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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
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:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:989
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:531
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:570
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:639
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:519
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:492
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:49
TString
Basic string class.
Definition TString.h:138
TString::IsNull
Bool_t IsNull() const
Definition TString.h:424
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::gTools
Tools & gTools()
==> 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: 0.271 sec
: Elapsed time for training with 1000 events: 0.274 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00252 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: 0.000693 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00405 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: 0.000156 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000383 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 = 31506.7
: --------------------------------------------------------------
: 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 | 33039.1 31092.1 0.00843517 0.000768124 104343 0
: 2 Minimum Test error found - save the configuration
: 2 | 32460.6 30513.6 0.00844291 0.000725734 103665 0
: 3 Minimum Test error found - save the configuration
: 3 | 31766.6 29812.9 0.00861605 0.000751083 101717 0
: 4 Minimum Test error found - save the configuration
: 4 | 30996.8 29159.6 0.00864099 0.000768404 101618 0
: 5 Minimum Test error found - save the configuration
: 5 | 30233.7 28429.2 0.00853595 0.000745473 102689 0
: 6 Minimum Test error found - save the configuration
: 6 | 29412.2 27487.8 0.00857784 0.000742314 102099 0
: 7 Minimum Test error found - save the configuration
: 7 | 28687.3 26872.9 0.00840257 0.000719084 104119 0
: 8 Minimum Test error found - save the configuration
: 8 | 28232.4 26499.2 0.00840962 0.000706273 103851 0
: 9 Minimum Test error found - save the configuration
: 9 | 27876.7 26180.5 0.00823044 0.000697324 106198 0
: 10 Minimum Test error found - save the configuration
: 10 | 27563 25879.4 0.00820142 0.000693793 106558 0
: 11 Minimum Test error found - save the configuration
: 11 | 27254.2 25605.4 0.00824523 0.000683023 105789 0
: 12 Minimum Test error found - save the configuration
: 12 | 26970.1 25337.6 0.00819388 0.000686203 106558 0
: 13 Minimum Test error found - save the configuration
: 13 | 26694.8 25077.1 0.00820224 0.000710614 106786 0
: 14 Minimum Test error found - save the configuration
: 14 | 26428.3 24822.2 0.00895153 0.000826974 98466.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26166.1 24576.4 0.00865646 0.000702123 100574 0
: 16 Minimum Test error found - save the configuration
: 16 | 25911.5 24336.1 0.00849706 0.000761833 103423 0
: 17 Minimum Test error found - save the configuration
: 17 | 25662.7 24100.2 0.00839911 0.000736184 104399 0
: 18 Minimum Test error found - save the configuration
: 18 | 25419.3 23868.1 0.0085966 0.000711044 101451 0
: 19 Minimum Test error found - save the configuration
: 19 | 25178 23642.5 0.00824752 0.000694193 105914 0
: 20 Minimum Test error found - save the configuration
: 20 | 24944 23418.5 0.00832133 0.000681833 104719 0
: 21 Minimum Test error found - save the configuration
: 21 | 24713.7 23196.2 0.00839126 0.000726764 104377 0
: 22 Minimum Test error found - save the configuration
: 22 | 24481.8 22982.5 0.00829357 0.000694803 105280 0
: 23 Minimum Test error found - save the configuration
: 23 | 24258.4 22769.3 0.00833073 0.000712614 105013 0
: 24 Minimum Test error found - save the configuration
: 24 | 24038.4 22556.4 0.00837105 0.000698313 104265 0
: 25 Minimum Test error found - save the configuration
: 25 | 23816.1 22351.5 0.00831122 0.000696004 105053 0
: 26 Minimum Test error found - save the configuration
: 26 | 23601.5 22146.9 0.00835736 0.000701964 104501 0
: 27 Minimum Test error found - save the configuration
: 27 | 23387.2 21946.2 0.00836852 0.000701013 104336 0
: 28 Minimum Test error found - save the configuration
: 28 | 23175.9 21748.5 0.00830881 0.000705095 105212 0
: 29 Minimum Test error found - save the configuration
: 29 | 22968.7 21551.5 0.0084065 0.000727684 104183 0
: 30 Minimum Test error found - save the configuration
: 30 | 22764.6 21354.4 0.00829352 0.000700213 105356 0
: 31 Minimum Test error found - save the configuration
: 31 | 22561 21160.2 0.0083737 0.000710164 104390 0
: 32 Minimum Test error found - save the configuration
: 32 | 22359 20969.8 0.00863949 0.000734274 101199 0
: 33 Minimum Test error found - save the configuration
: 33 | 22159.7 20782.6 0.00833286 0.000685173 104607 0
: 34 Minimum Test error found - save the configuration
: 34 | 21962.7 20598.3 0.00845926 0.000751163 103787 0
: 35 Minimum Test error found - save the configuration
: 35 | 21769.1 20415 0.0083217 0.000716564 105192 0
: 36 Minimum Test error found - save the configuration
: 36 | 21577.1 20233.5 0.0083188 0.000696434 104954 0
: 37 Minimum Test error found - save the configuration
: 37 | 21389.4 20050.5 0.00834394 0.000747293 105310 0
: 38 Minimum Test error found - save the configuration
: 38 | 21197.3 19875.6 0.0083274 0.000703743 104936 0
: 39 Minimum Test error found - save the configuration
: 39 | 21012.6 19700.5 0.00829024 0.000688222 105235 0
: 40 Minimum Test error found - save the configuration
: 40 | 20827.5 19528.6 0.00829365 0.000700154 105353 0
: 41 Minimum Test error found - save the configuration
: 41 | 20647.3 19355.4 0.00827196 0.000716973 105890 0
: 42 Minimum Test error found - save the configuration
: 42 | 20463.6 19189.4 0.00837711 0.000691904 104096 0
: 43 Minimum Test error found - save the configuration
: 43 | 20289.2 19018.6 0.00826935 0.000697683 105657 0
: 44 Minimum Test error found - save the configuration
: 44 | 20112.1 18850.4 0.00833209 0.000713354 105004 0
: 45 Minimum Test error found - save the configuration
: 45 | 19935.5 18686.6 0.00833891 0.000688144 104565 0
: 46 Minimum Test error found - save the configuration
: 46 | 19762.9 18523.8 0.0083236 0.000701473 104958 0
: 47 Minimum Test error found - save the configuration
: 47 | 19592.2 18361.5 0.00828381 0.000702775 105526 0
: 48 Minimum Test error found - save the configuration
: 48 | 19422.9 18200 0.00830007 0.000692513 105159 0
: 49 Minimum Test error found - save the configuration
: 49 | 19252.7 18041.1 0.00835442 0.000702833 104553 0
: 50 Minimum Test error found - save the configuration
: 50 | 19083.9 17877.9 0.00838453 0.000718834 104361 0
: 51 Minimum Test error found - save the configuration
: 51 | 18912.7 17719.3 0.00836855 0.000699643 104317 0
: 52 Minimum Test error found - save the configuration
: 52 | 18743.9 17563.9 0.00837267 0.000712303 104434 0
: 53 Minimum Test error found - save the configuration
: 53 | 18581.8 17407.7 0.00839472 0.000722634 104274 0
: 54 Minimum Test error found - save the configuration
: 54 | 18420.6 17257.4 0.00852682 0.000742232 102767 0
: 55 Minimum Test error found - save the configuration
: 55 | 18259 17100.1 0.00845453 0.000794843 104443 0
: 56 Minimum Test error found - save the configuration
: 56 | 18097 16955.4 0.00840702 0.000716083 104019 0
: 57 Minimum Test error found - save the configuration
: 57 | 17939.8 16799.7 0.00843507 0.000722993 103733 0
: 58 Minimum Test error found - save the configuration
: 58 | 17779 16650.6 0.00840932 0.000706454 103857 0
: 59 Minimum Test error found - save the configuration
: 59 | 17628.8 16504.7 0.00846716 0.000729503 103390 0
: 60 Minimum Test error found - save the configuration
: 60 | 17470.7 16348.9 0.00847719 0.000710984 103010 0
: 61 Minimum Test error found - save the configuration
: 61 | 17312.2 16206.7 0.00845127 0.000724594 103537 0
: 62 Minimum Test error found - save the configuration
: 62 | 17159.2 16055.2 0.00860485 0.000750704 101857 0
: 63 Minimum Test error found - save the configuration
: 63 | 17007.2 15909 0.0087821 0.000729793 99350.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16851.3 15768.2 0.00870404 0.000757265 100670 0
: 65 Minimum Test error found - save the configuration
: 65 | 16705.9 15620 0.00854885 0.000724013 102239 0
: 66 Minimum Test error found - save the configuration
: 66 | 16552.8 15478.9 0.00857664 0.000748444 102195 0
: 67 Minimum Test error found - save the configuration
: 67 | 16406.8 15337.5 0.0084987 0.000740354 103115 0
: 68 Minimum Test error found - save the configuration
: 68 | 16258.5 15200.8 0.00853131 0.000736684 102635 0
: 69 Minimum Test error found - save the configuration
: 69 | 16114.4 15061 0.00853776 0.000731754 102485 0
: 70 Minimum Test error found - save the configuration
: 70 | 15968 14921.4 0.00849218 0.000731715 103087 0
: 71 Minimum Test error found - save the configuration
: 71 | 15822.2 14785.9 0.00849863 0.000729144 102967 0
: 72 Minimum Test error found - save the configuration
: 72 | 15680.8 14649.8 0.00846252 0.000727033 103419 0
: 73 Minimum Test error found - save the configuration
: 73 | 15537.9 14518.3 0.00850243 0.000729094 102916 0
: 74 Minimum Test error found - save the configuration
: 74 | 15398.5 14384.5 0.00860552 0.000725084 101517 0
: 75 Minimum Test error found - save the configuration
: 75 | 15258.9 14254 0.00848757 0.000731103 103140 0
: 76 Minimum Test error found - save the configuration
: 76 | 15123.5 14122.5 0.00853552 0.000743634 102671 0
: 77 Minimum Test error found - save the configuration
: 77 | 14986.3 13993.7 0.00856051 0.000735034 102230 0
: 78 Minimum Test error found - save the configuration
: 78 | 14850.9 13866.6 0.00854049 0.000736462 102511 0
: 79 Minimum Test error found - save the configuration
: 79 | 14717.7 13740.7 0.00851128 0.000736124 102892 0
: 80 Minimum Test error found - save the configuration
: 80 | 14584.2 13617.2 0.00861329 0.000754935 101802 0
: 81 Minimum Test error found - save the configuration
: 81 | 14455 13492.3 0.00850252 0.000735793 103003 0
: 82 Minimum Test error found - save the configuration
: 82 | 14324.9 13368.7 0.00860284 0.000733724 101663 0
: 83 Minimum Test error found - save the configuration
: 83 | 14194.5 13248.9 0.00869522 0.000720454 100316 0
: 84 Minimum Test error found - save the configuration
: 84 | 14070 13126.2 0.00855782 0.000737403 102296 0
: 85 Minimum Test error found - save the configuration
: 85 | 13941.6 13007.8 0.00859652 0.000754044 102009 0
