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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
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
externTSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:981
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:422
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: /usr/share/root/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_GPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=GPU: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=GPU: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: "GPU" [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_GPU : [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 GPU architecture !
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: ␛[1;31m0.525 sec␛[0m
: Elapsed time for training with 1000 events: ␛[1;31m0.531 sec␛[0m
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.00754 sec␛[0m
: 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: ␛[1;31m0.0012 sec␛[0m
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.00783 sec␛[0m
: 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: ␛[1;31m0.000445 sec␛[0m
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.00282 sec␛[0m
: 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_GPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_GPU : 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 GPU.
:
TFHandler_DNN_GPU : 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 ]
: -----------------------------------------------------------
TCudaTensor::create cudnn handle - cuDNN version 91700
: ***** 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 = 31475.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 32995.3 30995.2 0.0224601 0.00152327 38210.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32391.3 30417.5 0.0113193 0.00136547 80370.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31711 29810.7 0.0104066 0.00156033 90433.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31045.5 29244 0.0114743 0.00172917 82092.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30380.2 28607.7 0.0112773 0.00149698 81796.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29615.4 27744.2 0.0116702 0.00179046 80973.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28836.1 26983.8 0.0116519 0.00163302 79849.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28321.2 26572.1 0.0123573 0.00143287 73230.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 27946.9 26240.8 0.0118285 0.0015935 78163.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27616.6 25940.1 0.0117973 0.00162347 78633.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27312.3 25655.3 0.0118001 0.00152893 77887.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27021 25383.5 0.0125004 0.00147606 72566.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26742.7 25119.9 0.0120401 0.00146805 75671.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26472.7 24864.3 0.0114378 0.00138653 79592.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26208.6 24617 0.0124703 0.00149493 72890.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25952.1 24375.3 0.014869 0.00229125 63604.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25701.6 24137.9 0.014613 0.00229454 64943 0
: 18 Minimum Test error found - save the configuration
: 18 | 25456.7 23903.6 0.0149057 0.00228709 63398.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25213.9 23675.7 0.015447 0.00229031 60805.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 24977.6 23450.3 0.0139884 0.00209881 67285.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24743.3 23229.8 0.0158834 0.00223975 58635.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24512.8 23013.6 0.015912 0.00226054 58601.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24290.1 22795.5 0.0146418 0.00232495 64951.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24064.9 22583.8 0.0150764 0.00253481 63787.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23840.9 22380.6 0.0140489 0.00221557 67605.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23629.1 22172.1 0.0145434 0.0024476 66138.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23414.3 21967.3 0.0148036 0.00222141 63581.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23200.4 21768.6 0.0150654 0.00243024 63315.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22994 21568.8 0.015916 0.00246295 59466.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22785.6 21374.2 0.0150644 0.0024451 63394.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22581.3 21182.1 0.0145517 0.00210088 64252.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22379.2 20992.9 0.0154073 0.00248428 61904.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22184.2 20799.6 0.0160017 0.00247562 59144.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 21982.8 20614.5 0.016041 0.00244392 58836.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21786.2 20433.3 0.0160294 0.00241576 58764.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21596.8 20248.4 0.0150367 0.00209478 61814.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21402.2 20069.4 0.0143162 0.00230574 66608.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21213.7 19888.7 0.0152528 0.00232785 61895.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21025.6 19709 0.0152903 0.00229913 61580.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20835.6 19535.7 0.0154378 0.0024684 61683.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20655.7 19359.5 0.0157803 0.0024751 60127 0
: 42 Minimum Test error found - save the configuration
: 42 | 20469.5 19190.1 0.013942 0.001947 66694.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20292.3 19018.3 0.011947 0.00156388 77048.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20112.2 18848.7 0.0114137 0.00168367 82219.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 19933.3 18685.7 0.0114808 0.00166527 81503.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19761.2 18517.2 0.0119426 0.00163808 77635.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19585.3 18353.5 0.0116157 0.00164602 80243.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19414.8 18189.4 0.0119499 0.0019226 79782.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19241.2 18029 0.0119319 0.0015947 77390.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19074.7 17868.8 0.0116698 0.00165822 79907.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18905.3 17709.9 0.0116153 0.00160669 79931.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18739.8 17554.6 0.0112818 0.00159105 82553 0
: 53 Minimum Test error found - save the configuration
: 53 | 18575.3 17395.4 0.0111921 0.00167811 84086.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18412.6 17241.1 0.0109171 0.00146953 84678.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18246.4 17085.1 0.0100904 0.00147992 92909.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18088.1 16933.4 0.0110106 0.00152257 84316.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17925.8 16782 0.0101056 0.00148394 92790.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17767.9 16629.6 0.0111849 0.00145246 82199 0
: 59 Minimum Test error found - save the configuration
: 59 | 17610.3 16479.3 0.0114432 0.00157864 81098.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17451.4 16332.1 0.0113959 0.00160466 81705.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17301.2 16179.4 0.0110044 0.00148632 84050.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17144.7 16040.5 0.0106792 0.00143592 86549.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 16990.9 15888.8 0.0113269 0.0015541 81859.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16839.8 15747.3 0.0118858 0.00142984 76511.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16691.1 15605.4 0.0110542 0.00142224 83057 0
: 66 Minimum Test error found - save the configuration
: 66 | 16538.4 15462 0.0100848 0.00147379 92903.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16390.3 15320.6 0.0101589 0.00138189 91147.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16242 15181.9 0.0101739 0.00134507 90612.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16097.1 15044.3 0.0101625 0.00138298 91121.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 15954.1 14906.8 0.0102832 0.00142592 90321.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15809.9 14770.9 0.0101016 0.00146846 92666.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15667.4 14637.2 0.0100482 0.00146597 93215.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15525.7 14507.3 0.0099476 0.00146696 94332.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15388.5 14375.6 0.00989405 0.00145239 94768.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15249.7 14245.4 0.00972825 0.00121861 94011 0
: 76 Minimum Test error found - save the configuration
: 76 | 15113.1 14116.5 0.0066881 0.000608537 131588 0
: 77 Minimum Test error found - save the configuration
: 77 | 14978.6 13987.5 0.00637533 0.0007334 141795 0
: 78 Minimum Test error found - save the configuration
: 78 | 14842.2 13863.7 0.00658439 0.000820904 138805 0
: 79 Minimum Test error found - save the configuration
: 79 | 14713.1 13734.1 0.00573554 0.000614167 156208 0
: 80 Minimum Test error found - save the configuration
: 80 | 14577.6 13611.4 0.00562569 0.000601524 159230 0
: 81 Minimum Test error found - save the configuration
: 81 | 14447 13490.1 0.00555842 0.000579793 160687 0
: 82 Minimum Test error found - save the configuration
: 82 | 14319.7 13366.9 0.00548418 0.000598157 163732 0
: 83 Minimum Test error found - save the configuration
: 83 | 14190.2 13246.3 0.00552806 0.000594942 162169 0
: 84 Minimum Test error found - save the configuration
: 84 | 14063.3 13125.9 0.00533906 0.000589672 168443 0
: 85 Minimum Test error found - save the configuration
: 85 | 13937.2 13007.6 0.00546756 0.000683668 167228 0
: 86 Minimum Test error found - save the configuration
: 86 | 13811.8 12890.5 0.0055319 0.000548725 160540 0
: 87 Minimum Test error found - save the configuration
: 87 | 13688.8 12773.8 0.00589074 0.000600331 151217 0
: 88 Minimum Test error found - save the configuration
: 88 | 13566.1 12658.2 0.00461493 0.000485698 193741 0
: 89 Minimum Test error found - save the configuration
: 89 | 13443.5 12545.8 0.00490804 0.000596445 185546 0
: 90 Minimum Test error found - save the configuration
: 90 | 13321.3 12436 0.00551856 0.000587257 162229 0
: 91 Minimum Test error found - save the configuration
: 91 | 13205 12322 0.0053437 0.000571488 167637 0
: 92 Minimum Test error found - save the configuration
: 92 | 13086 12210.4 0.00544587 0.000591304 164793 0
