0.0102761 0.00102942 86518 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.241 264.749 0.0102885 0.00103028 86409.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.996 260.897 0.0103217 0.00105414 86322.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.822 257.389 0.0102901 0.00103464 86435.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.861 255.341 0.0103039 0.00104249 86380.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.87 252.323 0.0102853 0.00103023 86439.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.814 249.347 0.0102943 0.00103014 86354.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.733 246.522 0.0102854 0.0010305 86440.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.922 243.576 0.0102835 0.00102998 86453.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.262 241.647 0.0102803 0.00102881 86472.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.058 237.263 0.0102936 0.00103228 86380.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.204 234.977 0.0102814 0.00103193 86491.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.113 232.481 0.0103156 0.00104977 86338.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.406 229.797 0.0102739 0.00103262 86568.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.67 228.466 0.0102803 0.00102851 86469.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.038 226.686 0.010291 0.00103061 86389.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.407 222.436 0.0102786 0.00103174 86515.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.796 220.237 0.0102675 0.00102908 86595.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.078 218.062 0.0103494 0.00103111 85852.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.212 215.397 0.0102914 0.00103352 86413.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.751 212.829 0.0102763 0.00103025 86523.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.08 212.252 0.0102705 0.00103778 86648.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.716 208.308 0.0103064 0.00104666 86395.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.053 205.894 0.0102789 0.00103078 86504.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.667 204.832 0.0103155 0.00106306 86463.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.043 200.737 0.0102917 0.00103845 86456.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.342 198.735 0.0102872 0.00102908 86410.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.064 197.482 0.0102757 0.00103166 86541.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.792 195.153 0.0102821 0.00102934 86460.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.182 192.782 0.0102801 0.00103321 86515.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.221 191.277 0.010262 0.0010291 86646.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.831 189.168 0.0102633 0.00102907 86633.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.799 187.368 0.0103126 0.00104348 86308 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.423 185.777 0.0102835 0.00102745 86429.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.85 183.845 0.0102809 0.00103201 86496.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.065 180.124 0.0102861 0.00103163 86444.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.542 178.978 0.0102834 0.00103647 86515.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.354 177.053 0.0102757 0.00103027 86529.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.154 174.286 0.0103616 0.00103147 85743.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.879 172.747 0.010284 0.00103172 86465.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.103 171.466 0.0102858 0.00102918 86424.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.763 167.84 0.0102847 0.00102872 86430.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.628 166.491 0.0103324 0.0010491 86175.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.524 164.862 0.010322 0.00103354 86128.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.538 162.169 0.0102995 0.00104819 86474.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.465 160.172 0.0102882 0.00103123 86421.