: 86 Minimum Test error found - save the configuration
: 86 | 13817 12889.7 0.00852549 0.000738753 102739 0
: 87 Minimum Test error found - save the configuration
: 87 | 13691.3 12775 0.00851572 0.000731403 102771 0
: 88 Minimum Test error found - save the configuration
: 88 | 13570.7 12657.8 0.00854349 0.000737974 102492 0
: 89 Minimum Test error found - save the configuration
: 89 | 13448.4 12542.6 0.00856568 0.000751793 102382 0
: 90 Minimum Test error found - save the configuration
: 90 | 13327.3 12428.8 0.00854443 0.000744074 102559 0
: 91 Minimum Test error found - save the configuration
: 91 | 13208 12315.6 0.00852693 0.000732994 102644 0
: 92 Minimum Test error found - save the configuration
: 92 | 13087.5 12206 0.00853555 0.000721923 102385 0
: 93 Minimum Test error found - save the configuration
: 93 | 12971.8 12094.7 0.00854562 0.000733564 102406 0
: 94 Minimum Test error found - save the configuration
: 94 | 12854.4 11985.6 0.0085275 0.000722474 102498 0
: 95 Minimum Test error found - save the configuration
: 95 | 12738.6 11877.7 0.00855299 0.000735484 102334 0
: 96 Minimum Test error found - save the configuration
: 96 | 12624.6 11770.1 0.00852572 0.000732255 102650 0
: 97 Minimum Test error found - save the configuration
: 97 | 12511 11663.3 0.00854976 0.000734284 102361 0
: 98 Minimum Test error found - save the configuration
: 98 | 12399.1 11556.7 0.00855866 0.000739832 102317 0
: 99 Minimum Test error found - save the configuration
: 99 | 12287.3 11451.4 0.00854764 0.000735044 102399 0
: 100 Minimum Test error found - save the configuration
: 100 | 12175.6 11348.8 0.00854479 0.000746645 102588 0
: 101 Minimum Test error found - save the configuration
: 101 | 12067.5 11244.7 0.00857954 0.000728254 101894 0
: 102 Minimum Test error found - save the configuration
: 102 | 11957.6 11143.5 0.00858825 0.000754315 102120 0
: 103 Minimum Test error found - save the configuration
: 103 | 11850.6 11042.1 0.00856175 0.000722924 102056 0
: 104 Minimum Test error found - save the configuration
: 104 | 11744.4 10940.9 0.00869307 0.000750544 100724 0
: 105 Minimum Test error found - save the configuration
: 105 | 11636.6 10843.4 0.00856937 0.000737054 102141 0
: 106 Minimum Test error found - save the configuration
: 106 | 11534.9 10742.4 0.00853892 0.000731862 102471 0
: 107 Minimum Test error found - save the configuration
: 107 | 11427.7 10647 0.0085584 0.000740694 102332 0
: 108 Minimum Test error found - save the configuration
: 108 | 11325.8 10550.4 0.00859141 0.000728743 101747 0
: 109 Minimum Test error found - save the configuration
: 109 | 11224.3 10453.9 0.00856476 0.000741714 102262 0
: 110 Minimum Test error found - save the configuration
: 110 | 11122.4 10359.1 0.00856095 0.000738263 102267 0
: 111 Minimum Test error found - save the configuration
: 111 | 11023.6 10262.8 0.00858759 0.000739464 101935 0
: 112 Minimum Test error found - save the configuration
: 112 | 10921.8 10171 0.00855776 0.000735514 102272 0
: 113 Minimum Test error found - save the configuration
: 113 | 10823 10080.2 0.00854887 0.000728672 102299 0
: 114 Minimum Test error found - save the configuration
: 114 | 10727.8 9986.22 0.00860383 0.000758094 101966 0
: 115 Minimum Test error found - save the configuration
: 115 | 10629 9895.74 0.00858893 0.000736074 101874 0
: 116 Minimum Test error found - save the configuration
: 116 | 10532.7 9806.24 0.0085709 0.000743444 102204 0
: 117 Minimum Test error found - save the configuration
: 117 | 10438.5 9716.8 0.0085679 0.000741563 102219 0
: 118 Minimum Test error found - save the configuration
: 118 | 10344.1 9627.35 0.00855674 0.000743114 102385 0
: 119 Minimum Test error found - save the configuration
: 119 | 10249.2 9540.71 0.00858057 0.000742273 102063 0
: 120 Minimum Test error found - save the configuration
: 120 | 10157.5 9453.52 0.00857538 0.000729244 101961 0
: 121 Minimum Test error found - save the configuration
: 121 | 10063.8 9369.56 0.00857843 0.000740603 102069 0
: 122 Minimum Test error found - save the configuration
: 122 | 9975.54 9282.18 0.00860058 0.000740284 101777 0
: 123 Minimum Test error found - save the configuration
: 123 | 9884.28 9196.93 0.0085808 0.000741973 102056 0
: 124 Minimum Test error found - save the configuration
: 124 | 9794.45 9112.34 0.00858594 0.000741094 101978 0
: 125 Minimum Test error found - save the configuration
: 125 | 9704.43 9030.77 0.00858418 0.000743973 102038 0
: 126 Minimum Test error found - save the configuration
: 126 | 9618.47 8947.2 0.00865798 0.000777564 101517 0
: 127 Minimum Test error found - save the configuration
: 127 | 9530.1 8865.53 0.00882672 0.000802063 99692.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9443.54 8785.12 0.00935596 0.000774105 93220 0
: 129 Minimum Test error found - save the configuration
: 129 | 9357.12 8705.83 0.0088206 0.000751814 99147.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9273.9 8624.88 0.0088855 0.000759634 98451 0
: 131 Minimum Test error found - save the configuration
: 131 | 9187.87 8547.78 0.0085896 0.000740013 101916 0
: 132 Minimum Test error found - save the configuration
: 132 | 9106.78 8467.46 0.00860685 0.000746543 101777 0
: 133 Minimum Test error found - save the configuration
: 133 | 9023.34 8388.96 0.00865638 0.000765234 101379 0
: 134 Minimum Test error found - save the configuration
: 134 | 8940.12 8312.65 0.00879851 0.000796105 99969.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8859.31 8236.55 0.00868631 0.000746614 100759 0
: 136 Minimum Test error found - save the configuration
: 136 | 8778.38 8161.83 0.00867389 0.000744354 100889 0
: 137 Minimum Test error found - save the configuration
: 137 | 8699.49 8086.35 0.00863291 0.000749793 101483 0
: 138 Minimum Test error found - save the configuration
: 138 | 8617.79 8015.46 0.00866094 0.000763015 101292 0
: 139 Minimum Test error found - save the configuration
: 139 | 8542.1 7940.32 0.00867803 0.000747074 100871 0
: 140 Minimum Test error found - save the configuration
: 140 | 8463.14 7868.37 0.00863764 0.000738263 101274 0
: 141 Minimum Test error found - save the configuration
: 141 | 8386.32 7795.71 0.00867686 0.000749173 100912 0
: 142 Minimum Test error found - save the configuration
: 142 | 8310.77 7723.3 0.00865446 0.000744065 101133 0
: 143 Minimum Test error found - save the configuration
: 143 | 8234.16 7651.96 0.00859395 0.000735094 101796 0
: 144 Minimum Test error found - save the configuration
: 144 | 8158.55 7582.53 0.0086167 0.000740863 101576 0
: 145 Minimum Test error found - save the configuration
: 145 | 8084.87 7512.44 0.00859651 0.000748524 101937 0
: 146 Minimum Test error found - save the configuration
: 146 | 8011.68 7441.82 0.00860936 0.000728644 101514 0
: 147 Minimum Test error found - save the configuration
: 147 | 7937.27 7374.14 0.00861662 0.000750225 101698 0
: 148 Minimum Test error found - save the configuration
: 148 | 7865.44 7306.03 0.00865902 0.000756294 101231 0
: 149 Minimum Test error found - save the configuration
: 149 | 7793.4 7238.7 0.00861959 0.000737662 101498 0
: 150 Minimum Test error found - save the configuration
: 150 | 7722.2 7172.31 0.00878057 0.000811295 100386 0
: 151 Minimum Test error found - save the configuration
: 151 | 7651.79 7105.72 0.00902399 0.000791783 97179.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7581.61 7040.63 0.0090755 0.000788585 96537.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7512.83 6974.82 0.0086657 0.000745914 101013 0
: 154 Minimum Test error found - save the configuration
: 154 | 7443.84 6910.71 0.00860771 0.000739134 101670 0
: 155 Minimum Test error found - save the configuration
: 155 | 7376.29 6845.96 0.00862429 0.000744024 101519 0
: 156 Minimum Test error found - save the configuration
: 156 | 7307.27 6784.6 0.00861884 0.000756074 101745 0
: 157 Minimum Test error found - save the configuration
: 157 | 7242.11 6721.22 0.00867777 0.000760954 101051 0
: 158 Minimum Test error found - save the configuration
: 158 | 7175.36 6658.51 0.00882479 0.000751864 99096.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7108.56 6598.83 0.00878987 0.000751224 99519.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7045.33 6536.49 0.00870793 0.000751804 100551 0
: 161 Minimum Test error found - save the configuration
: 161 | 6980.12 6476.26 0.00869254 0.000732295 100499 0
: 162 Minimum Test error found - save the configuration
: 162 | 6915.72 6416.29 0.00871327 0.000766004 100664 0
: 163 Minimum Test error found - save the configuration
: 163 | 6851.81 6358.36 0.00868647 0.000750814 100811 0
: 164 Minimum Test error found - save the configuration
: 164 | 6789.93 6299 0.00862708 0.000742212 101460 0
: 165 Minimum Test error found - save the configuration
: 165 | 6728.31 6239.58 0.00865266 0.000750593 101239 0
: 166 Minimum Test error found - save the configuration
: 166 | 6665.96 6181.77 0.00866066 0.000753943 101180 0
: 167 Minimum Test error found - save the configuration
: 167 | 6605 6123.35 0.00866376 0.000754714 101150 0
: 168 Minimum Test error found - save the configuration
: 168 | 6543.2 6068.85 0.00862196 0.000745973 101575 0
: 169 Minimum Test error found - save the configuration
: 169 | 6484.41 6010.94 0.00867718 0.000745643 100863 0
: 170 Minimum Test error found - save the configuration
: 170 | 6424.62 5955.59 0.00862815 0.000730514 101296 0
: 171 Minimum Test error found - save the configuration
: 171 | 6366.23 5898.73 0.00860361 0.000745114 101801 0
: 172 Minimum Test error found - save the configuration
: 172 | 6306.48 5844.35 0.00866334 0.000759883 101221 0
: 173 Minimum Test error found - save the configuration
: 173 | 6248.23 5790.94 0.0086317 0.000730785 101254 0
: 174 Minimum Test error found - save the configuration
: 174 | 6192.88 5735.43 0.0086959 0.000769764 100932 0
: 175 Minimum Test error found - save the configuration
: 175 | 6133.52 5683.37 0.00866975 0.000754014 101064 0
: 176 Minimum Test error found - save the configuration
: 176 | 6077.72 5630.9 0.00874361 0.000747834 100053 0
: 177 Minimum Test error found - save the configuration
: 177 | 6022.42 5577.68 0.00865186 0.000747364 101208 0
: 178 Minimum Test error found - save the configuration
: 178 | 5966.39 5526.49 0.00863469 0.000747454 101430 0
: 179 Minimum Test error found - save the configuration
: 179 | 5912.57 5474.02 0.00864255 0.000739543 101227 0
: 180 Minimum Test error found - save the configuration
: 180 | 5856.42 5424.2 0.00868127 0.000745804 100813 0
: 181 Minimum Test error found - save the configuration
: 181 | 5803.4 5373.46 0.00864564 0.000774914 101642 0
: 182 Minimum Test error found - save the configuration