: 93 Minimum Test error found - save the configuration
: 93 | 12967.2 12102.1 0.00549132 0.000622753 164320 0
: 94 Minimum Test error found - save the configuration
: 94 | 12851 11993.4 0.00554128 0.000614007 162362 0
: 95 Minimum Test error found - save the configuration
: 95 | 12737.5 11883.4 0.00599089 0.000718151 151724 0
: 96 Minimum Test error found - save the configuration
: 96 | 12621.6 11778.6 0.006658 0.000796017 136473 0
: 97 Minimum Test error found - save the configuration
: 97 | 12509.2 11670.8 0.00665515 0.0008299 137333 0
: 98 Minimum Test error found - save the configuration
: 98 | 12396.3 11565.4 0.00747651 0.000599209 116325 0
: 99 Minimum Test error found - save the configuration
: 99 | 12284 11462.6 0.00719922 0.000875055 126499 0
: 100 Minimum Test error found - save the configuration
: 100 | 12174.2 11359.3 0.0069485 0.000738539 128825 0
: 101 Minimum Test error found - save the configuration
: 101 | 12062.8 11261.9 0.00689872 0.000750341 130116 0
: 102 Minimum Test error found - save the configuration
: 102 | 11957.6 11158.9 0.00689802 0.000743268 129981 0
: 103 Minimum Test error found - save the configuration
: 103 | 11848 11060.1 0.00683853 0.000748087 131353 0
: 104 Minimum Test error found - save the configuration
: 104 | 11742.7 10960.6 0.00736042 0.00119571 129771 0
: 105 Minimum Test error found - save the configuration
: 105 | 11637.1 10860.2 0.00570432 0.000626611 157551 0
: 106 Minimum Test error found - save the configuration
: 106 | 11530.6 10766.3 0.00559632 0.000630056 161087 0
: 107 Minimum Test error found - save the configuration
: 107 | 11428.2 10669.8 0.00583189 0.000700428 155901 0
: 108 Minimum Test error found - save the configuration
: 108 | 11324.3 10576.1 0.00693297 0.000700879 128368 0
: 109 Minimum Test error found - save the configuration
: 109 | 11223 10483.7 0.00665808 0.000725155 134841 0
: 110 Minimum Test error found - save the configuration
: 110 | 11122.6 10383.5 0.00669512 0.000685981 133130 0
: 111 Minimum Test error found - save the configuration
: 111 | 11021.6 10291.8 0.00680982 0.000715707 131274 0
: 112 Minimum Test error found - save the configuration
: 112 | 10920.9 10203.4 0.00680649 0.00069628 130928 0
: 113 Minimum Test error found - save the configuration
: 113 | 10824.4 10109 0.00690784 0.000714434 129170 0
: 114 Minimum Test error found - save the configuration
: 114 | 10725.7 10019.1 0.00651403 0.000660083 136660 0
: 115 Minimum Test error found - save the configuration
: 115 | 10629 9930.44 0.00525164 0.000528247 169370 0
: 116 Minimum Test error found - save the configuration
: 116 | 10532.4 9843.42 0.0048811 0.000535661 184101 0
: 117 Minimum Test error found - save the configuration
: 117 | 10437.5 9752.97 0.00481805 0.000521154 186181 0
: 118 Minimum Test error found - save the configuration
: 118 | 10343.6 9667.96 0.00489069 0.000544557 184071 0
: 119 Minimum Test error found - save the configuration
: 119 | 10251.1 9576.29 0.00497237 0.000543094 180617 0
: 120 Minimum Test error found - save the configuration
: 120 | 10156.7 9491.54 0.00495591 0.00054102 181205 0
: 121 Minimum Test error found - save the configuration
: 121 | 10066 9406.28 0.00497059 0.000538936 180519 0
: 122 Minimum Test error found - save the configuration
: 122 | 9973.41 9326.24 0.00497843 0.000539829 180237 0
: 123 Minimum Test error found - save the configuration
: 123 | 9884.91 9241.3 0.00517354 0.000547242 172924 0
: 124 Minimum Test error found - save the configuration
: 124 | 9793.74 9157.59 0.00567363 0.000603147 157776 0
: 125 Minimum Test error found - save the configuration
: 125 | 9705.22 9075.99 0.0054504 0.000605692 165129 0
: 126 Minimum Test error found - save the configuration
: 126 | 9619.32 8992.83 0.00562818 0.000599329 159082 0
: 127 Minimum Test error found - save the configuration
: 127 | 9529.7 8917.99 0.00527328 0.000560607 169755 0
: 128 Minimum Test error found - save the configuration
: 128 | 9443.73 8837.75 0.0051181 0.000538887 174702 0
: 129 Minimum Test error found - save the configuration
: 129 | 9359.19 8753.89 0.00497069 0.000542544 180662 0
: 130 Minimum Test error found - save the configuration
: 130 | 9274 8677.5 0.00499356 0.000541281 179683 0
: 131 Minimum Test error found - save the configuration
: 131 | 9189.43 8598.37 0.00504264 0.000531863 177353 0
: 132 Minimum Test error found - save the configuration
: 132 | 9106.65 8521.43 0.00499493 0.000543946 179735 0
: 133 Minimum Test error found - save the configuration
: 133 | 9023.69 8445.82 0.0052941 0.000712401 174608 0
: 134 Minimum Test error found - save the configuration
: 134 | 8941.78 8369.92 0.00529254 0.000541591 168388 0
: 135 Minimum Test error found - save the configuration
: 135 | 8860.23 8294.51 0.00501431 0.00058377 180565 0
: 136 Minimum Test error found - save the configuration
: 136 | 8779.91 8221.06 0.0050953 0.000556089 176242 0
: 137 Minimum Test error found - save the configuration
: 137 | 8699.96 8147.71 0.00516367 0.00058895 174874 0
: 138 Minimum Test error found - save the configuration
: 138 | 8620.76 8073.42 0.00528152 0.000573662 169929 0
: 139 Minimum Test error found - save the configuration
: 139 | 8541.86 8004.2 0.00550623 0.000586245 162602 0
: 140 Minimum Test error found - save the configuration
: 140 | 8465.48 7929.77 0.00546796 0.000609909 164675 0
: 141 Minimum Test error found - save the configuration
: 141 | 8386.6 7859.79 0.0054205 0.000578661 165226 0
: 142 Minimum Test error found - save the configuration
: 142 | 8312.69 7787.58 0.00546608 0.000581196 163771 0
: 143 Minimum Test error found - save the configuration
: 143 | 8235.9 7721.16 0.00510432 0.000557771 175958 0
: 144 Minimum Test error found - save the configuration
: 144 | 8160.71 7648.08 0.0052396 0.000582168 171769 0
: 145 Minimum Test error found - save the configuration
: 145 | 8086.45 7581.47 0.00526181 0.000600772 171636 0
: 146 Minimum Test error found - save the configuration
: 146 | 8012.36 7515.37 0.0052252 0.00058335 172345 0
: 147 Minimum Test error found - save the configuration
: 147 | 7939.44 7445.38 0.00526388 0.000586605 171040 0
: 148 Minimum Test error found - save the configuration
: 148 | 7867.38 7382.2 0.00528008 0.000580345 170222 0
: 149 Minimum Test error found - save the configuration
: 149 | 7795.29 7315.99 0.00525531 0.000593779 171618 0
: 150 Minimum Test error found - save the configuration
: 150 | 7723.97 7244.56 0.00533652 0.000637842 170261 0
: 151 Minimum Test error found - save the configuration
: 151 | 7654.33 7176.21 0.00531002 0.000597797 169771 0
: 152 Minimum Test error found - save the configuration
: 152 | 7583.46 7116.24 0.00532921 0.000593749 168938 0
: 153 Minimum Test error found - save the configuration
: 153 | 7514.49 7046.85 0.0053015 0.000606794 170405 0
: 154 Minimum Test error found - save the configuration
: 154 | 7444.87 6988.27 0.0052461 0.000569283 171057 0
: 155 Minimum Test error found - save the configuration
: 155 | 7377.99 6926.43 0.00529493 0.000601453 170449 0
: 156 Minimum Test error found - save the configuration
: 156 | 7310.76 6863.65 0.0052844 0.000595442 170614 0
: 157 Minimum Test error found - save the configuration
: 157 | 7242.86 6798.92 0.00530302 0.000601303 170151 0
: 158 Minimum Test error found - save the configuration
: 158 | 7178.05 6735.02 0.00528409 0.000587638 170341 0
: 159 Minimum Test error found - save the configuration
: 159 | 7110.93 6677.18 0.00527274 0.000589662 170828 0
: 160 Minimum Test error found - save the configuration
: 160 | 7046.92 6614.4 0.00537411 0.000611883 167989 0
: 161 Minimum Test error found - save the configuration
: 161 | 6981.1 6556.88 0.00535026 0.00059974 168402 0
: 162 Minimum Test error found - save the configuration
: 162 | 6918.2 6496.22 0.00536377 0.000616582 168521 0
: 163 Minimum Test error found - save the configuration
: 163 | 6854.75 6431.55 0.00532825 0.000589 168803 0
: 164 Minimum Test error found - save the configuration
: 164 | 6791.28 6378.42 0.0053425 0.000592196 168410 0
: 165 Minimum Test error found - save the configuration
: 165 | 6729.34 6317.96 0.00530654 0.000586625 169494 0
: 166 Minimum Test error found - save the configuration
: 166 | 6668.19 6252.99 0.00534774 0.000595452 168340 0
: 167 Minimum Test error found - save the configuration
: 167 | 6606.54 6201.09 0.00535224 0.000602315 168424 0
: 168 Minimum Test error found - save the configuration
: 168 | 6545.96 6140.9 0.00533945 0.000597957 168723 0
: 169 Minimum Test error found - save the configuration
: 169 | 6484.94 6088.65 0.00532747 0.000599881 169219 0
: 170 Minimum Test error found - save the configuration
: 170 | 6427.01 6026.76 0.00534853 0.000608145 168763 0
: 171 Minimum Test error found - save the configuration
: 171 | 6367.38 5970.23 0.00537656 0.000604449 167641 0
: 172 Minimum Test error found - save the configuration
: 172 | 6308.08 5916.23 0.00539818 0.000596214 166598 0
: 173 Minimum Test error found - save the configuration
: 173 | 6251.12 5860.57 0.00533441 0.000600672 168999 0
: 174 Minimum Test error found - save the configuration
: 174 | 6192.75 5808.62 0.00541229 0.000612885 166687 0
: 175 Minimum Test error found - save the configuration
: 175 | 6136.98 5746.51 0.00599883 0.000757534 152634 0
: 176 Minimum Test error found - save the configuration
: 176 | 6079.1 5693.68 0.00677557 0.000660464 130824 0
: 177 Minimum Test error found - save the configuration
: 177 | 6024.06 5640.27 0.006253 0.000764268 145753 0
: 178 Minimum Test error found - save the configuration
: 178 | 5968.53 5587.73 0.00626655 0.000713993 144078 0
: 179 Minimum Test error found - save the configuration
: 179 | 5914.57 5536.8 0.00625927 0.000640146 142371 0
: 180 Minimum Test error found - save the configuration
: 180 | 5857.32 5480.42 0.0059159 0.000675171 152651 0
: 181 Minimum Test error found - save the configuration
: 181 | 5805.85 5435.72 0.00580735 0.000611853 153980 0
: 182 Minimum Test error found - save the configuration
: 182 | 5752.59 5376.87 0.0058434 0.000665803 154512 0
: 183 Minimum Test error found - save the configuration
: 183 | 5697.9 5321.83 0.00580998 0.0006961 156437 0
: 184 Minimum Test error found - save the configuration
: 184 | 5645.64 5286.26 0.00576472 0.000652779 156496 0
: 185 Minimum Test error found - save the configuration
: 185 | 5593.87 5229.38 0.00602163 0.000628434 148335 0
: 186 Minimum Test error found - save the configuration
: 186 | 5543.14 5182.28 0.00595309 0.000689207 151979 0
: 187 Minimum Test error found - save the configuration
: 187 | 5490.63 5134.75 0.00560715 0.000606272 159972 0
: 188 Minimum Test error found - save the configuration
: 188 | 5441.51 5082.55 0.00560303 0.000643492 161306 0
: 189 Minimum Test error found - save the configuration
: 189 | 5390.58 5037.76 0.0053353 0.00056792 167807 0
