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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;
}
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:145
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3802
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:992
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
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:137
TString::IsNull
Bool_t IsNull() const
Definition TString.h:423
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1318
TTree
A TTree represents a columnar dataset.
Definition TTree.h:95
main
int main()
Definition main.cpp:18
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.3 sec
: Elapsed time for training with 1000 events: 0.304 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00311 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000931 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00437 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.00024 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000438 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31521.6
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33107.5 31192.2 0.0108501 0.00111735 82197 0
: 2 Minimum Test error found - save the configuration
: 2 | 32633.5 30633.5 0.0116205 0.00158925 79751.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31941 29940.9 0.0123146 0.00106992 71145 0
: 4 Minimum Test error found - save the configuration
: 4 | 31172.6 29304.1 0.0106032 0.00104412 83689.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30439.8 28570.8 0.0110869 0.00112266 80287.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29625 27693.6 0.0110484 0.00106403 80125.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28929.5 27113.5 0.0111053 0.00115986 80439.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28487 26749.1 0.0115472 0.00138269 78705.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28132.2 26432.4 0.0150899 0.0013786 58346.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27817.6 26130.9 0.0106921 0.0010826 83250.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27513.9 25848.5 0.0117957 0.00157471 78270.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27223 25581.4 0.0132406 0.0010327 65531.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26949.1 25318.2 0.0103489 0.00101469 85706.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26678.4 25064.7 0.0104999 0.00105391 84692 0
: 15 Minimum Test error found - save the configuration
: 15 | 26419.1 24814.1 0.0105217 0.00105758 84529.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26161.8 24571.8 0.0106643 0.00107542 83429.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25909.7 24336.6 0.0118508 0.00113062 74625.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25667.5 24101.4 0.0119257 0.00111364 73991.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25423.2 23875 0.0103711 0.00101257 85483.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25187.9 23649.6 0.0106995 0.0011114 83436.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24955.1 23427.1 0.0106787 0.00103985 82997.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24722.7 23211.3 0.0114554 0.00105113 76891.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24496.3 22998.1 0.0109716 0.00113037 81290.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24272.8 22787.5 0.0112533 0.00122855 79802.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24054.8 22576 0.0111852 0.00117895 79949.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23839 22365.2 0.0111053 0.00108875 79867.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23617.7 22166.5 0.011108 0.00107709 79753.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23409.8 21963.9 0.0109165 0.00116164 82010.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23198.3 21766.5 0.013363 0.0012787 66201.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22992.7 21569 0.0119726 0.00109975 73578.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22784.5 21378.7 0.0119625 0.00115142 73997.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22585.2 21185.7 0.0109953 0.00110304 80871.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22383.9 20996.4 0.0118719 0.00115379 74639.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22186.8 20807.8 0.0131243 0.00164143 69668.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21989 20624 0.0125885 0.00111217 69708.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21795.6 20441.5 0.0107741 0.00119835 83544.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21604 20260.7 0.0117037 0.00112802 75645.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21417.3 20077.1 0.0113584 0.00119948 78748.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21224 19903 0.0111217 0.00106516 79550.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21041.3 19723.5 0.0107801 0.00107844 82460.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20853.8 19546.4 0.0111492 0.00111663 79740.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20668.5 19372.7 0.0109945 0.00108407 80723 0
: 43 Minimum Test error found - save the configuration
: 43 | 20485.9 19202.9 0.0112001 0.00113351 79470.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20305.3 19036.2 0.0113124 0.00112263 78509.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20127.9 18867.5 0.0111647 0.00113993 79802.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19952.9 18700.9 0.0116123 0.00112713 76298.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19778.7 18537.4 0.0136506 0.00171703 67037.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19605.1 18371.7 0.0134756 0.0011707 65014.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19435.2 18206.6 0.010903 0.0011045 81644.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19261.1 18049.9 0.0125228 0.0010715 69861.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19095.1 17887.5 0.0109012 0.00110268 81644.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18926.8 17731.7 0.0110607 0.00106735 80052.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18762.9 17573.7 0.0116481 0.00106813 75614.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18596.4 17417.6 0.0109033 0.00108722 81498.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18432.8 17259.8 0.010698 0.00105763 82984 0
: 56 Minimum Test error found - save the configuration
: 56 | 18271.9 17105.5 0.0106607 0.00104756 83219.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18108.6 16951.6 0.0106793 0.00106491 83208.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17952 16798.4 0.010726 0.00111164 83208.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17787.9 16649.6 0.0111811 0.00107436 79154.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17633 16499.2 0.0107754 0.00106968 82425.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17475 16353.5 0.0112164 0.00110869 79147.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17319.8 16203.7 0.0111264 0.0010799 79629.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17164.6 16059.2 0.0112509 0.00165578 83375.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17013.6 15913 0.0142201 0.0016417 63601.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16861 15766.8 0.01267 0.00109479 69113.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16710.5 15625 0.0110714 0.00112174 80405.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16561.7 15481.1 0.011121 0.00114862 80221.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16409.6 15344.3 0.0111538 0.00119752 80351.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16266.6 15204.2 0.0111986 0.0011168 79351.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16123.4 15062.1 0.0110936 0.00113466 80330 0
: 71 Minimum Test error found - save the configuration
: 71 | 15974.1 14929.2 0.0126516 0.00124329 70124.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15832.2 14794.7 0.0125499 0.00126524 70892.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15691.8 14659.7 0.0117817 0.00119871 75592.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15550.9 14527.4 0.0123651 0.00112832 71194.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15411.9 14396.2 0.011037 0.00114355 80861.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15273.2 14268 0.0110249 0.00107497 80402.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15138.3 14138.2 0.0109446 0.00110566 81310 0
: 78 Minimum Test error found - save the configuration
: 78 | 15002.8 14010.1 0.0119456 0.00157246 77122.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14869.8 13881.5 0.0115514 0.00115821 76973.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14736.1 13755.6 0.0110068 0.00114079 81086.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14602.9 13633.3 0.0113168 0.00108613 78196 0
: 82 Minimum Test error found - save the configuration
: 82 | 14473.8 13510.2 0.0117564 0.00108656 74977.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14344.3 13387.9 0.0108649 0.0011198 82092.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14215.9 13267.3 0.0108397 0.00108533 82014.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14089.9 13146.4 0.0108387 0.00108701 82037.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13964.4 13026.2 0.011592 0.00155511 79705.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13836.6 12911.5 0.0111052 0.00107857 79787.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13714.5 12795.5 0.0112552 0.0010841 78654.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13591.9 12680.3 0.0111383 0.00117219 80271.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13471.2 12564.9 0.0109251 0.00109453 81379.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13349.2 12452.9 0.0122907 0.00113041 71683 0