: 182 | 5749.93 5323.32 0.00860421 0.000731253 101614 0
: 183 Minimum Test error found - save the configuration
: 183 | 5696.78 5273.93 0.00876792 0.000753913 99825.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5645.58 5222.9 0.00870465 0.000747224 100535 0
: 185 Minimum Test error found - save the configuration
: 185 | 5592.35 5174.48 0.00883435 0.000771454 99219.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5540.12 5126.8 0.00869517 0.000749544 100684 0
: 187 Minimum Test error found - save the configuration
: 187 | 5490.31 5077.98 0.00875874 0.000759204 100006 0
: 188 Minimum Test error found - save the configuration
: 188 | 5438 5032.28 0.00870687 0.000755585 100613 0
: 189 Minimum Test error found - save the configuration
: 189 | 5388.94 4985.29 0.00869745 0.000750184 100663 0
: 190 Minimum Test error found - save the configuration
: 190 | 5338.98 4939.2 0.00877655 0.000738834 99530.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5290.17 4892.51 0.00870502 0.000757644 100662 0
: 192 Minimum Test error found - save the configuration
: 192 | 5240.6 4847.63 0.00873443 0.000756324 100274 0
: 193 Minimum Test error found - save the configuration
: 193 | 5192.52 4802.48 0.00864764 0.000743084 101207 0
: 194 Minimum Test error found - save the configuration
: 194 | 5144.72 4758.03 0.00864185 0.000770405 101633 0
: 195 Minimum Test error found - save the configuration
: 195 | 5097.12 4713.39 0.00864675 0.000745664 101252 0
: 196 Minimum Test error found - save the configuration
: 196 | 5050.75 4668.62 0.0086605 0.000740234 101007 0
: 197 Minimum Test error found - save the configuration
: 197 | 5003.5 4625.35 0.00865121 0.000749293 101241 0
: 198 Minimum Test error found - save the configuration
: 198 | 4957.2 4582.55 0.00878673 0.000779504 99909.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4911.99 4539.9 0.00866728 0.000754484 101102 0
: 200 Minimum Test error found - save the configuration
: 200 | 4866.4 4497.09 0.00877327 0.000739134 99575.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4821.53 4455.68 0.00867064 0.000748713 100985 0
: 202 Minimum Test error found - save the configuration
: 202 | 4776.94 4413.68 0.00865252 0.000747793 101205 0
: 203 Minimum Test error found - save the configuration
: 203 | 4732.79 4372.86 0.00865917 0.000739714 101017 0
: 204 Minimum Test error found - save the configuration
: 204 | 4689.22 4332.33 0.00872363 0.000766304 100536 0
: 205 Minimum Test error found - save the configuration
: 205 | 4646.28 4291.52 0.00863908 0.000745674 101350 0
: 206 Minimum Test error found - save the configuration
: 206 | 4603.69 4251.34 0.0086467 0.000741903 101204 0
: 207 Minimum Test error found - save the configuration
: 207 | 4561.1 4211.65 0.00875285 0.000756814 100050 0
: 208 Minimum Test error found - save the configuration
: 208 | 4518.65 4172.61 0.00870114 0.000759103 100730 0
: 209 Minimum Test error found - save the configuration
: 209 | 4477.94 4133.46 0.00871992 0.000765703 100576 0
: 210 Minimum Test error found - save the configuration
: 210 | 4436.28 4094.45 0.00874132 0.000763294 100275 0
: 211 Minimum Test error found - save the configuration
: 211 | 4395.36 4056.96 0.00866154 0.000752544 101151 0
: 212 Minimum Test error found - save the configuration
: 212 | 4355.22 4019.24 0.00865785 0.000746734 101123 0
: 213 Minimum Test error found - save the configuration
: 213 | 4314.99 3981.61 0.00867458 0.000737424 100792 0
: 214 Minimum Test error found - save the configuration
: 214 | 4275.19 3944.74 0.00867876 0.000750314 100902 0
: 215 Minimum Test error found - save the configuration
: 215 | 4236.23 3908.19 0.00872554 0.000756294 100386 0
: 216 Minimum Test error found - save the configuration
: 216 | 4197.48 3871.8 0.0087228 0.000749204 100331 0
: 217 Minimum Test error found - save the configuration
: 217 | 4159.04 3835.75 0.00868453 0.000751583 100845 0
: 218 Minimum Test error found - save the configuration
: 218 | 4121.29 3799.38 0.00872312 0.000754804 100398 0
: 219 Minimum Test error found - save the configuration
: 219 | 4082.38 3764.98 0.00870968 0.000746094 100457 0
: 220 Minimum Test error found - save the configuration
: 220 | 4045.93 3729.44 0.00868664 0.000730974 100557 0
: 221 Minimum Test error found - save the configuration
: 221 | 4008.7 3695.09 0.00867741 0.000747383 100882 0
: 222 Minimum Test error found - save the configuration
: 222 | 3972.44 3659.9 0.0087104 0.000765005 100687 0
: 223 Minimum Test error found - save the configuration
: 223 | 3934.9 3626.68 0.00863984 0.000732784 101175 0
: 224 Minimum Test error found - save the configuration
: 224 | 3899.83 3592.69 0.008771 0.000750924 99749.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3864.27 3559.15 0.00870042 0.000748444 100604 0
: 226 Minimum Test error found - save the configuration
: 226 | 3828.49 3526.19 0.0086813 0.000738034 100714 0
: 227 Minimum Test error found - save the configuration
: 227 | 3793.92 3493.27 0.00868815 0.000746184 100731 0
: 228 Minimum Test error found - save the configuration
: 228 | 3759.21 3460.88 0.00866292 0.000744644 101032 0
: 229 Minimum Test error found - save the configuration
: 229 | 3725.64 3427.7 0.00872199 0.000782304 100760 0
: 230 Minimum Test error found - save the configuration
: 230 | 3690.74 3396.51 0.00869061 0.000749533 100742 0
: 231 Minimum Test error found - save the configuration
: 231 | 3658.2 3363.94 0.00871429 0.000762214 100603 0
: 232 Minimum Test error found - save the configuration
: 232 | 3623.77 3333.43 0.0086856 0.000746353 100765 0
: 233 Minimum Test error found - save the configuration
: 233 | 3590.68 3303.4 0.0087194 0.000734573 100190 0
: 234 Minimum Test error found - save the configuration
: 234 | 3559.03 3272.15 0.00870832 0.000766313 100730 0
: 235 Minimum Test error found - save the configuration
: 235 | 3526.23 3241.64 0.00869352 0.000757664 100808 0
: 236 Minimum Test error found - save the configuration
: 236 | 3493.61 3212.65 0.00875517 0.000757323 100027 0
: 237 Minimum Test error found - save the configuration
: 237 | 3463.59 3181.07 0.00869203 0.000733954 100527 0
: 238 Minimum Test error found - save the configuration
: 238 | 3430.78 3152.42 0.00872378 0.000745424 100271 0
: 239 Minimum Test error found - save the configuration
: 239 | 3399.91 3123.28 0.00872817 0.000751054 100287 0
: 240 Minimum Test error found - save the configuration
: 240 | 3368.69 3095.11 0.00875935 0.000807554 100606 0
: 241 Minimum Test error found - save the configuration
: 241 | 3338.97 3065.28 0.00866761 0.000742225 100941 0
: 242 Minimum Test error found - save the configuration
: 242 | 3309.07 3035.62 0.00867431 0.000747084 100918 0
: 243 Minimum Test error found - save the configuration
: 243 | 3277.48 3008.36 0.00873807 0.000758944 100262 0
: 244 Minimum Test error found - save the configuration
: 244 | 3248.34 2980.76 0.00867474 0.000744133 100875 0
: 245 Minimum Test error found - save the configuration
: 245 | 3218.71 2953.35 0.00873912 0.000757424 100229 0
: 246 Minimum Test error found - save the configuration
: 246 | 3189.94 2925.2 0.00872877 0.000762314 100421 0
: 247 Minimum Test error found - save the configuration
: 247 | 3160.78 2898.5 0.00868599 0.000743245 100721 0
: 248 Minimum Test error found - save the configuration
: 248 | 3131.76 2871.47 0.00878997 0.000737954 99354 0
: 249 Minimum Test error found - save the configuration
: 249 | 3103.16 2845.4 0.00874352 0.000747644 100052 0
: 250 Minimum Test error found - save the configuration
: 250 | 3075.83 2818.5 0.00867996 0.000745655 100828 0
: 251 Minimum Test error found - save the configuration
: 251 | 3047.37 2792.52 0.00866393 0.000732374 100863 0
: 252 Minimum Test error found - save the configuration
: 252 | 3019.53 2767.04 0.00872733 0.000757954 100384 0
: 253 Minimum Test error found - save the configuration
: 253 | 2992.11 2741.86 0.00877644 0.000748004 99645.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2965.43 2716.17 0.00869137 0.000748484 100719 0
: 255 Minimum Test error found - save the configuration
: 255 | 2938.64 2690.58 0.00880062 0.000792484 99898.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2911.15 2666.73 0.00871091 0.000749854 100489 0
: 257 Minimum Test error found - save the configuration
: 257 | 2885.7 2641.42 0.00866348 0.000753954 101144 0
: 258 Minimum Test error found - save the configuration
: 258 | 2859.33 2616.71 0.00868491 0.000763964 100998 0
: 259 Minimum Test error found - save the configuration
: 259 | 2833.53 2592.53 0.00867667 0.000752544 100957 0
: 260 Minimum Test error found - save the configuration
: 260 | 2808.05 2568.26 0.00870486 0.000745483 100510 0
: 261 Minimum Test error found - save the configuration
: 261 | 2782.25 2544.62 0.00871428 0.000763103 100614 0
: 262 Minimum Test error found - save the configuration
: 262 | 2757.31 2521.69 0.00867889 0.000735194 100709 0
: 263 Minimum Test error found - save the configuration
: 263 | 2732.63 2498.19 0.0086818 0.000746564 100816 0
: 264 Minimum Test error found - save the configuration
: 264 | 2707.55 2474.79 0.00866876 0.000770844 101292 0
: 265 Minimum Test error found - save the configuration
: 265 | 2683.48 2451.29 0.00864835 0.000730914 101043 0
: 266 Minimum Test error found - save the configuration
: 266 | 2658.35 2429.84 0.00868 0.000757824 100982 0
: 267 Minimum Test error found - save the configuration
: 267 | 2634.64 2406.92 0.0086926 0.000764583 100908 0
: 268 Minimum Test error found - save the configuration
: 268 | 2610.43 2385.2 0.00867213 0.000732572 100761 0
: 269 Minimum Test error found - save the configuration
: 269 | 2587.37 2362.66 0.00875183 0.000753853 100025 0
: 270 Minimum Test error found - save the configuration
: 270 | 2563.5 2341.34 0.00878478 0.000793324 100107 0
: 271 Minimum Test error found - save the configuration
: 271 | 2540.4 2319.8 0.00876008 0.000748435 99854.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2517.67 2298.09 0.00886274 0.000755974 98682.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2494.18 2277.37 0.00871131 0.000743733 100407 0
: 274 Minimum Test error found - save the configuration
: 274 | 2471.69 2256.61 0.00879627 0.000765933 99622.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2449.59 2235.72 0.00890052 0.000749894 98151.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2427.4 2214.68 0.00888147 0.000747534 98353.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2404.97 2194.43 0.00882828 0.000759274 99144.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2383.09 2174.08 0.00870549 0.000761034 100699 0