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.359 158.683 0.0102905 0.00102851 86374.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.518 155.99 0.010271 0.00103012 86572 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.319 154.556 0.0102864 0.00102716 86400 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.502 153.074 0.0102824 0.0010312 86475.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.779 151.924 0.0102803 0.00102985 86482.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.027 148.997 0.0102966 0.00102977 86329 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.889 147.547 0.0103551 0.00105112 85985 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.807 147.286 0.010289 0.00103086 86410.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.929 144.197 0.0102783 0.00102883 86491.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.062 143.366 0.0102861 0.00102924 86422.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.315 142.074 0.010285 0.00103096 86449 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.451 138.95 0.0103111 0.00103146 86209.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.386 137.966 0.0103504 0.00104039 85929.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.256 136.389 0.0102967 0.00103321 86360.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.097 135.06 0.0102788 0.00103137 86510.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.244 134.274 0.0102852 0.00103825 86515.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.495 133.652 0.0103125 0.00104667 86339.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.892 130.832 0.0102853 0.00103563 86489.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.25 129.143 0.0102763 0.00103038 86525.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.715 128.694 0.0102879 0.00103016 86414 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.155 126.55 0.0102842 0.0010302 86448.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.28 124.916 0.0102795 0.0010305 86495.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.645 124.577 0.0102971 0.00103368 86361.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.285 123.71 0.0102984 0.00103464 86358.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.719 121.709 0.0102749 0.00103135 86547.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.155 120.476 0.0102826 0.00102669 86431.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.101 119.043 0.0103195 0.00104586 86266 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.968 116.493 0.0103001 0.00103329 86329.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.256 115.516 0.0102659 0.00102978 86616.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.862 114.163 0.0102861 0.00102954 86424.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.361 113.37 0.0102924 0.00103169 86386.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.836 112.013 0.0102777 0.00103359 86542 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.579 110.706 0.0102983 0.00103319 86345.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.986 108.729 0.0103731 0.00105587 85862 0
: 569 | 117.64 108.929 0.010243 0.000997503 86528.5 1
: 570 Minimum Test error found - save the configuration
: 570 | 116.24 106.362 0.0102672 0.0010285 86591.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.905 105.427 0.0103164 0.00105882 86416.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.609 103.26 0.0102954 0.00102943 86337.9 0
: 573 | 112.139 103.982 0.0102532 0.000996414 86422.8 1
: 574 Minimum Test error found - save the configuration
: 574 | 110.814 102.137 0.0103022 0.00103455 86322 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.549 100.744 0.0102846 0.00103155 86458.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.145 99.4361 0.0102884 0.00102898 86398.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.85 98.4405 0.0103028 0.00103059 86279.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.781 97.7952 0.0102761 0.00103124 86534.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.376 95.381 0.010281 0.00102945 86471.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.293 94.1904 0.0102993 0.00103552 86358.