: 92 Minimum Test error found - save the configuration
: 92 | 13230.7 12340.4 0.0162866 0.00179458 55202.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13113.1 12227.4 0.0139714 0.00145546 63918.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12994.3 12117.8 0.0116466 0.00116715 76339.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12878.2 12008.8 0.0113764 0.00119343 78562.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12762.4 11901.3 0.0125719 0.00111368 69819.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12648.4 11794.3 0.0109851 0.00109427 80882.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12536.3 11686.1 0.0111734 0.00109158 79350.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12422.8 11580.7 0.0110737 0.00109666 80183.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12313.2 11473.7 0.0111822 0.00109515 79309.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12200.4 11371.5 0.0111227 0.00111596 79946 0
: 102 Minimum Test error found - save the configuration
: 102 | 12092.1 11268.1 0.0111473 0.00111968 79779.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11982.9 11167 0.0112818 0.00118442 79228.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11875.7 11066.6 0.0123535 0.00187498 76346.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11769.4 10966.1 0.0149698 0.00109113 57642.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11662.6 10868.4 0.0109342 0.00106985 81100.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11559 10770.3 0.0108634 0.00109906 81930.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11454.5 10673.1 0.0170255 0.00187361 52798.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11353.1 10575.9 0.0162673 0.00112532 52833.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11250.1 10479 0.0118183 0.00108205 74513.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11148.1 10385.2 0.0108656 0.00107401 81702.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11048.7 10291.2 0.0107094 0.00106934 82987.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10948.4 10198.8 0.0106952 0.00107044 83118.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10851.5 10104.8 0.0108732 0.00111346 81969.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10752 10014.2 0.0109699 0.00106424 80761.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10656.1 9923.13 0.0105626 0.00105157 84112.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10558.6 9834.74 0.0107487 0.00118182 83621.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10464.8 9745.63 0.0125445 0.00132768 71321.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10369.9 9657.58 0.0116812 0.00114674 75941.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10276.9 9569.59 0.0126368 0.00126353 70340.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10182.7 9484.35 0.0109571 0.00106378 80862.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10092.5 9397.33 0.0115461 0.00108246 76455.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 10000.6 9312.37 0.0112412 0.00112196 79057 0
: 124 Minimum Test error found - save the configuration
: 124 | 9910.81 9227.17 0.0115494 0.00108409 76443.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9819 9146.92 0.0113675 0.0011406 78225.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9731.88 9063.62 0.0110113 0.00107926 80547 0
: 127 Minimum Test error found - save the configuration
: 127 | 9644.29 8980.1 0.011008 0.00113876 81059.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9556.25 8898.91 0.0107181 0.00110092 83184.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9469.49 8819.26 0.0105563 0.00105473 84196.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9384.8 8737.83 0.0104977 0.00103701 84560.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9299.71 8657.42 0.0109523 0.00111031 81284.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9215.13 8578.26 0.0106641 0.00109568 83608.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9131.64 8500.55 0.0110613 0.00109878 80301.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9047.08 8426.16 0.0110266 0.00109664 80564.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8966.82 8348.87 0.0110682 0.00113217 80514.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8886.46 8270.85 0.0109062 0.00112338 81775.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8803.77 8196.38 0.0120628 0.00168916 77118.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8724.27 8122 0.011092 0.00109489 80023 0
: 139 Minimum Test error found - save the configuration
: 139 | 8646.65 8046.68 0.0109864 0.00109004 80838.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8566.71 7973.25 0.0110607 0.00113083 80565.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8488.39 7902.41 0.0112861 0.00113794 78831.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8412.29 7828.76 0.0112516 0.00107708 78628.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8336.18 7756.42 0.0109142 0.00108888 81422.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8259.32 7685.93 0.0109236 0.00120098 82282.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8183.69 7616.24 0.0119962 0.00107388 73244.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8110.12 7546.31 0.0120354 0.00153866 76213.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8036.07 7476.88 0.0120049 0.00105957 73090.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7962.67 7409.43 0.0120965 0.00112925 72944.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7890.01 7342.41 0.0112612 0.00152413 82160 0
: 150 Minimum Test error found - save the configuration
: 150 | 7819.34 7273.35 0.0107273 0.00110578 83147.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7747.15 7206.22 0.0108717 0.00105953 81531.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7677.11 7139.38 0.0107733 0.0010557 82325.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7606.14 7074.17 0.0105797 0.00109138 84314.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7536.77 7010.53 0.0105587 0.00105477 84175.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7467.36 6946.15 0.0105495 0.00106527 84350.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7400.19 6882.46 0.0106538 0.00105391 83334.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7333.13 6819.78 0.0106701 0.00103966 83070.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7266 6753.98 0.0108963 0.00107555 81460.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7198.99 6694.11 0.0109228 0.00105926 81106.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7132.74 6632.34 0.0110178 0.00109619 80631.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7068.28 6570.34 0.0108003 0.00114678 82871.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 7004.71 6509.29 0.0110604 0.00121235 81234.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6939.4 6449.23 0.0111611 0.00108802 79419.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6876.23 6389.83 0.0113913 0.00123956 78803.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6812.29 6330.56 0.0113549 0.00122769 78994.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6750.4 6272.49 0.0132251 0.00161611 68911.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6688.96 6214 0.0125788 0.00122746 70476.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6628.01 6156.78 0.0114952 0.00115593 77375 0
: 169 Minimum Test error found - save the configuration
: 169 | 6566.92 6097.71 0.0111008 0.00112632 80204.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6506.6 6042.54 0.0110381 0.001193 81259.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6446.49 5987.55 0.0113538 0.00140871 80441.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6388.15 5931.15 0.0112157 0.00110916 79156.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6329.94 5873.1 0.0107337 0.00106131 82709.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6270.48 5820.74 0.0112817 0.00149359 81732.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6214.06 5766.02 0.0113599 0.00110771 78032.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6156.74 5711.22 0.0112414 0.00126028 80151.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6099.24 5661.96 0.0109646 0.0011183 81249 0
: 178 Minimum Test error found - save the configuration
: 178 | 6044.17 5606.73 0.0115896 0.0011868 76902.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5987.87 5555.3 0.0114763 0.00116784 77605.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5933.43 5503.21 0.0108811 0.00114371 82157.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5878.43 5452.13 0.0116853 0.0016986 80106.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5825.15 5399.34 0.0146551 0.00120366 59473 0
: 183 Minimum Test error found - save the configuration
: 183 | 5771.32 5349.34 0.0107668 0.00106933 82495.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5718.3 5300.11 0.010973 0.00119526 81818.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5665.99 5248.6 0.0124312 0.00151023 73253.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5612.58 5201.17 0.011408 0.00109157 77546.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5561.36 5152.12 0.0137236 0.00122468 64005.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5510.38 5103.95 0.0139246 0.00162696 65053 0
: 189 Minimum Test error found - save the configuration