: 279 Minimum Test error found - save the configuration
: 279 | 2360.94 2154.63 0.0087093 0.000749174 100501 0
: 280 Minimum Test error found - save the configuration
: 280 | 2340.28 2134.37 0.00871527 0.000753274 100477 0
: 281 Minimum Test error found - save the configuration
: 281 | 2317.83 2115.61 0.00873008 0.000747364 100216 0
: 282 Minimum Test error found - save the configuration
: 282 | 2297.59 2095.91 0.0088649 0.000778614 98932.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2276.1 2076.99 0.00880867 0.000735514 99093.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2255.92 2057.21 0.0088515 0.000780024 99114.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2234.61 2039.53 0.00889558 0.000791834 98719.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2214.42 2019.92 0.00898648 0.000768354 97345.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2193.49 2002.06 0.00874336 0.000751324 100100 0
: 288 Minimum Test error found - save the configuration
: 288 | 2174.44 1982.69 0.00880918 0.000764824 99448.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2153.66 1964.58 0.00881438 0.000770032 99448.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2134.01 1946.2 0.0088047 0.000760463 99450 0
: 291 Minimum Test error found - save the configuration
: 291 | 2114.05 1928.78 0.00896718 0.000803835 97999.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2094.75 1911.15 0.00892034 0.000755283 97978.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2075.38 1893.62 0.00880611 0.000789335 99790.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2056.63 1876.43 0.00877844 0.000773424 99937.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2037.25 1858.92 0.00893097 0.000753214 97826.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2018.23 1842.05 0.00889404 0.000775764 98543 0
: 297 Minimum Test error found - save the configuration
: 297 | 1999.72 1824.94 0.00890453 0.000783664 98511.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1981.11 1808 0.00892588 0.000756054 97921.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1962.06 1792.5 0.00885944 0.000782365 99045.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1944.38 1775.91 0.00884225 0.000771923 99128.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1926.57 1759.16 0.00886027 0.000783055 99044.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1908.4 1743.27 0.0087837 0.000755414 99647.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1890.63 1727.07 0.00876571 0.000748653 99787.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1872.89 1710.89 0.00880161 0.000734634 99169.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1854.82 1695.94 0.00890283 0.000798804 98716.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1838.18 1680.65 0.00900207 0.000777414 97268.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1820.36 1665.57 0.00891351 0.000784474 98412.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1804.11 1649.6 0.00879832 0.000754813 99459.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1786.31 1634.81 0.0088102 0.000754454 99307.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1770.01 1619.45 0.00869631 0.000750003 100676 0
: 311 Minimum Test error found - save the configuration
: 311 | 1753.1 1604.59 0.00878458 0.000735794 99393.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1736.34 1589.99 0.00884733 0.000751954 98821.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1720.18 1575.52 0.00874771 0.000762244 100182 0
: 314 Minimum Test error found - save the configuration
: 314 | 1704.57 1561.03 0.00869773 0.000752383 100688 0
: 315 Minimum Test error found - save the configuration
: 315 | 1688.75 1547.6 0.00890938 0.000749314 98038.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1672.04 1532.39 0.0087806 0.000766194 99820.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1655.61 1518.77 0.00880293 0.000766414 99545.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1640.58 1504.35 0.00892988 0.000754234 97851.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1624.55 1490.87 0.00896946 0.000800514 97931.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1609.22 1477.05 0.00900438 0.000781264 97286.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1593.45 1463.89 0.008954 0.000757574 97603.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1578.94 1450.01 0.00894871 0.000756103 97649 0
: 323 Minimum Test error found - save the configuration
: 323 | 1563.11 1437.54 0.00897899 0.000786063 97645.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1548.43 1424.35 0.00889768 0.000783484 98592.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1534.06 1410.74 0.00888962 0.000763874 98452.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1518.94 1398.37 0.00870957 0.000755534 100578 0
: 327 Minimum Test error found - save the configuration
: 327 | 1504.81 1384.47 0.00872479 0.000749715 100313 0
: 328 Minimum Test error found - save the configuration
: 328 | 1489.5 1372.61 0.00869557 0.000748723 100669 0
: 329 Minimum Test error found - save the configuration
: 329 | 1476.34 1359.48 0.00878499 0.000767565 99782.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1461.6 1346.79 0.00867435 0.000734363 100756 0
: 331 Minimum Test error found - save the configuration
: 331 | 1447.24 1335 0.00875381 0.000762744 100112 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.2 1321.74 0.00870617 0.000748404 100531 0
: 333 Minimum Test error found - save the configuration
: 333 | 1419.98 1309.43 0.00878199 0.000748644 99584.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1405.75 1298.04 0.0087544 0.000735854 99768.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1393.02 1285.48 0.00875745 0.000781684 100304 0
: 336 Minimum Test error found - save the configuration
: 336 | 1379.14 1273.63 0.00874955 0.000749934 100005 0
: 337 Minimum Test error found - save the configuration
: 337 | 1366.19 1261.41 0.00878205 0.000761274 99740.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1352.4 1250.21 0.00880485 0.000764135 99493.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1339.83 1238.43 0.00875233 0.000743984 99895.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1326.82 1227.13 0.00882707 0.000790794 99548.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1314.35 1215.38 0.00875248 0.000770385 100224 0
: 342 Minimum Test error found - save the configuration
: 342 | 1301.44 1204.77 0.00885703 0.000755144 98742.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1288.62 1193.62 0.00878621 0.000755833 99621.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1276.62 1181.73 0.00875339 0.000744364 99887.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1263.96 1170.94 0.00874345 0.000747504 100051 0
: 346 Minimum Test error found - save the configuration
: 346 | 1251.87 1160.38 0.00870492 0.000751124 100581 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.03 1148.88 0.00878487 0.000753034 99603.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1227.82 1138.14 0.00871669 0.000771284 100687 0
: 349 Minimum Test error found - save the configuration
: 349 | 1215.73 1127.56 0.00871973 0.000758413 100486 0
: 350 Minimum Test error found - save the configuration
: 350 | 1204.04 1117.04 0.00872851 0.000756783 100355 0
: 351 Minimum Test error found - save the configuration
: 351 | 1192.8 1106.13 0.00874286 0.000755003 100152 0
: 352 Minimum Test error found - save the configuration
: 352 | 1180.78 1095.5 0.00876142 0.000761813 100005 0
: 353 Minimum Test error found - save the configuration
: 353 | 1169.1 1085.83 0.00878742 0.000763094 99696.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1158.39 1076.36 0.00871416 0.000756253 100529 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.01 1065.64 0.00879712 0.000771874 99685.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1135.84 1055.48 0.00873896 0.000747324 100105 0
: 357 Minimum Test error found - save the configuration
: 357 | 1124.46 1045.91 0.00879069 0.000764204 99670 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.16 1034.98 0.00876859 0.000749902 99766.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1102.69 1025.91 0.00875223 0.000759964 100097 0
: 360 Minimum Test error found - save the configuration
: 360 | 1092.15 1015.95 0.00875128 0.000735584 99804.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1081.38 1006.49 0.00876227 0.000758124 99948.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1071.17 996.478 0.00873288 0.000748314 100193 0
: 363 Minimum Test error found - save the configuration
: 363 | 1060.53 987.298 0.00876694 0.000759354 99905.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1049.96 977.829 0.00876296 0.000754394 99893 0
: 365 Minimum Test error found - save the configuration
: 365 | 1039.72 968.682 0.00872289 0.000762204 100494 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.26 960.26 0.00888363 0.000763663 98522.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.04 950.346 0.00874439 0.000759134 100185 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.23 941.722 0.00873638 0.000747624 100141 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.51 931.565 0.00872153 0.000745424 100300 0
: 370 Minimum Test error found - save the configuration
: 370 | 989.67 923.266 0.00875533 0.000751524 99952.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 980.527 914.221 0.00874597 0.000763704 100222 0
: 372 Minimum Test error found - save the configuration
: 372 | 970.573 905.509 0.00874276 0.000754474 100147 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.285 896.552 0.00869749 0.000740815 100544 0
: 374 Minimum Test error found - save the configuration
: 374 | 951.438 888.222 0.00877812 0.000791435 100167 0
: 375 Minimum Test error found - save the configuration
: 375 | 942.833 879.327 0.00883048 0.000752873 99039.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.272 870.952 0.0100384 0.000785805 86462.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.004 862.579 0.00893253 0.000776704 98089.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 914.953 854.12 0.00880158 0.000777994 99706 0
: 379 Minimum Test error found - save the configuration