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.799 93.7538 0.010314 0.00103772 86241.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.758 92.9156 0.0103492 0.00104755 86006.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.6843 92.2055 0.0102874 0.00103239 86440 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.4095 91.1764 0.0102958 0.0010278 86318.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.4873 88.7605 0.01031 0.0010372 86273.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.1133 88.085 0.0102835 0.00103072 86460.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.8466 87.1156 0.010301 0.00102932 86284.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.737 85.708 0.0103692 0.00103495 85706.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.588 84.6303 0.0103178 0.00103334 86165.6 0
: 590 | 91.5674 85.1028 0.0102584 0.000998393 86392.6 1
: 591 Minimum Test error found - save the configuration
: 591 | 90.5758 82.6626 0.0103126 0.00103816 86258.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.3569 82.6214 0.0103402 0.00105071 86119 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5995 80.5442 0.010299 0.0010314 86322.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.3784 79.9169 0.0102865 0.00102857 86412.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.3074 78.5231 0.0103075 0.0010319 86247.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.2677 78.4623 0.0102935 0.00103049 86365.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.5913 77.0613 0.0103195 0.00103281 86144.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.3968 76.0758 0.0103134 0.0010305 86179.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.6256 75.8493 0.0103193 0.00103203 86139.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.3789 74.3413 0.0103189 0.00103207 86143.6 0
: 601 | 80.5246 74.5479 0.0102694 0.00100163 86320.4 1
: 602 Minimum Test error found - save the configuration
: 602 | 79.3818 72.2257 0.0103416 0.00104836 86083.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.2919 72.0052 0.0103075 0.0010288 86218.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.5325 70.954 0.0102898 0.00102983 86393.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.5789 69.6567 0.0102964 0.00103481 86378.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.6022 68.3765 0.0102945 0.00103434 86391.7 0
: 607 | 74.8652 68.9488 0.0102791 0.000998702 86202.8 1
: 608 Minimum Test error found - save the configuration
: 608 | 74.0394 67.3583 0.0103722 0.00103717 85699.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.0724 66.4092 0.0102968 0.00103402 86366.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.0365 66.0277 0.0102857 0.00103003 86433.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1324 64.4326 0.0103042 0.00103085 86269 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.5574 63.9757 0.0103198 0.00105675 86364.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.4665 63.6315 0.010299 0.00103229 86330.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.7512 63.1907 0.0103213 0.0010362 86159.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.0071 61.9555 0.0103124 0.0010322 86204.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.1503 61.0639 0.0103433 0.00103424 85937.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.4488 59.6929 0.0103056 0.00103407 86285.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.696 59.4388 0.0102975 0.00103167 86338.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.7326 58.0322 0.0103024 0.00103298 86305 0
: 620 | 64.047 58.2377 0.0102685 0.000996563 86282.3 1
: 621 Minimum Test error found - save the configuration
: 621 | 63.1153 57.0421 0.0102888 0.00103228 86425.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.4546 56.2805 0.0103324 0.00105087 86193.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.8791 55.1402 0.0102974 0.00103243 86346.4 0
: 624 | 61.079 56.144 0.0102562 0.00100066 86435 1
: 625 Minimum Test error found - save the configuration