: 190 Minimum Test error found - save the configuration
: 190 | 5340.98 4987.73 0.00513102 0.000604198 176724 0
: 191 Minimum Test error found - save the configuration
: 191 | 5290.81 4941.55 0.00498597 0.000557311 180641 0
: 192 Minimum Test error found - save the configuration
: 192 | 5243.04 4894.87 0.00496621 0.000549867 181146 0
: 193 Minimum Test error found - save the configuration
: 193 | 5194.8 4851.82 0.00498622 0.000548013 180253 0
: 194 Minimum Test error found - save the configuration
: 194 | 5146.01 4806.84 0.00495267 0.000545539 181524 0
: 195 Minimum Test error found - save the configuration
: 195 | 5098.89 4754.42 0.00497326 0.000545789 180690 0
: 196 Minimum Test error found - save the configuration
: 196 | 5052.32 4715.2 0.00500659 0.000551199 179558 0
: 197 Minimum Test error found - save the configuration
: 197 | 5005.76 4669.7 0.00500112 0.000548986 179689 0
: 198 Minimum Test error found - save the configuration
: 198 | 4959.16 4621.42 0.00496956 0.00053559 180425 0
: 199 Minimum Test error found - save the configuration
: 199 | 4912.87 4580.61 0.00507715 0.00060453 178866 0
: 200 Minimum Test error found - save the configuration
: 200 | 4868.67 4534.35 0.00506436 0.000561729 177674 0
: 201 Minimum Test error found - save the configuration
: 201 | 4823.03 4498.2 0.00499543 0.000544287 179729 0
: 202 Minimum Test error found - save the configuration
: 202 | 4779.07 4449.62 0.00497612 0.000543144 180465 0
: 203 Minimum Test error found - save the configuration
: 203 | 4735.16 4412.36 0.00499826 0.000547813 179757 0
: 204 Minimum Test error found - save the configuration
: 204 | 4691.26 4361.77 0.00497821 0.000552442 180760 0
: 205 Minimum Test error found - save the configuration
: 205 | 4647.26 4328.25 0.00499085 0.000540881 179776 0
: 206 Minimum Test error found - save the configuration
: 206 | 4605.51 4290.19 0.00500292 0.000557692 179968 0
: 207 Minimum Test error found - save the configuration
: 207 | 4562.68 4245.03 0.00502161 0.00054602 178747 0
: 208 Minimum Test error found - save the configuration
: 208 | 4520.63 4205.39 0.00504895 0.000605832 180054 0
: 209 Minimum Test error found - save the configuration
: 209 | 4479.15 4163.9 0.0051617 0.00054626 173331 0
: 210 Minimum Test error found - save the configuration
: 210 | 4437.45 4127.15 0.00498328 0.000549928 180450 0
: 211 Minimum Test error found - save the configuration
: 211 | 4396.83 4088.26 0.00500264 0.000551571 179732 0
: 212 Minimum Test error found - save the configuration
: 212 | 4357.87 4051.36 0.00499179 0.000563834 180670 0
: 213 Minimum Test error found - save the configuration
: 213 | 4317.32 4010.67 0.00502708 0.000563482 179228 0
: 214 Minimum Test error found - save the configuration
: 214 | 4277.34 3970.84 0.0049954 0.000567459 180671 0
: 215 Minimum Test error found - save the configuration
: 215 | 4238.02 3934.96 0.00497884 0.000549506 180614 0
: 216 Minimum Test error found - save the configuration
: 216 | 4199.07 3897.13 0.00501286 0.000558133 179584 0
: 217 Minimum Test error found - save the configuration
: 217 | 4160.58 3858.46 0.00502582 0.000566899 179416 0
: 218 Minimum Test error found - save the configuration
: 218 | 4122.34 3825.12 0.00511807 0.000577989 176208 0
: 219 Minimum Test error found - save the configuration
: 219 | 4084.45 3792.95 0.00502392 0.000565837 179449 0
: 220 Minimum Test error found - save the configuration
: 220 | 4046.97 3749.02 0.00514237 0.000591174 175778 0
: 221 Minimum Test error found - save the configuration
: 221 | 4010.35 3720.5 0.00509302 0.000600712 178082 0
: 222 Minimum Test error found - save the configuration
: 222 | 3973.13 3682.52 0.00505263 0.000560827 178102 0
: 223 Minimum Test error found - save the configuration
: 223 | 3937.74 3647.05 0.00500352 0.000553644 179780 0
: 224 Minimum Test error found - save the configuration
: 224 | 3901.21 3611.53 0.00499413 0.000539528 179590 0
: 225 Minimum Test error found - save the configuration
: 225 | 3865.72 3578.43 0.00495638 0.000538776 181094 0
: 226 Minimum Test error found - save the configuration
: 226 | 3830.18 3546.2 0.00543898 0.000640517 166720 0
: 227 Minimum Test error found - save the configuration
: 227 | 3795.93 3513.5 0.00541337 0.00060472 166367 0
: 228 Minimum Test error found - save the configuration
: 228 | 3760.47 3478.94 0.00530554 0.000575505 169132 0
: 229 Minimum Test error found - save the configuration
: 229 | 3727.04 3444.61 0.00539263 0.000622753 167719 0
: 230 Minimum Test error found - save the configuration
: 230 | 3692.18 3413.19 0.0054572 0.000633493 165847 0
: 231 Minimum Test error found - save the configuration
: 231 | 3659.16 3381.67 0.00542802 0.000628615 166687 0
: 232 Minimum Test error found - save the configuration
: 232 | 3625.84 3350.63 0.00556651 0.000627432 161974 0
: 233 Minimum Test error found - save the configuration
: 233 | 3592.61 3317.81 0.00541162 0.000606123 166476 0
: 234 Minimum Test error found - save the configuration
: 234 | 3559.72 3287.27 0.00538144 0.000598378 167257 0
: 235 Minimum Test error found - save the configuration
: 235 | 3527.3 3255.91 0.00541162 0.000611272 166655 0
: 236 Minimum Test error found - save the configuration
: 236 | 3496.64 3227.26 0.00539596 0.000603467 166928 0
: 237 Minimum Test error found - save the configuration
: 237 | 3463.61 3195.27 0.00536929 0.000604589 167901 0
: 238 Minimum Test error found - save the configuration
: 238 | 3432.28 3165.51 0.00531746 0.000601673 169643 0
: 239 Minimum Test error found - save the configuration
: 239 | 3400.56 3137.17 0.00531519 0.000610991 170061 0
: 240 Minimum Test error found - save the configuration
: 240 | 3370.1 3108.27 0.00530551 0.000621081 170779 0
: 241 Minimum Test error found - save the configuration
: 241 | 3339.55 3080.42 0.00553499 0.000608437 162385 0
: 242 Minimum Test error found - save the configuration
: 242 | 3310.26 3048.41 0.0061135 0.000762574 149507 0
: 243 Minimum Test error found - save the configuration
: 243 | 3279.12 3021.98 0.00550548 0.000698103 166411 0
: 244 Minimum Test error found - save the configuration
: 244 | 3248.98 2992.96 0.00547522 0.000574082 163227 0
: 245 Minimum Test error found - save the configuration
: 245 | 3219.87 2966.53 0.00577259 0.000679389 157072 0
: 246 Minimum Test error found - save the configuration
: 246 | 3190.71 2936.62 0.00543246 0.000573871 164657 0
: 247 Minimum Test error found - save the configuration
: 247 | 3161.72 2910.69 0.00531264 0.000600652 169780 0
: 248 Minimum Test error found - save the configuration
: 248 | 3133.64 2882.22 0.00537234 0.000640686 169074 0
: 249 Minimum Test error found - save the configuration
: 249 | 3103.77 2856.2 0.00535696 0.000663619 170454 0
: 250 Minimum Test error found - save the configuration
: 250 | 3076.77 2829.22 0.00542789 0.000617052 166291 0
: 251 Minimum Test error found - save the configuration
: 251 | 3048.56 2803.71 0.00524164 0.000558263 170817 0
: 252 Minimum Test error found - save the configuration
: 252 | 3020.96 2776.56 0.00531228 0.000575014 168874 0
: 253 Minimum Test error found - save the configuration
: 253 | 2993.52 2750.9 0.0052641 0.000585804 171002 0
: 254 Minimum Test error found - save the configuration
: 254 | 2966.31 2725.17 0.00543736 0.000684649 168325 0
: 255 Minimum Test error found - save the configuration
: 255 | 2939.6 2699.89 0.00546736 0.000668258 166698 0
: 256 Minimum Test error found - save the configuration
: 256 | 2912.09 2675.83 0.0052469 0.000589021 171752 0
: 257 Minimum Test error found - save the configuration
: 257 | 2887.08 2648.73 0.00522837 0.000563202 171484 0
: 258 Minimum Test error found - save the configuration
: 258 | 2859.69 2624.91 0.00530568 0.000568682 168883 0
: 259 Minimum Test error found - save the configuration
: 259 | 2834.32 2600.9 0.00532999 0.000577839 168345 0
: 260 Minimum Test error found - save the configuration
: 260 | 2808.86 2576.59 0.00539569 0.000607034 167062 0
: 261 Minimum Test error found - save the configuration
: 261 | 2783.21 2554.1 0.00548973 0.000563793 162406 0
: 262 Minimum Test error found - save the configuration
: 262 | 2758.06 2529.83 0.00540613 0.000665102 168740 0
: 263 Minimum Test error found - save the configuration
: 263 | 2732.96 2505.19 0.00521112 0.00056191 172072 0
: 264 Minimum Test error found - save the configuration
: 264 | 2708.05 2483.33 0.00509002 0.00057291 177104 0
: 265 Minimum Test error found - save the configuration
: 265 | 2684.01 2458.98 0.00522667 0.000560146 171434 0
: 266 Minimum Test error found - save the configuration
: 266 | 2659.33 2437.78 0.00533823 0.000652048 170715 0
: 267 Minimum Test error found - save the configuration
: 267 | 2635.28 2415.23 0.00526794 0.0005996 171367 0
: 268 Minimum Test error found - save the configuration
: 268 | 2611.72 2393.16 0.00527358 0.000560467 169739 0
: 269 Minimum Test error found - save the configuration
: 269 | 2587.11 2370.75 0.0053836 0.0006105 167606 0
: 270 Minimum Test error found - save the configuration
: 270 | 2565.21 2347.65 0.00532351 0.000603797 169502 0
: 271 Minimum Test error found - save the configuration
: 271 | 2541.52 2326.93 0.00558978 0.000651417 161997 0
: 272 Minimum Test error found - save the configuration
: 272 | 2518.2 2305.84 0.00536341 0.00063201 169083 0
: 273 Minimum Test error found - save the configuration
: 273 | 2494.94 2284.23 0.005339 0.000617163 169425 0
: 274 Minimum Test error found - save the configuration
: 274 | 2472.96 2263.1 0.00527974 0.000595242 170776 0
: 275 Minimum Test error found - save the configuration
: 275 | 2450.51 2242.49 0.00529324 0.000556129 168879 0
: 276 Minimum Test error found - save the configuration
: 276 | 2427.54 2221.79 0.00528369 0.000595703 170649 0
: 277 Minimum Test error found - save the configuration
: 277 | 2405.89 2200.79 0.00528237 0.000619928 171584 0
: 278 Minimum Test error found - save the configuration
: 278 | 2384.03 2180.94 0.00522705 0.000561489 171469 0
: 279 Minimum Test error found - save the configuration
: 279 | 2362.33 2162.83 0.00531463 0.000638112 171068 0
: 280 Minimum Test error found - save the configuration
: 280 | 2341.2 2140.7 0.00533502 0.000631971 170103 0
: 281 Minimum Test error found - save the configuration
: 281 | 2319.48 2121.02 0.00563294 0.000623835 159709 0
: 282 Minimum Test error found - save the configuration
: 282 | 2298.19 2101.58 0.00567391 0.000612173 158049 0
: 283 Minimum Test error found - save the configuration
: 283 | 2277.4 2083.32 0.00560351 0.000592417 159646 0
: 284 Minimum Test error found - save the configuration
: 284 | 2256.57 2063.61 0.00559002 0.000600803 160346 0
: 285 Minimum Test error found - save the configuration
: 285 | 2235.72 2043.39 0.00550315 0.000624807 163990 0
: 286 Minimum Test error found - save the configuration