: 189 | 5459.41 5057.15 0.0148756 0.00116167 58334.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5409.3 5010.49 0.0112163 0.00113181 79329.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5360.3 4962.35 0.0115706 0.00111502 76514.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5310.39 4916.4 0.0111229 0.0011188 79967.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5261.02 4872.1 0.0116751 0.00124171 76676.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5213.08 4826.02 0.0124584 0.00115225 70757.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5164.45 4782.15 0.0116269 0.00112854 76202.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5118.33 4735.08 0.0112643 0.00117982 79329.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5069.72 4691.87 0.012519 0.00141472 72044.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5023.41 4647.4 0.0112675 0.00113378 78944.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4976.93 4604.82 0.0112046 0.00118987 79882.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4930.85 4562.86 0.0115648 0.00113804 76726 0
: 201 Minimum Test error found - save the configuration
: 201 | 4886.46 4520.37 0.0116719 0.00111954 75812.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4841.46 4476.31 0.0110953 0.00111412 80150.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.39 4435.05 0.0112102 0.00115731 79578.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4752.02 4393.88 0.0128271 0.00183084 72752 0
: 205 Minimum Test error found - save the configuration
: 205 | 4708.13 4354.44 0.0121102 0.00126828 73787.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4665.98 4312.59 0.011834 0.00142706 76871.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4622.64 4272.32 0.0132376 0.00113513 66102.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4579.53 4233.31 0.0118929 0.00112018 74261.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4537.97 4193.54 0.0143462 0.00181719 63851.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4496.45 4154.81 0.0124767 0.00108845 70247.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4454.86 4115.98 0.0108789 0.00109441 81761.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4414.21 4078.25 0.0108833 0.00112038 81942.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4374.08 4038.8 0.0110865 0.00115469 80549 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.91 4002.54 0.012583 0.00111467 69757.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4292.96 3966.35 0.0115478 0.00113484 76827.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4254.16 3928.49 0.0112494 0.00110534 78864.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4216.2 3890.74 0.0112183 0.00121909 80006.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4176.33 3855.37 0.011303 0.00112827 78626.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4138.45 3819.01 0.0111232 0.00110698 79870.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4100.26 3784.12 0.0110244 0.0011046 80647.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4062.75 3748.78 0.0111052 0.00108233 79817.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4025.8 3714.19 0.0107538 0.00106778 82593.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.91 3679.35 0.0107606 0.00107531 82599.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3952.95 3645.01 0.0108931 0.00109306 81632 0
: 225 Minimum Test error found - save the configuration
: 225 | 3915.81 3612.02 0.0111771 0.00114839 79770.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3881.54 3577.11 0.0115038 0.00112892 77109.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3845.29 3543.55 0.011143 0.00117849 80285 0
: 228 Minimum Test error found - save the configuration
: 228 | 3810.1 3511.19 0.0112624 0.00120092 79511.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3775.76 3478.37 0.0109342 0.00109142 81277.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3741.64 3446.17 0.0110609 0.00108576 80199.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3706.58 3414.52 0.0108541 0.00107002 81765.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3673.3 3383.15 0.0110965 0.0011174 80167.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3640.34 3350.69 0.0131688 0.00161637 69249.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3607.43 3319.91 0.0118793 0.00110563 74255 0
: 235 Minimum Test error found - save the configuration
: 235 | 3574.19 3288.16 0.0109775 0.00108417 80862.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3541.35 3258.55 0.0115228 0.00151525 79939.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3509.96 3228.18 0.011368 0.00110729 77967.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3477.58 3198.32 0.0111932 0.00120478 80093 0
: 239 Minimum Test error found - save the configuration
: 239 | 3446.22 3168.49 0.0143042 0.00136515 61828.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3414.6 3138.91 0.0111546 0.00111865 79713.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3384.16 3109.72 0.0113004 0.00112285 78604.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3352.81 3081.75 0.0119631 0.00112616 73821.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3323.88 3053.32 0.0111471 0.00114781 80005.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3292.57 3024.44 0.011185 0.00114954 79717.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3262.74 2996.64 0.0111676 0.00110001 79462.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3233.22 2969.1 0.0111678 0.00110272 79483.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3203.68 2941.67 0.0115806 0.00129441 77774.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3175.69 2913.59 0.0113714 0.00110369 77914.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3145.72 2886.88 0.0110049 0.00109842 80755.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3117.7 2860.09 0.0110527 0.00108108 80228.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3089.48 2833.91 0.0109933 0.00110458 80900.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3061.41 2807.96 0.0110299 0.0011066 80618.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3033.8 2781.41 0.0110621 0.00108552 80188 0
: 254 Minimum Test error found - save the configuration
: 254 | 3006.21 2755.57 0.0130202 0.00111504 67197.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2978.89 2730.24 0.0109456 0.00110746 81315.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2952.01 2704.96 0.010876 0.00106955 81579.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2925.23 2679.48 0.0108517 0.00107056 81789.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2898.63 2654.97 0.0108992 0.00106397 81340.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2872.72 2630.14 0.0110327 0.00110218 80559.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2846.58 2605.52 0.012028 0.00119064 73819 0
: 261 Minimum Test error found - save the configuration
: 261 | 2820.28 2582.11 0.0110905 0.00108844 79983.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2795.61 2557.86 0.0108978 0.00111133 81745.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2770.39 2533.97 0.0111042 0.00109889 79957.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2744.74 2510.68 0.0109844 0.00108386 80803.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2720.02 2488.14 0.0110186 0.00111418 80772.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2696.36 2464.35 0.0108064 0.00107152 82178.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2671.34 2441.4 0.010839 0.00107474 81931.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2646.65 2419.98 0.0123924 0.00120701 71522 0
: 269 Minimum Test error found - save the configuration
: 269 | 2622.79 2398.07 0.0127184 0.00115003 69154.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2599.56 2375.95 0.0109978 0.00108388 80694.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2576.31 2353.69 0.011098 0.00110112 80025.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2553.12 2331.19 0.0112215 0.00116765 79571.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2529.17 2310.4 0.0110443 0.00109225 80385.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2506.99 2288.82 0.0110059 0.0011283 80991.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2483.63 2268.93 0.0110862 0.00109671 80083.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2461.95 2247.35 0.0109825 0.00108735 80847.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2438.8 2227.78 0.0110179 0.00113384 80938.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2417.41 2206.74 0.011252 0.00109639 78773.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2395.24 2186.42 0.0111465 0.00109627 79600.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2373.19 2166.74 0.0114954 0.00114124 77263.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2352.19 2146.21 0.0111957 0.00113821 79543 0
: 282 Minimum Test error found - save the configuration
: 282 | 2330.26 2126.51 0.0112234 0.00117849 79642.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2308.92 2107.51 0.0112 0.00115283 79624.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2288.1 2087.95 0.0113577 0.00118539 78644.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2266.79 2069.23 0.0113272 0.00110336 78248.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2246.34 2050.52 0.0110736 0.00108615 80100.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2225.97 2031.4 0.0116158 0.00118563 76700.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2205.38 2013 0.013696 0.00188624 67740.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2185.69 1993.92 0.0132761 0.00120538 66276.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2165.12 1976.85 0.0143973 0.0019107 64068.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2145.62 1957.58 0.0134264 0.00169148 68172.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2125.76 1939.96 0.0168002 0.00181083 53371.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2106.17 1921.49 0.0168993 0.00183648 53110.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2086.56 1904.15 0.016928 0.00183526 53005.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2067.31 1886.74 0.0168464 0.00190677 53549 0