: 625 | 60.5346 54.5145 0.0102877 0.00103826 86492 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.9699 54.1463 0.0102854 0.0010304 86439.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0447 53.2282 0.0103053 0.0010328 86276.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.1595 52.0508 0.0103633 0.00103519 85762.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.4362 51.5725 0.0103048 0.00103338 86286.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.8615 50.6021 0.0103272 0.00103378 86082.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.1831 49.5391 0.0102943 0.00103319 86383.1 0
: 632 | 55.6374 49.8734 0.0102798 0.000997804 86188.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.0334 48.4672 0.0102996 0.00103685 86367.5 0
: 634 | 54.2873 48.9069 0.010267 0.000998674 86315.1 1
: 635 Minimum Test error found - save the configuration
: 635 | 53.6135 47.3771 0.0102814 0.00102963 86469.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.7129 46.8539 0.0102947 0.00102807 86331.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.0199 46.4738 0.0102923 0.00102906 86362.6 0
: 638 | 51.5636 46.5004 0.0102576 0.00100019 86417.1 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.9683 46.0565 0.0103366 0.00104307 86081.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.1524 44.9432 0.0103211 0.00103206 86123.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5579 44.8084 0.0103073 0.00103087 86239.7 0
: 642 | 49.0481 44.9323 0.0103145 0.0010005 85892.3 1
: 643 Minimum Test error found - save the configuration
: 643 | 48.5644 42.6653 0.0103168 0.00103521 86191.8 0
: 644 | 47.8802 43.9041 0.0102725 0.000999453 86271.4 1
: 645 | 47.6842 42.6893 0.010277 0.000999514 86230.6 2
: 646 Minimum Test error found - save the configuration
: 646 | 46.8748 41.6593 0.0103221 0.00103989 86186.3 0
: 647 | 46.1767 41.8716 0.0102574 0.000998393 86402.8 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.7069 39.8902 0.0103716 0.00103803 85712 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0889 39.8233 0.0103128 0.00103452 86223 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.536 39.2874 0.010291 0.00103146 86397.1 0
: 651 | 43.9915 39.7742 0.0102695 0.000999453 86299.2 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.5324 38.7436 0.0103205 0.00104707 86268 0
: 653 | 43.0902 39.8593 0.0102679 0.000996893 86290.7 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.5668 37.3392 0.0103007 0.00104123 86397.6 0
: 655 | 42.1254 38.0904 0.010246 0.000995254 86479.6 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.6848 36.5218 0.0103039 0.00103415 86302.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.0076 36.0679 0.0102816 0.00102967 86468.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.5817 35.6603 0.0102899 0.00103116 86405 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.9179 34.995 0.0102928 0.00103134 86379.7 0
: 660 | 39.548 35.2444 0.0102511 0.000996493 86443.6 1
: 661 | 39.0079 35.3049 0.0102489 0.000990303 86405.7 2
: 662 | 38.5201 35.0228 0.0102764 0.000999833 86238.9 3
: 663 Minimum Test error found - save the configuration
: 663 | 38.0059 33.5339 0.010303 0.0010365 86332.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5865 33.3865 0.0103113 0.0010426 86312 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.289 32.5323 0.0102978 0.00103491 86365.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.8882 31.9356 0.0103051 0.00103155 86267.2 0
: 667 | 36.297 32.1225 0.0102673 0.000999143 86316.8 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.892 31.4388 0.010376 0.00110279 86270.4 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.363 31.1922 0.0102981 0.00103089 86325.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.769 30.8621 0.0102894 0.00103385 86434.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.488 29.8346 0.0103062 0.00103201 86260.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9926 29.0528 0.0103266 0.00104958 86234.5 0
: 673 | 33.4789 29.305 0.010256 0.000998774 86419.2 1
: 674 | 33.1313 29.3411 0.0102483 0.000997223 86476 2
: 675 Minimum Test error found - save the configuration
: 675 | 32.6961 28.0974 0.0103158 0.00103593 86207.7 0
: 676 | 32.3862 28.381 0.0102948 0.00100078 86076.5 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.0683 27.6838 0.0102965 0.00103183 86349.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.5881 27.63 0.0103024 0.00103102 86286.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1402 26.3958 0.0103073 0.00103466 86275.7 0