: 286 | 2215.26 2025.66 0.00563218 0.000625798 159796 0
: 287 Minimum Test error found - save the configuration
: 287 | 2195.2 2007.27 0.00559175 0.000591435 159990 0
: 288 Minimum Test error found - save the configuration
: 288 | 2174.47 1988.19 0.00555803 0.000600071 161357 0
: 289 Minimum Test error found - save the configuration
: 289 | 2154.52 1970.73 0.00548237 0.00057831 163130 0
: 290 Minimum Test error found - save the configuration
: 290 | 2135.4 1952.03 0.00554987 0.000577779 160898 0
: 291 Minimum Test error found - save the configuration
: 291 | 2115 1934 0.00556319 0.000615069 161677 0
: 292 Minimum Test error found - save the configuration
: 292 | 2095.66 1915.98 0.00543468 0.000589501 165113 0
: 293 Minimum Test error found - save the configuration
: 293 | 2076.46 1898.63 0.0055912 0.000619137 160899 0
: 294 Minimum Test error found - save the configuration
: 294 | 2057.28 1881.17 0.00554897 0.000608075 161914 0
: 295 Minimum Test error found - save the configuration
: 295 | 2037.89 1864.91 0.00559905 0.000592307 159785 0
: 296 Minimum Test error found - save the configuration
: 296 | 2019.92 1846.58 0.00560641 0.000604008 159923 0
: 297 Minimum Test error found - save the configuration
: 297 | 2000.3 1830.01 0.00585606 0.000724823 155908 0
: 298 Minimum Test error found - save the configuration
: 298 | 1981.85 1813.99 0.00598495 0.000657197 150157 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.09 1796.8 0.00564798 0.000650294 160074 0
: 300 Minimum Test error found - save the configuration
: 300 | 1945.59 1779.62 0.00557346 0.000606022 161049 0
: 301 Minimum Test error found - save the configuration
: 301 | 1927.02 1764.04 0.00562788 0.000623555 159862 0
: 302 Minimum Test error found - save the configuration
: 302 | 1909.4 1748.22 0.00560277 0.000591084 159627 0
: 303 Minimum Test error found - save the configuration
: 303 | 1891.51 1732.26 0.00560581 0.000581556 159228 0
: 304 Minimum Test error found - save the configuration
: 304 | 1873.76 1715.64 0.00563622 0.000613215 159267 0
: 305 Minimum Test error found - save the configuration
: 305 | 1856.2 1700.94 0.00548728 0.000577238 162931 0
: 306 Minimum Test error found - save the configuration
: 306 | 1839.08 1684.82 0.00554846 0.000600451 161681 0
: 307 Minimum Test error found - save the configuration
: 307 | 1821.06 1669.94 0.00558916 0.000646498 161856 0
: 308 Minimum Test error found - save the configuration
: 308 | 1804.91 1654.34 0.00546369 0.000611973 164890 0
: 309 Minimum Test error found - save the configuration
: 309 | 1787.47 1638.4 0.00548596 0.000626099 164614 0
: 310 Minimum Test error found - save the configuration
: 310 | 1770.57 1624.81 0.00554325 0.000650876 163520 0
: 311 Minimum Test error found - save the configuration
: 311 | 1754.6 1609.08 0.00554658 0.000640206 163053 0
: 312 Minimum Test error found - save the configuration
: 312 | 1737.81 1595.13 0.0055719 0.000589932 160579 0
: 313 Minimum Test error found - save the configuration
: 313 | 1721.11 1579.4 0.00558309 0.000662227 162573 0
: 314 Minimum Test error found - save the configuration
: 314 | 1704.7 1565.18 0.00536273 0.00058885 167579 0
: 315 Minimum Test error found - save the configuration
: 315 | 1688.75 1551.13 0.00533041 0.000587137 168660 0
: 316 Minimum Test error found - save the configuration
: 316 | 1672.27 1537.09 0.00531631 0.000587497 169176 0
: 317 Minimum Test error found - save the configuration
: 317 | 1657.58 1522.5 0.00533006 0.000591364 168823 0
: 318 Minimum Test error found - save the configuration
: 318 | 1640.72 1508.47 0.00534442 0.000599691 168608 0
: 319 Minimum Test error found - save the configuration
: 319 | 1625.94 1494.57 0.0053638 0.000595111 167761 0
: 320 Minimum Test error found - save the configuration
: 320 | 1609.9 1480.75 0.00537382 0.000590934 167263 0
: 321 Minimum Test error found - save the configuration
: 321 | 1594.51 1467.72 0.00538182 0.000588869 166912 0
: 322 Minimum Test error found - save the configuration
: 322 | 1579.27 1455.13 0.00536329 0.00058876 167556 0
: 323 Minimum Test error found - save the configuration
: 323 | 1564.75 1440.1 0.00540161 0.000591876 166329 0
: 324 Minimum Test error found - save the configuration
: 324 | 1549.16 1427.48 0.00532208 0.000602475 169506 0
: 325 Minimum Test error found - save the configuration
: 325 | 1534.73 1416.03 0.0053953 0.000586756 166371 0
: 326 Minimum Test error found - save the configuration
: 326 | 1520.4 1401.74 0.0053988 0.00062094 167439 0
: 327 Minimum Test error found - save the configuration
: 327 | 1505.12 1388.98 0.00542272 0.00058876 165496 0
: 328 Minimum Test error found - save the configuration
: 328 | 1490.72 1376.18 0.00541976 0.000607304 166235 0
: 329 Minimum Test error found - save the configuration
: 329 | 1477.05 1363.07 0.00535653 0.000590112 167841 0
: 330 Minimum Test error found - save the configuration
: 330 | 1462.55 1350.32 0.00537365 0.000600662 167610 0
: 331 Minimum Test error found - save the configuration
: 331 | 1448.28 1338.5 0.00535104 0.000603557 168510 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.71 1325.55 0.00534215 0.000595072 168525 0
: 333 Minimum Test error found - save the configuration
: 333 | 1420.5 1313.39 0.00543856 0.000630899 166401 0
: 334 Minimum Test error found - save the configuration
: 334 | 1407.44 1301.37 0.00583032 0.000675281 155188 0
: 335 Minimum Test error found - save the configuration
: 335 | 1393.23 1290.05 0.00570312 0.000640286 158014 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.43 1277.71 0.00637576 0.000641538 139513 0
: 337 Minimum Test error found - save the configuration
: 337 | 1366.84 1265.43 0.00614123 0.000659111 145929 0
: 338 Minimum Test error found - save the configuration
: 338 | 1353.58 1253.42 0.00617586 0.000664501 145155 0
: 339 Minimum Test error found - save the configuration
: 339 | 1340.44 1242.14 0.00616706 0.000648341 144961 0
: 340 Minimum Test error found - save the configuration
: 340 | 1327.4 1230.84 0.00568843 0.000617544 157764 0
: 341 Minimum Test error found - save the configuration
: 341 | 1315.21 1218.85 0.00563893 0.000596253 158646 0
: 342 Minimum Test error found - save the configuration
: 342 | 1302.07 1208.06 0.00567232 0.000643572 159085 0
: 343 Minimum Test error found - save the configuration
: 343 | 1289.64 1196.41 0.0056677 0.00061013 158179 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.17 1185.11 0.00568223 0.000657879 159224 0
: 345 Minimum Test error found - save the configuration
: 345 | 1264.93 1174.04 0.00570293 0.000582909 156249 0
: 346 Minimum Test error found - save the configuration
: 346 | 1252.69 1163.37 0.00566885 0.000659923 159715 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.54 1152.39 0.00560027 0.000589852 159667 0
: 348 Minimum Test error found - save the configuration
: 348 | 1228.67 1141.91 0.00563477 0.000617674 159455 0
: 349 Minimum Test error found - save the configuration
: 349 | 1216.9 1130.51 0.00552239 0.000570816 161565 0
: 350 Minimum Test error found - save the configuration
: 350 | 1204.73 1120.64 0.00510049 0.000564654 176373 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.32 1109.92 0.00497135 0.00054623 180786 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.39 1100.04 0.00499634 0.000562661 180437 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.63 1088.91 0.00497423 0.000541221 180464 0
: 354 Minimum Test error found - save the configuration
: 354 | 1158.52 1079.12 0.00496217 0.000552272 181410 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.96 1068.73 0.00500522 0.000560588 179992 0
: 356 Minimum Test error found - save the configuration
: 356 | 1136.64 1058.04 0.00499261 0.000545679 179900 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.66 1048.27 0.0050396 0.000561528 178648 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.21 1038.86 0.00501075 0.000554566 179526 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.65 1028.79 0.00503438 0.000574182 179364 0
: 360 Minimum Test error found - save the configuration
: 360 | 1093.25 1018.77 0.00522675 0.000581015 172201 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.48 1008.93 0.00526306 0.000575976 170682 0
: 362 Minimum Test error found - save the configuration
: 362 | 1072.14 999.646 0.00524197 0.000594069 172121 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.59 990.718 0.0052573 0.000586115 171263 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.79 979.969 0.0052899 0.000593249 170334 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.86 970.87 0.00526496 0.000579542 170742 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.47 961.427 0.00528007 0.000587217 170472 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.77 952.125 0.00532341 0.00061572 169935 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.12 943.664 0.0052282 0.000570225 171749 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.38 934.961 0.00536691 0.000598468 167770 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.882 925.878 0.00527006 0.000600702 171330 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.293 915.874 0.00527652 0.000570766 170005 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.488 907.536 0.00526772 0.000593849 171164 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.543 899.154 0.00606621 0.000714024 149472 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.452 890.23 0.00663777 0.000718091 135142 0
: 375 Minimum Test error found - save the configuration
: 375 | 942.894 881.707 0.00673744 0.000756563 133760 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.558 873.824 0.00669662 0.000716639 133780 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.622 865.005 0.00662877 0.000704236 135032 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.656 856.108 0.00665703 0.000704776 134403 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.179 848.141 0.00664006 0.000727789 135312 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.633 839.464 0.00672922 0.000734702 133455 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.763 831.361 0.00673262 0.00072799 133231 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.986 823.701 0.00663197 0.000708103 135047 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.816 815.547 0.00547053 0.000592847 164012 0
: 384 Minimum Test error found - save the configuration
: 384 | 862.357 807.473 0.0053293 0.000616682 169757 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.096 799.104 0.00527263 0.000577088 170374 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.252 792.427 0.0052811 0.000581927 170243 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.237 783.682 0.00531369 0.000585484 169198 0
: 388 Minimum Test error found - save the configuration