: 296 Minimum Test error found - save the configuration
: 296 | 2048.69 1869.29 0.0169061 0.00186071 53172.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2028.97 1852.77 0.0170948 0.00183714 52432.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2010.31 1835.98 0.0125316 0.00113122 70173.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1992.01 1819.06 0.0113538 0.00109683 77995.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1973.86 1802.46 0.0111983 0.00114375 79565.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1955.44 1785.38 0.0130754 0.00113512 67000.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1936.63 1769.6 0.0116014 0.0013149 77771.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1919.09 1753.39 0.0120164 0.00123259 74185.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1900.79 1737.87 0.0114774 0.00130846 78670.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1883.62 1721.46 0.0118435 0.00109902 74457.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1866.21 1705.31 0.0109476 0.00107211 81008.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1848.14 1690.56 0.010943 0.00107873 81101 0
: 308 Minimum Test error found - save the configuration
: 308 | 1831.07 1675.09 0.011008 0.00108575 80627 0
: 309 Minimum Test error found - save the configuration
: 309 | 1813.93 1659.73 0.011003 0.00108209 80638 0
: 310 Minimum Test error found - save the configuration
: 310 | 1797.3 1643.98 0.0109933 0.00108154 80712.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1780.05 1628.99 0.0110216 0.00108964 80547.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1763.54 1613.82 0.0111016 0.00108973 79904.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1746.54 1599.46 0.0110657 0.00108662 80168 0
: 314 Minimum Test error found - save the configuration
: 314 | 1729.72 1585.82 0.011002 0.00108448 80665.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1713.9 1571.67 0.0110133 0.00107828 80523.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1698.03 1556.97 0.0110539 0.00109684 80344.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1682.29 1542.44 0.0110784 0.0010874 80072 0
: 318 Minimum Test error found - save the configuration
: 318 | 1665.86 1527.94 0.0111574 0.00110747 79602.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1649.59 1514.58 0.0111155 0.00109521 79838 0
: 320 Minimum Test error found - save the configuration
: 320 | 1634.61 1500.29 0.0111062 0.00109427 79904.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1619.01 1486 0.0111005 0.00109261 79936.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1603.32 1472.67 0.0110409 0.00108269 80335.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1588.14 1459.21 0.0110129 0.00109442 80657.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1572.73 1446.24 0.011024 0.00108741 80510.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1558.31 1432.49 0.0110313 0.00108631 80442.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1542.83 1419.49 0.0110959 0.00109674 80006.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1528.56 1406.07 0.0111071 0.00111434 80058 0
: 328 Minimum Test error found - save the configuration
: 328 | 1513.79 1393.34 0.0110858 0.00108872 80023.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1499.16 1380.76 0.0110263 0.00108257 80452.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1485.18 1368.19 0.0109424 0.00107301 81058.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1470.52 1355.96 0.0109255 0.00111555 81550.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1456.77 1342.7 0.0109556 0.00107903 80999.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1442.81 1330.06 0.0110044 0.00109178 80704.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1428.59 1318.14 0.0110226 0.00109091 80550 0
: 335 Minimum Test error found - save the configuration
: 335 | 1414.99 1305.87 0.0110648 0.00110595 80330.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1401.3 1294.1 0.0113993 0.00111166 77762.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.26 1281.56 0.0113684 0.00110471 77944.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1374.61 1269.78 0.01136 0.00122379 78925.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1361.39 1257.96 0.0113456 0.00115804 78527.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1348.12 1246.3 0.0120943 0.0014581 75214.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1334.93 1235.1 0.0124475 0.0011467 70791.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1322.85 1223.16 0.0113018 0.00113689 78702.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1309.73 1211.55 0.0111401 0.0010928 79623.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1297.02 1200.42 0.0120696 0.00180411 77931 0
: 345 Minimum Test error found - save the configuration
: 345 | 1284.65 1188.93 0.0112127 0.00110235 79126.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1272.08 1177.93 0.0110554 0.0011024 80378.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1259.77 1167.12 0.011462 0.0011098 77278.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1247.71 1156.33 0.0110404 0.00119486 81255.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1235.35 1145.89 0.0120763 0.00155712 76051.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1223.92 1135.15 0.0129062 0.00127337 68771 0
: 351 Minimum Test error found - save the configuration
: 351 | 1211.94 1124.39 0.0117766 0.00118084 75502.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1200.11 1114.18 0.0118025 0.00121454 75557.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.46 1103.13 0.0112035 0.0010881 79087.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.74 1093.91 0.0110839 0.00108702 80025.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1166.51 1082.85 0.0111878 0.00133158 81167.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1154.54 1072.47 0.0114083 0.00111757 77740.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1143.25 1062.56 0.0117001 0.00115317 75851.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1131.99 1052.72 0.0119541 0.00125948 74803.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1121.29 1042.4 0.0111198 0.00110587 79888.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1110.35 1032.39 0.0107319 0.00108324 82913.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1099.74 1022.4 0.0107013 0.00106014 82977.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1088.63 1012.57 0.0117858 0.00111533 74973.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1077.93 1003.41 0.0114049 0.00118756 78298.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1067.49 994.117 0.0115578 0.00109876 76489 0
: 365 Minimum Test error found - save the configuration
: 365 | 1057.39 984.323 0.0118928 0.00133568 75778 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.04 974.69 0.0113914 0.00114564 78081.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1036.41 965.608 0.0114449 0.00128821 78765.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1026.52 956.369 0.0110341 0.00110302 80555.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1016.22 947.617 0.0111493 0.00111126 79697 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.05 938.595 0.011984 0.00182493 78747.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 996.527 929.329 0.0126791 0.00115308 69408 0
: 372 Minimum Test error found - save the configuration
: 372 | 986.758 920.639 0.012866 0.00112078 68112.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 977.711 911.587 0.0111652 0.00111169 79574.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 967.67 902.662 0.0112234 0.00113884 79329.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 958.295 894.091 0.0115349 0.00115976 77107.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.973 885.65 0.0114884 0.00110552 77050 0
: 377 Minimum Test error found - save the configuration
: 377 | 939.427 876.568 0.011452 0.00109884 77271 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.914 868.427 0.0110525 0.00110921 80456.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 921.141 859.862 0.0112326 0.00118614 79629.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 911.747 851.699 0.0113014 0.00116024 78886.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.021 843.736 0.0115494 0.0011149 76668.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.133 834.85 0.011801 0.00120826 75523.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 885.115 826.794 0.0119764 0.00130314 74953.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 876.721 818.444 0.0121468 0.00111255 72501.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.448 811.044 0.0117357 0.00121154 76015.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.122 803.228 0.0114403 0.00114184 77681.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 850.472 795.614 0.0111853 0.00115278 79740.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 842.583 787.103 0.0116399 0.00115189 76277.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 833.659 779.666 0.0111536 0.00108822 79480.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 825.473 771.945 0.0111583 0.00109675 79510.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 817.252 764.173 0.011208 0.00117075 79703.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.133 756.996 0.012368 0.00134632 72583.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.096 749.53 0.0112501 0.00109799 78801.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.134 741.818 0.0111002 0.00109104 79927.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.981 734.542 0.0109364 0.00118426 82033 0