: 680 | 30.8675 26.8843 0.0102585 0.00100003 86407.2 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.3441 25.2518 0.0103037 0.00103297 86293.2 0
: 682 | 30.1283 25.8825 0.0102836 0.00101423 86305.4 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.72 25.1585 0.0103134 0.00103286 86201.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.3539 24.8093 0.0103005 0.00103012 86296.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0947 24.6895 0.0102893 0.00103013 86401.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5856 24.2829 0.0103117 0.00103377 86225.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.2586 23.849 0.0102912 0.00103315 86411.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.7344 23.6082 0.0103116 0.00103469 86235.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.3393 23.5744 0.0103767 0.00103678 85653.9 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.0806 23.28 0.010287 0.00103184 86437.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.8458 22.6877 0.0103002 0.00103181 86314.8 0
: 692 | 26.6248 23.1766 0.0102673 0.000999374 86319.3 1
: 693 | 26.3301 23.2063 0.0102662 0.000995914 86297.4 2
: 694 Minimum Test error found - save the configuration
: 694 | 25.7739 22.0589 0.0102941 0.00103468 86398.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.407 21.9619 0.0103055 0.00103463 86291.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.1107 20.8812 0.0103101 0.00103625 86263.9 0
: 697 | 24.8041 21.6281 0.0102747 0.00100119 86267.6 1
: 698 | 24.4013 21.2317 0.0102675 0.000999114 86315.3 2
: 699 | 23.9861 22.6673 0.0102736 0.000997894 86246.4 3
: 700 Minimum Test error found - save the configuration
: 700 | 23.9522 20.7496 0.0102946 0.00103481 86395.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.9044 19.6248 0.0103065 0.00102946 86234.1 0
: 702 | 23.4873 20.6559 0.0102746 0.000999894 86256 1
: 703 | 23.2244 19.7265 0.0102803 0.000997755 86183.3 2
: 704 | 22.7164 19.8648 0.0102661 0.000995234 86292.2 3
: 705 Minimum Test error found - save the configuration
: 705 | 22.3305 18.5608 0.0103168 0.00103774 86215.5 0
: 706 | 22.0245 19.3775 0.01027 0.000998774 86288 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.6454 18.073 0.010301 0.00103203 86309.4 0
: 708 | 21.3825 19.4654 0.0102588 0.000998573 86391.3 1
: 709 | 21.2488 18.529 0.0103314 0.000998444 85717.7 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.9471 17.9466 0.0102789 0.00103396 86533.7 0
: 711 | 20.5858 18.0275 0.0102843 0.00100147 86180.2 1
: 712 | 20.3647 18.7539 0.0102534 0.000995453 86412.5 2
: 713 Minimum Test error found - save the configuration
: 713 | 20.1372 17.2551 0.0103348 0.00105194 86180.7 0
: 714 | 19.7224 17.3351 0.0102636 0.000998583 86346 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.6091 17.0918 0.0102954 0.00103193 86361.1 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.1811 16.2242 0.0102961 0.00103135 86348.5 0
: 717 | 18.8743 16.4998 0.0102746 0.000996793 86227.1 1
: 718 | 18.6291 17.174 0.0102614 0.000998694 86367.5 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.5165 16.1351 0.0103052 0.00103691 86316.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1814 16.1031 0.0102968 0.00103459 86372.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8938 15.5357 0.0103094 0.00103487 86257.9 0
: 722 | 17.6916 16.098 0.0102573 0.000999653 86415.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.478 15.0289 0.0103174 0.0010491 86315.9 0
: 724 | 17.3581 15.2955 0.0102615 0.000998814 86368.1 1
: 725 | 17.3017 16.3726 0.0102561 0.00100017 86431 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.9538 15.0091 0.0103368 0.00103566 86011.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6718 14.7942 0.010315 0.00104285 86279.8 0
: 728 | 16.3539 14.8794 0.0102614 0.000997294 86354.8 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.1623 14.4936 0.0103746 0.00103599 85665.9 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9375 14.14 0.010284 0.00103352 86482.4 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6352 13.629 0.0102891 0.00103093 86410 0