: 388 | 828.765 775.915 0.00537323 0.000601734 167662 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.161 768.867 0.00543786 0.000619076 166017 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.296 760.738 0.00533751 0.000588569 168459 0
: 391 Minimum Test error found - save the configuration
: 391 | 803.944 753.328 0.0053108 0.000584362 169261 0
: 392 Minimum Test error found - save the configuration
: 392 | 795.938 745.792 0.0053194 0.000600281 169523 0
: 393 Minimum Test error found - save the configuration
: 393 | 787.839 739.045 0.00538118 0.000595282 167158 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.062 731.513 0.0054294 0.000614758 166160 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.62 723.982 0.00539493 0.00059967 166832 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.826 716.14 0.00535221 0.000577328 167543 0
: 397 Minimum Test error found - save the configuration
: 397 | 756.896 709.065 0.00547096 0.000678778 166939 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.568 701.981 0.00558611 0.00062069 161114 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.501 695.806 0.00548537 0.000618335 164371 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.625 688.032 0.00540906 0.000622372 167130 0
: 401 Minimum Test error found - save the configuration
: 401 | 726.821 681.453 0.00544146 0.000624737 166088 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.584 674.573 0.00540645 0.000591224 166140 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.503 667.99 0.0053779 0.000597506 167350 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.26 661.116 0.00542923 0.000608397 165946 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.086 654.102 0.00552971 0.000638844 163570 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.153 647.908 0.00594113 0.000704366 152766 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.259 641.127 0.00540241 0.000589752 166228 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.089 634.22 0.00540054 0.000613466 167117 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.248 628.076 0.00538102 0.000592066 167051 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.408 621.566 0.0056713 0.00065837 159587 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.737 615.031 0.00646547 0.00075468 140086 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.963 608.746 0.00623311 0.000671524 143844 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.344 602.52 0.00620261 0.000663449 144426 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.955 596.103 0.00626621 0.000646448 142355 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.289 589.901 0.00577689 0.000649643 156029 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.968 584.559 0.00576581 0.000614748 155308 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.413 578.155 0.00582763 0.000669811 155104 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.172 572.162 0.00576797 0.000626651 155602 0
: 419 Minimum Test error found - save the configuration
: 419 | 604.982 566.122 0.00582475 0.000683667 155609 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.957 560.151 0.00578013 0.000603768 154549 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.491 554.112 0.00586216 0.000682635 154454 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.48 548.254 0.00579545 0.000611292 154316 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.292 543.103 0.00575485 0.000646578 156609 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.935 537.458 0.00644926 0.000619697 137232 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.83 532.395 0.00584579 0.00066389 154384 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.936 525.629 0.00605959 0.000751113 150702 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.76 520.015 0.00568209 0.000622432 158113 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.088 515.973 0.00542531 0.00069586 169153 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.681 509.623 0.00529782 0.00058881 169887 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.776 504.339 0.0053671 0.000648912 169556 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.234 498.891 0.00544119 0.000591044 164943 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.434 493.745 0.0053217 0.000620379 170165 0
: 433 Minimum Test error found - save the configuration
: 433 | 522.967 488.457 0.00532506 0.00062098 170065 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.767 483.257 0.00529118 0.000594701 170340 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.158 478.597 0.00526707 0.000604209 171569 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.866 473.294 0.00565206 0.000651828 159993 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.684 467.871 0.00580625 0.000639664 154841 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.785 462.958 0.00608955 0.000652859 147148 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.182 457.966 0.00580527 0.000636499 154776 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.042 452.836 0.0058395 0.000659391 154437 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.99 448.227 0.00576227 0.000635377 156040 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.073 442.804 0.00586688 0.000716299 155322 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.824 438.209 0.00574331 0.00064762 156995 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.058 433.34 0.00589677 0.000725305 154695 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.258 428.804 0.00578794 0.000640276 155410 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.349 424.005 0.00588021 0.000751324 155979 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.671 419.417 0.00575976 0.000647679 156492 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.85 414.981 0.00596598 0.000766401 153858 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.105 410.431 0.00592167 0.000632712 151258 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.641 405.821 0.0057723 0.000653852 156297 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.844 401.388 0.00595784 0.000673448 151389 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.345 397.011 0.0065453 0.00140396 155602 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.9 393.936 0.00662618 0.000662147 134137 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.761 388.672 0.00577687 0.00067479 156799 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.121 383.677 0.00569041 0.000627612 158015 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.402 379.831 0.00581697 0.000709956 156647 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.587 375.541 0.00573533 0.000624196 156521 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.204 371.636 0.0057847 0.000659903 156104 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.92 367.79 0.00601751 0.000696921 150359 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.067 363.513 0.00702911 0.000774988 127916 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.69 359.617 0.00711371 0.000810935 126928 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.344 355.157 0.00690271 0.000774417 130542 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.274 351.844 0.00728356 0.000758276 122600 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.466 347.292 0.00706681 0.00076562 126960 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.576 343.21 0.007026 0.000758227 127637 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.186 339.921 0.00698291 0.000903267 131587 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.279 335.694 0.00695029 0.000726156 128532 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.275 331.846 0.00734331 0.000735934 121077 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.52 328.606 0.0072474 0.000737097 122882 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.472 324.724 0.00705091 0.000753017 127027 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.77 320.796 0.00716203 0.000821845 126179 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.088 316.919 0.0072971 0.000786589 122878 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.348 313.682 0.00749928 0.000739602 118349 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.826 309.914 0.00731908 0.00114143 129499 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.279 306.329 0.0069705 0.000783393 129301 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.185 302.889 0.00627483 0.000664251 142588 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.91 299.672 0.00587964 0.000634265 152515 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.197 296.211 0.00644704 0.000860117 143191 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.937 293.009 0.00596036 0.000649363 150631 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.243 289.604 0.00591505 0.00079192 156155 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.778 285.841 0.00592153 0.000659251 152025 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.616 282.935 0.00606065 0.000731497 150118 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.028 280.12 0.00664592 0.000807468 137023 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.934 276.424 0.00589587 0.000645806 152379 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.742 273.041 0.00589839 0.000724573 154625 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.276 270.09 0.00598131 0.00065852 150297 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.908 266.692 0.00579824 0.000636138 154976 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.625 263.265 0.00596401 0.000724654 152690 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.448 260.549 0.00579865 0.000638863 155045 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.474 257.688 0.00591009 0.00078702 156156 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.357 254.617 0.00602561 0.000702803 150297 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.322 251.406 0.00605233 0.000659131 148335 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.185 248.399 0.00627072 0.000707572 143803 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.147 245.567 0.00667711 0.000726617 134443 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.963 243.718 0.00600539 0.000635937 148991 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.488 240.574 0.00596214 0.000817738 155509 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.603 236.821 0.00588524 0.000659241 153081 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.498 234.182 0.00587941 0.000640586 152706 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.557 232.349 0.00582486 0.000715307 156569 