: 379 | 905.846 845.74 0.00881584 0.000743575 99104.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 896.865 837.575 0.00885103 0.000740894 98642 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.146 828.969 0.0087582 0.000751994 99922.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 878.978 821.317 0.00873289 0.000754814 100275 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.279 813.373 0.00880676 0.000766252 99496.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 861.977 805.435 0.00878937 0.000771135 99772.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 853.348 797.554 0.00872349 0.000799734 100962 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.14 790.119 0.00874086 0.000750554 100121 0
: 387 Minimum Test error found - save the configuration
: 387 | 836.615 781.617 0.00878555 0.000755025 99619.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 827.774 774.452 0.00875175 0.000762145 100130 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.182 766.645 0.00876814 0.000770883 100034 0
: 390 Minimum Test error found - save the configuration
: 390 | 811.665 759.084 0.00879477 0.000760453 99572.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 803.557 751.516 0.00877717 0.000756785 99745.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 795.72 743.858 0.00877031 0.000745474 99690.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 787.512 736.799 0.00876776 0.000740954 99666 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.178 729.433 0.00875968 0.000749234 99869.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 771.956 722.139 0.00881813 0.000766123 99354.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.57 714.781 0.00870565 0.000755424 100626 0
: 397 Minimum Test error found - save the configuration
: 397 | 756.998 707.181 0.00871016 0.000742513 100406 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.047 700.278 0.00874576 0.000755383 100120 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.618 693.805 0.00869427 0.000766064 100906 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.237 686.565 0.00875657 0.000766503 100124 0
: 401 Minimum Test error found - save the configuration
: 401 | 726.347 679.197 0.00871956 0.000733773 100178 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.252 672.455 0.00887472 0.000762764 98619.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 711.938 665.863 0.00877252 0.000753293 99760.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 704.943 658.818 0.00870876 0.000748964 100505 0
: 405 Minimum Test error found - save the configuration
: 405 | 697.493 652.376 0.00869844 0.000735024 100459 0
: 406 Minimum Test error found - save the configuration
: 406 | 690.744 645.36 0.00870502 0.000752204 100593 0
: 407 Minimum Test error found - save the configuration
: 407 | 683.69 638.826 0.00874195 0.000752894 100137 0
: 408 Minimum Test error found - save the configuration
: 408 | 676.664 632.551 0.00876179 0.000749373 99845 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.131 625.953 0.00869072 0.000736905 100581 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.054 619.785 0.00874074 0.000749983 100116 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.703 613.488 0.00877482 0.000782614 100097 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.781 607.165 0.00869175 0.000753313 100775 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.174 600.442 0.00881498 0.000756044 99268.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.347 594.269 0.00878086 0.000752204 99643 0
: 415 Minimum Test error found - save the configuration
: 415 | 629.848 588.242 0.00879104 0.000778374 99841.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.445 582.243 0.00875605 0.000750494 99930.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.231 576.561 0.00887208 0.000765304 98682.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 610.844 570.522 0.00883187 0.000763475 99152.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 604.717 564.521 0.00889929 0.000760375 98293.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.332 558.544 0.00880356 0.000758775 99443.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.256 552.567 0.00885068 0.000747763 98729.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.328 546.55 0.00904403 0.000749714 96451.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.099 540.716 0.00884917 0.000777503 99112.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.126 535.5 0.00887445 0.000765415 98655.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.165 529.869 0.00908665 0.000776733 96270.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.876 524.411 0.00889462 0.000758403 98325.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.21 518.887 0.00877553 0.000746204 99634.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 550.651 513.528 0.00913271 0.000793394 95931.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.093 507.623 0.00921297 0.000803614 95132.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.386 502.831 0.00913625 0.000840304 96432.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 533.898 497.441 0.00953108 0.000821065 91848.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.534 491.969 0.0090642 0.000801614 96822 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.008 486.599 0.00893801 0.000770144 97944.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.416 481.959 0.00876783 0.000735084 99592.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.392 476.049 0.00885425 0.000771374 98974.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.563 471.062 0.00884573 0.000755984 98890.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.493 466.17 0.00894151 0.000757994 97757.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.362 460.789 0.00877373 0.000749935 99703.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.077 456.26 0.00890903 0.000758015 98147.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.925 451.534 0.00889582 0.000767614 98422.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.923 446.847 0.00883612 0.000756204 99010.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.949 441.636 0.00885749 0.000734902 98490.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.27 436.602 0.00894548 0.000738584 97478.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.113 432.305 0.00904424 0.000773214 96723.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.242 428.155 0.00906888 0.000768133 96376.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.602 422.781 0.00887601 0.000754764 98507 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.497 417.992 0.00890037 0.000770794 98406.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.892 414.027 0.00885841 0.000762365 98813.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.356 409.391 0.00903509 0.000767302 96761 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.507 404.815 0.00876686 0.000751373 99806.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.173 399.951 0.00882727 0.000778304 99391.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.252 395.613 0.00883515 0.000758214 99047.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.942 391.439 0.00926568 0.000775174 94222.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.229 387.385 0.00894436 0.000794665 98163.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.095 383.955 0.00927603 0.000796394 94343.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.046 378.989 0.00896296 0.000755414 97471.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.398 374.615 0.00905578 0.000818044 97114.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.156 370.738 0.00892257 0.000796585 98449.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.83 366.495 0.00892826 0.000758223 97918.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.598 362.295 0.0090269 0.000754843 96711.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.401 358.026 0.00879376 0.000795315 100019 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.078 354.293 0.00890012 0.000808294 98865.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.205 350.295 0.00883585 0.000769974 99183.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.026 346.462 0.00909658 0.000789474 96303.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.206 342.658 0.00881164 0.000778373 99585.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.449 338.717 0.00883383 0.000811174 99717.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.344 334.646 0.00909869 0.000784274 96218.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.316 331.054 0.00896032 0.000783935 97842.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.564 327.138 0.00882639 0.000749704 99050.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.801 323.844 0.00912551 0.000804745 96145 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.049 320.491 0.00898769 0.000763103 97269.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.171 316.555 0.00892891 0.000764822 97990.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.679 312.689 0.0090826 0.000849644 97170.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.924 309.221 0.00903954 0.000793704 97018.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.192 305.539 0.00891907 0.000763714 98095.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.523 302.619 0.00892414 0.000743523 97792.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.219 298.579 0.00892994 0.000775654 98107.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.511 295.309 0.00898112 0.000793764 97711.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.92 292.142 0.00906597 0.000820924 97028 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.753 288.878 0.00890972 0.000804114 98697.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.218 285.869 0.00887279 0.000768333 98711.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.041 281.9 0.00887252 0.000752074 98516.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.103 279.194 0.00883611 0.000757673 99029 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.26 276.668 0.00883561 0.000781495 99328 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.964 272.642 0.00895198 0.000827695 98470.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.585 269.292 0.00889296 0.000795924 98801.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.405 266.782 0.00886246 0.000757565 98705.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.418 263.74 0.00881675 0.000743894 99097.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.063 260.148 0.00882756 0.000758833 99148.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.078 257.073 0.00873805 0.000770063 100402 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.648 254.759 0.00872183 0.000749363 100345 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.819 251.744 0.00876691 0.000738884 99651 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.968 248.398 0.00894739 0.000830903 98564.