: 732 | 15.4135 14.3825 0.0116496 0.00109022 75761.8 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.3237 13.2738 0.0104056 0.00107114 85704 0
: 734 | 15.0396 13.2783 0.0102436 0.000999583 86542.7 1
: 735 | 14.829 13.4227 0.0102392 0.00100477 86632.3 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.6422 12.7028 0.0102788 0.00103247 86521.1 0
: 737 | 14.5965 13.1185 0.0102387 0.000998414 86577.2 1
: 738 | 14.4621 13.1538 0.0102311 0.00100017 86665.1 2
: 739 | 14.1579 13.0445 0.0102357 0.000996794 86590.2 3
: 740 Minimum Test error found - save the configuration
: 740 | 13.9789 11.7807 0.0103044 0.00104005 86352.9 0
: 741 | 13.7553 11.8946 0.0102389 0.000996324 86555.7 1
: 742 | 13.6017 12.4672 0.0102262 0.000996084 86672.4 2
: 743 | 13.3508 12.1458 0.0102404 0.000995293 86531.8 3
: 744 Minimum Test error found - save the configuration
: 744 | 13.2487 11.7373 0.0102848 0.0010441 86573.6 0
: 745 | 13.0456 11.9058 0.0102773 0.00100031 86234.9 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.8322 11.2946 0.0102818 0.00103448 86511.4 0
: 747 | 12.5825 11.5004 0.0102458 0.000998404 86510.7 1
: 748 | 12.6775 11.4456 0.0102558 0.00100029 86435.1 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.3976 9.8925 0.0104042 0.00106655 85674.7 0
: 750 | 12.0339 11.5721 0.0102706 0.000999383 86288.3 1
: 751 | 11.9199 10.0712 0.0102552 0.000999084 86429.5 2
: 752 | 11.9799 10.6658 0.0102575 0.000997464 86393 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.8067 9.64955 0.0103027 0.00105148 86475.1 0
: 754 | 11.815 10.1352 0.010284 0.000998404 86154.5 1
: 755 | 11.8211 10.6633 0.010258 0.00100027 86413.9 2
: 756 | 11.4043 9.65055 0.0102503 0.00100189 86501 3
: 757 | 11.081 10.2219 0.010253 0.000997892 86439.1 4
: 758 | 10.9791 9.88432 0.0102331 0.000996573 86612.8 5
: 759 | 10.9705 10.9912 0.0102478 0.000997193 86481.1 6
: 760 Minimum Test error found - save the configuration
: 760 | 11.0049 9.5729 0.0103165 0.00104427 86278.7 0
: 761 | 10.7078 9.64418 0.0103086 0.00100155 85956.3 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.5902 9.34697 0.0102866 0.00103463 86467.8 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.305 9.08562 0.0103023 0.00104867 86452.2 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.1549 8.6215 0.0102784 0.00103219 86521.6 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.8414 8.0876 0.0103213 0.00103439 86142.8 0
: 766 | 9.89011 9.05319 0.0102664 0.000997344 86308.9 1
: 767 | 9.68188 8.5252 0.010236 0.000999014 86608.2 2
: 768 | 9.67628 9.53271 0.0102614 0.000996543 86347.5 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.68526 7.28248 0.0103749 0.00104011 85701.1 0
: 770 | 9.43318 8.95198 0.010295 0.00102963 86343.5 1
: 771 | 9.5053 8.54568 0.0102575 0.000999854 86415.1 2
: 772 | 9.14826 7.43936 0.010249 0.000996643 86464.9 3
: 773 | 9.30677 8.37674 0.0102599 0.000997224 86368 4
: 774 Minimum Test error found - save the configuration
: 774 | 8.89175 7.09015 0.0103002 0.00103748 86367.5 0
: 775 | 8.99353 7.11532 0.0102631 0.000999604 86360.2 1
: 776 | 8.82941 8.39302 0.0102478 0.000998183 86489.6 2
: 777 | 8.67134 7.39563 0.0102355 0.000998743 86610 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.47443 6.99611 0.01028 0.00103143 86500.3 0
: 779 | 8.25958 7.03604 0.0102446 0.000998234 86520.4 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.25134 6.92287 0.0103118 0.00103718 86257.2 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.11221 6.2734 0.0103277 0.001047 86200.5 0
: 782 | 7.95928 6.82592 0.0102409 0.00100063 86577.4 1
: 783 | 7.98527 7.60224 0.0102669 0.000998284 86312.6 2
: 784 | 8.15124 7.47898 0.0102508 0.00100248 86502.4 3
: 785 | 7.93423 6.74465 0.0102649 0.000996674 86316 4
: 786 Minimum Test error found - save the configuration
: 786 | 7.57466 5.82105 0.0102746 0.00103333 86568.3 0
: 787 | 7.45572 6.03929 0.0102402 0.000998865 86567.7 1
: 788 | 7.29807 6.66233 0.0102354 0.000996513 86590.2 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.38721 5.71297 0.010282 0.00103149 86481.9 0
: 790 | 7.20164 6.04357 0.0103294 0.000997944 85731.2 1
: 791 Minimum Test error found - save the configuration
: 791 | 7.14159 5.33724 0.0102927 0.00103372 86402.3 0
: 792 Minimum Test error found - save the configuration