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.779 229.107 0.00588094 0.000659442 153213 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.998 226.011 0.00567778 0.000626581 158378 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.16 224.086 0.00583471 0.000688336 155449 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.43 221.28 0.00607175 0.000691832 148701 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.745 218.425 0.00617049 0.000802018 149018 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.018 216.372 0.00607557 0.000661075 147752 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.538 213.116 0.00682828 0.0014244 148042 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.794 211.283 0.00714791 0.000714004 124341 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.19 208.691 0.0065063 0.000900492 142709 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.661 206.15 0.00688573 0.000731156 129985 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.87 203.923 0.00632185 0.000705669 142446 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.513 200.985 0.00636739 0.000783804 143277 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.28 198.642 0.00658556 0.000924066 141305 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.716 196.242 0.00682554 0.000907235 135174 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.234 194.213 0.00726105 0.000903238 125829 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.761 192.117 0.00614775 0.000618676 144690 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.525 189.665 0.00593387 0.00067442 152107 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.122 187.562 0.00628247 0.000643151 141861 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.873 184.994 0.00586077 0.000608857 152326 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.42 182.758 0.00591369 0.000696601 153342 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.932 180.855 0.00589816 0.000613726 151388 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.764 178.739 0.00601234 0.000738219 151684 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.635 175.985 0.00586149 0.00062613 152807 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.206 173.92 0.00611457 0.000763856 149513 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.074 172.437 0.00647276 0.00069601 138486 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.017 170.366 0.00602171 0.000726307 151074 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.996 168.28 0.00649763 0.000749841 139184 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.896 165.837 0.0066982 0.000766402 134866 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.525 164.206 0.00618943 0.000679289 145187 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.375 162.377 0.00599922 0.000777101 153195 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.308 160.077 0.00631307 0.000761603 144106 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.206 158.52 0.00644328 0.000762855 140834 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.362 156.23 0.00599311 0.000655635 149884 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.039 154.08 0.00665076 0.000733721 135203 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.133 153.009 0.00676038 0.000750793 133121 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.129 150.509 0.00669791 0.000764278 134825 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.03 148.7 0.00704517 0.000829109 128699 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.086 146.724 0.00703464 0.000741124 127115 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.196 145.322 0.00693051 0.000843545 131428 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.337 144.05 0.00687929 0.000710948 129695 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.658 142.246 0.0068004 0.000711429 131385 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.523 140.229 0.00485448 0.000609217 188445 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.647 138.47 0.00634202 0.000668569 141008 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.85 136.714 0.00595123 0.000669711 151472 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.979 134.993 0.00590382 0.000657128 152477 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.081 133.747 0.00581248 0.000740182 157720 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.396 132.021 0.0058921 0.000712832 154462 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.5 130.38 0.00607205 0.000726768 149665 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.86 128.787 0.00591726 0.000737137 154436 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.272 127.231 0.00603706 0.000740383 151038 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.581 125.866 0.00627851 0.000730715 144201 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.836 124.868 0.00608875 0.000720707 149030 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.124 123.255 0.00620088 0.000762484 147102 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.533 121.917 0.00612124 0.000814361 150748 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.789 119.914 0.00591236 0.000743509 154773 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.334 118.477 0.00587101 0.000716228 155196 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.578 117.158 0.00596421 0.000741776 153185 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.007 115.806 0.00617028 0.000643021 144737 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.273 114.099 0.00586004 0.000640477 153270 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.774 113.04 0.00573941 0.00070143 158794 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.257 111.656 0.00583675 0.000751904 157330 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.903 109.819 0.00592531 0.000716599 153589 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.305 109.135 0.00522542 0.00046073 167902 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.722 107.27 0.00408417 0.000469257 221306 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.34 106.4 0.00406342 0.000459288 221967 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.804 105.277 0.00412026 0.000449038 217911 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.384 104.14 0.00411384 0.000482662 220314 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.031 102.184 0.00439782 0.000487831 204604 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.643 100.974 0.00429594 0.000493411 210386 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.176 100.029 0.00423381 0.000484274 213360 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.839 98.6796 0.00420533 0.000477331 214593 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.521 97.1805 0.0041684 0.000470298 216327 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.951 96.0434 0.00419396 0.000502098 216693 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.793 95.0835 0.00417563 0.000477782 216342 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.451 94.0261 0.00423978 0.00049271 213500 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.136 92.6565 0.00436478 0.000490346 206482 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.025 91.4055 0.00437142 0.000500555 206672 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.663 90.4454 0.00423024 0.000466351 212546 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.364 89.1391 0.00419293 0.000487451 215896 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.077 88.0594 0.004291 0.000507969 211470 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.912 87.3346 0.00421675 0.000488002 214549 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8798 86.2342 0.00416027 0.000467984 216668 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.6257 85.5713 0.0046901 0.000495025 190700 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.4365 83.8853 0.00412379 0.000439 217109 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.1483 82.7786 0.0041031 0.000452265 219128 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.0153 81.6192 0.00417954 0.000496597 217218 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.015 80.8426 0.00445126 0.000531403 204089 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.8714 80.0255 0.00407885 0.000491168 222985 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.8456 79.311 0.00416728 0.000548374 221061 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.837 78.1726 0.00541725 0.000473394 161817 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.6821 76.7701 0.00476419 0.000787731 201184 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.5154 76.5158 0.00758853 0.000876446 119188 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.447 74.7003 0.00557487 0.000546 159081 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.3267 73.9674 0.00523821 0.000723451 177196 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.4728 72.9853 0.004357 0.000478073 206243 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.6088 72.1954 0.00414736 0.000458396 216863 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.5832 71.2745 0.00412858 0.000483613 219481 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.4238 70.2928 0.00466946 0.000713793 202241 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5605 69.1428 0.00667258 0.000848956 137371 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.393 68.8091 0.00678079 0.000818138 134169 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.533 67.6241 0.00748818 0.000827826 120114 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.544 66.7448 0.00784373 0.000847443 114346 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.562 65.8219 0.00778971 0.000833747 115009 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.8134 65.1931 0.00607092 0.000532144 144436 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.9467 64.475 0.00611899 0.000789184 150099 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.9466 63.4052 0.00675497 0.000711108 132366 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.1429 63.2326 0.0069238 0.000838656 131468 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.4116 61.9686 0.00670535 0.000762795 134622 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.33 61.0226 0.00676329 0.000758497 133227 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.4318 60.2634 0.00669907 0.000911183 138220 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.6828 59.6396 0.00680924 0.000734502 131693 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.9659 59.2586 0.00695407 0.000772072 129408 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.0688 58.5102 0.00690699 0.000786619 130711 0