: 396 Minimum Test error found - save the configuration
: 396 | 777.706 726.647 0.0122762 0.00147683 74078.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 769.185 719.494 0.0135344 0.00114957 64595.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 761.699 712.636 0.011656 0.00114229 76091 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.268 705.801 0.0129786 0.00162489 70461.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.476 698.421 0.0121866 0.00111463 72254.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.129 691.074 0.0110404 0.00109282 80421.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 731.482 684.069 0.0110978 0.0011216 80190.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.037 677.245 0.0109413 0.00108349 81153.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.017 670.281 0.0117595 0.00152448 78162.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.045 663.396 0.011117 0.00109299 79808.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 702.32 656.824 0.0113093 0.00110068 78364.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 695.301 650.037 0.0108297 0.00107685 82027.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 688.407 643.641 0.0107052 0.00106697 83003.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 681.322 636.953 0.0109922 0.0010873 80768.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 674.595 630.606 0.0110685 0.00118082 80908.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.796 623.678 0.0109992 0.00107575 80617.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.715 617.715 0.0107216 0.00104823 82700.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.238 611.153 0.0113775 0.00142054 80346.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 647.806 604.9 0.0127855 0.00129702 69635.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.82 599.193 0.0118341 0.00106845 74310.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.389 592.878 0.012594 0.00170646 73478.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.899 586.251 0.0140744 0.00108766 61601.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 621.452 580.745 0.0106812 0.00108191 83339.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.89 575.089 0.0107074 0.00106256 82946.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.08 568.285 0.0109339 0.00110309 81377 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.583 562.166 0.0109743 0.00109731 80996.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.145 556.445 0.0110228 0.00109243 80561 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.061 551.179 0.0143578 0.00113318 60493.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.289 545.073 0.0111045 0.00109589 79931 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.01 539.348 0.012645 0.00149116 71724.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.224 534.009 0.0117976 0.0010967 74759.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.41 528.525 0.0109621 0.00107948 80950.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.157 523.076 0.0109529 0.00107737 81008.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.664 517.641 0.0109259 0.00107737 81230.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.363 511.648 0.011138 0.00115789 80159.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.112 505.883 0.0131301 0.00137262 68042 0
: 432 Minimum Test error found - save the configuration
: 432 | 537.769 500.498 0.0121021 0.00119182 73325.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.9 495.539 0.0111039 0.00127177 81366.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.442 490.236 0.0143165 0.00109769 60520 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.046 484.78 0.0107801 0.00105607 82270.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.522 479.811 0.0107195 0.00105935 82814.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.283 474.415 0.0107472 0.00106817 82653.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.658 470.02 0.0109215 0.0011006 81458.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.597 464.643 0.0109545 0.00110084 81187.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.543 459.347 0.0131682 0.00111423 66368.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.573 454.429 0.0109604 0.0011267 81353.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.435 449.649 0.0108222 0.00115722 82772.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.435 444.798 0.010969 0.0011028 81084.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.181 439.893 0.0118274 0.00116307 75016.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.209 435.134 0.0114735 0.00107684 76948 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.402 431.041 0.0110727 0.00106768 79960.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.689 426.005 0.010893 0.0010793 81518.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.614 421.357 0.012171 0.00120961 72983.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.992 416.925 0.0135493 0.00136885 65678.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.299 412.108 0.0112941 0.00112948 78704.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.336 408.106 0.0136939 0.0017838 67170.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.949 403.107 0.011661 0.00109811 75736.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.487 398.631 0.0115188 0.00116591 77272.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.856 394.047 0.0113339 0.0012585 79401 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.339 389.844 0.0113604 0.00110809 78031 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.806 385.643 0.0116954 0.00113659 75765.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.584 381.313 0.0137005 0.00123345 64169 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.164 377.095 0.0113539 0.00110247 78038 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.628 373.149 0.0116108 0.00129256 77532.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.488 368.984 0.0115505 0.0011266 76746.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.31 364.544 0.0111265 0.00109935 79783.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.215 360.545 0.0113841 0.00116161 78259 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.079 357.13 0.0128618 0.00123029 68778.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.064 352.872 0.0124909 0.00117938 70724.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.877 349.102 0.0117788 0.0012377 75893.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.877 345.314 0.0114453 0.00115046 77709.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.85 341.156 0.0111416 0.00109761 79649.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.953 337.533 0.011725 0.00110451 75326 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.272 333.398 0.0110853 0.00111252 80218.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.112 329.692 0.0109701 0.00110362 81082.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.279 325.739 0.0110368 0.00111492 80630.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.39 322.335 0.0108047 0.001113 82544.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.536 318.544 0.0113542 0.00160889 82090.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.89 314.983 0.0127 0.00114938 69260.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.126 311.912 0.0111578 0.00108331 79408.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.697 308.738 0.0111108 0.00124539 81091.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.079 304.519 0.0115414 0.00114266 76932.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.336 300.927 0.0113114 0.00112531 78538.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.751 297.499 0.0114854 0.00125779 78219.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.246 294.37 0.0121127 0.00123613 73552.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.976 290.868 0.0123896 0.00115026 71178.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.333 288.151 0.0118776 0.00122594 75105.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.985 284.821 0.0115377 0.00114683 76990.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.898 281.005 0.0122495 0.00125967 72794.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.394 277.993 0.0131239 0.00161509 69512.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.382 274.631 0.0145512 0.00173476 62419.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.948 271.813 0.0142034 0.00136437 62310 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.581 268.875 0.0139132 0.00114004 62631.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.335 265.349 0.0134967 0.00127505 65457.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.131 262.357 0.0138517 0.00180449 66405.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.058 259.165 0.0150889 0.00114166 57359.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.882 256.019 0.0113156 0.00113487 78580 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.572 253.181 0.0114323 0.00119058 78111.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.547 250.637 0.0112357 0.00116166 79412.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.756 247.4 0.0109587 0.00109518 81106.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.754 244.702 0.0147962 0.00188222 61948.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.756 241.609 0.017581 0.00189319 50995 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.886 238.923 0.0171726 0.00169151 51675.