: 792 | 7.05169 5.26155 0.0102878 0.0010294 86408.2 0
: 793 | 6.90356 5.66024 0.0102608 0.00101508 86527 1
: 794 | 6.9217 6.2704 0.0102544 0.000999023 86435.8 2
: 795 | 6.71682 6.36096 0.0102575 0.000998163 86399 3
: 796 | 6.55009 5.43305 0.0102592 0.000997264 86374.8 4
: 797 | 6.58217 6.08104 0.0102681 0.00100027 86320 5
: 798 | 6.60861 6.16482 0.010256 0.00101866 86604.8 6
: 799 | 6.58284 5.34052 0.0102463 0.000998514 86506.9 7
: 800 | 6.50855 5.78175 0.0102507 0.00100116 86490.4 8
: 801 | 6.54463 5.73132 0.010269 0.000998284 86292.9 9
: 802 Minimum Test error found - save the configuration
: 802 | 6.18013 4.77963 0.0103009 0.00105605 86534.6 0
: 803 | 6.14006 5.27597 0.0102451 0.000999395 86526.5 1
: 804 | 6.12723 5.90567 0.0102769 0.000997423 86212.2 2
: 805 | 5.90774 5.79746 0.0102884 0.00103138 86421.3 3
: 806 | 5.92926 4.80873 0.0102522 0.000998074 86448 4
: 807 Minimum Test error found - save the configuration
: 807 | 5.8583 4.49045 0.0102991 0.00103199 86327 0
: 808 | 5.75707 5.50717 0.0102492 0.000997163 86467.8 1
: 809 | 5.67595 4.98603 0.0102486 0.000999524 86495.4 2
: 810 Minimum Test error found - save the configuration
: 810 | 5.57943 4.41641 0.0103822 0.00103457 85583.3 0
: 811 | 5.55148 4.79556 0.010268 0.000998542 86305.3 1
: 812 | 5.42538 4.65223 0.0102482 0.000996684 86472.3 2
: 813 | 5.73683 5.16698 0.0102378 0.000996674 86569.2 3
: 814 | 5.51262 5.03701 0.0102485 0.000997644 86478.7 4
: 815 | 5.30098 4.69039 0.0102451 0.000997993 86513.4 5
: 816 Minimum Test error found - save the configuration
: 816 | 5.22377 4.35989 0.0102819 0.00103503 86515.3 0
: 817 | 5.05029 5.38665 0.0102545 0.000996004 86407.4 1
: 818 Minimum Test error found - save the configuration
: 818 | 5.05113 4.30855 0.0102748 0.00102863 86522.3 0
: 819 | 4.98322 4.45493 0.0102383 0.000998653 86583 1
: 820 | 5.1101 4.5211 0.0102552 0.000998603 86424.4 2
: 821 | 5.15892 4.63344 0.0102788 0.000999314 86212.1 3
: 822 | 5.04344 4.39919 0.0102369 0.000997594 86586.1 4
: 823 | 5.09262 4.58988 0.0102601 0.00100585 86446.9 5
: 824 | 4.81812 4.48608 0.0102744 0.000998693 86246.9 6
: 825 | 4.75738 4.31401 0.0102604 0.000996754 86359.1 7
: 826 | 4.79763 4.91541 0.0115174 0.00101048 76140.7 8
: 827 Minimum Test error found - save the configuration
: 827 | 4.7125 3.77388 0.0103662 0.00104696 85843.5 0
: 828 | 4.75687 4.83391 0.0102969 0.000999724 86047.2 1
: 829 | 5.17905 5.25288 0.0102907 0.00102514 86341.4 2
: 830 | 4.71716 4.58506 0.0103735 0.00102968 85618.1 3
: 831 | 4.34064 4.22213 0.0103123 0.00104803 86353.6 4
: 832 | 4.31656 4.81328 0.0102777 0.00102808 86490.5 5
: 833 | 4.41046 3.85403 0.0102766 0.00101124 86343 6
: 834 Minimum Test error found - save the configuration
: 834 | 4.22552 3.74026 0.0104007 0.0010683 85722.7 0
: 835 | 4.20482 4.31249 0.0102756 0.000999664 86244.7 1
: 836 | 4.19011 4.72596 0.0102795 0.000997875 86191.9 2
: 837 Minimum Test error found - save the configuration
: 837 | 4.19588 3.52427 0.0103161 0.00103617 86207.8 0
: 838 | 4.00802 3.63452 0.0102847 0.000997783 86142.5 1
: 839 Minimum Test error found - save the configuration
: 839 | 3.94457 3.46081 0.0102898 0.00103313 86424.2 0
: 840 | 3.9662 4.48354 0.0104352 0.00100273 84813.6 1
: 841 | 3.89557 5.06179 0.0103467 0.00100005 85592.1 2
: 842 | 3.95609 4.67173 0.0103338 0.000999004 85700.8 3
: 843 | 4.08982 4.61254 0.0103285 0.00100225 85779.1 4
: 844 | 4.11847 4.76692 0.0102975 0.000997333 86019.8 5
: 845 | 4.19492 4.21176 0.0102838 0.00100069 86177.9 6
: 846 | 3.81063 4.39031 0.0103206 0.000997334 85807 7
: 847 | 3.64621 3.78194 0.0102814 0.00100088 86202.3 8
: 848 | 3.59433 4.5056 0.0104249 0.00114833 86238.6 9
: 849 | 3.55732 3.58723 0.0104411 0.00101036 84829.2 10
: 850 | 3.57675 4.82539 0.0104125 0.00100051 84998.2 11
: 851 | 3.69458 4.48751 0.0103188 0.000999253 85841.5 12
: 852 | 3.63432 4.06761 0.0102528 0.000998893 86450.1 13
: 853 | 3.47617 4.34373 0.0102729 0.000999414 86267 14
: 854 | 3.54461 4.28244 0.0103052 0.000999233 85966.7 15
: 855 | 3.39339 3.50206 0.0102811 0.000998564 86183.3 16
: 856 Minimum Test error found - save the configuration
: 856 | 3.37598 3.45047 0.0103155 0.00104235 86270.7 0
: 857 | 3.21349 3.97543 0.0102789 0.0010004 86221 1