: 613 | 68.5279 58.9737 0.00637394 0.00056193 137646 1
: 614 Minimum Test error found - save the configuration
: 614 | 67.5842 56.4399 0.00698813 0.000753888 128323 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.6067 56.0295 0.00698711 0.000730334 127861 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6614 55.1265 0.00696452 0.00089408 131786 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.9222 54.4695 0.00734755 0.000762965 121496 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.1156 53.9683 0.00665692 0.000742136 135254 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4622 53.4263 0.00616212 0.000673077 145745 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.9212 52.8524 0.00613639 0.000749821 148517 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.1128 51.3169 0.00658957 0.000802369 138236 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.2378 51.141 0.00644151 0.000769346 141040 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.3222 49.996 0.00706438 0.000699807 125696 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.8016 49.7529 0.0059206 0.000649503 151771 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.1004 49.1214 0.00580098 0.000635216 154866 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.289 48.3469 0.0056228 0.000628584 160185 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.4867 47.16 0.00611493 0.000686242 147365 0
: 628 | 56.7418 47.4561 0.00588344 0.000464127 147620 1
: 629 Minimum Test error found - save the configuration
: 629 | 56.2459 46.1363 0.00617157 0.000688556 145905 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.4879 45.6603 0.00585263 0.000687594 154888 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2234 44.6095 0.00596085 0.000686783 151685 0
: 632 | 54.6414 45.3403 0.00574707 0.000486849 152085 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.8969 44.4553 0.00640057 0.000841251 143903 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3994 43.1831 0.00638197 0.000683977 140400 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2352 42.6166 0.00665168 0.000682976 134033 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.7091 42.0439 0.00645954 0.000758177 140317 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.951 41.1932 0.00691673 0.000713463 128964 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.4332 40.6534 0.00686988 0.000835741 132579 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9702 40.4513 0.00626739 0.000700719 143713 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.1866 40.0187 0.00642823 0.000787592 141828 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.5829 39.2453 0.00643793 0.000680471 138950 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.0242 38.1299 0.00674319 0.000683136 132012 0
: 643 | 47.4537 38.2351 0.00655547 0.000521554 132584 1
: 644 Minimum Test error found - save the configuration
: 644 | 46.9792 37.7052 0.00684821 0.000757354 131344 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.3501 36.8585 0.00726179 0.000695829 121840 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.9128 36.4862 0.00686569 0.000756252 130945 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.3762 36.1955 0.00692143 0.00074951 129619 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9125 35.0223 0.00674783 0.00076033 133612 0
: 649 | 44.0896 35.0952 0.00666283 0.000547121 130811 1
: 650 Minimum Test error found - save the configuration
: 650 | 43.5168 33.9836 0.00672847 0.000796938 134872 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.8658 33.7561 0.00712896 0.00108068 132269 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.3861 33.3029 0.00703519 0.00091542 130724 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.0784 33.1334 0.00554799 0.000519941 159107 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.4168 32.0849 0.00556539 0.000886947 170997 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9155 31.8345 0.00463889 0.000498091 193199 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.5884 31.3002 0.00437632 0.000538967 208477 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.174 31.0361 0.00452981 0.000566788 201866 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7029 30.1505 0.00436535 0.000480998 205954 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.0077 30.0616 0.00427882 0.000503049 211877 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.523 29.5997 0.00455197 0.000629897 203974 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.1575 28.3559 0.00450847 0.000516214 200388 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8398 28.1925 0.00409376 0.000475118 221078 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1239 27.8271 0.00391601 0.00044943 230775 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7907 27.4286 0.00394534 0.000457204 229349 0
: 665 | 36.2784 27.4921 0.00384215 0.00031549 226844 1
: 666 Minimum Test error found - save the configuration
: 666 | 35.9983 26.2493 0.00389583 0.000440202 231507 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.4383 25.7933 0.00390669 0.00044977 231420 0
: 668 | 35.0193 26.1253 0.00375566 0.000316791 232635 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.8026 25.2665 0.00393096 0.000463967 230747 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.1414 24.7141 0.0039702 0.00044979 227246 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7934 24.6048 0.00394764 0.000442787 228255 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3903 24.0403 0.00395748 0.0004495 228051 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1668 24.0184 0.00403443 0.00049282 225886 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.6422 23.8664 0.00400866 0.00046058 225474 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.0987 23.0713 0.00414548 0.000473193 217848 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.6735 22.9517 0.00406614 0.000464839 222142 0
: 677 | 31.2874 23.0537 0.00390564 0.000319827 223101 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.9218 22.2908 0.00400567 0.00045506 225313 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6154 22.2232 0.00389707 0.000435694 231122 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2031 21.5281 0.0039345 0.000454469 229883 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.7704 21.1833 0.00399358 0.000467604 226888 0
: 682 | 29.3834 21.3418 0.00389656 0.000313375 223265 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.166 20.6196 0.00415482 0.000485777 218040 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.5483 20.6012 0.00394291 0.000440493 228413 0
: 685 | 28.3634 20.9275 0.00373802 0.000308356 233259 1
: 686 | 28.0887 20.6214 0.00374938 0.000312083 232741 2
: 687 Minimum Test error found - save the configuration
: 687 | 27.5742 20.5064 0.00387953 0.000444951 232925 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.289 19.7135 0.00390024 0.000440102 231204 0
: 689 | 26.9952 20.1764 0.00379032 0.000330227 231208 1
: 690 | 26.6374 20.4768 0.0037794 0.000311161 230665 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.307 19.4747 0.0039063 0.000452886 231655 0
: 692 | 25.8815 19.6656 0.00377476 0.000308656 230807 1
: 693 | 25.5951 19.7516 0.00375458 0.000311091 232322 2
: 694 Minimum Test error found - save the configuration
: 694 | 25.4854 19.0542 0.00390175 0.000446354 231522 0
: 695 | 25.0718 19.692 0.00385672 0.000347519 227972 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.6324 18.5238 0.00403297 0.000468244 224421 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.4039 18.1309 0.00410449 0.000482091 220848 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.8735 17.5891 0.00402234 0.000446694 223736 0
: 699 | 23.5665 18.1394 0.00378203 0.000312985 230611 1
: 700 | 23.221 17.9202 0.00376439 0.000313285 231810 2
: 701 | 22.9831 18.0931 0.00389576 0.000311582 223203 3
: 702 Minimum Test error found - save the configuration
: 702 | 22.765 17.565 0.0039961 0.000456142 225991 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5235 16.9395 0.00396993 0.000440252 226649 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1662 16.6915 0.0040018 0.000455872 225611 0
: 705 | 22.0794 17.99 0.00389026 0.00032115 224146 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.6446 16.6028 0.0040338 0.000487501 225588 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.2332 16.3146 0.00401953 0.000461913 224870 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1309 16.224 0.00398994 0.000457925 226499 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7022 16.0297 0.00416615 0.000533376 220217 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.3163 15.4296 0.00468363 0.000815453 206816 0
: 711 | 20.2715 15.9204 0.00499329 0.00032122 171230 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.2515 14.8326 0.00428715 0.000473906 209795 0
: 713 | 19.6049 15.3369 0.00382537 0.000317653 228068 1
: 714 | 19.3913 15.1713 0.00380814 0.000318164 229228 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.2597 14.814 0.00392122 0.000446724 230249 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.0176 14.2573 0.0039401 0.000456983 229679 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.6172 14.1299 0.00402448 0.000451123 223879 0
: 718 | 18.3865 14.6826 0.00381054 0.000344384 230803 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.1985 13.9511 0.00398992 0.00044976 225978 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.8098 13.557 0.00401808 0.000458387 224739 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6192 12.9966 0.00392398 0.000450752 230333 0
: 722 | 17.2714 13.464 0.00378232 0.000320108 231066 1
: 723 | 17.0789 14.0353 0.00381851 0.000318986 228602 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.9247 12.3693 0.00482698 0.000453938 182939 0
: 725 | 16.7499 13.9557 0.00458042 0.0003157 187586 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.6228 11.7533 0.00445746 0.000700588 212943 0
: 727 | 16.1804 12.236 0.00468529 0.000313135 182976 1
: 728 | 15.9421 11.8441 0.00378534 0.00031583 230580 2
: 729 | 15.6415 12.1891 0.00374507 0.000313826 233152 3
: 730 | 15.4733 12.021 0.00380702 0.000317392 229251 4
: 731 Minimum Test error found - save the configuration
: 731 | 15.2875 11.526 0.0039671 0.000450592 227498 0
: 732 | 15.1395 11.558 0.00389322 0.000329786 224502 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.0842 11.3578 0.00401298 0.000457695 225017 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.3111 11.2927 0.00390699 0.000430143 230094 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.7427 10.3622 0.00403483 0.000450171 223173 0
: 736 | 14.6361 10.9633 0.00383146 0.000334314 228758 1