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.912 236.139 0.0153492 0.00171382 58671 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.323 233.533 0.0114937 0.00111921 77112.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.4 230.874 0.0109332 0.00107734 81170 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.279 228.303 0.0114635 0.00126753 78462.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.804 225.314 0.0116284 0.00128511 77344.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.657 222.698 0.0114253 0.00118947 78156.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.958 220.222 0.0109999 0.00113153 81067.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.198 217.784 0.0118249 0.00112981 74800.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.701 214.962 0.0110024 0.00110579 80835.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.894 212.918 0.0110224 0.0011516 81046.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.254 210.927 0.011036 0.00111246 80616.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.884 208.271 0.0110789 0.00114956 80569.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.221 205.166 0.0110357 0.00111508 80640.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.535 203.194 0.0112279 0.00113086 79231.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.207 200.89 0.0117933 0.00131275 76331.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.066 198.359 0.0119925 0.00123632 74375.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.28 195.607 0.0114368 0.00117339 77947.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.979 193.491 0.0125498 0.00123737 70718.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.447 191.664 0.0114793 0.00112084 77231.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.983 189.355 0.0112655 0.00109607 78667.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.831 186.97 0.0112566 0.00108844 78676.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.514 185.013 0.0114097 0.00116601 78096.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.158 182.504 0.0112486 0.0011164 78956.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.621 180.688 0.0111843 0.00110337 79357.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.647 178.962 0.011301 0.00112729 78634.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.411 176.625 0.0113447 0.00112027 78244 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.988 174.128 0.0114046 0.00125037 78784.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.072 172.093 0.0114225 0.00119956 78255.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.843 170.307 0.0114022 0.00112501 77842.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.448 168.508 0.0112873 0.00120199 79323.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.541 166.375 0.0112007 0.00112741 79418.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.366 165.171 0.0117354 0.0017185 79865.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.256 161.993 0.0112597 0.00111696 78874.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.351 160.548 0.0131915 0.00114105 66387.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.262 159.647 0.0113201 0.00133 80079.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.97 156.803 0.011185 0.00112841 79549.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.972 155.021 0.0117282 0.00120371 76013.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.16 152.923 0.0119199 0.00116201 74364.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.02 152.139 0.0135939 0.00165757 67022.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.158 149.709 0.0164256 0.00121263 52586.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.101 148.803 0.01221 0.00143453 74242.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.1 146.748 0.0132667 0.00128452 66765.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.172 145.827 0.0122299 0.00116725 72315.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.414 143.538 0.0117693 0.00124397 76006.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.532 142.917 0.0136857 0.00190843 67927.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.672 140.133 0.0172478 0.00190938 52156.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.055 139.123 0.0172069 0.00187079 52164.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.346 137.58 0.0161171 0.00116946 53520.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.675 135.615 0.0126169 0.00148528 71867.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.538 133.087 0.0126362 0.00135319 70903.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.476 132.38 0.0128427 0.00145698 70263.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.721 130.915 0.0119853 0.00117545 74006.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.201 128.752 0.0123024 0.00115523 71767.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.308 127.718 0.012143 0.00119022 73040.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.83 126.067 0.0115389 0.00118682 77279.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.157 125.668 0.012042 0.00156605 76365.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.526 123.058 0.0142969 0.00136759 61874.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.892 122.196 0.0116392 0.00114368 76223.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.179 120.914 0.0145906 0.00121946 59830.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.719 119.999 0.0121236 0.00117838 73091.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.222 118.197 0.0114948 0.00115785 77392.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.419 116.942 0.0130707 0.00152706 69302.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.641 115.122 0.0141699 0.00114738 61432 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.357 113.561 0.0137595 0.00149822 65246.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.848 111.425 0.0134974 0.00119337 65019.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.339 110.551 0.0122917 0.00132336 72937 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.671 109.618 0.0121435 0.00123117 73311.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.317 108.219 0.012288 0.00120194 72162.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.052 106.64 0.0124307 0.00125989 71615.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.399 106.388 0.0127176 0.00137839 70551.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.946 104.934 0.0126933 0.00136433 70615.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.702 103.312 0.0121467 0.00123483 73315 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.119 102.085 0.0133317 0.00153333 67806.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.862 100.574 0.0132157 0.00138094 67597.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.431 100.463 0.0137677 0.00137471 64552.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.223 98.9196 0.0134884 0.00116 64890.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.761 97.3855 0.0119016 0.0013728 75982.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.478 95.0448 0.0119894 0.00115865 73863.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.233 94.9116 0.0116982 0.00122491 76384.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.909 93.2419 0.0138983 0.00171173 65645.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.669 92.2529 0.0133178 0.00114485 65719.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.419 91.1642 0.0131377 0.00168131 69829.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.144 89.6336 0.0135986 0.00112913 64156.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.97 88.7757 0.0111449 0.00110197 79658 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.7903 87.8254 0.0116986 0.00120437 76232.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.4866 86.3072 0.0118761 0.00116509 74689.4 0
: 585 | 97.2976 86.3164 0.011581 0.00106891 76102.9 1
: 586 Minimum Test error found - save the configuration
: 586 | 96.1895 84.1959 0.0118692 0.00113488 74527 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.0968 83.0218 0.0121297 0.0011546 72892.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.9173 82.4056 0.0125157 0.00121391 70785.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.7759 81.6699 0.011792 0.00114982 75172.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.7304 80.1011 0.0117015 0.00127546 76731.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.6552 78.9901 0.0118217 0.00127765 75872.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.5688 78.453 0.0118821 0.00118463 74783.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.4313 76.962 0.0119834 0.00114138 73786.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.414 76.0517 0.0115357 0.00114741 77009.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.5509 74.9788 0.0112803 0.00113411 78847.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.3946 74.4591 0.0113354 0.00111708 78290.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.1591 73.04 0.0118923 0.0012054 74857.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1193 72.2647 0.0126848 0.00120426 69683.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0873 71.295 0.0128021 0.00123524 69163.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.3822 70.8496 0.0118548 0.0012169 75202.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.3438 69.3756 0.0122082 0.00120563 72710.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4458 68.0968 0.0117281 0.00119318 75937.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.4133 67.6671 0.0128248 0.00115612 68559.