: 858 | 3.24822 3.4665 0.0102734 0.001002 86287.3 2
: 859 | 3.23178 3.87596 0.0102875 0.000997864 86117.3 3
: 860 | 3.20161 4.34599 0.0102798 0.00100509 86256.4 4
: 861 | 3.20286 4.13426 0.0103113 0.000997992 85898.5 5
: 862 | 3.13125 3.71253 0.0102734 0.00100114 86278.5 6
: 863 | 3.02528 3.96497 0.0102649 0.000998043 86329 7
: 864 | 3.07219 4.07143 0.0103236 0.000996623 85772.3 8
: 865 | 3.18905 3.77018 0.0102773 0.000998384 86216.8 9
: 866 Minimum Test error found - save the configuration
: 866 | 3.09485 3.24666 0.0103469 0.00104364 85991.7 0
: 867 | 3.4202 3.83686 0.0102933 0.000999634 86079.8 1
: 868 | 3.2772 3.60106 0.0102843 0.000997174 86141.1 2
: 869 | 3.0363 4.27728 0.0103056 0.000999573 85965.8 3
: 870 | 3.10578 3.28714 0.0103682 0.000998982 85386.4 4
: 871 | 3.04498 3.39432 0.0103044 0.00100117 85992.1 5
: 872 | 2.87348 3.76179 0.0103137 0.00102547 86130.8 6
: 873 | 2.92 3.82308 0.0102961 0.00103311 86365.1 7
: 874 Minimum Test error found - save the configuration
: 874 | 2.81493 2.94646 0.0103779 0.00108756 86111 0
: 875 | 2.71697 3.38686 0.0102976 0.00102848 86308.1 1
: 876 | 2.73955 2.96811 0.0102995 0.00100242 86048.9 2
: 877 | 2.7416 3.58733 0.0103319 0.00100058 85732.8 3
: 878 | 2.72152 3.62603 0.010276 0.00100053 86249.1 4
: 879 | 2.69002 4.24948 0.0102967 0.000998214 86035.1 5
: 880 | 2.65349 3.4457 0.0102982 0.000997184 86011.7 6
: 881 | 2.8129 4.9049 0.0102772 0.000998174 86215.6 7
: 882 | 3.08111 3.94882 0.0102899 0.00100033 86118 8
: 883 | 2.8772 4.05609 0.0103036 0.000995902 85950.3 9
: 884 Minimum Test error found - save the configuration
: 884 | 2.79912 2.91738 0.0103741 0.00106854 85970.3 0
: 885 | 2.52508 3.99015 0.0102881 0.000998614 86119.3 1
: 886 | 2.53107 3.51791 0.010324 0.000998484 85786.1 2
: 887 | 2.50812 3.89775 0.0102759 0.000996843 86215.3 3
: 888 | 2.67367 4.23737 0.010305 0.000998523 85961.8 4
: 889 | 2.65415 4.80092 0.0103025 0.000997034 85971 5
: 890 | 2.63097 3.70564 0.0103681 0.00100124 85407.5 6
: 891 | 2.53694 4.67438 0.0103355 0.0010013 85705.9 7
: 892 | 2.59469 4.38489 0.0103016 0.000998644 85994.1 8
: 893 | 2.40975 3.78057 0.0102873 0.00100027 86141.7 9
: 894 | 2.40262 3.58102 0.010299 0.000997314 86006.3 10
: 895 | 2.37734 4.28901 0.0103069 0.000996893 85929.3 11
: 896 | 2.58795 4.13147 0.0103005 0.00100068 86022.9 12
: 897 | 2.5972 4.12932 0.0102849 0.000997724 86139.9 13
: 898 | 2.60167 4.11222 0.0102993 0.00100022 86030.4 14
: 899 | 2.48661 5.78351 0.0102895 0.000996104 86082.8 15
: 900 | 2.50055 4.09064 0.0102931 0.000997964 86066.4 16
: 901 | 2.42379 4.18946 0.0103035 0.00101717 86148.5 17
: 902 | 2.35483 3.93587 0.0102968 0.000996714 86020.6 18
: 903 | 2.39698 5.24756 0.0102979 0.000998164 86023.7 19
: 904 | 2.63531 4.42909 0.0103108 0.000997462 85898.3 20
: 905 | 2.27709 4.68493 0.0102771 0.000997414 86209.9 21
:
: Elapsed time for training with 1000 events: 9.38 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0119 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.16 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= 3.32054e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09559e+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: 0.034 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: 0.0392 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: 0.00191 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: 0.0971 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.885 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0227 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00478 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: 0.0393 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00573 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: 0.00259 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000408 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: 0.0968 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0127 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: 0.898 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0984 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.521 0.114 4.74 1.53 | 3.233 3.232
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.0479 0.127 1.61 1.08 | 3.367 3.365
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.