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.901 245.781 0.00871794 0.000756523 100485 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.932 242.474 0.00867883 0.000749863 100896 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.754 240.16 0.00865687 0.000731094 100936 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.113 237.324 0.0089546 0.000742874 97421.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.177 234.705 0.00880349 0.000768444 99563.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.243 231.86 0.00893983 0.000798394 98262.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.332 229.025 0.00890013 0.000764553 98333.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.42 226.191 0.00876047 0.000754904 99930.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.111 224.345 0.00888159 0.000756244 98457.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.343 220.874 0.00876333 0.000775434 100151 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.316 218.342 0.00875928 0.000752864 99919.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.61 216.419 0.00895502 0.000774055 97788 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.112 213.68 0.00877298 0.000761993 99862.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.29 211.024 0.00897823 0.000789694 97697.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.772 208.933 0.00878731 0.000748114 99512.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.212 206.516 0.00865422 0.000732573 100989 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.981 203.871 0.00871628 0.000746233 100376 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.427 201.926 0.00876962 0.000761823 99902.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.437 199.881 0.00879346 0.000748134 99436.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.733 197.41 0.00867067 0.000754084 101054 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.746 194.447 0.00871426 0.000748744 100433 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.307 192.001 0.00876211 0.000764654 100032 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.282 189.878 0.00873131 0.000741455 100127 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.615 187.347 0.00869516 0.000776084 101022 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.4 185.925 0.00869059 0.000747543 100717 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.347 183.475 0.00867257 0.000747104 100940 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.743 181.243 0.00872323 0.000735063 100148 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.675 178.614 0.0087274 0.000746103 100234 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.198 176.652 0.00867611 0.000767585 101157 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.719 174.608 0.00868058 0.000736734 100707 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.826 172.06 0.00867039 0.000762274 101162 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.531 170.211 0.00874132 0.000753105 100147 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.371 168.671 0.00876324 0.000761644 99980 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.405 166.146 0.00871557 0.000749364 100424 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.978 164.958 0.00886368 0.000757073 98684.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.248 162.092 0.00880917 0.000794754 99820.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.846 161.344 0.00880452 0.000761635 99466.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.266 158.628 0.00871827 0.000765364 100592 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.033 157.212 0.00869147 0.000775934 101067 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.869 155.602 0.00877678 0.000756863 99751.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.031 152.862 0.00870566 0.000753884 100606 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.979 150.892 0.00865344 0.000733074 101005 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.589 149.138 0.00868227 0.000750633 100862 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.819 147.455 0.0086547 0.000750163 101208 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.943 145.689 0.00864795 0.000731784 101059 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.762 144.558 0.00876395 0.000753713 99872.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.172 142.916 0.00880257 0.000797724 99939.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.323 140.401 0.00867773 0.000746093 100862 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.529 139.282 0.00863373 0.000730532 101225 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.411 137.478 0.00864524 0.000745954 101275 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.84 135.888 0.00870069 0.000748035 100595 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.057 133.613 0.00871187 0.000745634 100424 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.037 132.332 0.00871253 0.000749304 100462 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.242 130.707 0.00871862 0.000787544 100869 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.414 129.201 0.00867837 0.000741353 100794 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.707 127.497 0.0086736 0.000746543 100920 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.072 126.089 0.00868518 0.000747973 100791 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.393 124.58 0.00869182 0.000761494 100879 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.642 123.436 0.00869848 0.000750224 100651 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.958 122.019 0.00873544 0.000751164 100197 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.46 120.266 0.00875865 0.000762525 100048 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.818 119.329 0.00870401 0.000795974 101163 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.957 117.654 0.00867367 0.000747574 100932 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.018 116.779 0.0087031 0.000756935 100677 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.231 114.683 0.00869636 0.000748674 100658 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.514 113.101 0.00865505 0.000746054 101151 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.989 111.75 0.00873351 0.000755604 100277 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.354 110.395 0.00866826 0.000745063 100969 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.961 109.021 0.00868481 0.000734302 100622 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.468 107.956 0.00880695 0.000750575 99300.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.908 106.4 0.00877066 0.000786504 100198 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.52 105.246 0.00866538 0.000747933 101043 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.991 104.488 0.00867661 0.000739974 100798 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.838 102.964 0.00873481 0.000747353 100157 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.472 101.521 0.00869072 0.000748943 100733 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.866 99.8127 0.0086923 0.000736443 100555 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.301 98.5133 0.00887128 0.000731613 98284.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.085 97.625 0.0089334 0.000750123 97760.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.757 96.941 0.00868831 0.000764213 100958 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.306 95.2884 0.00865143 0.000740894 101131 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.169 93.6794 0.00865959 0.000754774 101204 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.675 93.1694 0.00869584 0.000751304 100698 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.573 91.9943 0.00871544 0.000766084 100637 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.159 90.405 0.00885821 0.000854674 99955.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.859 89.3545 0.00880454 0.000740484 99205.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.701 88.2399 0.00879878 0.000814944 100202 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.542 87.6549 0.00868496 0.000743992 100743 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.65 86.0309 0.00873941 0.000779585 100505 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.5185 85.5647 0.00865703 0.000731704 100942 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.1961 84.5884 0.00866745 0.000748984 101030 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.7297 83.2944 0.00864907 0.000747024 101240 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.5927 81.8312 0.00863493 0.000734014 101254 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.4539 80.8234 0.00869464 0.000748163 100673 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.4621 80.2953 0.00871799 0.000748423 100382 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.5042 78.9659 0.00867785 0.000751304 100927 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.3448 78.1164 0.00867754 0.000746693 100872 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.0482 77.5635 0.00864796 0.000743034 101203 0
: 591 | 89.2087 77.6634 0.00860396 0.000699834 101213 1
: 592 Minimum Test error found - save the configuration