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.532 66.5779 0.0119167 0.00119666 74626.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.6226 65.8617 0.0120083 0.00117245 73828.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.6829 64.9848 0.0118814 0.00123697 75157 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.9134 64.122 0.0120524 0.00123999 73988.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.9514 63.077 0.011896 0.0011451 74412.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8965 62.1993 0.0121113 0.00116989 73116.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.2185 62.175 0.0122823 0.00152038 74336.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.5615 61.1734 0.0125047 0.00132745 71574 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.5995 60.4685 0.0127483 0.00153862 71366.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6166 59.1267 0.0119229 0.00127118 75105.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.9116 58.6718 0.012733 0.00117755 69231.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.1609 57.9248 0.0119684 0.00129001 74918 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.2481 56.6374 0.0155377 0.00189642 58645.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.2854 55.5024 0.0166968 0.00120381 51636.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.5509 54.9835 0.0126415 0.00113007 69496.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.9021 54.6377 0.0116751 0.0011487 75999.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8774 53.6866 0.0113674 0.00116771 78433.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.0879 52.9394 0.011618 0.00144449 78635.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.4981 51.8634 0.0117455 0.00112789 75346.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.7842 51.1492 0.0114585 0.00111908 77373.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0082 50.5024 0.0113883 0.00114341 78088 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3093 49.8314 0.0113247 0.00111887 78386.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.6829 48.8336 0.0113955 0.00112411 77886.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6906 48.2775 0.0111417 0.00112048 79831 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.9928 47.8631 0.0110826 0.00112847 80368.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2996 47.248 0.0127643 0.00171345 72392.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6033 46.6592 0.0161172 0.00175099 55686.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.9459 46.2328 0.0122204 0.00109581 71912.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.2831 45.4683 0.0109084 0.00109145 81491.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.5995 44.4979 0.0106118 0.00105867 83741.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.9948 43.5477 0.0107229 0.00105589 82756 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.2532 43.0108 0.0106317 0.00105292 83517.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.5538 42.7087 0.010506 0.00105339 84632.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.2018 41.9796 0.0107339 0.00105364 82642.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4788 41.7523 0.0105183 0.00103567 84365.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.8385 40.8835 0.0105403 0.00103788 84188.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.341 40.1327 0.0108689 0.00126703 83316.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.6 39.4048 0.0151608 0.0016395 59166.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.002 39.0584 0.0153323 0.00163447 58403.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.3891 38.6309 0.0152794 0.0016898 58868.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.7729 37.8149 0.0155517 0.00162602 57447.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.1433 37.1822 0.0153194 0.00164373 58498 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.5573 37.0308 0.0124775 0.00106732 70112.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.1018 36.6492 0.0105951 0.00105208 83831 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.6012 36.1546 0.0105698 0.00105028 84037.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2765 35.5207 0.010694 0.0010689 83115.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.669 34.7473 0.0108296 0.00105843 81873.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.7753 34.1251 0.0108529 0.00108762 81923.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.3232 33.7576 0.0114929 0.00113112 77207.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7274 33.3124 0.0154841 0.0018229 58560.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2134 32.9045 0.0166931 0.00182608 53810.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9267 32.4696 0.0171975 0.00181744 52015.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.2975 31.716 0.016875 0.00184004 53209.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.6667 31.6373 0.0158568 0.00109256 54185.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2741 31.1904 0.0105711 0.00105178 84039.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.9051 30.5694 0.0107601 0.00116277 83356.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2988 30.4473 0.0156796 0.0018034 57652.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.8472 30.0519 0.0161013 0.00172895 55662.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3661 29.0659 0.0159336 0.00173578 56346.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9042 28.6661 0.014961 0.0016597 60144.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5237 28.1087 0.0126658 0.00113144 69358.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9976 28.0631 0.0109774 0.00105633 80636.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.5358 27.5145 0.010664 0.00105857 83286.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.12 27.4199 0.0105788 0.00102812 83763.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8208 26.9672 0.0106179 0.00106855 83775.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.2608 26.0222 0.0109261 0.00104017 80923.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.7436 25.9133 0.0110968 0.00109277 79967.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6228 25.217 0.0106856 0.00107115 83207.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9901 25.007 0.0107701 0.0010504 82306.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5526 24.7784 0.0109395 0.0010709 81065.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2006 24.2672 0.0109868 0.0010722 80689.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9541 23.7763 0.01079 0.00104328 82078.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3409 23.4273 0.0108913 0.00108394 81571 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8327 22.9823 0.0109748 0.00109701 80990.2 0
: 678 | 31.6087 23.0135 0.0112472 0.00110639 78889.2 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.1848 22.4721 0.0110352 0.0012226 81527.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.8065 22.0496 0.0109205 0.00113818 81780.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.3777 21.454 0.0109344 0.00110788 81412.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.8859 21.273 0.0109275 0.00109972 81402.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.5634 20.7496 0.0110653 0.0010745 80073.6 0
: 684 | 29.1227 20.7772 0.010946 0.00101259 80536.2 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.8983 20.6981 0.0108121 0.00108617 82254.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5732 19.8818 0.0107851 0.00104892 82167.5 0
: 687 | 28.1678 19.9234 0.0107844 0.0010324 82034.2 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.977 19.3403 0.0109258 0.00109128 81346.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.6745 18.9176 0.0109744 0.00114724 81407.1 0
: 690 | 27.1757 19.2262 0.0108631 0.000994528 81065.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.6731 18.4304 0.0108228 0.00107802 82094.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3626 18.3189 0.0108338 0.00111164 82286.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.9164 17.7029 0.0115102 0.00113352 77095.7 0
: 694 | 25.6294 17.8726 0.011243 0.00108256 78736.6 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.2709 17.3463 0.010785 0.00110556 82649.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9671 17.0451 0.0107517 0.00104606 82426.7 0
: 697 | 24.6957 17.2299 0.0104778 0.000992148 84337.9 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.3582 16.5265 0.0107445 0.00106934 82686.4 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9345 16.431 0.0109027 0.00109526 81570.7 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.7716 16.0502 0.0106316 0.00108283 83780.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5743 15.8897 0.0107181 0.00110783 83244.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.996 15.6058 0.0114431 0.00156331 80973.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8355 15.6016 0.013056 0.00112302 67040.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4886 15.4438 0.0105497 0.00105046 84217.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.2271 14.9753 0.010518 0.00105915 84576.8 0
: 706 | 22.0519 15.1951 0.0106707 0.00103251 83003 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.6612 14.2614 0.0107166 0.00105519 82803.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3761 14.1679 0.010584 0.00105114 83920.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0537 13.7564 0.0105603 0.0010505 84123.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7303 13.5561 0.011227 0.00133982 80912.6 0