: 737 | 14.1952 10.4254 0.00387485 0.000307925 224283 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.0125 9.99177 0.00390952 0.000458987 231848 0
: 739 | 13.8841 10.526 0.00380089 0.000314367 229455 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.5784 9.886 0.00393393 0.00044432 229252 0
: 741 | 13.6438 10.0012 0.00380404 0.000314207 229238 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.2968 9.50468 0.00396264 0.000466962 228854 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.9955 9.17591 0.00392825 0.000459588 230637 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8901 8.76674 0.00390078 0.000448558 231735 0
: 745 | 12.7842 9.51573 0.00384692 0.000313275 226395 1
: 746 | 12.693 10.2172 0.00379983 0.000318214 229778 2
: 747 | 12.3321 9.30171 0.00385596 0.000322082 226380 3
: 748 Minimum Test error found - save the configuration
: 748 | 12.2179 8.72785 0.00427651 0.000632432 219534 0
: 749 | 12.3469 8.89682 0.00399822 0.000316812 217308 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.0358 8.65231 0.00393242 0.000448187 229605 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.753 8.20273 0.00392477 0.000440062 229574 0
: 752 | 11.8041 9.30344 0.00474677 0.000564734 191295 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.3749 7.27637 0.00407441 0.000461392 221421 0
: 754 | 11.2399 7.61129 0.0039617 0.000330197 220294 1
: 755 | 11.0532 7.60562 0.0038372 0.000316721 227242 2
: 756 | 11.0958 8.02745 0.00380078 0.000314517 229472 3
: 757 | 10.8934 7.54816 0.00382157 0.000322502 228632 4
: 758 Minimum Test error found - save the configuration
: 758 | 10.6514 6.99165 0.0041121 0.000440143 217867 0
: 759 | 10.5524 7.53359 0.00375299 0.000308476 232253 1
: 760 | 10.598 7.42737 0.00507435 0.000388436 170724 2
: 761 | 10.4991 7.75913 0.00370369 0.000310981 235800 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.3061 6.84312 0.00388174 0.000443178 232655 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.1083 6.67885 0.00390536 0.000443719 231105 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.0272 6.67766 0.0038996 0.000437166 231051 0
: 765 | 9.80977 7.02183 0.00375318 0.0003158 232735 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.64504 6.57264 0.00391309 0.000446334 230763 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.48902 6.17624 0.0051851 0.000451634 169009 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.32731 6.13954 0.00415629 0.000537454 221065 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.23736 5.87904 0.00539532 0.000789565 173696 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.20572 5.62127 0.00675816 0.000759849 133371 0
: 771 | 9.00916 5.79775 0.0064289 0.000541181 135876 1
: 772 | 8.99848 5.77824 0.00663366 0.000587437 132314 2
: 773 | 8.96008 5.73527 0.00654968 0.000584462 134111 3
: 774 Minimum Test error found - save the configuration
: 774 | 8.7088 5.49878 0.00697412 0.000770589 128959 0
: 775 | 8.58101 6.01456 0.00654382 0.000584511 134244 1
: 776 | 8.47545 6.33308 0.00653485 0.000585464 134468 2
: 777 | 8.29773 5.60061 0.00676401 0.000587838 129530 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.30024 5.39104 0.00674289 0.000769507 133927 0
: 779 | 8.2915 5.75469 0.00662636 0.000459959 129735 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.12564 4.90206 0.00670779 0.0007814 134989 0
: 781 | 7.8701 5.5937 0.00653668 0.000588038 134484 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.82721 4.56838 0.00693752 0.000759899 129500 0
: 783 | 7.72122 5.3048 0.00659138 0.000584502 133181 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.57666 4.53848 0.00672214 0.000723922 133373 0
: 785 | 7.57643 4.81754 0.0068401 0.000589482 127987 1
: 786 | 7.3925 5.38876 0.00661115 0.000585173 132759 2
: 787 | 7.31143 5.17764 0.00667204 0.000471541 129022 3
: 788 | 7.13389 5.22208 0.00657388 0.000448378 130602 4
: 789 | 7.14698 4.72461 0.00651879 0.000587958 134888 5
: 790 Minimum Test error found - save the configuration
: 790 | 7.28603 4.11384 0.00693564 0.000773154 129818 0
: 791 | 6.97984 5.1476 0.00658252 0.00058861 133469 1
: 792 | 6.98928 4.31877 0.00653369 0.000516034 132942 2
: 793 Minimum Test error found - save the configuration
: 793 | 6.8275 4.09218 0.00700682 0.000764828 128164 0
: 794 | 6.70018 4.13672 0.00664188 0.00056728 131696 1
: 795 | 6.81396 4.33747 0.00660964 0.000464819 130191 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.53156 3.64562 0.00701748 0.000801467 128700 0
: 797 | 6.36806 4.39228 0.006422 0.000588219 137132 1
: 798 | 6.35669 4.29786 0.0068185 0.000474766 126109 2
: 799 | 6.3165 4.07148 0.00672762 0.000542784 129349 3
: 800 | 6.21247 4.75588 0.00671417 0.000582448 130469 4
: 801 | 6.26911 3.91303 0.00675223 0.000515944 128281 5
: 802 | 6.15845 3.82922 0.00670383 0.000468185 128295 6
: 803 Minimum Test error found - save the configuration
: 803 | 6.01937 3.17831 0.00702128 0.000757976 127728 0
: 804 | 6.33097 4.78462 0.00675407 0.000577458 129521 1
: 805 | 6.09826 3.49857 0.00662565 0.000555187 131786 2
: 806 | 5.72713 4.11959 0.00664463 0.000504934 130300 3
: 807 | 5.71502 4.04523 0.00675353 0.00049255 127775 4
: 808 Minimum Test error found - save the configuration
: 808 | 5.66462 3.08311 0.00696491 0.000778644 129319 0
: 809 | 5.80816 3.62253 0.00701898 0.000593569 124506 1
: 810 Minimum Test error found - save the configuration
: 810 | 5.58991 2.86876 0.00678944 0.00073862 132213 0
: 811 | 5.39927 3.93075 0.00676164 0.000464358 127039 1
: 812 | 5.39621 3.50088 0.00692513 0.000606112 126602 2
: 813 | 5.3536 3.67761 0.00668534 0.000598177 131424 3
: 814 | 5.44468 2.98807 0.00687436 0.000513098 125761 4
: 815 | 5.46115 3.38272 0.00655705 0.00059398 134159 5
: 816 | 5.15928 3.52171 0.00660796 0.000605071 133269 6
: 817 | 5.31176 2.96319 0.00694859 0.00062115 126433 7
: 818 | 5.20673 3.83674 0.00692301 0.000607855 126679 8
: 819 | 5.0793 3.19095 0.00681459 0.000536832 127434 9
: 820 | 4.99088 3.38994 0.00701415 0.000601754 124758 10
: 821 | 4.85726 3.1052 0.00676748 0.000598078 129672 11
: 822 | 4.79768 3.85915 0.0066325 0.000471971 129859 12
: 823 Minimum Test error found - save the configuration
: 823 | 4.7524 2.26254 0.00665251 0.000644854 133164 0
: 824 | 4.70693 2.49388 0.00662299 0.000557741 131899 1
: 825 | 4.98013 4.11294 0.00683393 0.000598789 128305 2
: 826 | 4.68252 3.38712 0.00654222 0.000575755 134083 3
: 827 | 4.72414 3.10613 0.00657514 0.000594711 133770 4
: 828 | 4.41259 3.08409 0.00690869 0.00064796 127781 5
: 829 | 4.48718 2.73154 0.00664072 0.000604209 132527 6
: 830 | 4.42891 3.21561 0.00653343 0.000474897 132045 7
: 831 | 4.58108 3.49792 0.00679263 0.000601814 129224 8
: 832 | 4.54749 2.56521 0.0060945 0.000582689 145143 9
: 833 | 4.57989 2.33273 0.00685377 0.000581656 127549 10
: 834 Minimum Test error found - save the configuration
: 834 | 4.29049 2.2156 0.00669287 0.000772263 135121 0
: 835 | 4.22445 2.94624 0.00647846 0.000585935 135765 1
: 836 | 4.0936 2.47678 0.00673594 0.000581226 129982 2
: 837 | 4.11501 2.68068 0.00647341 0.000584131 135840 3
: 838 | 4.17969 2.43295 0.0065149 0.000443118 131757 4
: 839 | 3.97092 2.2204 0.00670595 0.00057787 130547 5
: 840 | 4.05866 2.83488 0.00651599 0.000588188 134957 6
: 841 Minimum Test error found - save the configuration
: 841 | 4.03013 2.17053 0.00667091 0.000785226 135923 0
: 842 | 3.99645 3.11101 0.00655627 0.000586375 134006 1
: 843 | 3.93993 2.8246 0.00659958 0.00059467 133224 2
: 844 | 3.85726 3.01789 0.00689137 0.000588991 126936 3
: 845 | 3.72575 3.02674 0.00668825 0.000602155 131447 4
: 846 | 3.64902 2.38406 0.00696992 0.000566969 124942 5
: 847 | 3.56118 2.68858 0.00682791 0.000554907 127531 6
: 848 | 3.54714 2.66424 0.00683221 0.000546971 127282 7
: 849 | 3.5104 2.91086 0.00675038 0.000494333 127876 8
: 850 | 3.53226 2.76023 0.00659054 0.000607545 133712 9
: 851 | 3.39743 2.88378 0.00669207 0.000629215 131951 10
: 852 | 3.36114 2.24095 0.00706943 0.000522856 122201 11
: 853 | 3.50239 2.71417 0.00677294 0.000504883 127631 12
: 854 | 3.54321 2.37179 0.00690055 0.000529649 125571 13
: 855 | 3.70704 4.54911 0.00670953 0.000503341 128904 14
: 856 | 3.4873 2.29309 0.00659999 0.000479275 130704 15
: 857 | 3.40456 2.50552 0.00674777 0.000568682 129469 16
: 858 | 3.25213 2.18534 0.00662397 0.000483884 130291 17
: 859 | 3.26947 2.96121 0.00662056 0.000596975 132811 18
: 860 | 3.24005 4.19067 0.00665958 0.00047622 129380 19
: 861 | 3.46206 2.35302 0.00671448 0.000516174 129067 20
: 862 | 3.38216 2.52901 0.00691844 0.000664371 127917 21
:
: Elapsed time for training with 1000 events: ␛[1;31m5.67 sec␛[0m
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_GPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0256 sec␛[0m
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_GPU.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: ␛[1;31m1.1 sec␛[0m
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.428 sec␛[0m
: 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_GPU_trainingError, Entries= 0, Total sum= 3.28369e+06
TH1.Print Name = TrainingHistory_DNN_GPU_valError, Entries= 0, Total sum= 3.06737e+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_GPU.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: ␛[1;31m0.0438 sec␛[0m
: 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: ␛[1;31m0.0539 sec␛[0m
: 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: ␛[1;31m0.0158 sec␛[0m
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_GPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_GPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: ␛[1;31m0.202 sec␛[0m
: 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: ␛[1;31m2.32 sec␛[0m
: 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: ␛[1;31m0.0868 sec␛[0m
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: ␛[1;31m0.0323 sec␛[0m
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: ␛[1;31m0.0925 sec␛[0m
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: ␛[1;31m0.017 sec␛[0m
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: ␛[1;31m0.0169 sec␛[0m
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: ␛[1;31m0.0106 sec␛[0m
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_GPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: ␛[1;31m0.127 sec␛[0m
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: ␛[1;31m0.0185 sec␛[0m
TFHandler_DNN_GPU : 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_GPU : 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: ␛[1;31m6.03 sec␛[0m
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: ␛[1;31m0.589 sec␛[0m
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_GPU : -0.959 -0.119 5.72 1.67 | 3.199 3.216
: 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_GPU : -0.190 -0.0457 1.87 1.19 | 3.353 3.342
: 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.