: 592 | 88.3132 75.0931 0.00870495 0.000784184 101000 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.231 74.1155 0.00867586 0.000769055 101179 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.935 73.287 0.0086426 0.000732054 101131 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8056 71.9913 0.00870369 0.000756273 100662 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9245 71.5058 0.00864814 0.000744214 101215 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.8232 70.3926 0.00862639 0.000731543 101332 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.8703 69.5973 0.00871174 0.000752174 100508 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0648 68.2803 0.0086623 0.000749113 101097 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.9792 68.2053 0.00867094 0.000753294 101040 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.234 67.0629 0.00865729 0.000748745 101156 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.2133 66.3729 0.00877283 0.000752684 99748.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3719 65.341 0.00862485 0.000740673 101469 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3822 64.6884 0.00865733 0.000749603 101167 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7742 63.6828 0.00864212 0.000746955 101328 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.9635 63.0844 0.00880453 0.000755764 99394.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7021 62.1197 0.00862666 0.000738903 101423 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.0138 61.2415 0.00886719 0.000959224 101164 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.3236 60.3271 0.00872471 0.000754723 100377 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.2755 60.1639 0.00870866 0.000749773 100517 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.5152 59.1436 0.00864206 0.000737604 101209 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5032 58.0367 0.00867778 0.000764524 101096 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.7303 58.0049 0.00862785 0.000744585 101481 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.005 56.7212 0.00863363 0.000747524 101444 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.2588 56.5605 0.00867813 0.000756594 100990 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.1832 55.3411 0.0087027 0.000747204 100559 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.4899 54.2653 0.00865174 0.000739124 101104 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.5907 54.2561 0.00864649 0.000746092 101261 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8072 52.5815 0.00863145 0.000737254 101340 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.239 52.3688 0.00863567 0.000745604 101393 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.3965 51.4322 0.00866572 0.000747673 101035 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.716 50.8112 0.00878925 0.000752774 99546.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.8521 50.2492 0.00863044 0.000734055 101312 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5335 49.6482 0.00868897 0.000765743 100969 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.6636 48.8809 0.0086463 0.000746114 101263 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.8851 48.3766 0.00872717 0.000740142 100162 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0143 47.5753 0.00879474 0.000753244 99483.9 0
: 628 | 57.5526 47.6282 0.00864191 0.000718234 100963 1
: 629 Minimum Test error found - save the configuration
: 629 | 56.7657 46.273 0.00862694 0.000730484 101311 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9944 45.5395 0.00865895 0.000749904 101150 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.244 45.1707 0.00865629 0.000744944 101121 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.5846 44.4679 0.0086676 0.000763364 101212 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0945 43.7286 0.00866895 0.000747163 100987 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3629 43.4664 0.00868867 0.000750084 100774 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.6561 42.8469 0.00865357 0.000753844 101269 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.9141 42.5031 0.00866406 0.000762554 101246 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.4342 41.6488 0.00866194 0.000746694 101071 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7508 40.6441 0.0086803 0.000777744 101233 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.1206 40.3018 0.00866908 0.000770414 101283 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.6797 39.7274 0.00870488 0.000751493 100586 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.8908 39.5289 0.00867672 0.000762624 101085 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3623 38.6932 0.00865642 0.000738724 101039 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9268 38.0117 0.00868527 0.000747105 100779 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.0687 37.4953 0.00871509 0.000768754 100675 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5599 37.2491 0.008772 0.000741074 99614.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0333 36.873 0.00864042 0.000745834 101335 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.535 36.6116 0.00867123 0.000744014 100918 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2192 35.2462 0.0086773 0.000745933 100865 0
: 649 | 44.6743 35.4157 0.00861009 0.000714334 101320 1
: 650 Minimum Test error found - save the configuration
: 650 | 43.7921 34.5788 0.00873405 0.000752024 100225 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3082 34.4827 0.00867421 0.000741972 100854 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.7206 33.3396 0.00869332 0.000752154 100741 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2622 32.7626 0.00867707 0.000746985 100882 0
: 654 | 41.8005 32.8583 0.00860392 0.000709903 101343 1
: 655 | 41.4164 32.7984 0.00864139 0.000739084 101236 2
: 656 Minimum Test error found - save the configuration
: 656 | 40.8964 31.8589 0.00870406 0.000753013 100616 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.2167 31.3878 0.0086792 0.000739884 100764 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7439 30.7746 0.00861834 0.000741984 101570 0
: 659 | 39.3831 31.3934 0.00859999 0.000714355 101450 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.8428 30.0518 0.00866537 0.000748464 101050 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4734 29.6632 0.00867254 0.000748143 100954 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.7249 29.2541 0.00865965 0.000745113 101080 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4236 28.5399 0.00871065 0.000743695 100415 0
: 664 | 36.9387 28.7073 0.00863685 0.000715524 100993 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.619 28.1177 0.0086549 0.000744634 101134 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1022 27.5978 0.00861957 0.000729203 101389 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6981 26.8758 0.00881191 0.000904045 101165 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2098 26.7419 0.00885188 0.000768595 98969.7 0
: 669 | 34.7279 26.7996 0.00863925 0.000714074 100944 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.3864 26.3993 0.00866986 0.000733324 100800 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0069 25.0946 0.00866006 0.000746294 101090 0
: 672 | 33.6011 25.1709 0.00865512 0.000716203 100769 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.0802 24.823 0.00864378 0.000732923 101127 0
: 674 | 33.0829 25.0174 0.00870942 0.000718124 100109 1
: 675 | 32.3873 25.0274 0.00865855 0.000718035 100749 2
: 676 Minimum Test error found - save the configuration
: 676 | 31.9545 23.5689 0.00867823 0.000744094 100830 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5498 23.1851 0.00869323 0.000783044 101135 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.0881 22.9 0.00869569 0.000766563 100894 0
: 679 | 30.7746 23.321 0.00870151 0.000729124 100346 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.4026 22.2169 0.00863487 0.000737394 101298 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9009 21.7151 0.00869266 0.000752034 100748 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.4799 21.183 0.00876245 0.000751483 99863.1 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.1367 21.1363 0.00879176 0.000750284 99484.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9707 20.865 0.008662 0.000754964 101176 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.431 20.5738 0.00879039 0.000749394 99490.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.099 20.4446 0.00867753 0.000752874 100951 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8442 20.218 0.00863336 0.000730894 101234 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6435 19.3755 0.0086789 0.000748464 100877 0
: 689 | 27.1278 20.0965 0.00863688 0.000714814 100984 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.6209 18.9884 0.00861894 0.000735623 101480 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.389 18.9672 0.0086527 0.000746514 101187 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0565 18.0082 0.00864928 0.000747105 101238 0
: 693 | 25.6562 18.4086 0.00860351 0.000708404 101329 1
: 694 | 25.4211 18.1823 0.00864292 0.000717013 100935 2
: 695 | 25.152 18.0451 0.00865022 0.000719604 100875 3
: 696 Minimum Test error found - save the configuration
: 696 | 24.6062 17.4259 0.00885299 0.000756534 98808.6 0
: 697 | 24.2703 17.8294 0.00861744 0.000716084 101248 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.0603 16.772 0.00874208 0.000757034 100187 0
: 699 | 23.7094 17.1859 0.008592 0.000701474 101387 1
: 700 | 23.5596 17.491 0.00860732 0.000716895 101389 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.0656 16.6202 0.00867581 0.000773904 101241 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7899 15.9571 0.00869167 0.000732354 100511 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.3919 15.6464 0.00865545 0.000746583 101152 0
: 704 | 22.3444 15.9356 0.0086438 0.000719603 100957 1
: 705 | 22.0375 15.6772 0.00859469 0.000700683 101343 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.5856 15.2061 0.0086442 0.000744983 101276 0
: 707 | 21.184 15.5151 0.00862122 0.000714573 101181 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.8988 14.9512 0.00865285 0.000752533 101262 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.6854 14.9177 0.00865927 0.000749064 101135 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4481 14.6459 0.00868949 0.000747034 100725 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.2454 14.4019 0.00862422 0.000737544 101437 0
: 712 | 19.8986 14.7106 0.00862614 0.000718143 101163 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.8434 13.3679 0.00862244 0.000740444 101497 0
: 714 | 19.424 13.8439 0.00861291 0.000724704 101417 1
: 715 | 19.0616 13.5462 0.00862231 0.000714443 101165 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.9376 13.176 0.00864427 0.000731913 101108 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5578 13.0012 0.00868535 0.000765524 101012 0
: 718 | 18.4498 13.4567 0.00860938 0.000715114 101339 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.1345 12.4245 0.00863618 0.000735204 101253 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7983 11.9666 0.00871792 0.000763694 100575 0
: 721 | 17.6791 12.2409 0.00861134 0.000717724 101348 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5148 11.7916 0.0087748 0.000748313 99670 0
: 723 | 17.1388 12.9021 0.00863251 0.000732693 101268 1