: 711 | 20.3987 13.5688 0.0126924 0.00118141 69498.9 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.1379 13.3991 0.0112713 0.00130707 80287.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.89 13.0856 0.0126599 0.0012387 70045.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7458 13.0762 0.0107622 0.00106553 82502.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.3467 12.6019 0.0107401 0.00107027 82731.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9913 12.475 0.0105383 0.00103524 84183 0
: 717 | 18.9752 12.7722 0.0108588 0.000996289 81115.3 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.7225 12.4537 0.0113369 0.00117521 78726.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.3849 12.163 0.0112491 0.00106784 78575.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.073 11.7885 0.0108313 0.00108367 82071.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.855 11.1573 0.010976 0.00116733 81560.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.6133 11.0986 0.0110267 0.00118561 81291.9 0
: 723 | 17.403 11.44 0.0124559 0.001637 73944.9 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.3088 10.7664 0.0106748 0.00105403 83153.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.2085 10.6541 0.0120382 0.00107959 73001.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.7396 10.3634 0.0107526 0.0010431 82393.3 0
: 727 | 16.5724 10.5022 0.0108084 0.0010193 81723.2 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.3723 10.1894 0.0107851 0.00106774 82327.3 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.1195 10.095 0.0106808 0.00109739 83477.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9901 9.82357 0.0113597 0.00109614 77945.9 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.7258 9.65979 0.010803 0.00110866 82522.1 0
: 732 | 15.5982 9.76477 0.0104407 0.000996318 84706.4 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.359 9.30866 0.0111741 0.00144919 82263 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.165 8.73086 0.0115471 0.00129754 78051.8 0
: 735 | 14.879 9.16469 0.0105577 0.000991098 83624.7 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.6965 8.57403 0.0105122 0.00106665 84696 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.354 8.34811 0.0106061 0.00105811 83786.8 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.1585 8.34729 0.0106602 0.00107821 83489.9 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.9639 8.03897 0.0113091 0.00122403 79324.9 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.7911 7.56075 0.0118092 0.001074 74521.4 0
: 741 | 13.7343 7.78862 0.0115536 0.00106492 76272.5 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.5045 7.48903 0.0112007 0.00107222 78985.2 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2989 7.29298 0.0105689 0.00104792 84024.9 0
: 744 | 13.0024 7.45902 0.0108948 0.00109023 81594.5 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0678 6.93426 0.0107398 0.00105876 82635.7 0
: 746 | 12.7877 7.11139 0.0105534 0.000993348 83681.7 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.5922 6.56573 0.0105783 0.00104744 83937.9 0
: 748 | 12.4231 6.73502 0.0105106 0.000992469 84050.6 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.3197 6.34853 0.0106795 0.00113622 83829 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.9899 6.21139 0.0106736 0.00105084 83136.3 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8831 5.97622 0.0106717 0.00105414 83181.6 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.6849 5.96355 0.0107175 0.00107454 82961.9 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.7339 5.78658 0.0105798 0.00107179 84139.6 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.542 5.32149 0.0107345 0.00104753 82585.6 0
: 755 | 11.3864 5.74458 0.010655 0.00100103 82867.5 1
: 756 | 11.1187 5.71314 0.0108916 0.00105206 81304.3 2
: 757 | 11.1047 5.48812 0.0107496 0.00103728 82369.7 3
: 758 Minimum Test error found - save the configuration
: 758 | 10.7581 5.04993 0.0107313 0.00106277 82742.6 0
: 759 | 10.66 5.07744 0.012578 0.00127693 70789.7 1
: 760 | 10.6302 5.90256 0.0124579 0.00110182 70447.1 2
: 761 | 10.7613 5.19705 0.0106016 0.000990199 83234.3 3
: 762 | 10.2762 5.05168 0.0105285 0.00100358 83990.4 4
: 763 Minimum Test error found - save the configuration
: 763 | 10.0976 4.64007 0.0113154 0.00141795 80828.6 0
: 764 | 9.93604 4.81556 0.0150514 0.00149281 59003.3 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.84744 4.35429 0.0110973 0.0010954 79984.7 0
: 766 | 9.97801 4.6456 0.0113796 0.00114732 78184.3 1
: 767 | 9.81539 4.53093 0.0121708 0.00103757 71857.2 2
: 768 | 9.62505 4.72888 0.0107396 0.00101424 82259.3 3
: 769 | 9.38268 4.53721 0.0106156 0.0010155 83332.1 4
: 770 Minimum Test error found - save the configuration
: 770 | 9.27166 3.97193 0.0108428 0.00105873 81765.2 0
: 771 | 9.15082 4.14387 0.0110591 0.00100371 79559.3 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.94067 3.89483 0.0113053 0.00109382 78343.4 0
: 773 | 8.88669 3.97088 0.0108779 0.00103464 81273.9 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.80665 3.72726 0.0117051 0.00112018 75579.1 0
: 775 | 8.75847 4.1751 0.0110611 0.00100689 79568.8 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.75135 3.50378 0.0113528 0.0011843 78674.3 0
: 777 | 8.70449 3.74105 0.0109033 0.00107819 81423.9 1
: 778 | 8.66559 3.90232 0.0108598 0.00101811 81286.7 2
: 779 | 8.41986 3.7125 0.0108353 0.00106349 81868.4 3
: 780 Minimum Test error found - save the configuration
: 780 | 8.20785 3.26737 0.0111313 0.00107825 79578.2 0
: 781 | 7.93379 4.13207 0.0112252 0.00111435 79122.8 1
: 782 | 8.01252 3.34478 0.0111664 0.00117212 80046.2 2
: 783 | 7.88267 3.31226 0.0118163 0.00125468 75746.2 3
: 784 | 7.73732 3.30325 0.0127858 0.00120794 69097.6 4
: 785 Minimum Test error found - save the configuration
: 785 | 7.61343 3.16063 0.0122673 0.00115331 71981.3 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.40867 3.10412 0.0109877 0.00107688 80720.1 0
: 787 | 7.38744 3.15195 0.0108029 0.00105991 82110.4 1
: 788 | 7.37852 3.44682 0.010738 0.0010595 82657.3 2
: 789 | 7.18525 3.19156 0.0109024 0.00110866 81685.1 3
: 790 Minimum Test error found - save the configuration
: 790 | 7.1579 3.07729 0.0107398 0.00105526 82605.9 0
: 791 | 7.16154 3.20397 0.0107269 0.00100827 82316.3 1
: 792 | 7.1703 3.26433 0.0108416 0.00102477 81492.7 2
: 793 | 7.10957 3.54207 0.010769 0.00101592 82025.7 3
: 794 | 6.92413 3.22203 0.0106962 0.00100826 82576.8 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.68162 2.70789 0.0109537 0.00105939 80854.7 0
: 796 | 6.56946 2.91075 0.010632 0.00101936 83223.6 1
: 797 | 6.53835 2.89762 0.0107589 0.00103148 82241.6 2
: 798 | 6.45824 2.83941 0.010875 0.00105243 81445.1 3
: 799 | 6.45673 3.09051 0.0108902 0.0010577 81362.6 4
: 800 | 6.33531 2.84905 0.0130743 0.00166911 70143.7 5
: 801 | 6.19227 2.8704 0.0143925 0.00101542 59803.6 6
: 802 | 6.06993 2.91293 0.0114949 0.00102105 76380.7 7
: 803 | 5.97317 3.31055 0.0107208 0.00103263 82575 8
: 804 | 5.99837 2.83457 0.0113099 0.00118543 79016.3 9
: 805 | 5.99074 3.0286 0.0116163 0.00102267 75517.1 10
: 806 | 5.92056 2.75914 0.0129711 0.00125729 68295.5 11
: 807 | 5.8807 3.19077 0.0162944 0.00167466 54720.6 12
: 808 Minimum Test error found - save the configuration
: 808 | 5.76934 2.51177 0.0164005 0.00178126 54722.4 0
: 809 | 5.65066 2.93892 0.0163577 0.00170196 54586.1 1
: 810 | 5.50387 2.8229 0.0151693 0.00150299 58537.9 2
: 811 | 5.47401 3.02131 0.0132268 0.00104135 65652.2 3
: 812 | 5.52099 2.79092 0.0114056 0.00107278 77423.4 4
: 813 | 5.38402 2.9666 0.0115668 0.00101733 75833.3 5
: 814 | 5.24565 2.79293 0.0108119 0.0010927 82311.5 6
: 815 | 5.24115 3.01449 0.0108386 0.00102686 81534.9 7
: 816 | 5.31066 3.49394 0.0109301 0.00107408 81168.6 8
: 817 | 5.27806 2.81329 0.0115457 0.0014519 79256.5 9
: 818 | 5.29578 2.87624 0.0108729 0.00103027 81279.4 10
: 819 | 5.12518 2.65652 0.0109316 0.00101777 80695.2 11
: 820 | 5.35414 3.01528 0.010661 0.00102918 83058.1 12
: 821 | 4.93911 2.88867 0.0109658 0.00103976 80596.5 13
: 822 | 4.83258 3.11504 0.0109859 0.00100809 80178.1 14
: 823 | 4.88016 3.41988 0.010814 0.0010315 81778.7 15
: 824 | 4.81404 3.56911 0.0110761 0.0011869 80896.6 16
: 825 | 4.86668 3.15293 0.0107053 0.0010047 82468.9 17
: 826 | 4.61002 3.33745 0.010854 0.0010061 81235.3 18
: 827 | 4.77489 3.23474 0.0114952 0.00134243 78795.9 19
: 828 | 4.59633 3.38601 0.0111083 0.00102818 79364.3 20
: 829 | 4.59557 3.22433 0.0110615 0.00105871 79977.9 21
:
: Elapsed time for training with 1000 events: 9.74 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0115 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.892 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.202 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.31825e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09332e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0465 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0409 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00156 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.103 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.969 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0237 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00311 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0389 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00497 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00327 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000683 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.099 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.690 0.117 5.96 1.55 | 3.223 3.233
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0493 0.151 2.21 1.07 | 3.339 3.332
: 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.