: 724 | 16.9587 12.0813 0.00860965 0.000716173 101349 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.7339 11.6583 0.00865374 0.000732913 101000 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.5054 11.1085 0.00868081 0.000784333 101311 0
: 727 | 16.3427 11.158 0.00861141 0.000714492 101305 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.2945 10.9385 0.00864885 0.000734323 101080 0
: 729 | 16.1323 11.2761 0.00861059 0.000717153 101350 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.7866 10.8826 0.00866288 0.000766484 101312 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5927 10.5101 0.00866434 0.000737884 100928 0
: 732 | 15.2527 10.6087 0.00862774 0.000714193 101092 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.9937 9.59706 0.00864611 0.000750964 101328 0
: 734 | 14.8455 10.5024 0.00859939 0.000705343 101342 1
: 735 | 14.4641 9.67376 0.00865025 0.000717534 100848 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.3145 9.48629 0.00865667 0.000747894 101153 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.268 9.13889 0.00863978 0.000737654 101239 0
: 738 | 13.9313 9.74612 0.00863018 0.000717364 101102 1
: 739 | 13.8598 9.8521 0.00864802 0.000715873 100855 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.6734 9.02381 0.00868619 0.000741334 100694 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7471 8.9759 0.00869607 0.000748083 100654 0
: 742 | 13.2897 9.11761 0.00862578 0.000717613 101161 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.2086 8.21662 0.0086488 0.000738014 101128 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8908 8.16191 0.00868717 0.000765235 100985 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.675 7.62596 0.00868373 0.000744764 100769 0
: 746 | 12.5992 7.79244 0.0087037 0.000710594 100086 1
: 747 | 12.316 7.70023 0.00861586 0.000714675 101251 2
: 748 | 12.2793 8.24396 0.00860616 0.000715394 101384 3
: 749 Minimum Test error found - save the configuration
: 749 | 12.0992 6.92218 0.00864837 0.000741585 101179 0
: 750 | 12.107 8.2087 0.00868028 0.000715643 100444 1
: 751 | 12.0352 7.21261 0.00863198 0.000730154 101242 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.5795 6.79295 0.00865005 0.000741313 101154 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.3585 6.60748 0.00870076 0.000746613 100576 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2404 6.60322 0.00867744 0.000748355 100894 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.1474 6.45098 0.00866072 0.000733844 100922 0
: 756 | 10.9709 6.7587 0.00864158 0.000716193 100941 1
: 757 | 10.8636 6.55486 0.00863713 0.000714124 100972 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.7492 6.42287 0.0086596 0.000739744 101012 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5989 6.38107 0.00864878 0.000745975 101230 0
: 760 | 10.5638 6.79724 0.00864806 0.000725994 100984 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.5183 5.80629 0.00867143 0.000734293 100792 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.1934 5.40027 0.00865135 0.000745243 101188 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.95943 5.11724 0.00867398 0.000746093 100910 0
: 764 | 9.92458 6.97122 0.00861015 0.000701572 101156 1
: 765 | 9.98386 5.8085 0.00864342 0.000716933 100927 2
: 766 | 9.95714 5.59364 0.00867046 0.000715513 100566 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.6481 4.71619 0.00864807 0.000741334 101180 0
: 768 | 9.39004 4.97341 0.00865222 0.000718544 100836 1
: 769 | 9.15852 4.92702 0.00863252 0.000714564 101036 2
: 770 | 9.0155 4.91281 0.00868282 0.000704354 100270 3
: 771 Minimum Test error found - save the configuration
: 771 | 8.93604 4.3963 0.00867102 0.000750965 101009 0
: 772 | 8.76829 5.14674 0.00866633 0.000716203 100627 1
: 773 | 8.69819 4.89937 0.00861408 0.000703163 101126 2
: 774 | 8.64657 4.67951 0.00862621 0.000716554 101142 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.63613 3.92547 0.00868595 0.000776324 101143 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.3462 3.70734 0.00863279 0.000738823 101343 0
: 777 | 8.43958 4.1264 0.00861227 0.000717523 101333 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.33571 3.69626 0.0086748 0.000741523 100841 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.18083 3.62946 0.00866323 0.000748864 101082 0
: 780 | 8.10764 3.804 0.00864273 0.000716343 100929 1
: 781 | 7.87561 4.02187 0.00865296 0.000710174 100720 2
: 782 | 7.80862 4.25242 0.00861485 0.000716344 101285 3
: 783 | 7.64613 3.91979 0.0086297 0.000716384 101095 4
: 784 Minimum Test error found - save the configuration
: 784 | 7.5964 3.50294 0.0086646 0.000743533 100996 0
: 785 | 7.56232 3.91383 0.00860933 0.000713754 101323 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.50477 3.28788 0.00866164 0.000753694 101164 0
: 787 | 7.32563 3.79788 0.00863849 0.000702994 100813 1
: 788 | 7.22025 3.42179 0.00862378 0.000714944 101153 2
: 789 | 7.12388 3.68125 0.00862335 0.000716044 101172 3
: 790 | 7.0765 3.32477 0.00860251 0.000702764 101269 4
: 791 Minimum Test error found - save the configuration
: 791 | 6.88021 3.22083 0.0089177 0.000818404 98774 0
: 792 | 6.71995 3.61153 0.0086735 0.000719233 100575 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.86227 2.9084 0.00866409 0.000745874 101033 0
: 794 | 6.62874 3.73999 0.00871192 0.000701343 99867.9 1
: 795 | 6.65725 2.98244 0.00860971 0.000715612 101341 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.55646 2.79002 0.00865751 0.000747303 101135 0
: 797 | 6.43066 3.49133 0.0086025 0.000719433 101483 1
: 798 | 6.269 2.89825 0.00863677 0.000716523 101007 2
: 799 | 6.28228 2.98637 0.00861788 0.000709993 101165 3
: 800 | 6.28329 2.82285 0.00859193 0.000714743 101559 4
: 801 Minimum Test error found - save the configuration
: 801 | 6.10274 2.67878 0.00867396 0.000747773 100931 0
: 802 | 6.16615 3.20262 0.0085979 0.000704432 101350 1
: 803 Minimum Test error found - save the configuration
: 803 | 6.05812 2.63012 0.0086499 0.000755734 101341 0
: 804 | 5.9193 2.67178 0.00862151 0.000714633 101178 1
: 805 | 5.93101 2.90748 0.00860251 0.000700753 101243 2
: 806 | 5.82907 2.72927 0.0086067 0.000717215 101401 3
: 807 Minimum Test error found - save the configuration
: 807 | 5.69397 2.49109 0.00865855 0.000746224 101108 0
: 808 | 5.60764 2.91357 0.00861919 0.000703574 101066 1
: 809 | 5.86004 2.78791 0.00860614 0.000715144 101381 2
: 810 | 5.61197 2.68887 0.00862239 0.000709075 101095 3
: 811 Minimum Test error found - save the configuration
: 811 | 5.52574 2.3619 0.00862883 0.000759954 101666 0
: 812 | 5.28731 2.39738 0.00868536 0.000715853 100383 1
: 813 | 5.22713 2.66924 0.00876975 0.000730844 99516.1 2
: 814 | 5.20951 2.7177 0.00860035 0.000707764 101361 3
: 815 Minimum Test error found - save the configuration
: 815 | 5.28089 2.01125 0.00864122 0.000747044 101340 0
: 816 | 5.32929 2.31157 0.00863479 0.000711034 100962 1
: 817 | 5.08529 3.52492 0.00863901 0.000706014 100845 2
: 818 | 5.28792 2.88138 0.00880529 0.000718623 98928.2 3
: 819 | 5.45771 2.35193 0.00860789 0.000715953 101369 4
: 820 | 4.92074 2.45071 0.00865664 0.000706033 100621 5
: 821 | 4.77104 2.78654 0.00862287 0.000718062 101204 6
: 822 | 4.97 2.99191 0.00866948 0.000715194 100575 7
: 823 | 5.06838 2.13388 0.00860957 0.000701062 101157 8
: 824 | 4.83953 2.57252 0.0086795 0.000713463 100426 9
: 825 | 4.75057 2.41307 0.00864271 0.000716274 100928 10
: 826 | 4.54406 2.63487 0.00861039 0.000707835 101233 11
: 827 | 4.54591 2.75884 0.00861566 0.000716394 101275 12
: 828 | 4.52312 2.37524 0.00866417 0.000712084 100602 13
: 829 Minimum Test error found - save the configuration
: 829 | 4.323 1.88812 0.00866285 0.000752244 101130 0
: 830 | 4.32312 1.97277 0.00864195 0.000717734 100956 1
: 831 Minimum Test error found - save the configuration
: 831 | 4.24822 1.73496 0.00868511 0.000747315 100784 0
: 832 | 4.23011 2.01014 0.00861859 0.000705694 101101 1
: 833 | 4.13142 2.60897 0.00861086 0.000713105 101295 2
: 834 | 4.13222 2.26932 0.00860894 0.000700914 101163 3
: 835 | 4.1424 2.37606 0.00862379 0.000715355 101158 4
: 836 | 4.00479 2.56559 0.0086549 0.000722254 100849 5
: 837 | 3.95894 2.40407 0.0085912 0.000701954 101404 6
: 838 | 4.11628 2.34262 0.00860589 0.000714704 101379 7
: 839 | 3.89694 1.78109 0.00863919 0.000723104 101060 8
: 840 | 3.74078 2.1014 0.00861913 0.000705995 101098 9
: 841 | 4.08639 2.3192 0.00863663 0.000724854 101115 10
: 842 | 4.14107 2.27696 0.00871091 0.000715034 100052 11
: 843 | 3.8096 2.43788 0.00860523 0.000705942 101275 12
: 844 | 3.91416 2.4872 0.00861536 0.000713574 101243 13
: 845 | 3.60878 1.98868 0.0086394 0.000713545 100935 14
: 846 | 3.58382 2.00718 0.00863393 0.000721714 101109 15
: 847 | 3.47717 1.97218 0.00861364 0.000718164 101324 16
: 848 | 3.47621 2.4714 0.00861306 0.000700734 101108 17
: 849 | 3.52117 1.82418 0.00863704 0.000714004 100971 18
: 850 | 3.54615 2.85294 0.00860602 0.000718945 101432 19
: 851 | 3.62696 1.98185 0.00861384 0.000699764 101086 20
: 852 | 3.43871 2.26452 0.00864315 0.000713633 100889 21
:
: Elapsed time for training with 1000 events: 7.42 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: 0.0235 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: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 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= 3.28244e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05885e+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: 0.0318 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: 0.0365 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: 0.00143 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: 0.198 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: 0.935 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: 0.021 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00284 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: 0.0408 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.005 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: 0.00244 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000574 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: 0.199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0224 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: 0.907 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0489 0.0694 2.42 1.86 | 3.157 3.194
: datasetreg DNN_CPU : -0.962 -0.123 5.67 1.56 | 3.234 3.242
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0188 0.0107 0.445 0.254 | 3.483 3.514
: datasetreg DNN_CPU : -0.216 -0.0540 1.89 1.11 | 3.386 3.376
: 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.